diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9be2600115515f153d7df12fb1d92cd1514330c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6698, "bytes_utf8": 6698, "lines": 192, "estimated_tokens": 1754}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 399, "bytes_utf8": 399, "lines": 1, "estimated_tokens": 97}, "usage": {"input_tokens": 25049, "cached_input_tokens": 3456, "output_tokens": 554, "reasoning_output_tokens": 451}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7fa47d9de92cc1e6d6a7b4982040e6e5a853020f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_2745294cbd314f00", + "api_calls": 0, + "input_tokens": 25049, + "cached_input_tokens": 3456, + "output_tokens": 554, + "total_tokens": 25603, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1754, + "estimated_output_tokens": 97, + "estimated_total_tokens": 1851, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15305.1, + "sql_execution_elapsed_ms_total": 14.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..97fedaa356ad5e44e33f28f6b447af14bd9dd0cc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:08:10.014451+00:00", + "ended_at": "2026-05-26T00:08:25.319765+00:00", + "elapsed_ms": 15305.1, + "prompt_metrics": { + "chars": 6698, + "bytes_utf8": 6698, + "lines": 192, + "estimated_tokens": 1754 + }, + "stdout_metrics": { + "chars": 756, + "bytes_utf8": 756, + "lines": 4, + "estimated_tokens": 214 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 105 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 399, + "bytes_utf8": 399, + "lines": 1, + "estimated_tokens": 97 + }, + "usage": { + "input_tokens": 25049, + "cached_input_tokens": 3456, + "output_tokens": 554, + "reasoning_output_tokens": 451 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0a9ff79b6907a0b35180182d1890bda64e5fb538 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,192 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: c6 +- dataset_name: Dataset For Assessing Mathematics Learning In Higher Education +- table_name: c6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 7 feature columns and target `Type of Answer`. +- task_type: classification +- target_column: Type of Answer +- main_row_count: 9546 +- important_fields: +- Student ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Student ID. +- Student Country: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Student Country. +- Question ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Question ID. +- Type of Answer: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Type of Answer. +- Question Level: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Question Level. +- Topic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Topic. +- Subtopic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Subtopic. +- Keywords: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for Keywords. +- useful_field_combinations: [['Student Country', 'Type of Answer', 'Type of Answer'], ['Student Country', 'Student Country', 'Type of Answer'], ['Student Country', 'Question Level', 'Type of Answer']] +- fields_requiring_caution: ['Type of Answer', 'Keywords'] +- source_url: https://archive.ics.uci.edu/dataset/1031/dataset+for+assessing+mathematics+learning+in+higher+education + +SQLite schema snapshot: +{ + "table_name": "c6", + "quoted_table_name": "\"c6\"", + "row_count": 9546, + "columns": [ + { + "name": "Student ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Student Country", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Type of Answer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question Level", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Topic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Subtopic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Keywords", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Student ID": "647", + "Student Country": "Ireland", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "41", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "340", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "641", + "Student Country": "Italy", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "669", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "c6", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Topic, measure_col=Student ID.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Topic", + "measure_col": "Student ID", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1077.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e24ddcb99a70978c20daa15715e017e3b5c4eb07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619c-3e6e-7113-8a18-15520873f6a2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Topic\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Topic\\\") AS avg_measure\\nFROM \\\"c6\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"Topic\\\" and measure_col=\\\"Student ID\\\". CAST is used because \\\"Student ID\\\" is stored as TEXT in the SQLite schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25049,"cached_input_tokens":3456,"output_tokens":554,"reasoning_output_tokens":451}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..befd6553e6d8344ca1549a2d0189552449681ae9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"Topic\",\n AVG(CAST(\"Student ID\" AS REAL)) OVER (PARTITION BY \"Topic\") AS avg_measure\nFROM \"c6\"\nORDER BY avg_measure DESC;","notes":"Applied the Window Partition Average template with group_col=\"Topic\" and measure_col=\"Student ID\". CAST is used because \"Student ID\" is stored as TEXT in the SQLite schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f1eb5a6fe409ad73986c5e1fa9fc1b04e298fbcb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:08:24.417354Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e619c-3e6e-7113-8a18-15520873f6a2.1779754090095287000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ed5456df745daeba7f8ce19961fb65ed6098b693 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Topic, measure_col=Student ID. +Result preview: [{"Topic": "Real Functions of a single variable", "avg_measure": 1012.7560975609756}, {"Topic": "Numerical Methods", "avg_measure": 985.858064516129}, {"Topic": "Linear Algebra", "avg_measure": 929.7209221096751}, {"Topic": "Optimization", "avg_measure": 841.6428571428571}, {"Topic": "Probability", "avg_measure": 709.703125}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..8103709a29ae195ac1268becd5a266abafa73be9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_c6_2745294cbd314f00 +-- problem_id: v2p_c6_d3038a89896e5e85 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Topic", + AVG(CAST("Student ID" AS REAL)) OVER (PARTITION BY "Topic") AS avg_measure +FROM "c6" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b512ba4e3190926c1b3d43c3cbf961b2d8b9c4e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"Topic\",\n AVG(CAST(\"Student ID\" AS REAL)) OVER (PARTITION BY \"Topic\") AS avg_measure\nFROM \"c6\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Topic\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Topic\\\") AS avg_measure\\nFROM \\\"c6\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"Topic\", \"avg_measure\"], \"rows\": [{\"Topic\": \"Real Functions of a single variable\", \"avg_measure\": 1012.7560975609756}, {\"Topic\": \"Numerical Methods\", \"avg_measure\": 985.858064516129}, {\"Topic\": \"Linear Algebra\", \"avg_measure\": 929.7209221096751}, {\"Topic\": \"Optimization\", \"avg_measure\": 841.6428571428571}, {\"Topic\": \"Probability\", \"avg_measure\": 709.703125}, {\"Topic\": \"Statistics\", \"avg_measure\": 620.6588235294117}, {\"Topic\": \"Differentiation\", \"avg_measure\": 596.2003454231434}, {\"Topic\": \"Integration\", \"avg_measure\": 570.5208333333334}, {\"Topic\": \"Graph Theory\", \"avg_measure\": 409.56363636363636}, {\"Topic\": \"Differential Equations\", \"avg_measure\": 377.5}, {\"Topic\": \"Fundamental Mathematics\", \"avg_measure\": 376.4621026894865}, {\"Topic\": \"Complex Numbers\", \"avg_measure\": 363.2010135135135}, {\"Topic\": \"Analytic Geometry\", \"avg_measure\": 361.5446927374302}, {\"Topic\": \"Set Theory\", \"avg_measure\": 205.0}], \"row_count_returned\": 14, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 14.04}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7a1d256459af6512dd3024e1968d7cd004c3bd7d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "c6", + "started_at": "2026-05-26T00:08:10.012791+00:00", + "ended_at": "2026-05-26T00:08:25.605899+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_c6_2745294cbd314f00", + "problem_id": "v2p_c6_d3038a89896e5e85", + "dataset_id": "c6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Topic, measure_col=Student ID.", + "bindings": { + "group_col": "Topic", + "measure_col": "Student ID", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1077.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=138" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_2745294cbd314f00.sql", + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_2745294cbd314f00", + "api_calls": 0, + "input_tokens": 25049, + "cached_input_tokens": 3456, + "output_tokens": 554, + "total_tokens": 25603, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1754, + "estimated_output_tokens": 97, + "estimated_total_tokens": 1851, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15305.1, + "sql_execution_elapsed_ms_total": 14.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a8f0e982f2dfee026d12ca1a94aeedfe68ebfad7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:08:25.588843+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15305.1, "started_at": "2026-05-26T00:08:10.014451+00:00", "ended_at": "2026-05-26T00:08:25.319765+00:00", "prompt_metrics": {"chars": 6698, "bytes_utf8": 6698, "lines": 192, "estimated_tokens": 1754}, "response_metrics": {"chars": 399, "bytes_utf8": 399, "lines": 1, "estimated_tokens": 97}, "usage": {"input_tokens": 25049, "cached_input_tokens": 3456, "output_tokens": 554, "reasoning_output_tokens": 451}, "stderr_preview": "2026-05-26T00:08:24.417354Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e619c-3e6e-7113-8a18-15520873f6a2.1779754090095287000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Topic\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Topic\\\") AS avg_measure\\nFROM \\\"c6\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"Topic\\\" and measure_col=\\\"Student ID\\\". CAST is used because \\\"Student ID\\\" is stored as TEXT in the SQLite schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..09dc3e6c207a5746f3a1b3599643fddf3fdb6d4f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_2745294cbd314f00", + "api_calls": 0, + "input_tokens": 25049, + "cached_input_tokens": 3456, + "output_tokens": 554, + "total_tokens": 25603, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1754, + "estimated_output_tokens": 97, + "estimated_total_tokens": 1851, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15305.1, + "sql_execution_elapsed_ms_total": 14.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_2745294cbd314f00/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7f1d1f1b3efb3680d814fef17bc055e3df725212 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6946, "bytes_utf8": 6946, "lines": 196, "estimated_tokens": 1837}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 402, "bytes_utf8": 402, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 25132, "cached_input_tokens": 24960, "output_tokens": 496, "reasoning_output_tokens": 389}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6e1f8e380cf674429e5d2a075ead4034173f9d9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_3ac48746ab097d21", + "api_calls": 0, + "input_tokens": 25132, + "cached_input_tokens": 24960, + "output_tokens": 496, + "total_tokens": 25628, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1837, + "estimated_output_tokens": 101, + "estimated_total_tokens": 1938, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13278.35, + "sql_execution_elapsed_ms_total": 1.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a43c569a1bf212c6f10ac865099361279d5e71fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:08:25.607696+00:00", + "ended_at": "2026-05-26T00:08:38.886207+00:00", + "elapsed_ms": 13278.35, + "prompt_metrics": { + "chars": 6946, + "bytes_utf8": 6946, + "lines": 196, + "estimated_tokens": 1837 + }, + "stdout_metrics": { + "chars": 769, + "bytes_utf8": 769, + "lines": 4, + "estimated_tokens": 219 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 402, + "bytes_utf8": 402, + "lines": 1, + "estimated_tokens": 101 + }, + "usage": { + "input_tokens": 25132, + "cached_input_tokens": 24960, + "output_tokens": 496, + "reasoning_output_tokens": 389 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..94dca70ae1722f2b6d1a411e9066673ab50c8c10 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,196 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: c6 +- dataset_name: Dataset For Assessing Mathematics Learning In Higher Education +- table_name: c6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 7 feature columns and target `Type of Answer`. +- task_type: classification +- target_column: Type of Answer +- main_row_count: 9546 +- important_fields: +- Student ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Student ID. +- Student Country: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Student Country. +- Question ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Question ID. +- Type of Answer: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Type of Answer. +- Question Level: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Question Level. +- Topic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Topic. +- Subtopic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Subtopic. +- Keywords: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for Keywords. +- useful_field_combinations: [['Student Country', 'Type of Answer', 'Type of Answer'], ['Student Country', 'Student Country', 'Type of Answer'], ['Student Country', 'Question Level', 'Type of Answer']] +- fields_requiring_caution: ['Type of Answer', 'Keywords'] +- source_url: https://archive.ics.uci.edu/dataset/1031/dataset+for+assessing+mathematics+learning+in+higher+education + +SQLite schema snapshot: +{ + "table_name": "c6", + "quoted_table_name": "\"c6\"", + "row_count": 9546, + "columns": [ + { + "name": "Student ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Student Country", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Type of Answer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question Level", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Topic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Subtopic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Keywords", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Student ID": "647", + "Student Country": "Ireland", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "41", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "340", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "641", + "Student Country": "Italy", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "669", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "c6", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Type of Answer, group_col_2=Topic.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Type of Answer", + "group_col_2": "Topic", + "predicate_col": "Subtopic", + "predicate_op": "=", + "predicate_value": "Elementary Geometry", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 571.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..933317c111f9912e0dc8ef627ec045b33fcc8114 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619c-7b3b-7f01-ad02-6a8f392521ca"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Type of Answer\\\", \\\"Topic\\\", COUNT(*) AS row_count\\nFROM \\\"c6\\\"\\nWHERE \\\"Subtopic\\\" = 'Elementary Geometry'\\nGROUP BY \\\"Type of Answer\\\", \\\"Topic\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with \\\"Subtopic\\\" = 'Elementary Geometry', grouping by \\\"Type of Answer\\\" and \\\"Topic\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25132,"cached_input_tokens":24960,"output_tokens":496,"reasoning_output_tokens":389}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9c42bddcfae3a0b9ce72f24f9dee578aece7e21f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Type of Answer\", \"Topic\", COUNT(*) AS row_count\nFROM \"c6\"\nWHERE \"Subtopic\" = 'Elementary Geometry'\nGROUP BY \"Type of Answer\", \"Topic\"\nORDER BY row_count DESC;","notes":"Uses the planned filtered two-dimensional group count template with \"Subtopic\" = 'Elementary Geometry', grouping by \"Type of Answer\" and \"Topic\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..681574db690b41efa637b85a8fee6ded8b31d12e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:08:37.941168Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e619c-7b3b-7f01-ad02-6a8f392521ca.1779754105660332000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..14e05566510db69a91db809b7defa1cd6f35d6c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Type of Answer, group_col_2=Topic. +Result preview: [{"Type of Answer": "1", "Topic": "Fundamental Mathematics", "row_count": 189}, {"Type of Answer": "0", "Topic": "Fundamental Mathematics", "row_count": 133}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..75c84427af4e6f0f8e6634655e57e17ee9767e2f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_c6_3ac48746ab097d21 +-- problem_id: v2p_c6_09d00a182f12de21 +-- realization_mode: agent +-- source_kind: agent +SELECT "Type of Answer", "Topic", COUNT(*) AS row_count +FROM "c6" +WHERE "Subtopic" = 'Elementary Geometry' +GROUP BY "Type of Answer", "Topic" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3fb9d5d970005b3f08369a1ba3443a611b7f040e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Type of Answer\", \"Topic\", COUNT(*) AS row_count\nFROM \"c6\"\nWHERE \"Subtopic\" = 'Elementary Geometry'\nGROUP BY \"Type of Answer\", \"Topic\"\nORDER BY row_count DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Type of Answer\\\", \\\"Topic\\\", COUNT(*) AS row_count\\nFROM \\\"c6\\\"\\nWHERE \\\"Subtopic\\\" = 'Elementary Geometry'\\nGROUP BY \\\"Type of Answer\\\", \\\"Topic\\\"\\nORDER BY row_count DESC;\", \"columns\": [\"Type of Answer\", \"Topic\", \"row_count\"], \"rows\": [{\"Type of Answer\": \"1\", \"Topic\": \"Fundamental Mathematics\", \"row_count\": 189}, {\"Type of Answer\": \"0\", \"Topic\": \"Fundamental Mathematics\", \"row_count\": 133}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.03}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..feb1b84218bcf986983313413c6a42fa3ce7cd89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "c6", + "started_at": "2026-05-26T00:08:25.606535+00:00", + "ended_at": "2026-05-26T00:08:38.890979+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_c6_3ac48746ab097d21", + "problem_id": "v2p_c6_09d00a182f12de21", + "dataset_id": "c6", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Type of Answer, group_col_2=Topic.", + "bindings": { + "group_col": "Type of Answer", + "group_col_2": "Topic", + "predicate_col": "Subtopic", + "predicate_op": "=", + "predicate_value": "Elementary Geometry", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 571.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=55" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_3ac48746ab097d21.sql", + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_3ac48746ab097d21", + "api_calls": 0, + "input_tokens": 25132, + "cached_input_tokens": 24960, + "output_tokens": 496, + "total_tokens": 25628, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1837, + "estimated_output_tokens": 101, + "estimated_total_tokens": 1938, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13278.35, + "sql_execution_elapsed_ms_total": 1.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fbc641826766169fb639b3bfc73ed29dbb9c8e05 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:08:38.888739+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13278.35, "started_at": "2026-05-26T00:08:25.607696+00:00", "ended_at": "2026-05-26T00:08:38.886207+00:00", "prompt_metrics": {"chars": 6946, "bytes_utf8": 6946, "lines": 196, "estimated_tokens": 1837}, "response_metrics": {"chars": 402, "bytes_utf8": 402, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 25132, "cached_input_tokens": 24960, "output_tokens": 496, "reasoning_output_tokens": 389}, "stderr_preview": "2026-05-26T00:08:37.941168Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e619c-7b3b-7f01-ad02-6a8f392521ca.1779754105660332000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Type of Answer\\\", \\\"Topic\\\", COUNT(*) AS row_count\\nFROM \\\"c6\\\"\\nWHERE \\\"Subtopic\\\" = 'Elementary Geometry'\\nGROUP BY \\\"Type of Answer\\\", \\\"Topic\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with \\\"Subtopic\\\" = 'Elementary Geometry', grouping by \\\"Type of Answer\\\" and \\\"Topic\\\".\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..941ea30efce64d199db74c8aa947a53a2ad672ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_3ac48746ab097d21", + "api_calls": 0, + "input_tokens": 25132, + "cached_input_tokens": 24960, + "output_tokens": 496, + "total_tokens": 25628, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1837, + "estimated_output_tokens": 101, + "estimated_total_tokens": 1938, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13278.35, + "sql_execution_elapsed_ms_total": 1.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_3ac48746ab097d21/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..530fa4e4fadc0601d5badd8d98599ca0185d36d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6704, "bytes_utf8": 6704, "lines": 192, "estimated_tokens": 1756}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 415, "bytes_utf8": 415, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 25051, "cached_input_tokens": 22912, "output_tokens": 624, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..61f0f31353bfaf5e70449be3f6a0e1ada99c0fae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_4e0be801770a1a23", + "api_calls": 0, + "input_tokens": 25051, + "cached_input_tokens": 22912, + "output_tokens": 624, + "total_tokens": 25675, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1756, + "estimated_output_tokens": 102, + "estimated_total_tokens": 1858, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14990.73, + "sql_execution_elapsed_ms_total": 23.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..16ee07088109fddde609dc7b395727369751ffaa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:08:38.894079+00:00", + "ended_at": "2026-05-26T00:08:53.885006+00:00", + "elapsed_ms": 14990.73, + "prompt_metrics": { + "chars": 6704, + "bytes_utf8": 6704, + "lines": 192, + "estimated_tokens": 1756 + }, + "stdout_metrics": { + "chars": 781, + "bytes_utf8": 781, + "lines": 4, + "estimated_tokens": 218 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 415, + "bytes_utf8": 415, + "lines": 1, + "estimated_tokens": 102 + }, + "usage": { + "input_tokens": 25051, + "cached_input_tokens": 22912, + "output_tokens": 624, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0349b168fa5764931eeece7c7460f2b4360526ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,192 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: c6 +- dataset_name: Dataset For Assessing Mathematics Learning In Higher Education +- table_name: c6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 7 feature columns and target `Type of Answer`. +- task_type: classification +- target_column: Type of Answer +- main_row_count: 9546 +- important_fields: +- Student ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Student ID. +- Student Country: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Student Country. +- Question ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Question ID. +- Type of Answer: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Type of Answer. +- Question Level: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Question Level. +- Topic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Topic. +- Subtopic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Subtopic. +- Keywords: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for Keywords. +- useful_field_combinations: [['Student Country', 'Type of Answer', 'Type of Answer'], ['Student Country', 'Student Country', 'Type of Answer'], ['Student Country', 'Question Level', 'Type of Answer']] +- fields_requiring_caution: ['Type of Answer', 'Keywords'] +- source_url: https://archive.ics.uci.edu/dataset/1031/dataset+for+assessing+mathematics+learning+in+higher+education + +SQLite schema snapshot: +{ + "table_name": "c6", + "quoted_table_name": "\"c6\"", + "row_count": 9546, + "columns": [ + { + "name": "Student ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Student Country", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Type of Answer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question Level", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Topic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Subtopic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Keywords", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Student ID": "647", + "Student Country": "Ireland", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "41", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "340", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "641", + "Student Country": "Italy", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "669", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "c6", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Subtopic, measure_col=Student ID.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Subtopic", + "measure_col": "Student ID", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1077.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b2b8b0721d388b42497a731484ff6899c29df8fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619c-af2a-7560-beab-278f2147064c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Subtopic\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Subtopic\\\") AS \\\"avg_measure\\\"\\nFROM \\\"c6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the requested Window Partition Average template with group_col=\\\"Subtopic\\\" and measure_col=\\\"Student ID\\\". Cast \\\"Student ID\\\" to REAL because the schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25051,"cached_input_tokens":22912,"output_tokens":624,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7ac968452a7daac545870085443deea1816f923b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Subtopic\",\n AVG(CAST(\"Student ID\" AS REAL)) OVER (PARTITION BY \"Subtopic\") AS \"avg_measure\"\nFROM \"c6\"\nORDER BY \"avg_measure\" DESC;","notes":"Applied the requested Window Partition Average template with group_col=\"Subtopic\" and measure_col=\"Student ID\". Cast \"Student ID\" to REAL because the schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..55b7a76905d23122586f8ec62ce2769bb3034af5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Subtopic, measure_col=Student ID. +Result preview: [{"Subtopic": "Limits and Continuity", "avg_measure": 1303.859649122807}, {"Subtopic": "Linear Optimization", "avg_measure": 1082.6964285714287}, {"Subtopic": "Vector Spaces", "avg_measure": 992.9199708985085}, {"Subtopic": "Linear Transformations", "avg_measure": 990.7700987306065}, {"Subtopic": "Numerical Methods", "avg_measure": 985.858064516129}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2f85d6c9c2866adbe3d0fda16a309b4156fe2d05 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_c6_4e0be801770a1a23 +-- problem_id: v2p_c6_6b5ae605a257312f +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Subtopic", + AVG(CAST("Student ID" AS REAL)) OVER (PARTITION BY "Subtopic") AS "avg_measure" +FROM "c6" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..51be0ff15d3fc1e126832e06700ed4db3002fa29 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Subtopic\",\n AVG(CAST(\"Student ID\" AS REAL)) OVER (PARTITION BY \"Subtopic\") AS \"avg_measure\"\nFROM \"c6\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Subtopic\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Subtopic\\\") AS \\\"avg_measure\\\"\\nFROM \\\"c6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Subtopic\", \"avg_measure\"], \"rows\": [{\"Subtopic\": \"Limits and Continuity\", \"avg_measure\": 1303.859649122807}, {\"Subtopic\": \"Linear Optimization\", \"avg_measure\": 1082.6964285714287}, {\"Subtopic\": \"Vector Spaces\", \"avg_measure\": 992.9199708985085}, {\"Subtopic\": \"Linear Transformations\", \"avg_measure\": 990.7700987306065}, {\"Subtopic\": \"Numerical Methods\", \"avg_measure\": 985.858064516129}, {\"Subtopic\": \"Domain, Image and Graphics\", \"avg_measure\": 857.6822429906542}, {\"Subtopic\": \"Partial Differentiation\", \"avg_measure\": 847.0725190839695}, {\"Subtopic\": \"Nonlinear Optimization\", \"avg_measure\": 734.5079365079365}, {\"Subtopic\": \"Definite Integrals\", \"avg_measure\": 713.6666666666666}, {\"Subtopic\": \"Probability\", \"avg_measure\": 709.703125}, {\"Subtopic\": \"Linear Systems\", \"avg_measure\": 648.2714285714286}, {\"Subtopic\": \"Statistics\", \"avg_measure\": 620.6588235294117}, {\"Subtopic\": \"Integration Techniques\", \"avg_measure\": 613.1891891891892}, {\"Subtopic\": \"Eigenvalues and Eigenvectors\", \"avg_measure\": 584.2461538461539}, {\"Subtopic\": \"Matrices and Determinants\", \"avg_measure\": 461.50333333333333}, {\"Subtopic\": \"Algebraic expressions, Equations, and Inequalities\", \"avg_measure\": 438.71975806451616}, {\"Subtopic\": \"Graph Theory\", \"avg_measure\": 409.56363636363636}, {\"Subtopic\": \"Derivatives\", \"avg_measure\": 388.8548895899054}, {\"Subtopic\": \"Differential Equations\", \"avg_measure\": 377.5}, {\"Subtopic\": \"Complex Numbers\", \"avg_measure\": 363.2010135135135}, {\"Subtopic\": \"Analytic Geometry\", \"avg_measure\": 361.5446927374302}, {\"Subtopic\": \"Elementary Geometry\", \"avg_measure\": 280.5621118012422}, {\"Subtopic\": \"Set Theory\", \"avg_measure\": 205.0}, {\"Subtopic\": \"Double Integration\", \"avg_measure\": 188.11111111111111}], \"row_count_returned\": 24, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 23.83}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..22ab062a7b2069c0502d51995c2535136ee888b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "c6", + "started_at": "2026-05-26T00:08:38.891881+00:00", + "ended_at": "2026-05-26T00:08:53.915598+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_c6_4e0be801770a1a23", + "problem_id": "v2p_c6_6b5ae605a257312f", + "dataset_id": "c6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Subtopic, measure_col=Student ID.", + "bindings": { + "group_col": "Subtopic", + "measure_col": "Student ID", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1077.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=134" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_4e0be801770a1a23.sql", + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_4e0be801770a1a23", + "api_calls": 0, + "input_tokens": 25051, + "cached_input_tokens": 22912, + "output_tokens": 624, + "total_tokens": 25675, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1756, + "estimated_output_tokens": 102, + "estimated_total_tokens": 1858, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14990.73, + "sql_execution_elapsed_ms_total": 23.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..607777abddb588303d318ee8434cb06f5d04757b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:08:53.888351+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14990.73, "started_at": "2026-05-26T00:08:38.894079+00:00", "ended_at": "2026-05-26T00:08:53.885006+00:00", "prompt_metrics": {"chars": 6704, "bytes_utf8": 6704, "lines": 192, "estimated_tokens": 1756}, "response_metrics": {"chars": 415, "bytes_utf8": 415, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 25051, "cached_input_tokens": 22912, "output_tokens": 624, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Subtopic\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Subtopic\\\") AS \\\"avg_measure\\\"\\nFROM \\\"c6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the requested Window Partition Average template with group_col=\\\"Subtopic\\\" and measure_col=\\\"Student ID\\\". Cast \\\"Student ID\\\" to REAL because the schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..38aaef635c7a09c7219b2e79d3341cf8fb615669 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_4e0be801770a1a23", + "api_calls": 0, + "input_tokens": 25051, + "cached_input_tokens": 22912, + "output_tokens": 624, + "total_tokens": 25675, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1756, + "estimated_output_tokens": 102, + "estimated_total_tokens": 1858, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14990.73, + "sql_execution_elapsed_ms_total": 23.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_4e0be801770a1a23/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6336037c0c5a5bcb46a67c81211277359dbc594b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6717, "bytes_utf8": 6717, "lines": 192, "estimated_tokens": 1757}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 535, "bytes_utf8": 535, "lines": 1, "estimated_tokens": 126}, "usage": {"input_tokens": 25052, "cached_input_tokens": 23936, "output_tokens": 1166, "reasoning_output_tokens": 1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a357d84cf721b4c7e047b6c68b035d730f7d6ea8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_52727d7498359416", + "api_calls": 0, + "input_tokens": 25052, + "cached_input_tokens": 23936, + "output_tokens": 1166, + "total_tokens": 26218, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1757, + "estimated_output_tokens": 126, + "estimated_total_tokens": 1883, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26348.05, + "sql_execution_elapsed_ms_total": 15.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e74ba9474df3bcd0e7ec520993aaa13bc680d081 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:08:53.918812+00:00", + "ended_at": "2026-05-26T00:09:20.267145+00:00", + "elapsed_ms": 26348.05, + "prompt_metrics": { + "chars": 6717, + "bytes_utf8": 6717, + "lines": 192, + "estimated_tokens": 1757 + }, + "stdout_metrics": { + "chars": 909, + "bytes_utf8": 909, + "lines": 4, + "estimated_tokens": 250 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 535, + "bytes_utf8": 535, + "lines": 1, + "estimated_tokens": 126 + }, + "usage": { + "input_tokens": 25052, + "cached_input_tokens": 23936, + "output_tokens": 1166, + "reasoning_output_tokens": 1034 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0ad43fd969473ec5fe23fbe0422cdac13e6f823e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,192 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: c6 +- dataset_name: Dataset For Assessing Mathematics Learning In Higher Education +- table_name: c6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 7 feature columns and target `Type of Answer`. +- task_type: classification +- target_column: Type of Answer +- main_row_count: 9546 +- important_fields: +- Student ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Student ID. +- Student Country: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Student Country. +- Question ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Question ID. +- Type of Answer: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Type of Answer. +- Question Level: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Question Level. +- Topic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Topic. +- Subtopic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Subtopic. +- Keywords: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for Keywords. +- useful_field_combinations: [['Student Country', 'Type of Answer', 'Type of Answer'], ['Student Country', 'Student Country', 'Type of Answer'], ['Student Country', 'Question Level', 'Type of Answer']] +- fields_requiring_caution: ['Type of Answer', 'Keywords'] +- source_url: https://archive.ics.uci.edu/dataset/1031/dataset+for+assessing+mathematics+learning+in+higher+education + +SQLite schema snapshot: +{ + "table_name": "c6", + "quoted_table_name": "\"c6\"", + "row_count": 9546, + "columns": [ + { + "name": "Student ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Student Country", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Type of Answer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question Level", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Topic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Subtopic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Keywords", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Student ID": "647", + "Student Country": "Ireland", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "41", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "340", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "641", + "Student Country": "Italy", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "669", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "c6", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Question Level, measure_col=Student ID.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Question Level", + "measure_col": "Student ID", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1219.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..54d9f0441d3131e075daba673d71407a770ada20 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619c-e9f6-74c2-b9da-c0e6fb41f706"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Question Level\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Question Level\\\") AS \\\"avg_measure\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Question Level\\\" IS NOT NULL\\n AND \\\"Student ID\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the requested window-average template with \\\"Question Level\\\" as the partition key. \\\"Student ID\\\" is cast from TEXT to REAL for SQLite averaging; this is a template-driven probe over an identifier-like field.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25052,"cached_input_tokens":23936,"output_tokens":1166,"reasoning_output_tokens":1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f0a079759c1fe0d7032a192091a58ff05a8b3c11 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Question Level\",\n AVG(CAST(\"Student ID\" AS REAL)) OVER (PARTITION BY \"Question Level\") AS \"avg_measure\"\nFROM \"c6\"\nWHERE \"Question Level\" IS NOT NULL\n AND \"Student ID\" IS NOT NULL\nORDER BY \"avg_measure\" DESC;","notes":"Applied the requested window-average template with \"Question Level\" as the partition key. \"Student ID\" is cast from TEXT to REAL for SQLite averaging; this is a template-driven probe over an identifier-like field."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad309069e87c37bde0280a1d796a7f8059209140 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Question Level, measure_col=Student ID. +Result preview: [{"Question Level": "Advanced", "avg_measure": 816.4424206815511}, {"Question Level": "Basic", "avg_measure": 766.4973227944926}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c81b2916506759a0702ecc377ceaf2762689664a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_c6_52727d7498359416 +-- problem_id: v2p_c6_425a99bd1ea292f0 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Question Level", + AVG(CAST("Student ID" AS REAL)) OVER (PARTITION BY "Question Level") AS "avg_measure" +FROM "c6" +WHERE "Question Level" IS NOT NULL + AND "Student ID" IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7dbc2c852e20f3517664b000df86bfd4e1e43533 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Question Level\",\n AVG(CAST(\"Student ID\" AS REAL)) OVER (PARTITION BY \"Question Level\") AS \"avg_measure\"\nFROM \"c6\"\nWHERE \"Question Level\" IS NOT NULL\n AND \"Student ID\" IS NOT NULL\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Question Level\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Question Level\\\") AS \\\"avg_measure\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Question Level\\\" IS NOT NULL\\n AND \\\"Student ID\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Question Level\", \"avg_measure\"], \"rows\": [{\"Question Level\": \"Advanced\", \"avg_measure\": 816.4424206815511}, {\"Question Level\": \"Basic\", \"avg_measure\": 766.4973227944926}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 15.72}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7dcc00e80dbc365926242e9880ff5db6e8db090e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "c6", + "started_at": "2026-05-26T00:08:53.916729+00:00", + "ended_at": "2026-05-26T00:09:20.288718+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_c6_52727d7498359416", + "problem_id": "v2p_c6_425a99bd1ea292f0", + "dataset_id": "c6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Question Level, measure_col=Student ID.", + "bindings": { + "group_col": "Question Level", + "measure_col": "Student ID", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1219.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_52727d7498359416.sql", + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_52727d7498359416", + "api_calls": 0, + "input_tokens": 25052, + "cached_input_tokens": 23936, + "output_tokens": 1166, + "total_tokens": 26218, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1757, + "estimated_output_tokens": 126, + "estimated_total_tokens": 1883, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26348.05, + "sql_execution_elapsed_ms_total": 15.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9373db327e3ff09b89b916aa14a6fefc582aca7a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:09:20.269593+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 26348.05, "started_at": "2026-05-26T00:08:53.918812+00:00", "ended_at": "2026-05-26T00:09:20.267145+00:00", "prompt_metrics": {"chars": 6717, "bytes_utf8": 6717, "lines": 192, "estimated_tokens": 1757}, "response_metrics": {"chars": 535, "bytes_utf8": 535, "lines": 1, "estimated_tokens": 126}, "usage": {"input_tokens": 25052, "cached_input_tokens": 23936, "output_tokens": 1166, "reasoning_output_tokens": 1034}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Question Level\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Question Level\\\") AS \\\"avg_measure\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Question Level\\\" IS NOT NULL\\n AND \\\"Student ID\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the requested window-average template with \\\"Question Level\\\" as the partition key. \\\"Student ID\\\" is cast from TEXT to REAL for SQLite averaging; this is a template-driven probe over an identifier-like field.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..52ef9c979def03f6a2f499df1d665083a4b8d999 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_52727d7498359416", + "api_calls": 0, + "input_tokens": 25052, + "cached_input_tokens": 23936, + "output_tokens": 1166, + "total_tokens": 26218, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1757, + "estimated_output_tokens": 126, + "estimated_total_tokens": 1883, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26348.05, + "sql_execution_elapsed_ms_total": 15.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_52727d7498359416/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/conversation.jsonl 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"reasoning_output_tokens": 361}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ad518a76442e8faf738d833a24cd0874094180b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_578b30ddc77b19de", + "api_calls": 0, + "input_tokens": 25131, + "cached_input_tokens": 22912, + "output_tokens": 472, + "total_tokens": 25603, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1836, + "estimated_output_tokens": 105, + "estimated_total_tokens": 1941, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13180.23, + "sql_execution_elapsed_ms_total": 2.63, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1f83c1a3432b6437b16b5cf2c4a85433888a3629 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:09:20.290141+00:00", + "ended_at": "2026-05-26T00:09:33.470547+00:00", + "elapsed_ms": 13180.23, + "prompt_metrics": { + "chars": 6938, + "bytes_utf8": 6938, + "lines": 196, + "estimated_tokens": 1836 + }, + "stdout_metrics": { + "chars": 779, + "bytes_utf8": 779, + "lines": 4, + "estimated_tokens": 227 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 404, + "bytes_utf8": 404, + "lines": 1, + "estimated_tokens": 105 + }, + "usage": { + "input_tokens": 25131, + "cached_input_tokens": 22912, + "output_tokens": 472, + "reasoning_output_tokens": 361 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..373cb32121309b9152aa975f0742197624d26c22 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,196 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: c6 +- dataset_name: Dataset For Assessing Mathematics Learning In Higher Education +- table_name: c6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 7 feature columns and target `Type of Answer`. +- task_type: classification +- target_column: Type of Answer +- main_row_count: 9546 +- important_fields: +- Student ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Student ID. +- Student Country: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Student Country. +- Question ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Question ID. +- Type of Answer: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Type of Answer. +- Question Level: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Question Level. +- Topic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Topic. +- Subtopic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Subtopic. +- Keywords: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for Keywords. +- useful_field_combinations: [['Student Country', 'Type of Answer', 'Type of Answer'], ['Student Country', 'Student Country', 'Type of Answer'], ['Student Country', 'Question Level', 'Type of Answer']] +- fields_requiring_caution: ['Type of Answer', 'Keywords'] +- source_url: https://archive.ics.uci.edu/dataset/1031/dataset+for+assessing+mathematics+learning+in+higher+education + +SQLite schema snapshot: +{ + "table_name": "c6", + "quoted_table_name": "\"c6\"", + "row_count": 9546, + "columns": [ + { + "name": "Student ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Student Country", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Type of Answer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question Level", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Topic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Subtopic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Keywords", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Student ID": "647", + "Student Country": "Ireland", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "41", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "340", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "641", + "Student Country": "Italy", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "669", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "c6", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Student Country, group_col_2=Topic.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Student Country", + "group_col_2": "Topic", + "predicate_col": "Type of Answer", + "predicate_op": "=", + "predicate_value": "0", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1219.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6425ad3e228000736e868dd5d51d8d9b5752c86d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619d-50e5-7a72-a12b-28b1e720dfcc"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Student Country\\\", \\\"Topic\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Type of Answer\\\" = '0'\\nGROUP BY \\\"Student Country\\\", \\\"Topic\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Filtered two-dimensional group count using \\\"Student Country\\\" and \\\"Topic\\\", with \\\"Type of Answer\\\" fixed to text value '0' based on the provided schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25131,"cached_input_tokens":22912,"output_tokens":472,"reasoning_output_tokens":361}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b85fe9671fd2c725105854d0e253f0a01a865160 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Student Country\", \"Topic\", COUNT(*) AS \"row_count\"\nFROM \"c6\"\nWHERE \"Type of Answer\" = '0'\nGROUP BY \"Student Country\", \"Topic\"\nORDER BY \"row_count\" DESC;","notes":"Filtered two-dimensional group count using \"Student Country\" and \"Topic\", with \"Type of Answer\" fixed to text value '0' based on the provided schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..821b1b004348a30c2f9b6e0e067833f6f0ceaa40 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Student Country, group_col_2=Topic. +Result preview: [{"Student Country": "Portugal", "Topic": "Linear Algebra", "row_count": 1778}, {"Student Country": "Italy", "Topic": "Linear Algebra", "row_count": 522}, {"Student Country": "Lithuania", "Topic": "Linear Algebra", "row_count": 329}, {"Student Country": "Portugal", "Topic": "Fundamental Mathematics", "row_count": 240}, {"Student Country": "Slovenia", "Topic": "Linear Algebra", "row_count": 236}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..90f1cafb4a475fe73bc071d6e561333ce545e59b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_c6_578b30ddc77b19de +-- problem_id: v2p_c6_28ac0791271d92df +-- realization_mode: agent +-- source_kind: agent +SELECT "Student Country", "Topic", COUNT(*) AS "row_count" +FROM "c6" +WHERE "Type of Answer" = '0' +GROUP BY "Student Country", "Topic" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dfd6f7b75e49d99009c6cdc3b9a8b275033e5666 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Student Country\", \"Topic\", COUNT(*) AS \"row_count\"\nFROM \"c6\"\nWHERE \"Type of Answer\" = '0'\nGROUP BY \"Student Country\", \"Topic\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Student Country\\\", \\\"Topic\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Type of Answer\\\" = '0'\\nGROUP BY \\\"Student Country\\\", \\\"Topic\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Student Country\", \"Topic\", \"row_count\"], \"rows\": [{\"Student Country\": \"Portugal\", \"Topic\": \"Linear Algebra\", \"row_count\": 1778}, {\"Student Country\": \"Italy\", \"Topic\": \"Linear Algebra\", \"row_count\": 522}, {\"Student Country\": \"Lithuania\", \"Topic\": \"Linear Algebra\", \"row_count\": 329}, {\"Student Country\": \"Portugal\", \"Topic\": \"Fundamental Mathematics\", \"row_count\": 240}, {\"Student Country\": \"Slovenia\", \"Topic\": \"Linear Algebra\", \"row_count\": 236}, {\"Student Country\": \"Portugal\", \"Topic\": \"Complex Numbers\", \"row_count\": 219}, {\"Student Country\": \"Lithuania\", \"Topic\": \"Differentiation\", \"row_count\": 161}, {\"Student Country\": \"Portugal\", \"Topic\": \"Differentiation\", \"row_count\": 135}, {\"Student Country\": \"Portugal\", \"Topic\": \"Numerical Methods\", \"row_count\": 103}, {\"Student Country\": \"Portugal\", \"Topic\": \"Statistics\", \"row_count\": 98}, {\"Student Country\": \"Portugal\", \"Topic\": \"Analytic Geometry\", \"row_count\": 94}, {\"Student Country\": \"Lithuania\", \"Topic\": \"Fundamental Mathematics\", \"row_count\": 93}, {\"Student Country\": \"Lithuania\", \"Topic\": \"Complex Numbers\", \"row_count\": 81}, {\"Student Country\": \"Portugal\", \"Topic\": \"Real Functions of a single variable\", \"row_count\": 77}, {\"Student Country\": \"Italy\", \"Topic\": \"Differentiation\", \"row_count\": 75}, {\"Student Country\": \"Portugal\", \"Topic\": \"Optimization\", \"row_count\": 73}, {\"Student Country\": \"Russian Federation\", \"Topic\": \"Fundamental Mathematics\", \"row_count\": 68}, {\"Student Country\": \"Portugal\", \"Topic\": \"Integration\", \"row_count\": 66}, {\"Student Country\": \"Portugal\", \"Topic\": \"Probability\", \"row_count\": 64}, {\"Student Country\": \"Lithuania\", \"Topic\": \"Analytic Geometry\", \"row_count\": 49}, {\"Student Country\": \"Portugal\", \"Topic\": \"Differential Equations\", \"row_count\": 42}, {\"Student Country\": \"Ireland\", \"Topic\": \"Statistics\", \"row_count\": 40}, {\"Student Country\": \"Lithuania\", \"Topic\": \"Numerical Methods\", \"row_count\": 40}, {\"Student Country\": \"Ireland\", \"Topic\": \"Analytic Geometry\", \"row_count\": 39}, {\"Student Country\": \"Ireland\", \"Topic\": \"Linear Algebra\", \"row_count\": 36}, {\"Student Country\": \"Italy\", \"Topic\": \"Statistics\", \"row_count\": 35}, {\"Student Country\": \"Italy\", \"Topic\": \"Real Functions of a single variable\", \"row_count\": 27}, {\"Student Country\": \"Italy\", \"Topic\": \"Fundamental Mathematics\", \"row_count\": 26}, {\"Student Country\": \"Ireland\", \"Topic\": \"Numerical Methods\", \"row_count\": 24}, {\"Student Country\": \"Italy\", \"Topic\": \"Numerical Methods\", \"row_count\": 23}, {\"Student Country\": \"Italy\", \"Topic\": \"Complex Numbers\", \"row_count\": 22}, {\"Student Country\": \"Italy\", \"Topic\": \"Optimization\", \"row_count\": 22}, {\"Student Country\": \"Lithuania\", \"Topic\": \"Optimization\", \"row_count\": 17}, {\"Student Country\": \"Romania\", \"Topic\": \"Linear Algebra\", \"row_count\": 16}, {\"Student Country\": \"Ireland\", \"Topic\": \"Probability\", \"row_count\": 15}, {\"Student Country\": \"Lithuania\", \"Topic\": \"Integration\", \"row_count\": 14}, {\"Student Country\": \"Lithuania\", \"Topic\": \"Graph Theory\", \"row_count\": 11}, {\"Student Country\": \"Lithuania\", \"Topic\": \"Set Theory\", \"row_count\": 10}, {\"Student Country\": \"Portugal\", \"Topic\": \"Graph Theory\", \"row_count\": 8}, {\"Student Country\": \"Spain\", \"Topic\": \"Differentiation\", \"row_count\": 8}, {\"Student Country\": \"Romania\", \"Topic\": \"Fundamental Mathematics\", \"row_count\": 7}, {\"Student Country\": \"Spain\", \"Topic\": \"Differential Equations\", \"row_count\": 6}, {\"Student Country\": \"Ireland\", \"Topic\": \"Graph Theory\", \"row_count\": 4}, {\"Student Country\": \"Lithuania\", \"Topic\": \"Statistics\", \"row_count\": 4}, {\"Student Country\": \"Portugal\", \"Topic\": \"Set Theory\", \"row_count\": 4}, {\"Student Country\": \"Ireland\", \"Topic\": \"Fundamental Mathematics\", \"row_count\": 2}, {\"Student Country\": \"Lithuania\", \"Topic\": \"Differential Equations\", \"row_count\": 2}, {\"Student Country\": \"Lithuania\", \"Topic\": \"Real Functions of a single variable\", \"row_count\": 2}, {\"Student Country\": \"Romania\", \"Topic\": \"Differentiation\", \"row_count\": 2}, {\"Student Country\": \"Russian Federation\", \"Topic\": \"Linear Algebra\", \"row_count\": 2}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.63}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e95fdb6b8242078128e1f0bc86c89c809ac14d17 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "c6", + "started_at": "2026-05-26T00:09:20.289154+00:00", + "ended_at": "2026-05-26T00:09:33.477706+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_c6_578b30ddc77b19de", + "problem_id": "v2p_c6_28ac0791271d92df", + "dataset_id": "c6", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Student Country, group_col_2=Topic.", + "bindings": { + "group_col": "Student Country", + "group_col_2": "Topic", + "predicate_col": "Type of Answer", + "predicate_op": "=", + "predicate_value": "0", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1219.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=52" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_578b30ddc77b19de.sql", + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_578b30ddc77b19de", + "api_calls": 0, + "input_tokens": 25131, + "cached_input_tokens": 22912, + "output_tokens": 472, + "total_tokens": 25603, + "cost_usd": 0.0, + "ai_cli_calls": 1, + 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\\\"Student Country\\\", \\\"Topic\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Type of Answer\\\" = '0'\\nGROUP BY \\\"Student Country\\\", \\\"Topic\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Filtered two-dimensional group count using \\\"Student Country\\\" and \\\"Topic\\\", with \\\"Type of Answer\\\" fixed to text value '0' based on the provided schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..38322cee619d8abb765856f15445a306416979e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_578b30ddc77b19de", + "api_calls": 0, + "input_tokens": 25131, + "cached_input_tokens": 22912, + "output_tokens": 472, + "total_tokens": 25603, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1836, + "estimated_output_tokens": 105, + "estimated_total_tokens": 1941, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13180.23, + "sql_execution_elapsed_ms_total": 2.63, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_578b30ddc77b19de/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..23d39a319b2d59f4114245fbf9edc42333eef72b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6961, "bytes_utf8": 6961, "lines": 196, "estimated_tokens": 1840}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 433, "bytes_utf8": 433, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 25135, "cached_input_tokens": 22912, "output_tokens": 535, "reasoning_output_tokens": 418}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0fee760b073dd5d773ecb7d1c5880f34a40822ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_740b7fd1df3db2e1", + "api_calls": 0, + "input_tokens": 25135, + "cached_input_tokens": 22912, + "output_tokens": 535, + "total_tokens": 25670, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1840, + "estimated_output_tokens": 111, + "estimated_total_tokens": 1951, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14472.94, + "sql_execution_elapsed_ms_total": 1.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/sql_attempt_1.metadata.json new file mode 100644 index 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"chars": 433, + "bytes_utf8": 433, + "lines": 1, + "estimated_tokens": 111 + }, + "usage": { + "input_tokens": 25135, + "cached_input_tokens": 22912, + "output_tokens": 535, + "reasoning_output_tokens": 418 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d057733c943eac7323ecc58867768d63974be839 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,196 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: c6 +- dataset_name: Dataset For Assessing Mathematics Learning In Higher Education +- table_name: c6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 7 feature columns and target `Type of Answer`. +- task_type: classification +- target_column: Type of Answer +- main_row_count: 9546 +- important_fields: +- Student ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Student ID. +- Student Country: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Student Country. +- Question ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Question ID. +- Type of Answer: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Type of Answer. +- Question Level: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Question Level. +- Topic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Topic. +- Subtopic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Subtopic. +- Keywords: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for Keywords. +- useful_field_combinations: [['Student Country', 'Type of Answer', 'Type of Answer'], ['Student Country', 'Student Country', 'Type of Answer'], ['Student Country', 'Question Level', 'Type of Answer']] +- fields_requiring_caution: ['Type of Answer', 'Keywords'] +- source_url: https://archive.ics.uci.edu/dataset/1031/dataset+for+assessing+mathematics+learning+in+higher+education + +SQLite schema snapshot: +{ + "table_name": "c6", + "quoted_table_name": "\"c6\"", + "row_count": 9546, + "columns": [ + { + "name": "Student ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Student Country", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Type of Answer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question Level", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Topic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Subtopic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Keywords", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Student ID": "647", + "Student Country": "Ireland", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "41", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "340", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "641", + "Student Country": "Italy", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "669", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "c6", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Type of Answer, group_col_2=Question Level.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Type of Answer", + "group_col_2": "Question Level", + "predicate_col": "Topic", + "predicate_op": "=", + "predicate_value": "Numerical Methods", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1219.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fe28dacd8e90ad5911a46c009706605ecf8d588f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619d-8452-7a70-a481-83e947034a13"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Type of Answer\\\", \\\"Question Level\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Topic\\\" = 'Numerical Methods'\\nGROUP BY \\\"Type of Answer\\\", \\\"Question Level\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applies the specified template with fixed bindings, counting rows by \\\"Type of Answer\\\" and \\\"Question Level\\\" for records where \\\"Topic\\\" = 'Numerical Methods'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25135,"cached_input_tokens":22912,"output_tokens":535,"reasoning_output_tokens":418}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d06e7ea8355995876f8917ac095e9abc97263ef2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Type of Answer\", \"Question Level\", COUNT(*) AS \"row_count\"\nFROM \"c6\"\nWHERE \"Topic\" = 'Numerical Methods'\nGROUP BY \"Type of Answer\", \"Question Level\"\nORDER BY \"row_count\" DESC;","notes":"Applies the specified template with fixed bindings, counting rows by \"Type of Answer\" and \"Question Level\" for records where \"Topic\" = 'Numerical Methods'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..046115fbe2b73527dbe2692f0630afd10a1baa85 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Type of Answer, group_col_2=Question Level. +Result preview: [{"Type of Answer": "0", "Question Level": "Basic", "row_count": 190}, {"Type of Answer": "1", "Question Level": "Basic", "row_count": 120}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f26bb90a272547fd754b26c3d88934999e645973 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_c6_740b7fd1df3db2e1 +-- problem_id: v2p_c6_c2fcb584e3554fa8 +-- realization_mode: agent +-- source_kind: agent +SELECT "Type of Answer", "Question Level", COUNT(*) AS "row_count" +FROM "c6" +WHERE "Topic" = 'Numerical Methods' +GROUP BY "Type of Answer", "Question Level" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..81469e885563bf0a85b62bd0121d02d0d63562be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Type of Answer\", \"Question Level\", COUNT(*) AS \"row_count\"\nFROM \"c6\"\nWHERE \"Topic\" = 'Numerical Methods'\nGROUP BY \"Type of Answer\", \"Question Level\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Type of Answer\\\", \\\"Question Level\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Topic\\\" = 'Numerical Methods'\\nGROUP BY \\\"Type of Answer\\\", \\\"Question Level\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Type of Answer\", \"Question Level\", \"row_count\"], \"rows\": [{\"Type of Answer\": \"0\", \"Question Level\": \"Basic\", \"row_count\": 190}, {\"Type of Answer\": \"1\", \"Question Level\": \"Basic\", \"row_count\": 120}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.1}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..299f109cd74e6d465d5750c0f0bd1a64b218f08f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "c6", + "started_at": "2026-05-26T00:09:33.478627+00:00", + "ended_at": "2026-05-26T00:09:47.957763+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_c6_740b7fd1df3db2e1", + "problem_id": "v2p_c6_c2fcb584e3554fa8", + "dataset_id": "c6", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Type of Answer, group_col_2=Question Level.", + "bindings": { + "group_col": "Type of Answer", + "group_col_2": "Question Level", + "predicate_col": "Topic", + "predicate_op": "=", + "predicate_value": "Numerical Methods", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1219.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=54" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_740b7fd1df3db2e1.sql", + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_740b7fd1df3db2e1", + "api_calls": 0, + "input_tokens": 25135, + "cached_input_tokens": 22912, + "output_tokens": 535, + "total_tokens": 25670, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1840, + "estimated_output_tokens": 111, + "estimated_total_tokens": 1951, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14472.94, + "sql_execution_elapsed_ms_total": 1.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c020c594f289e09dfa22817a663d84cf91e05e4c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:09:47.955168+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14472.94, "started_at": "2026-05-26T00:09:33.479576+00:00", "ended_at": "2026-05-26T00:09:47.952711+00:00", "prompt_metrics": {"chars": 6961, "bytes_utf8": 6961, "lines": 196, "estimated_tokens": 1840}, "response_metrics": {"chars": 433, "bytes_utf8": 433, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 25135, "cached_input_tokens": 22912, "output_tokens": 535, "reasoning_output_tokens": 418}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Type of Answer\\\", \\\"Question Level\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Topic\\\" = 'Numerical Methods'\\nGROUP BY \\\"Type of Answer\\\", \\\"Question Level\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applies the specified template with fixed bindings, counting rows by \\\"Type of Answer\\\" and \\\"Question Level\\\" for records where \\\"Topic\\\" = 'Numerical Methods'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a63f8e4d5da2a2df7929102ba66115143146a2a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_740b7fd1df3db2e1", + "api_calls": 0, + "input_tokens": 25135, + "cached_input_tokens": 22912, + "output_tokens": 535, + "total_tokens": 25670, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1840, + "estimated_output_tokens": 111, + "estimated_total_tokens": 1951, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14472.94, + "sql_execution_elapsed_ms_total": 1.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_740b7fd1df3db2e1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3f4d99c14511a8ef983f1fe2102ee52f05cd939a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6699, "bytes_utf8": 6699, "lines": 192, "estimated_tokens": 1755}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 499, "bytes_utf8": 499, "lines": 1, "estimated_tokens": 125}, "usage": {"input_tokens": 25050, "cached_input_tokens": 6528, "output_tokens": 1126, "reasoning_output_tokens": 995}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9063d5a1ee3694f992d8a24e3bab0f2602550e72 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_964dd1d9d0a01345", + "api_calls": 0, + "input_tokens": 25050, + "cached_input_tokens": 6528, + "output_tokens": 1126, + "total_tokens": 26176, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1755, + "estimated_output_tokens": 125, + "estimated_total_tokens": 1880, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 24965.9, + "sql_execution_elapsed_ms_total": 10.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0bb838806a74905b8388f75ec79677c44f156794 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:09:47.959857+00:00", + "ended_at": "2026-05-26T00:10:12.926062+00:00", + "elapsed_ms": 24965.9, + "prompt_metrics": { + "chars": 6699, + "bytes_utf8": 6699, + "lines": 192, + "estimated_tokens": 1755 + }, + "stdout_metrics": { + "chars": 867, + "bytes_utf8": 867, + "lines": 4, + "estimated_tokens": 247 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 499, + "bytes_utf8": 499, + "lines": 1, + "estimated_tokens": 125 + }, + "usage": { + "input_tokens": 25050, + "cached_input_tokens": 6528, + "output_tokens": 1126, + "reasoning_output_tokens": 995 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2efadb28623c63e84eb6513b7e7bc12442ee8a4f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,192 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: c6 +- dataset_name: Dataset For Assessing Mathematics Learning In Higher Education +- table_name: c6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 7 feature columns and target `Type of Answer`. +- task_type: classification +- target_column: Type of Answer +- main_row_count: 9546 +- important_fields: +- Student ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Student ID. +- Student Country: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Student Country. +- Question ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Question ID. +- Type of Answer: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Type of Answer. +- Question Level: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Question Level. +- Topic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Topic. +- Subtopic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Subtopic. +- Keywords: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for Keywords. +- useful_field_combinations: [['Student Country', 'Type of Answer', 'Type of Answer'], ['Student Country', 'Student Country', 'Type of Answer'], ['Student Country', 'Question Level', 'Type of Answer']] +- fields_requiring_caution: ['Type of Answer', 'Keywords'] +- source_url: https://archive.ics.uci.edu/dataset/1031/dataset+for+assessing+mathematics+learning+in+higher+education + +SQLite schema snapshot: +{ + "table_name": "c6", + "quoted_table_name": "\"c6\"", + "row_count": 9546, + "columns": [ + { + "name": "Student ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Student Country", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Type of Answer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question Level", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Topic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Subtopic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Keywords", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Student ID": "647", + "Student Country": "Ireland", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "41", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "340", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "641", + "Student Country": "Italy", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "669", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "c6", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Topic, measure_col=Student ID.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Topic", + "measure_col": "Student ID", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1219.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5deaf905e9b1c02042bf281cee7f887a4a8d44e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619d-bce3-76b3-b77c-31ff2aa445b8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Topic\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Topic\\\") AS avg_measure\\nFROM \\\"c6\\\"\\nWHERE \\\"Topic\\\" IS NOT NULL\\n AND \\\"Student ID\\\" IS NOT NULL\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the planned window-partition-average template with group_col=\\\"Topic\\\" and measure_col=\\\"Student ID\\\". \\\"Student ID\\\" is cast to REAL so SQLite AVG behaves numerically, and nulls are filtered for a stable view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25050,"cached_input_tokens":6528,"output_tokens":1126,"reasoning_output_tokens":995}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..687603458e21728b983300022455f633cb146a8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"Topic\",\n AVG(CAST(\"Student ID\" AS REAL)) OVER (PARTITION BY \"Topic\") AS avg_measure\nFROM \"c6\"\nWHERE \"Topic\" IS NOT NULL\n AND \"Student ID\" IS NOT NULL\nORDER BY avg_measure DESC;","notes":"Uses the planned window-partition-average template with group_col=\"Topic\" and measure_col=\"Student ID\". \"Student ID\" is cast to REAL so SQLite AVG behaves numerically, and nulls are filtered for a stable view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f635521fb4ee00e37b8b1411e39fb5c97cdf6709 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Topic, measure_col=Student ID. +Result preview: [{"Topic": "Real Functions of a single variable", "avg_measure": 1012.7560975609756}, {"Topic": "Numerical Methods", "avg_measure": 985.858064516129}, {"Topic": "Linear Algebra", "avg_measure": 929.7209221096751}, {"Topic": "Optimization", "avg_measure": 841.6428571428571}, {"Topic": "Probability", "avg_measure": 709.703125}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ab6444a54ee745ea6d0863f39c1236e86d8bb0d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_c6_964dd1d9d0a01345 +-- problem_id: v2p_c6_61efb7d6c71ecde5 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Topic", + AVG(CAST("Student ID" AS REAL)) OVER (PARTITION BY "Topic") AS avg_measure +FROM "c6" +WHERE "Topic" IS NOT NULL + AND "Student ID" IS NOT NULL +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..787edb65d7e67562307e2edcb18cd0236500fb86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"Topic\",\n AVG(CAST(\"Student ID\" AS REAL)) OVER (PARTITION BY \"Topic\") AS avg_measure\nFROM \"c6\"\nWHERE \"Topic\" IS NOT NULL\n AND \"Student ID\" IS NOT NULL\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Topic\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Topic\\\") AS avg_measure\\nFROM \\\"c6\\\"\\nWHERE \\\"Topic\\\" IS NOT NULL\\n AND \\\"Student ID\\\" IS NOT NULL\\nORDER BY avg_measure DESC;\", \"columns\": [\"Topic\", \"avg_measure\"], \"rows\": [{\"Topic\": \"Real Functions of a single variable\", \"avg_measure\": 1012.7560975609756}, {\"Topic\": \"Numerical Methods\", \"avg_measure\": 985.858064516129}, {\"Topic\": \"Linear Algebra\", \"avg_measure\": 929.7209221096751}, {\"Topic\": \"Optimization\", \"avg_measure\": 841.6428571428571}, {\"Topic\": \"Probability\", \"avg_measure\": 709.703125}, {\"Topic\": \"Statistics\", \"avg_measure\": 620.6588235294117}, {\"Topic\": \"Differentiation\", \"avg_measure\": 596.2003454231434}, {\"Topic\": \"Integration\", \"avg_measure\": 570.5208333333334}, {\"Topic\": \"Graph Theory\", \"avg_measure\": 409.56363636363636}, {\"Topic\": \"Differential Equations\", \"avg_measure\": 377.5}, {\"Topic\": \"Fundamental Mathematics\", \"avg_measure\": 376.4621026894865}, {\"Topic\": \"Complex Numbers\", \"avg_measure\": 363.2010135135135}, {\"Topic\": \"Analytic Geometry\", \"avg_measure\": 361.5446927374302}, {\"Topic\": \"Set Theory\", \"avg_measure\": 205.0}], \"row_count_returned\": 14, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 10.42}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7f23bb55221b59e8c71d2df5b483e6ecea0fc7d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "c6", + "started_at": "2026-05-26T00:09:47.958522+00:00", + "ended_at": "2026-05-26T00:10:12.940418+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_c6_964dd1d9d0a01345", + "problem_id": "v2p_c6_61efb7d6c71ecde5", + "dataset_id": "c6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Topic, measure_col=Student ID.", + "bindings": { + "group_col": "Topic", + "measure_col": "Student ID", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1219.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=138" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_964dd1d9d0a01345.sql", + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_964dd1d9d0a01345", + "api_calls": 0, + "input_tokens": 25050, + "cached_input_tokens": 6528, + "output_tokens": 1126, + "total_tokens": 26176, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1755, + "estimated_output_tokens": 125, + "estimated_total_tokens": 1880, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 24965.9, + "sql_execution_elapsed_ms_total": 10.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..445b2a477104cc20960d158e49268784f8dac071 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:10:12.928478+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 24965.9, "started_at": "2026-05-26T00:09:47.959857+00:00", "ended_at": "2026-05-26T00:10:12.926062+00:00", "prompt_metrics": {"chars": 6699, "bytes_utf8": 6699, "lines": 192, "estimated_tokens": 1755}, "response_metrics": {"chars": 499, "bytes_utf8": 499, "lines": 1, "estimated_tokens": 125}, "usage": {"input_tokens": 25050, "cached_input_tokens": 6528, "output_tokens": 1126, "reasoning_output_tokens": 995}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Topic\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Topic\\\") AS avg_measure\\nFROM \\\"c6\\\"\\nWHERE \\\"Topic\\\" IS NOT NULL\\n AND \\\"Student ID\\\" IS NOT NULL\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the planned window-partition-average template with group_col=\\\"Topic\\\" and measure_col=\\\"Student ID\\\". \\\"Student ID\\\" is cast to REAL so SQLite AVG behaves numerically, and nulls are filtered for a stable view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f870b1cf28f4fbaee84de890ac504e68016d0db4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_964dd1d9d0a01345", + "api_calls": 0, + "input_tokens": 25050, + "cached_input_tokens": 6528, + "output_tokens": 1126, + "total_tokens": 26176, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1755, + "estimated_output_tokens": 125, + "estimated_total_tokens": 1880, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 24965.9, + "sql_execution_elapsed_ms_total": 10.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_964dd1d9d0a01345/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2a7779c9b8c56f457b048f1250f04e91722f3f7a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6954, "bytes_utf8": 6954, "lines": 196, "estimated_tokens": 1839}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 512, "bytes_utf8": 512, "lines": 1, "estimated_tokens": 120}, "usage": {"input_tokens": 25134, "cached_input_tokens": 6528, "output_tokens": 388, "reasoning_output_tokens": 262}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..64f4157e88a693a35d354e6012a7adca846a67c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_bd683dcdec24824c", + "api_calls": 0, + "input_tokens": 25134, + "cached_input_tokens": 6528, + "output_tokens": 388, + "total_tokens": 25522, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1839, + "estimated_output_tokens": 120, + "estimated_total_tokens": 1959, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12154.89, + "sql_execution_elapsed_ms_total": 1.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ba235f6c3d03e711d2d5f720421ab78cf40fb768 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:10:12.942389+00:00", + "ended_at": "2026-05-26T00:10:25.097440+00:00", + "elapsed_ms": 12154.89, + "prompt_metrics": { + "chars": 6954, + "bytes_utf8": 6954, + "lines": 196, + "estimated_tokens": 1839 + }, + "stdout_metrics": { + "chars": 878, + "bytes_utf8": 878, + "lines": 4, + "estimated_tokens": 242 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 107 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 512, + "bytes_utf8": 512, + "lines": 1, + "estimated_tokens": 120 + }, + "usage": { + "input_tokens": 25134, + "cached_input_tokens": 6528, + "output_tokens": 388, + "reasoning_output_tokens": 262 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1b3ca87c9a3e49347943709de86071e7fb0e3c64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,196 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: c6 +- dataset_name: Dataset For Assessing Mathematics Learning In Higher Education +- table_name: c6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 7 feature columns and target `Type of Answer`. +- task_type: classification +- target_column: Type of Answer +- main_row_count: 9546 +- important_fields: +- Student ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Student ID. +- Student Country: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Student Country. +- Question ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Question ID. +- Type of Answer: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Type of Answer. +- Question Level: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Question Level. +- Topic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Topic. +- Subtopic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Subtopic. +- Keywords: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for Keywords. +- useful_field_combinations: [['Student Country', 'Type of Answer', 'Type of Answer'], ['Student Country', 'Student Country', 'Type of Answer'], ['Student Country', 'Question Level', 'Type of Answer']] +- fields_requiring_caution: ['Type of Answer', 'Keywords'] +- source_url: https://archive.ics.uci.edu/dataset/1031/dataset+for+assessing+mathematics+learning+in+higher+education + +SQLite schema snapshot: +{ + "table_name": "c6", + "quoted_table_name": "\"c6\"", + "row_count": 9546, + "columns": [ + { + "name": "Student ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Student Country", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Type of Answer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question Level", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Topic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Subtopic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Keywords", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Student ID": "647", + "Student Country": "Ireland", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "41", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "340", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "641", + "Student Country": "Italy", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "669", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "c6", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Student Country, group_col_2=Question Level.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Student Country", + "group_col_2": "Question Level", + "predicate_col": "Question ID", + "predicate_op": ">=", + "predicate_value": 571.0, + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 571.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7051e7facaaa8aefb096dd47ceb3322ca73fab19 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619e-1e78-79b1-a0d0-91a4c09e05b2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Student Country\\\", \\\"Question Level\\\", COUNT(*) AS row_count\\nFROM \\\"c6\\\"\\nWHERE CAST(\\\"Question ID\\\" AS REAL) >= 571.0\\nGROUP BY \\\"Student Country\\\", \\\"Question Level\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Used the planned filtered two-dimensional group count template with \\\"Student Country\\\" and \\\"Question Level\\\" as grouping columns. Cast \\\"Question ID\\\" to REAL because it is stored as TEXT in the schema but the predicate value is numeric.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25134,"cached_input_tokens":6528,"output_tokens":388,"reasoning_output_tokens":262}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3de1f06d235bbe663dc9e1910ec99523bff80696 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Student Country\", \"Question Level\", COUNT(*) AS row_count\nFROM \"c6\"\nWHERE CAST(\"Question ID\" AS REAL) >= 571.0\nGROUP BY \"Student Country\", \"Question Level\"\nORDER BY row_count DESC;","notes":"Used the planned filtered two-dimensional group count template with \"Student Country\" and \"Question Level\" as grouping columns. Cast \"Question ID\" to REAL because it is stored as TEXT in the schema but the predicate value is numeric."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5ec04f9bc58ef475610041697c02011a86ab6b49 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:10:23.560282Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e619e-1e78-79b1-a0d0-91a4c09e05b2.1779754212985252000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..89010970271fdb5b432955485535e464da9b0ac0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Student Country, group_col_2=Question Level. +Result preview: [{"Student Country": "Portugal", "Question Level": "Basic", "row_count": 1118}, {"Student Country": "Lithuania", "Question Level": "Basic", "row_count": 358}, {"Student Country": "Italy", "Question Level": "Basic", "row_count": 344}, {"Student Country": "Portugal", "Question Level": "Advanced", "row_count": 276}, {"Student Country": "Ireland", "Question Level": "Basic", "row_count": 102}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a071b99e14d171e91e82c145ac5ac26bc4e1c8c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_c6_bd683dcdec24824c +-- problem_id: v2p_c6_26fe8d36169efc39 +-- realization_mode: agent +-- source_kind: agent +SELECT "Student Country", "Question Level", COUNT(*) AS row_count +FROM "c6" +WHERE CAST("Question ID" AS REAL) >= 571.0 +GROUP BY "Student Country", "Question Level" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..75d7c707f787c99c0c0007684414f9245c696c06 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Student Country\", \"Question Level\", COUNT(*) AS row_count\nFROM \"c6\"\nWHERE CAST(\"Question ID\" AS REAL) >= 571.0\nGROUP BY \"Student Country\", \"Question Level\"\nORDER BY row_count DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Student Country\\\", \\\"Question Level\\\", COUNT(*) AS row_count\\nFROM \\\"c6\\\"\\nWHERE CAST(\\\"Question ID\\\" AS REAL) >= 571.0\\nGROUP BY \\\"Student Country\\\", \\\"Question Level\\\"\\nORDER BY row_count DESC;\", \"columns\": [\"Student Country\", \"Question Level\", \"row_count\"], \"rows\": [{\"Student Country\": \"Portugal\", \"Question Level\": \"Basic\", \"row_count\": 1118}, {\"Student Country\": \"Lithuania\", \"Question Level\": \"Basic\", \"row_count\": 358}, {\"Student Country\": \"Italy\", \"Question Level\": \"Basic\", \"row_count\": 344}, {\"Student Country\": \"Portugal\", \"Question Level\": \"Advanced\", \"row_count\": 276}, {\"Student Country\": \"Ireland\", \"Question Level\": \"Basic\", \"row_count\": 102}, {\"Student Country\": \"Italy\", \"Question Level\": \"Advanced\", \"row_count\": 40}, {\"Student Country\": \"Slovenia\", \"Question Level\": \"Basic\", \"row_count\": 38}, {\"Student Country\": \"Lithuania\", \"Question Level\": \"Advanced\", \"row_count\": 33}, {\"Student Country\": \"Russian Federation\", \"Question Level\": \"Basic\", \"row_count\": 31}, {\"Student Country\": \"Russian Federation\", \"Question Level\": \"Advanced\", \"row_count\": 18}, {\"Student Country\": \"Romania\", \"Question Level\": \"Basic\", \"row_count\": 16}, {\"Student Country\": \"Ireland\", \"Question Level\": \"Advanced\", \"row_count\": 13}, {\"Student Country\": \"Spain\", \"Question Level\": \"Basic\", \"row_count\": 6}], \"row_count_returned\": 13, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.55}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..18542bf4679fa3416883942d60a9c397c8b87714 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "c6", + "started_at": "2026-05-26T00:10:12.940801+00:00", + "ended_at": "2026-05-26T00:10:25.102898+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_c6_bd683dcdec24824c", + "problem_id": "v2p_c6_26fe8d36169efc39", + "dataset_id": "c6", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Student Country, group_col_2=Question Level.", + "bindings": { + "group_col": "Student Country", + "group_col_2": "Question Level", + "predicate_col": "Question ID", + "predicate_op": ">=", + "predicate_value": 571.0, + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 571.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=51" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_bd683dcdec24824c.sql", + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_bd683dcdec24824c", + "api_calls": 0, + "input_tokens": 25134, + "cached_input_tokens": 6528, + "output_tokens": 388, + "total_tokens": 25522, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1839, + "estimated_output_tokens": 120, + "estimated_total_tokens": 1959, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12154.89, + "sql_execution_elapsed_ms_total": 1.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..707632de1ac068e3a1d10cfbb23a078e1eb97411 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:10:25.100013+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12154.89, "started_at": "2026-05-26T00:10:12.942389+00:00", "ended_at": "2026-05-26T00:10:25.097440+00:00", "prompt_metrics": {"chars": 6954, "bytes_utf8": 6954, "lines": 196, "estimated_tokens": 1839}, "response_metrics": {"chars": 512, "bytes_utf8": 512, "lines": 1, "estimated_tokens": 120}, "usage": {"input_tokens": 25134, "cached_input_tokens": 6528, "output_tokens": 388, "reasoning_output_tokens": 262}, "stderr_preview": "2026-05-26T00:10:23.560282Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e619e-1e78-79b1-a0d0-91a4c09e05b2.1779754212985252000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Student Country\\\", \\\"Question Level\\\", COUNT(*) AS row_count\\nFROM \\\"c6\\\"\\nWHERE CAST(\\\"Question ID\\\" AS REAL) >= 571.0\\nGROUP BY \\\"Student Country\\\", \\\"Question Level\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Used the planned filtered two-dimensional group count template with \\\"Student Country\\\" and \\\"Question Level\\\" as grouping columns. Cast \\\"Question ID\\\" to REAL because it is stored as TEXT in the schema but the predicate value is numeric.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c1012b8e042147f862fc5fadebf02533449ddd96 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_bd683dcdec24824c", + "api_calls": 0, + "input_tokens": 25134, + "cached_input_tokens": 6528, + "output_tokens": 388, + "total_tokens": 25522, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1839, + "estimated_output_tokens": 120, + "estimated_total_tokens": 1959, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12154.89, + "sql_execution_elapsed_ms_total": 1.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_bd683dcdec24824c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bd6b843c62414290780df96f3f2f541f72cba866 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6716, "bytes_utf8": 6716, "lines": 192, "estimated_tokens": 1758}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 411, "bytes_utf8": 411, "lines": 1, "estimated_tokens": 98}, "usage": {"input_tokens": 25053, "cached_input_tokens": 23936, "output_tokens": 567, "reasoning_output_tokens": 463}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..38a7f16ae4fc04a68257f09b9e6839067e149671 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_c469daf42f18a242", + "api_calls": 0, + "input_tokens": 25053, + "cached_input_tokens": 23936, + "output_tokens": 567, + "total_tokens": 25620, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1758, + "estimated_output_tokens": 98, + "estimated_total_tokens": 1856, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14943.61, + "sql_execution_elapsed_ms_total": 8.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..20512bb41aa1c53980f7e720284531a31406ae36 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:10:25.103942+00:00", + "ended_at": "2026-05-26T00:10:40.047732+00:00", + "elapsed_ms": 14943.61, + "prompt_metrics": { + "chars": 6716, + "bytes_utf8": 6716, + "lines": 192, + "estimated_tokens": 1758 + }, + "stdout_metrics": { + "chars": 765, + "bytes_utf8": 765, + "lines": 4, + "estimated_tokens": 209 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 411, + "bytes_utf8": 411, + "lines": 1, + "estimated_tokens": 98 + }, + "usage": { + "input_tokens": 25053, + "cached_input_tokens": 23936, + "output_tokens": 567, + "reasoning_output_tokens": 463 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5666bcf17f03a489698ba4af19cceaee783880e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,192 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: c6 +- dataset_name: Dataset For Assessing Mathematics Learning In Higher Education +- table_name: c6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 7 feature columns and target `Type of Answer`. +- task_type: classification +- target_column: Type of Answer +- main_row_count: 9546 +- important_fields: +- Student ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Student ID. +- Student Country: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Student Country. +- Question ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Question ID. +- Type of Answer: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Type of Answer. +- Question Level: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Question Level. +- Topic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Topic. +- Subtopic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Subtopic. +- Keywords: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for Keywords. +- useful_field_combinations: [['Student Country', 'Type of Answer', 'Type of Answer'], ['Student Country', 'Student Country', 'Type of Answer'], ['Student Country', 'Question Level', 'Type of Answer']] +- fields_requiring_caution: ['Type of Answer', 'Keywords'] +- source_url: https://archive.ics.uci.edu/dataset/1031/dataset+for+assessing+mathematics+learning+in+higher+education + +SQLite schema snapshot: +{ + "table_name": "c6", + "quoted_table_name": "\"c6\"", + "row_count": 9546, + "columns": [ + { + "name": "Student ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Student Country", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Type of Answer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question Level", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Topic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Subtopic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Keywords", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Student ID": "647", + "Student Country": "Ireland", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "41", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "340", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "641", + "Student Country": "Italy", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "669", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "c6", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Type of Answer, measure_col=Student ID.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Type of Answer", + "measure_col": "Student ID", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1077.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8183ba2db81965c22b38d6929e8b5f8ae984a4cb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619e-4df9-7fa2-83aa-f0fbb15470ff"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Type of Answer\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Type of Answer\\\") AS avg_measure\\nFROM \\\"c6\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the requested window partition average template with \\\"Type of Answer\\\" as the group column. Cast \\\"Student ID\\\" from TEXT to REAL so AVG behaves predictably in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25053,"cached_input_tokens":23936,"output_tokens":567,"reasoning_output_tokens":463}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0481b966661cdeb2983f585cf56e3d72542d4707 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Type of Answer\",\n AVG(CAST(\"Student ID\" AS REAL)) OVER (PARTITION BY \"Type of Answer\") AS avg_measure\nFROM \"c6\"\nORDER BY avg_measure DESC;","notes":"Used the requested window partition average template with \"Type of Answer\" as the group column. Cast \"Student ID\" from TEXT to REAL so AVG behaves predictably in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c77ece3d4b9f6d86cfe13f2a3c9b6450468fb0fb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Type of Answer, measure_col=Student ID. +Result preview: [{"Type of Answer": "0", "avg_measure": 788.3959810874704}, {"Type of Answer": "1", "avg_measure": 760.6469798657719}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..86bb5361bd8e1d2d93d370e8c839c7e7ed3caaf7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_c6_c469daf42f18a242 +-- problem_id: v2p_c6_94afa0ef4eda9c45 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Type of Answer", + AVG(CAST("Student ID" AS REAL)) OVER (PARTITION BY "Type of Answer") AS avg_measure +FROM "c6" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0962be75b63359f8831c12f01340735e8b91d21a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Type of Answer\",\n AVG(CAST(\"Student ID\" AS REAL)) OVER (PARTITION BY \"Type of Answer\") AS avg_measure\nFROM \"c6\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Type of Answer\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Type of Answer\\\") AS avg_measure\\nFROM \\\"c6\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"Type of Answer\", \"avg_measure\"], \"rows\": [{\"Type of Answer\": \"0\", \"avg_measure\": 788.3959810874704}, {\"Type of Answer\": \"1\", \"avg_measure\": 760.6469798657719}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 8.91}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..34e30a2d7516dbf591443be00d9ef2ec06e755fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "c6", + "started_at": "2026-05-26T00:10:25.103246+00:00", + "ended_at": "2026-05-26T00:10:40.060102+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_c6_c469daf42f18a242", + "problem_id": "v2p_c6_94afa0ef4eda9c45", + "dataset_id": "c6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Type of Answer, measure_col=Student ID.", + "bindings": { + "group_col": "Type of Answer", + "measure_col": "Student ID", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1077.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=136" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_c469daf42f18a242.sql", + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_c469daf42f18a242", + "api_calls": 0, + "input_tokens": 25053, + "cached_input_tokens": 23936, + "output_tokens": 567, + "total_tokens": 25620, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1758, + "estimated_output_tokens": 98, + "estimated_total_tokens": 1856, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14943.61, + "sql_execution_elapsed_ms_total": 8.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..da81368acc89569fa684a61499bbde8be98b3933 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:10:40.049828+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14943.61, "started_at": "2026-05-26T00:10:25.103942+00:00", "ended_at": "2026-05-26T00:10:40.047732+00:00", "prompt_metrics": {"chars": 6716, "bytes_utf8": 6716, "lines": 192, "estimated_tokens": 1758}, "response_metrics": {"chars": 411, "bytes_utf8": 411, "lines": 1, "estimated_tokens": 98}, "usage": {"input_tokens": 25053, "cached_input_tokens": 23936, "output_tokens": 567, "reasoning_output_tokens": 463}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Type of Answer\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Type of Answer\\\") AS avg_measure\\nFROM \\\"c6\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the requested window partition average template with \\\"Type of Answer\\\" as the group column. Cast \\\"Student ID\\\" from TEXT to REAL so AVG behaves predictably in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..db29a995bde6eb8585b5fc957f44f7ed198228b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_c469daf42f18a242", + "api_calls": 0, + "input_tokens": 25053, + "cached_input_tokens": 23936, + "output_tokens": 567, + "total_tokens": 25620, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1758, + "estimated_output_tokens": 98, + "estimated_total_tokens": 1856, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14943.61, + "sql_execution_elapsed_ms_total": 8.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c469daf42f18a242/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b603e08b0f1b7f4206d7c9a47ec9e0dd00a91c43 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6717, "bytes_utf8": 6717, "lines": 192, "estimated_tokens": 1759}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 677, "bytes_utf8": 677, "lines": 1, "estimated_tokens": 187}, "usage": {"input_tokens": 25054, "cached_input_tokens": 23936, "output_tokens": 1538, "reasoning_output_tokens": 1345}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a88bdf6a4fbf8275237254e5fce85409f1ee48ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_c7f37133e88116c5", + "api_calls": 0, + "input_tokens": 25054, + "cached_input_tokens": 23936, + "output_tokens": 1538, + "total_tokens": 26592, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1759, + "estimated_output_tokens": 187, + "estimated_total_tokens": 1946, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 31642.3, + "sql_execution_elapsed_ms_total": 11.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..29f85ff914d4393341a80fdc800786053d1114de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:10:40.061320+00:00", + "ended_at": "2026-05-26T00:11:11.714594+00:00", + "elapsed_ms": 31642.3, + "prompt_metrics": { + "chars": 6717, + "bytes_utf8": 6717, + "lines": 192, + "estimated_tokens": 1759 + }, + "stdout_metrics": { + "chars": 1067, + "bytes_utf8": 1067, + "lines": 4, + "estimated_tokens": 321 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 677, + "bytes_utf8": 677, + "lines": 1, + "estimated_tokens": 187 + }, + "usage": { + "input_tokens": 25054, + "cached_input_tokens": 23936, + "output_tokens": 1538, + "reasoning_output_tokens": 1345 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a196a60ec3119b3ca7b58614249bb9decb41e78f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,192 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: c6 +- dataset_name: Dataset For Assessing Mathematics Learning In Higher Education +- table_name: c6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 7 feature columns and target `Type of Answer`. +- task_type: classification +- target_column: Type of Answer +- main_row_count: 9546 +- important_fields: +- Student ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Student ID. +- Student Country: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Student Country. +- Question ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Question ID. +- Type of Answer: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Type of Answer. +- Question Level: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Question Level. +- Topic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Topic. +- Subtopic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Subtopic. +- Keywords: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for Keywords. +- useful_field_combinations: [['Student Country', 'Type of Answer', 'Type of Answer'], ['Student Country', 'Student Country', 'Type of Answer'], ['Student Country', 'Question Level', 'Type of Answer']] +- fields_requiring_caution: ['Type of Answer', 'Keywords'] +- source_url: https://archive.ics.uci.edu/dataset/1031/dataset+for+assessing+mathematics+learning+in+higher+education + +SQLite schema snapshot: +{ + "table_name": "c6", + "quoted_table_name": "\"c6\"", + "row_count": 9546, + "columns": [ + { + "name": "Student ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Student Country", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Type of Answer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question Level", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Topic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Subtopic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Keywords", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Student ID": "647", + "Student Country": "Ireland", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "41", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "340", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "641", + "Student Country": "Italy", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "669", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "c6", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Type of Answer, measure_col=Student ID.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Type of Answer", + "measure_col": "Student ID", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1219.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0201f8bc0fdeb7906256854cd299ea97750e5be8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619e-8864-7400-b057-7a9ed1b3c785"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Type of Answer\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Type of Answer\\\") AS \\\"avg_measure\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Type of Answer\\\" IS NOT NULL\\n AND TRIM(\\\"Type of Answer\\\") <> ''\\n AND \\\"Student ID\\\" IS NOT NULL\\n AND TRIM(\\\"Student ID\\\") <> ''\\n AND TRIM(\\\"Student ID\\\") NOT GLOB '*[^0-9]*'\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested window-partition-average template with \\\"Type of Answer\\\" as the partition key. \\\"Student ID\\\" is stored as TEXT, so it is cast to REAL and filtered to non-null, non-blank, numeric-only values for a stable SQLite average.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25054,"cached_input_tokens":23936,"output_tokens":1538,"reasoning_output_tokens":1345}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2654b43eb5ea6ac9673037b846550849e03286ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Type of Answer\",\n AVG(CAST(\"Student ID\" AS REAL)) OVER (PARTITION BY \"Type of Answer\") AS \"avg_measure\"\nFROM \"c6\"\nWHERE \"Type of Answer\" IS NOT NULL\n AND TRIM(\"Type of Answer\") <> ''\n AND \"Student ID\" IS NOT NULL\n AND TRIM(\"Student ID\") <> ''\n AND TRIM(\"Student ID\") NOT GLOB '*[^0-9]*'\nORDER BY \"avg_measure\" DESC;","notes":"Uses the requested window-partition-average template with \"Type of Answer\" as the partition key. \"Student ID\" is stored as TEXT, so it is cast to REAL and filtered to non-null, non-blank, numeric-only values for a stable SQLite average."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c73e7fe815afdd3797623c8bdc2d372927759727 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Type of Answer, measure_col=Student ID. +Result preview: [{"Type of Answer": "0", "avg_measure": 788.3959810874704}, {"Type of Answer": "1", "avg_measure": 760.6469798657719}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c3a363df1e65742b56947d3502c6c54e59f251c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/generated_sql.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_c6_c7f37133e88116c5 +-- problem_id: v2p_c6_9d14932c2da5014f +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Type of Answer", + AVG(CAST("Student ID" AS REAL)) OVER (PARTITION BY "Type of Answer") AS "avg_measure" +FROM "c6" +WHERE "Type of Answer" IS NOT NULL + AND TRIM("Type of Answer") <> '' + AND "Student ID" IS NOT NULL + AND TRIM("Student ID") <> '' + AND TRIM("Student ID") NOT GLOB '*[^0-9]*' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..608f4de7818b0472db8eca94569ca52dbef2c730 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Type of Answer\",\n AVG(CAST(\"Student ID\" AS REAL)) OVER (PARTITION BY \"Type of Answer\") AS \"avg_measure\"\nFROM \"c6\"\nWHERE \"Type of Answer\" IS NOT NULL\n AND TRIM(\"Type of Answer\") <> ''\n AND \"Student ID\" IS NOT NULL\n AND TRIM(\"Student ID\") <> ''\n AND TRIM(\"Student ID\") NOT GLOB '*[^0-9]*'\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Type of Answer\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Type of Answer\\\") AS \\\"avg_measure\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Type of Answer\\\" IS NOT NULL\\n AND TRIM(\\\"Type of Answer\\\") <> ''\\n AND \\\"Student ID\\\" IS NOT NULL\\n AND TRIM(\\\"Student ID\\\") <> ''\\n AND TRIM(\\\"Student ID\\\") NOT GLOB '*[^0-9]*'\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Type of Answer\", \"avg_measure\"], \"rows\": [{\"Type of Answer\": \"0\", \"avg_measure\": 788.3959810874704}, {\"Type of Answer\": \"1\", \"avg_measure\": 760.6469798657719}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 11.92}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..145ba37ba2929978f58e284279247a2948374db7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "c6", + "started_at": "2026-05-26T00:10:40.060516+00:00", + "ended_at": "2026-05-26T00:11:11.730887+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_c6_c7f37133e88116c5", + "problem_id": "v2p_c6_9d14932c2da5014f", + "dataset_id": "c6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Type of Answer, measure_col=Student ID.", + "bindings": { + "group_col": "Type of Answer", + "measure_col": "Student ID", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1219.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=136" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_c7f37133e88116c5.sql", + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_c7f37133e88116c5", + "api_calls": 0, + "input_tokens": 25054, + "cached_input_tokens": 23936, + "output_tokens": 1538, + "total_tokens": 26592, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1759, + "estimated_output_tokens": 187, + "estimated_total_tokens": 1946, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 31642.3, + "sql_execution_elapsed_ms_total": 11.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d3c131a6699c86c5c5563c145355de445b5e4f3c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:11:11.716840+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 31642.3, "started_at": "2026-05-26T00:10:40.061320+00:00", "ended_at": "2026-05-26T00:11:11.714594+00:00", "prompt_metrics": {"chars": 6717, "bytes_utf8": 6717, "lines": 192, "estimated_tokens": 1759}, "response_metrics": {"chars": 677, "bytes_utf8": 677, "lines": 1, "estimated_tokens": 187}, "usage": {"input_tokens": 25054, "cached_input_tokens": 23936, "output_tokens": 1538, "reasoning_output_tokens": 1345}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Type of Answer\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Type of Answer\\\") AS \\\"avg_measure\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Type of Answer\\\" IS NOT NULL\\n AND TRIM(\\\"Type of Answer\\\") <> ''\\n AND \\\"Student ID\\\" IS NOT NULL\\n AND TRIM(\\\"Student ID\\\") <> ''\\n AND TRIM(\\\"Student ID\\\") NOT GLOB '*[^0-9]*'\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested window-partition-average template with \\\"Type of Answer\\\" as the partition key. \\\"Student ID\\\" is stored as TEXT, so it is cast to REAL and filtered to non-null, non-blank, numeric-only values for a stable SQLite average.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_c7f37133e88116c5/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..04e3b38ff4655c97ab86f01760d9f96258a873b5 --- /dev/null +++ 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ee10c6dc1ea1309ec4910584d86b5f31323ef3b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6922, "bytes_utf8": 6922, "lines": 196, "estimated_tokens": 1838}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 443, "bytes_utf8": 443, "lines": 1, "estimated_tokens": 114}, "usage": {"input_tokens": 25133, "cached_input_tokens": 22912, "output_tokens": 610, "reasoning_output_tokens": 490}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f67638134ba7bb4d8bc2795089c5f933386fd663 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_cabfd2d56489c7dc", + "api_calls": 0, + "input_tokens": 25133, + "cached_input_tokens": 22912, + "output_tokens": 610, + "total_tokens": 25743, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1838, + "estimated_output_tokens": 114, + "estimated_total_tokens": 1952, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16423.45, + "sql_execution_elapsed_ms_total": 1.89, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a27081ad0ea345c81f6a6273bf1a805a9e5d978a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:11:11.732442+00:00", + "ended_at": "2026-05-26T00:11:28.158384+00:00", + "elapsed_ms": 16423.45, + "prompt_metrics": { + "chars": 6922, + "bytes_utf8": 6922, + "lines": 196, + "estimated_tokens": 1838 + }, + "stdout_metrics": { + "chars": 810, + "bytes_utf8": 810, + "lines": 4, + "estimated_tokens": 231 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 443, + "bytes_utf8": 443, + "lines": 1, + "estimated_tokens": 114 + }, + "usage": { + "input_tokens": 25133, + "cached_input_tokens": 22912, + "output_tokens": 610, + "reasoning_output_tokens": 490 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1d724df0051ceb12dc419c9397de36a683ecec88 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,196 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: c6 +- dataset_name: Dataset For Assessing Mathematics Learning In Higher Education +- table_name: c6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 7 feature columns and target `Type of Answer`. +- task_type: classification +- target_column: Type of Answer +- main_row_count: 9546 +- important_fields: +- Student ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Student ID. +- Student Country: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Student Country. +- Question ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Question ID. +- Type of Answer: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Type of Answer. +- Question Level: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Question Level. +- Topic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Topic. +- Subtopic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Subtopic. +- Keywords: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for Keywords. +- useful_field_combinations: [['Student Country', 'Type of Answer', 'Type of Answer'], ['Student Country', 'Student Country', 'Type of Answer'], ['Student Country', 'Question Level', 'Type of Answer']] +- fields_requiring_caution: ['Type of Answer', 'Keywords'] +- source_url: https://archive.ics.uci.edu/dataset/1031/dataset+for+assessing+mathematics+learning+in+higher+education + +SQLite schema snapshot: +{ + "table_name": "c6", + "quoted_table_name": "\"c6\"", + "row_count": 9546, + "columns": [ + { + "name": "Student ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Student Country", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Type of Answer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question Level", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Topic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Subtopic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Keywords", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Student ID": "647", + "Student Country": "Ireland", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "41", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "340", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "641", + "Student Country": "Italy", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "669", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "c6", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Topic, group_col_2=Subtopic.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Topic", + "group_col_2": "Subtopic", + "predicate_col": "Student ID", + "predicate_op": ">=", + "predicate_value": 1219.0, + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 571.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8fc5ee25eb8ca2a0d6b161590bd3c2d3d0f4fd17 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619f-0426-7a21-96c1-a455b347ddcd"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Topic\\\", \\\"Subtopic\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c6\\\"\\nWHERE CAST(\\\"Student ID\\\" AS REAL) >= 1219.0\\nGROUP BY \\\"Topic\\\", \\\"Subtopic\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the planned filtered two-dimensional group count template with Topic and Subtopic. Applied CAST on \\\"Student ID\\\" because the schema stores it as TEXT while the predicate value is numeric.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25133,"cached_input_tokens":22912,"output_tokens":610,"reasoning_output_tokens":490}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..650ff213b4b51e01a819194637213710970ed588 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"Topic\", \"Subtopic\", COUNT(*) AS \"row_count\"\nFROM \"c6\"\nWHERE CAST(\"Student ID\" AS REAL) >= 1219.0\nGROUP BY \"Topic\", \"Subtopic\"\nORDER BY \"row_count\" DESC;","notes":"Used the planned filtered two-dimensional group count template with Topic and Subtopic. Applied CAST on \"Student ID\" because the schema stores it as TEXT while the predicate value is numeric."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..83ba01db0767e607bc3dd663562603703478ce28 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:11:27.359859Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e619f-0426-7a21-96c1-a455b347ddcd.1779754271783365000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3c30d55031a968ffefeff4c620802c7f1547a95d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Topic, group_col_2=Subtopic. +Result preview: [{"Topic": "Linear Algebra", "Subtopic": "Vector Spaces", "row_count": 1105}, {"Topic": "Linear Algebra", "Subtopic": "Linear Transformations", "row_count": 830}, {"Topic": "Numerical Methods", "Subtopic": "Numerical Methods", "row_count": 107}, {"Topic": "Real Functions of a single variable", "Subtopic": "Domain, Image and Graphics", "row_count": 47}, {"Topic": "Real Functions of a single variable", "Subtopic": "Limits and Continuity", "row_count": 46}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d4bdd04f1f5f157107f15913db253119b7e40f86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_c6_cabfd2d56489c7dc +-- problem_id: v2p_c6_10c25419a11835e8 +-- realization_mode: agent +-- source_kind: agent +SELECT "Topic", "Subtopic", COUNT(*) AS "row_count" +FROM "c6" +WHERE CAST("Student ID" AS REAL) >= 1219.0 +GROUP BY "Topic", "Subtopic" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..36db0904775a7bc16c4e0d96d96885bf9ce26824 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"Topic\", \"Subtopic\", COUNT(*) AS \"row_count\"\nFROM \"c6\"\nWHERE CAST(\"Student ID\" AS REAL) >= 1219.0\nGROUP BY \"Topic\", \"Subtopic\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Topic\\\", \\\"Subtopic\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c6\\\"\\nWHERE CAST(\\\"Student ID\\\" AS REAL) >= 1219.0\\nGROUP BY \\\"Topic\\\", \\\"Subtopic\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Topic\", \"Subtopic\", \"row_count\"], \"rows\": [{\"Topic\": \"Linear Algebra\", \"Subtopic\": \"Vector Spaces\", \"row_count\": 1105}, {\"Topic\": \"Linear Algebra\", \"Subtopic\": \"Linear Transformations\", \"row_count\": 830}, {\"Topic\": \"Numerical Methods\", \"Subtopic\": \"Numerical Methods\", \"row_count\": 107}, {\"Topic\": \"Real Functions of a single variable\", \"Subtopic\": \"Domain, Image and Graphics\", \"row_count\": 47}, {\"Topic\": \"Real Functions of a single variable\", \"Subtopic\": \"Limits and Continuity\", \"row_count\": 46}, {\"Topic\": \"Fundamental Mathematics\", \"Subtopic\": \"Algebraic expressions, Equations, and Inequalities\", \"row_count\": 38}, {\"Topic\": \"Optimization\", \"Subtopic\": \"Linear Optimization\", \"row_count\": 34}, {\"Topic\": \"Integration\", \"Subtopic\": \"Integration Techniques\", \"row_count\": 31}, {\"Topic\": \"Probability\", \"Subtopic\": \"Probability\", \"row_count\": 28}, {\"Topic\": \"Complex Numbers\", \"Subtopic\": \"Complex Numbers\", \"row_count\": 27}, {\"Topic\": \"Linear Algebra\", \"Subtopic\": \"Eigenvalues and Eigenvectors\", \"row_count\": 27}, {\"Topic\": \"Linear Algebra\", \"Subtopic\": \"Matrices and Determinants\", \"row_count\": 21}, {\"Topic\": \"Analytic Geometry\", \"Subtopic\": \"Analytic Geometry\", \"row_count\": 18}, {\"Topic\": \"Differential Equations\", \"Subtopic\": \"Differential Equations\", \"row_count\": 16}, {\"Topic\": \"Differentiation\", \"Subtopic\": \"Derivatives\", \"row_count\": 15}, {\"Topic\": \"Optimization\", \"Subtopic\": \"Nonlinear Optimization\", \"row_count\": 10}, {\"Topic\": \"Graph Theory\", \"Subtopic\": \"Graph Theory\", \"row_count\": 8}, {\"Topic\": \"Linear Algebra\", \"Subtopic\": \"Linear Systems\", \"row_count\": 8}, {\"Topic\": \"Integration\", \"Subtopic\": \"Definite Integrals\", \"row_count\": 7}, {\"Topic\": \"Statistics\", \"Subtopic\": \"Statistics\", \"row_count\": 7}, {\"Topic\": \"Integration\", \"Subtopic\": \"Double Integration\", \"row_count\": 1}], \"row_count_returned\": 21, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.89}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..08b691d2c7a9c368d661dd50904c22a17e09b99d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "c6", + "started_at": "2026-05-26T00:11:11.731606+00:00", + "ended_at": "2026-05-26T00:11:28.164535+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_c6_cabfd2d56489c7dc", + "problem_id": "v2p_c6_10c25419a11835e8", + "dataset_id": "c6", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Topic, group_col_2=Subtopic.", + "bindings": { + "group_col": "Topic", + "group_col_2": "Subtopic", + "predicate_col": "Student ID", + "predicate_op": ">=", + "predicate_value": 1219.0, + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 571.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=49" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_cabfd2d56489c7dc.sql", + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_cabfd2d56489c7dc", + "api_calls": 0, + "input_tokens": 25133, + "cached_input_tokens": 22912, + "output_tokens": 610, + "total_tokens": 25743, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1838, + "estimated_output_tokens": 114, + "estimated_total_tokens": 1952, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16423.45, + "sql_execution_elapsed_ms_total": 1.89, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9b00a86343682b73c263ecb5a163135ed2a7c8bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:11:28.161100+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16423.45, "started_at": "2026-05-26T00:11:11.732442+00:00", "ended_at": "2026-05-26T00:11:28.158384+00:00", "prompt_metrics": {"chars": 6922, "bytes_utf8": 6922, "lines": 196, "estimated_tokens": 1838}, "response_metrics": {"chars": 443, "bytes_utf8": 443, "lines": 1, "estimated_tokens": 114}, "usage": {"input_tokens": 25133, "cached_input_tokens": 22912, "output_tokens": 610, "reasoning_output_tokens": 490}, "stderr_preview": "2026-05-26T00:11:27.359859Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e619f-0426-7a21-96c1-a455b347ddcd.1779754271783365000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Topic\\\", \\\"Subtopic\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c6\\\"\\nWHERE CAST(\\\"Student ID\\\" AS REAL) >= 1219.0\\nGROUP BY \\\"Topic\\\", \\\"Subtopic\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the planned filtered two-dimensional group count template with Topic and Subtopic. Applied CAST on \\\"Student ID\\\" because the schema stores it as TEXT while the predicate value is numeric.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..dd7dade50dc0f9aa0a9f82ad92591089ea794bb0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_cabfd2d56489c7dc", + "api_calls": 0, + "input_tokens": 25133, + "cached_input_tokens": 22912, + "output_tokens": 610, + "total_tokens": 25743, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1838, + "estimated_output_tokens": 114, + "estimated_total_tokens": 1952, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16423.45, + "sql_execution_elapsed_ms_total": 1.89, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cabfd2d56489c7dc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b079edbefba27164ccd329a997338eae4724f9ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6705, "bytes_utf8": 6705, "lines": 192, "estimated_tokens": 1757}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 507, "bytes_utf8": 507, "lines": 1, "estimated_tokens": 131}, "usage": {"input_tokens": 25052, "cached_input_tokens": 6528, "output_tokens": 576, "reasoning_output_tokens": 439}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d6f34a72558e43e4102f065dbc6d59ed275040e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_cb4eb000639acd3d", + "api_calls": 0, + "input_tokens": 25052, + "cached_input_tokens": 6528, + "output_tokens": 576, + "total_tokens": 25628, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1757, + "estimated_output_tokens": 131, + "estimated_total_tokens": 1888, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14293.61, + "sql_execution_elapsed_ms_total": 10.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f8d08fbab52704bd90e776fcfab22b3a8109864d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:11:28.167081+00:00", + "ended_at": "2026-05-26T00:11:42.461663+00:00", + "elapsed_ms": 14293.61, + "prompt_metrics": { + "chars": 6705, + "bytes_utf8": 6705, + "lines": 192, + "estimated_tokens": 1757 + }, + "stdout_metrics": { + "chars": 883, + "bytes_utf8": 883, + "lines": 4, + "estimated_tokens": 258 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 507, + "bytes_utf8": 507, + "lines": 1, + "estimated_tokens": 131 + }, + "usage": { + "input_tokens": 25052, + "cached_input_tokens": 6528, + "output_tokens": 576, + "reasoning_output_tokens": 439 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..76804094bef6e5026f29966b8cb6565ad4e8de73 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,192 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: c6 +- dataset_name: Dataset For Assessing Mathematics Learning In Higher Education +- table_name: c6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 7 feature columns and target `Type of Answer`. +- task_type: classification +- target_column: Type of Answer +- main_row_count: 9546 +- important_fields: +- Student ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Student ID. +- Student Country: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Student Country. +- Question ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Question ID. +- Type of Answer: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Type of Answer. +- Question Level: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Question Level. +- Topic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Topic. +- Subtopic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Subtopic. +- Keywords: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for Keywords. +- useful_field_combinations: [['Student Country', 'Type of Answer', 'Type of Answer'], ['Student Country', 'Student Country', 'Type of Answer'], ['Student Country', 'Question Level', 'Type of Answer']] +- fields_requiring_caution: ['Type of Answer', 'Keywords'] +- source_url: https://archive.ics.uci.edu/dataset/1031/dataset+for+assessing+mathematics+learning+in+higher+education + +SQLite schema snapshot: +{ + "table_name": "c6", + "quoted_table_name": "\"c6\"", + "row_count": 9546, + "columns": [ + { + "name": "Student ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Student Country", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Type of Answer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question Level", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Topic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Subtopic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Keywords", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Student ID": "647", + "Student Country": "Ireland", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "41", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "340", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "641", + "Student Country": "Italy", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "669", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "c6", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Subtopic, measure_col=Student ID.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Subtopic", + "measure_col": "Student ID", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1219.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..42d9253ab3d20dd73b08d6f412461671ae025de8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619f-4462-7cd1-a3d4-d1e7087dbbb1"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Subtopic\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Subtopic\\\") AS \\\"avg_measure\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Subtopic\\\" IS NOT NULL\\n AND \\\"Student ID\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the requested window-partition-average template with group_col=\\\"Subtopic\\\" and measure_col=\\\"Student ID\\\". Cast \\\"Student ID\\\" from TEXT to REAL for AVG in SQLite and filtered NULLs for a stable view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25052,"cached_input_tokens":6528,"output_tokens":576,"reasoning_output_tokens":439}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8b3ab698846c0c4214fb103ea6a968d558432f81 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Subtopic\",\n AVG(CAST(\"Student ID\" AS REAL)) OVER (PARTITION BY \"Subtopic\") AS \"avg_measure\"\nFROM \"c6\"\nWHERE \"Subtopic\" IS NOT NULL\n AND \"Student ID\" IS NOT NULL\nORDER BY \"avg_measure\" DESC;","notes":"Applied the requested window-partition-average template with group_col=\"Subtopic\" and measure_col=\"Student ID\". Cast \"Student ID\" from TEXT to REAL for AVG in SQLite and filtered NULLs for a stable view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..926231be68f4c4943ce59eb1a5609d860bf07553 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Subtopic, measure_col=Student ID. +Result preview: [{"Subtopic": "Limits and Continuity", "avg_measure": 1303.859649122807}, {"Subtopic": "Linear Optimization", "avg_measure": 1082.6964285714287}, {"Subtopic": "Vector Spaces", "avg_measure": 992.9199708985085}, {"Subtopic": "Linear Transformations", "avg_measure": 990.7700987306065}, {"Subtopic": "Numerical Methods", "avg_measure": 985.858064516129}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c2ca2bb6c3c2883957d0af37bc1573c327162bf8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_c6_cb4eb000639acd3d +-- problem_id: v2p_c6_feed08b7cd2b2d56 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Subtopic", + AVG(CAST("Student ID" AS REAL)) OVER (PARTITION BY "Subtopic") AS "avg_measure" +FROM "c6" +WHERE "Subtopic" IS NOT NULL + AND "Student ID" IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ae20a2003e838dde2ea7873f6c050afba7fa19c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Subtopic\",\n AVG(CAST(\"Student ID\" AS REAL)) OVER (PARTITION BY \"Subtopic\") AS \"avg_measure\"\nFROM \"c6\"\nWHERE \"Subtopic\" IS NOT NULL\n AND \"Student ID\" IS NOT NULL\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Subtopic\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Subtopic\\\") AS \\\"avg_measure\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Subtopic\\\" IS NOT NULL\\n AND \\\"Student ID\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Subtopic\", \"avg_measure\"], \"rows\": [{\"Subtopic\": \"Limits and Continuity\", \"avg_measure\": 1303.859649122807}, {\"Subtopic\": \"Linear Optimization\", \"avg_measure\": 1082.6964285714287}, {\"Subtopic\": \"Vector Spaces\", \"avg_measure\": 992.9199708985085}, {\"Subtopic\": \"Linear Transformations\", \"avg_measure\": 990.7700987306065}, {\"Subtopic\": \"Numerical Methods\", \"avg_measure\": 985.858064516129}, {\"Subtopic\": \"Domain, Image and Graphics\", \"avg_measure\": 857.6822429906542}, {\"Subtopic\": \"Partial Differentiation\", \"avg_measure\": 847.0725190839695}, {\"Subtopic\": \"Nonlinear Optimization\", \"avg_measure\": 734.5079365079365}, {\"Subtopic\": \"Definite Integrals\", \"avg_measure\": 713.6666666666666}, {\"Subtopic\": \"Probability\", \"avg_measure\": 709.703125}, {\"Subtopic\": \"Linear Systems\", \"avg_measure\": 648.2714285714286}, {\"Subtopic\": \"Statistics\", \"avg_measure\": 620.6588235294117}, {\"Subtopic\": \"Integration Techniques\", \"avg_measure\": 613.1891891891892}, {\"Subtopic\": \"Eigenvalues and Eigenvectors\", \"avg_measure\": 584.2461538461539}, {\"Subtopic\": \"Matrices and Determinants\", \"avg_measure\": 461.50333333333333}, {\"Subtopic\": \"Algebraic expressions, Equations, and Inequalities\", \"avg_measure\": 438.71975806451616}, {\"Subtopic\": \"Graph Theory\", \"avg_measure\": 409.56363636363636}, {\"Subtopic\": \"Derivatives\", \"avg_measure\": 388.8548895899054}, {\"Subtopic\": \"Differential Equations\", \"avg_measure\": 377.5}, {\"Subtopic\": \"Complex Numbers\", \"avg_measure\": 363.2010135135135}, {\"Subtopic\": \"Analytic Geometry\", \"avg_measure\": 361.5446927374302}, {\"Subtopic\": \"Elementary Geometry\", \"avg_measure\": 280.5621118012422}, {\"Subtopic\": \"Set Theory\", \"avg_measure\": 205.0}, {\"Subtopic\": \"Double Integration\", \"avg_measure\": 188.11111111111111}], \"row_count_returned\": 24, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 10.67}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..12dbc477b635dc3e1be8716c88092d732dd8867b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "c6", + "started_at": "2026-05-26T00:11:28.165507+00:00", + "ended_at": "2026-05-26T00:11:42.476493+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_c6_cb4eb000639acd3d", + "problem_id": "v2p_c6_feed08b7cd2b2d56", + "dataset_id": "c6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Subtopic, measure_col=Student ID.", + "bindings": { + "group_col": "Subtopic", + "measure_col": "Student ID", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1219.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=134" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_cb4eb000639acd3d.sql", + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_cb4eb000639acd3d", + "api_calls": 0, + "input_tokens": 25052, + "cached_input_tokens": 6528, + "output_tokens": 576, + "total_tokens": 25628, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1757, + "estimated_output_tokens": 131, + "estimated_total_tokens": 1888, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14293.61, + "sql_execution_elapsed_ms_total": 10.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ea8362b4104940269cb1ef859b75ade74914d815 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:11:42.464337+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14293.61, "started_at": "2026-05-26T00:11:28.167081+00:00", "ended_at": "2026-05-26T00:11:42.461663+00:00", "prompt_metrics": {"chars": 6705, "bytes_utf8": 6705, "lines": 192, "estimated_tokens": 1757}, "response_metrics": {"chars": 507, "bytes_utf8": 507, "lines": 1, "estimated_tokens": 131}, "usage": {"input_tokens": 25052, "cached_input_tokens": 6528, "output_tokens": 576, "reasoning_output_tokens": 439}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Subtopic\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Subtopic\\\") AS \\\"avg_measure\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Subtopic\\\" IS NOT NULL\\n AND \\\"Student ID\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the requested window-partition-average template with group_col=\\\"Subtopic\\\" and measure_col=\\\"Student ID\\\". Cast \\\"Student ID\\\" from TEXT to REAL for AVG in SQLite and filtered NULLs for a stable view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4220078e29e95ea306b01424fe75047eb580984d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_cb4eb000639acd3d", + "api_calls": 0, + "input_tokens": 25052, + "cached_input_tokens": 6528, + "output_tokens": 576, + "total_tokens": 25628, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1757, + "estimated_output_tokens": 131, + "estimated_total_tokens": 1888, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14293.61, + "sql_execution_elapsed_ms_total": 10.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_cb4eb000639acd3d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..92a5b3684cd37bd870ce17f2f621b5eed497fdfa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6716, "bytes_utf8": 6716, "lines": 192, "estimated_tokens": 1756}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 473, "bytes_utf8": 473, "lines": 1, "estimated_tokens": 115}, "usage": {"input_tokens": 25051, "cached_input_tokens": 6528, "output_tokens": 1115, "reasoning_output_tokens": 994}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d8f678c3ae62a6a7ebf6eae779d6ccb93a768885 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_d3949c5da9caf957", + "api_calls": 0, + "input_tokens": 25051, + "cached_input_tokens": 6528, + "output_tokens": 1115, + "total_tokens": 26166, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1756, + "estimated_output_tokens": 115, + "estimated_total_tokens": 1871, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 24097.68, + "sql_execution_elapsed_ms_total": 9.85, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a850d8bf213f79cd07bc537334cbcf0d572fccea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:11:42.477646+00:00", + "ended_at": "2026-05-26T00:12:06.576064+00:00", + "elapsed_ms": 24097.68, + "prompt_metrics": { + "chars": 6716, + "bytes_utf8": 6716, + "lines": 192, + "estimated_tokens": 1756 + }, + "stdout_metrics": { + "chars": 840, + "bytes_utf8": 840, + "lines": 4, + "estimated_tokens": 235 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 473, + "bytes_utf8": 473, + "lines": 1, + "estimated_tokens": 115 + }, + "usage": { + "input_tokens": 25051, + "cached_input_tokens": 6528, + "output_tokens": 1115, + "reasoning_output_tokens": 994 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..796ef419eb88d8dbc375ff545f9adc4ddb01bebf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,192 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: c6 +- dataset_name: Dataset For Assessing Mathematics Learning In Higher Education +- table_name: c6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 7 feature columns and target `Type of Answer`. +- task_type: classification +- target_column: Type of Answer +- main_row_count: 9546 +- important_fields: +- Student ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Student ID. +- Student Country: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Student Country. +- Question ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Question ID. +- Type of Answer: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Type of Answer. +- Question Level: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Question Level. +- Topic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Topic. +- Subtopic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Subtopic. +- Keywords: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for Keywords. +- useful_field_combinations: [['Student Country', 'Type of Answer', 'Type of Answer'], ['Student Country', 'Student Country', 'Type of Answer'], ['Student Country', 'Question Level', 'Type of Answer']] +- fields_requiring_caution: ['Type of Answer', 'Keywords'] +- source_url: https://archive.ics.uci.edu/dataset/1031/dataset+for+assessing+mathematics+learning+in+higher+education + +SQLite schema snapshot: +{ + "table_name": "c6", + "quoted_table_name": "\"c6\"", + "row_count": 9546, + "columns": [ + { + "name": "Student ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Student Country", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Type of Answer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question Level", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Topic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Subtopic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Keywords", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Student ID": "647", + "Student Country": "Ireland", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "41", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "340", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "641", + "Student Country": "Italy", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "669", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "c6", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Question Level, measure_col=Student ID.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Question Level", + "measure_col": "Student ID", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1077.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a238a31d29a6ea5c0edad31c30dc8e05ff548b96 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619f-7c6c-7b02-9fb6-fe4062465bd2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Question Level\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Question Level\\\") AS \\\"avg_measure\\\"\\nFROM \\\"c6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the requested window partition average template with \\\"Question Level\\\" as the group column and \\\"Student ID\\\" as the measure. Since \\\"Student ID\\\" is stored as TEXT in SQLite, it is cast to REAL so AVG works numerically.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25051,"cached_input_tokens":6528,"output_tokens":1115,"reasoning_output_tokens":994}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad1261110498bdb9ac5a8ebe449ba8384808313c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Question Level\",\n AVG(CAST(\"Student ID\" AS REAL)) OVER (PARTITION BY \"Question Level\") AS \"avg_measure\"\nFROM \"c6\"\nORDER BY \"avg_measure\" DESC;","notes":"Applied the requested window partition average template with \"Question Level\" as the group column and \"Student ID\" as the measure. Since \"Student ID\" is stored as TEXT in SQLite, it is cast to REAL so AVG works numerically."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..15189a8799c1a5901488098a3ff9c3d5e6526aeb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Question Level, measure_col=Student ID. +Result preview: [{"Question Level": "Advanced", "avg_measure": 816.4424206815511}, {"Question Level": "Basic", "avg_measure": 766.4973227944926}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..47a3e17116cd3e90c01118e230f6f9f6088fef4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_c6_d3949c5da9caf957 +-- problem_id: v2p_c6_93cbc8261d1d8291 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Question Level", + AVG(CAST("Student ID" AS REAL)) OVER (PARTITION BY "Question Level") AS "avg_measure" +FROM "c6" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..66e8c8fb803beb29d61cfc40b94f7bef0fafae0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Question Level\",\n AVG(CAST(\"Student ID\" AS REAL)) OVER (PARTITION BY \"Question Level\") AS \"avg_measure\"\nFROM \"c6\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Question Level\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Question Level\\\") AS \\\"avg_measure\\\"\\nFROM \\\"c6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Question Level\", \"avg_measure\"], \"rows\": [{\"Question Level\": \"Advanced\", \"avg_measure\": 816.4424206815511}, {\"Question Level\": \"Basic\", \"avg_measure\": 766.4973227944926}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 9.85}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c6a67d11a63b354fd2297481310565665dd85170 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "c6", + "started_at": "2026-05-26T00:11:42.476875+00:00", + "ended_at": "2026-05-26T00:12:06.591536+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_c6_d3949c5da9caf957", + "problem_id": "v2p_c6_93cbc8261d1d8291", + "dataset_id": "c6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Question Level, measure_col=Student ID.", + "bindings": { + "group_col": "Question Level", + "measure_col": "Student ID", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1077.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_d3949c5da9caf957.sql", + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_d3949c5da9caf957", + "api_calls": 0, + "input_tokens": 25051, + "cached_input_tokens": 6528, + "output_tokens": 1115, + "total_tokens": 26166, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1756, + "estimated_output_tokens": 115, + "estimated_total_tokens": 1871, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 24097.68, + "sql_execution_elapsed_ms_total": 9.85, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8f31c8c1d527316b9f07a5bc674218f2183f495b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:12:06.578164+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 24097.68, "started_at": "2026-05-26T00:11:42.477646+00:00", "ended_at": "2026-05-26T00:12:06.576064+00:00", "prompt_metrics": {"chars": 6716, "bytes_utf8": 6716, "lines": 192, "estimated_tokens": 1756}, "response_metrics": {"chars": 473, "bytes_utf8": 473, "lines": 1, "estimated_tokens": 115}, "usage": {"input_tokens": 25051, "cached_input_tokens": 6528, "output_tokens": 1115, "reasoning_output_tokens": 994}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Question Level\\\",\\n AVG(CAST(\\\"Student ID\\\" AS REAL)) OVER (PARTITION BY \\\"Question Level\\\") AS \\\"avg_measure\\\"\\nFROM \\\"c6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the requested window partition average template with \\\"Question Level\\\" as the group column and \\\"Student ID\\\" as the measure. Since \\\"Student ID\\\" is stored as TEXT in SQLite, it is cast to REAL so AVG works numerically.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..edfe4f10880aa3437b2f56e38482cd34edf6f02c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_d3949c5da9caf957", + "api_calls": 0, + "input_tokens": 25051, + "cached_input_tokens": 6528, + "output_tokens": 1115, + "total_tokens": 26166, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1756, + "estimated_output_tokens": 115, + "estimated_total_tokens": 1871, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 24097.68, + "sql_execution_elapsed_ms_total": 9.85, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_d3949c5da9caf957/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6a321355bbcd2e6b2687e4e83445cf2936f1b589 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6949, "bytes_utf8": 6949, "lines": 196, "estimated_tokens": 1836}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 395, "bytes_utf8": 395, "lines": 1, "estimated_tokens": 95}, "usage": {"input_tokens": 25131, "cached_input_tokens": 22912, "output_tokens": 603, "reasoning_output_tokens": 502}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ca5b165cb16a58e4905e0c0ea5410ea022c1d8f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_e61ad3518bb0e404", + "api_calls": 0, + "input_tokens": 25131, + "cached_input_tokens": 22912, + "output_tokens": 603, + "total_tokens": 25734, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1836, + "estimated_output_tokens": 95, + "estimated_total_tokens": 1931, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14754.85, + "sql_execution_elapsed_ms_total": 1.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e834132ebc19ad0dcd56fc02e7261ae1fecbbdae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:12:06.592784+00:00", + "ended_at": "2026-05-26T00:12:21.347935+00:00", + "elapsed_ms": 14754.85, + "prompt_metrics": { + "chars": 6949, + "bytes_utf8": 6949, + "lines": 196, + "estimated_tokens": 1836 + }, + "stdout_metrics": { + "chars": 758, + "bytes_utf8": 758, + "lines": 4, + "estimated_tokens": 209 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 395, + "bytes_utf8": 395, + "lines": 1, + "estimated_tokens": 95 + }, + "usage": { + "input_tokens": 25131, + "cached_input_tokens": 22912, + "output_tokens": 603, + "reasoning_output_tokens": 502 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0f05063ace9fc6a3ae64597a67868f4958676cdf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,196 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: c6 +- dataset_name: Dataset For Assessing Mathematics Learning In Higher Education +- table_name: c6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 7 feature columns and target `Type of Answer`. +- task_type: classification +- target_column: Type of Answer +- main_row_count: 9546 +- important_fields: +- Student ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Student ID. +- Student Country: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Student Country. +- Question ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Question ID. +- Type of Answer: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Type of Answer. +- Question Level: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Question Level. +- Topic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Topic. +- Subtopic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Subtopic. +- Keywords: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for Keywords. +- useful_field_combinations: [['Student Country', 'Type of Answer', 'Type of Answer'], ['Student Country', 'Student Country', 'Type of Answer'], ['Student Country', 'Question Level', 'Type of Answer']] +- fields_requiring_caution: ['Type of Answer', 'Keywords'] +- source_url: https://archive.ics.uci.edu/dataset/1031/dataset+for+assessing+mathematics+learning+in+higher+education + +SQLite schema snapshot: +{ + "table_name": "c6", + "quoted_table_name": "\"c6\"", + "row_count": 9546, + "columns": [ + { + "name": "Student ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Student Country", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Type of Answer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question Level", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Topic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Subtopic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Keywords", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Student ID": "647", + "Student Country": "Ireland", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "41", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "340", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "641", + "Student Country": "Italy", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "669", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "c6", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Student Country, group_col_2=Subtopic.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Student Country", + "group_col_2": "Subtopic", + "predicate_col": "Question Level", + "predicate_op": "=", + "predicate_value": "Advanced", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 571.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a320d81ebe17fbf1ef3e8b985cc9d869d8d774c8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619f-da73-7aa2-84ad-9de8facdd5fc"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Student Country\\\", \\\"Subtopic\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Question Level\\\" = 'Advanced'\\nGROUP BY \\\"Student Country\\\", \\\"Subtopic\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Counts Advanced-level rows grouped by Student Country and Subtopic using the required filtered two-dimensional group count template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25131,"cached_input_tokens":22912,"output_tokens":603,"reasoning_output_tokens":502}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c8da90acaa5f657900ca26647150ab13fe36b23b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"Student Country\", \"Subtopic\", COUNT(*) AS \"row_count\"\nFROM \"c6\"\nWHERE \"Question Level\" = 'Advanced'\nGROUP BY \"Student Country\", \"Subtopic\"\nORDER BY \"row_count\" DESC;","notes":"Counts Advanced-level rows grouped by Student Country and Subtopic using the required filtered two-dimensional group count template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d8f2be83b950c654fb5849db1c6c09c95d328f6a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:12:20.536514Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e619f-da73-7aa2-84ad-9de8facdd5fc.1779754326644094000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3611858f90f915bfa415d9cc2e31f249be4888fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Student Country, group_col_2=Subtopic. +Result preview: [{"Student Country": "Portugal", "Subtopic": "Linear Transformations", "row_count": 478}, {"Student Country": "Portugal", "Subtopic": "Vector Spaces", "row_count": 288}, {"Student Country": "Portugal", "Subtopic": "Complex Numbers", "row_count": 206}, {"Student Country": "Italy", "Subtopic": "Linear Transformations", "row_count": 102}, {"Student Country": "Lithuania", "Subtopic": "Vector Spaces", "row_count": 89}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..60693ea299ecd7d0e1bef290f4c2cbc2ff9d7467 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_c6_e61ad3518bb0e404 +-- problem_id: v2p_c6_f79ccb73e5bc7809 +-- realization_mode: agent +-- source_kind: agent +SELECT "Student Country", "Subtopic", COUNT(*) AS "row_count" +FROM "c6" +WHERE "Question Level" = 'Advanced' +GROUP BY "Student Country", "Subtopic" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..81827bc69f74523394622d5726383f2dad1a2e45 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"Student Country\", \"Subtopic\", COUNT(*) AS \"row_count\"\nFROM \"c6\"\nWHERE \"Question Level\" = 'Advanced'\nGROUP BY \"Student Country\", \"Subtopic\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Student Country\\\", \\\"Subtopic\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Question Level\\\" = 'Advanced'\\nGROUP BY \\\"Student Country\\\", \\\"Subtopic\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Student Country\", \"Subtopic\", \"row_count\"], \"rows\": [{\"Student Country\": \"Portugal\", \"Subtopic\": \"Linear Transformations\", \"row_count\": 478}, {\"Student Country\": \"Portugal\", \"Subtopic\": \"Vector Spaces\", \"row_count\": 288}, {\"Student Country\": \"Portugal\", \"Subtopic\": \"Complex Numbers\", \"row_count\": 206}, {\"Student Country\": \"Italy\", \"Subtopic\": \"Linear Transformations\", \"row_count\": 102}, {\"Student Country\": \"Lithuania\", \"Subtopic\": \"Vector Spaces\", \"row_count\": 89}, {\"Student Country\": \"Italy\", \"Subtopic\": \"Vector Spaces\", \"row_count\": 66}, {\"Student Country\": \"Lithuania\", \"Subtopic\": \"Complex Numbers\", \"row_count\": 58}, {\"Student Country\": \"Lithuania\", \"Subtopic\": \"Linear Transformations\", \"row_count\": 42}, {\"Student Country\": \"Lithuania\", \"Subtopic\": \"Elementary Geometry\", \"row_count\": 33}, {\"Student Country\": \"Ireland\", \"Subtopic\": \"Vector Spaces\", \"row_count\": 28}, {\"Student Country\": \"Romania\", \"Subtopic\": \"Vector Spaces\", \"row_count\": 28}, {\"Student Country\": \"Portugal\", \"Subtopic\": \"Analytic Geometry\", \"row_count\": 25}, {\"Student Country\": \"Portugal\", \"Subtopic\": \"Limits and Continuity\", \"row_count\": 24}, {\"Student Country\": \"Portugal\", \"Subtopic\": \"Probability\", \"row_count\": 23}, {\"Student Country\": \"Russian Federation\", \"Subtopic\": \"Algebraic expressions, Equations, and Inequalities\", \"row_count\": 21}, {\"Student Country\": \"Lithuania\", \"Subtopic\": \"Graph Theory\", \"row_count\": 20}, {\"Student Country\": \"Portugal\", \"Subtopic\": \"Integration Techniques\", \"row_count\": 19}, {\"Student Country\": \"Ireland\", \"Subtopic\": \"Analytic Geometry\", \"row_count\": 18}, {\"Student Country\": \"Portugal\", \"Subtopic\": \"Domain, Image and Graphics\", \"row_count\": 18}, {\"Student Country\": \"Portugal\", \"Subtopic\": \"Eigenvalues and Eigenvectors\", \"row_count\": 18}, {\"Student Country\": \"Portugal\", \"Subtopic\": \"Matrices and Determinants\", \"row_count\": 15}, {\"Student Country\": \"Portugal\", \"Subtopic\": \"Partial Differentiation\", \"row_count\": 14}, {\"Student Country\": \"Italy\", \"Subtopic\": \"Eigenvalues and Eigenvectors\", \"row_count\": 8}, {\"Student Country\": \"Italy\", \"Subtopic\": \"Matrices and Determinants\", \"row_count\": 7}, {\"Student Country\": \"Lithuania\", \"Subtopic\": \"Analytic Geometry\", \"row_count\": 7}, {\"Student Country\": \"Lithuania\", \"Subtopic\": \"Matrices and Determinants\", \"row_count\": 7}, {\"Student Country\": \"Lithuania\", \"Subtopic\": \"Partial Differentiation\", \"row_count\": 7}, {\"Student Country\": \"Slovenia\", \"Subtopic\": \"Vector Spaces\", \"row_count\": 7}, {\"Student Country\": \"Portugal\", \"Subtopic\": \"Linear Optimization\", \"row_count\": 6}, {\"Student Country\": \"Russian Federation\", \"Subtopic\": \"Elementary Geometry\", \"row_count\": 5}, {\"Student Country\": \"Lithuania\", \"Subtopic\": \"Algebraic expressions, Equations, and Inequalities\", \"row_count\": 4}, {\"Student Country\": \"Portugal\", \"Subtopic\": \"Derivatives\", \"row_count\": 4}, {\"Student Country\": \"Ireland\", \"Subtopic\": \"Linear Transformations\", \"row_count\": 2}, {\"Student Country\": \"Italy\", \"Subtopic\": \"Linear Systems\", \"row_count\": 2}, {\"Student Country\": \"Portugal\", \"Subtopic\": \"Differential Equations\", \"row_count\": 2}, {\"Student Country\": \"Ireland\", \"Subtopic\": \"Matrices and Determinants\", \"row_count\": 1}], \"row_count_returned\": 36, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.5}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3fec831a7d70e142a79ce78442b86ce7ca90a7aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "c6", + "started_at": "2026-05-26T00:12:06.591925+00:00", + "ended_at": "2026-05-26T00:12:21.354646+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_c6_e61ad3518bb0e404", + "problem_id": "v2p_c6_f79ccb73e5bc7809", + "dataset_id": "c6", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Student Country, group_col_2=Subtopic.", + "bindings": { + "group_col": "Student Country", + "group_col_2": "Subtopic", + "predicate_col": "Question Level", + "predicate_op": "=", + "predicate_value": "Advanced", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 571.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=53" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_e61ad3518bb0e404.sql", + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_e61ad3518bb0e404", + "api_calls": 0, + "input_tokens": 25131, + "cached_input_tokens": 22912, + "output_tokens": 603, + "total_tokens": 25734, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1836, + "estimated_output_tokens": 95, + "estimated_total_tokens": 1931, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14754.85, + "sql_execution_elapsed_ms_total": 1.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b8966df39f3727f89f05dd2ab36b14a6e6da82dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:12:21.351496+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14754.85, "started_at": "2026-05-26T00:12:06.592784+00:00", "ended_at": "2026-05-26T00:12:21.347935+00:00", "prompt_metrics": {"chars": 6949, "bytes_utf8": 6949, "lines": 196, "estimated_tokens": 1836}, "response_metrics": {"chars": 395, "bytes_utf8": 395, "lines": 1, "estimated_tokens": 95}, "usage": {"input_tokens": 25131, "cached_input_tokens": 22912, "output_tokens": 603, "reasoning_output_tokens": 502}, "stderr_preview": "2026-05-26T00:12:20.536514Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e619f-da73-7aa2-84ad-9de8facdd5fc.1779754326644094000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Student Country\\\", \\\"Subtopic\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Question Level\\\" = 'Advanced'\\nGROUP BY \\\"Student Country\\\", \\\"Subtopic\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Counts Advanced-level rows grouped by Student Country and Subtopic using the required filtered two-dimensional group count template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_e61ad3518bb0e404/usage_summary.json new file mode 100644 index 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structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..779be5d1ec1481489d0cc7fba83bd8501ad42135 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6961, "bytes_utf8": 6961, "lines": 196, "estimated_tokens": 1839}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 416, "bytes_utf8": 416, "lines": 1, "estimated_tokens": 103}, "usage": {"input_tokens": 25134, "cached_input_tokens": 23936, "output_tokens": 1028, "reasoning_output_tokens": 919}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a95944298b06a5175d3dba0a52d51a07c4e531f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_ea41bad00f2fa8db", + "api_calls": 0, + "input_tokens": 25134, + "cached_input_tokens": 23936, + "output_tokens": 1028, + "total_tokens": 26162, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1839, + "estimated_output_tokens": 103, + "estimated_total_tokens": 1942, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22685.86, + "sql_execution_elapsed_ms_total": 1.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..338147fbf78cb8df8b29c15ac9ee945efdeb583a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:12:21.355974+00:00", + "ended_at": "2026-05-26T00:12:44.042193+00:00", + "elapsed_ms": 22685.86, + "prompt_metrics": { + "chars": 6961, + "bytes_utf8": 6961, + "lines": 196, + "estimated_tokens": 1839 + }, + "stdout_metrics": { + "chars": 788, + "bytes_utf8": 788, + "lines": 4, + "estimated_tokens": 224 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 416, + "bytes_utf8": 416, + "lines": 1, + "estimated_tokens": 103 + }, + "usage": { + "input_tokens": 25134, + "cached_input_tokens": 23936, + "output_tokens": 1028, + "reasoning_output_tokens": 919 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cf633c13139d6a20bf66485ed56676e174236814 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,196 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: c6 +- dataset_name: Dataset For Assessing Mathematics Learning In Higher Education +- table_name: c6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 7 feature columns and target `Type of Answer`. +- task_type: classification +- target_column: Type of Answer +- main_row_count: 9546 +- important_fields: +- Student ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Student ID. +- Student Country: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Student Country. +- Question ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Question ID. +- Type of Answer: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Type of Answer. +- Question Level: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Question Level. +- Topic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Topic. +- Subtopic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Subtopic. +- Keywords: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for Keywords. +- useful_field_combinations: [['Student Country', 'Type of Answer', 'Type of Answer'], ['Student Country', 'Student Country', 'Type of Answer'], ['Student Country', 'Question Level', 'Type of Answer']] +- fields_requiring_caution: ['Type of Answer', 'Keywords'] +- source_url: https://archive.ics.uci.edu/dataset/1031/dataset+for+assessing+mathematics+learning+in+higher+education + +SQLite schema snapshot: +{ + "table_name": "c6", + "quoted_table_name": "\"c6\"", + "row_count": 9546, + "columns": [ + { + "name": "Student ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Student Country", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Type of Answer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question Level", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Topic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Subtopic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Keywords", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Student ID": "647", + "Student Country": "Ireland", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "41", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "340", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "641", + "Student Country": "Italy", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "669", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "c6", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Student Country, group_col_2=Type of Answer.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Student Country", + "group_col_2": "Type of Answer", + "predicate_col": "Student Country", + "predicate_op": "=", + "predicate_value": "Italy", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1219.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d6c9ee7cbb1ffd5b0af4cbfb7e4441df77ba0b5b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a0-1416-7de2-b63d-55ac1d520b45"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Student Country\\\", \\\"Type of Answer\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Student Country\\\" = 'Italy'\\nGROUP BY \\\"Student Country\\\", \\\"Type of Answer\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the bound filtered two-dimensional group count template to count rows by \\\"Student Country\\\" and \\\"Type of Answer\\\" within the Italy slice.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25134,"cached_input_tokens":23936,"output_tokens":1028,"reasoning_output_tokens":919}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1d9cf09a181b5a052a7292dd14892b97bd36fde3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Student Country\", \"Type of Answer\", COUNT(*) AS \"row_count\"\nFROM \"c6\"\nWHERE \"Student Country\" = 'Italy'\nGROUP BY \"Student Country\", \"Type of Answer\"\nORDER BY \"row_count\" DESC;","notes":"Uses the bound filtered two-dimensional group count template to count rows by \"Student Country\" and \"Type of Answer\" within the Italy slice."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1dedb4e7fda62e6a94ae0e5de44433331e3a007e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:12:43.310548Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a0-1416-7de2-b63d-55ac1d520b45.1779754341399267000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..bf0af12eec06af48b9b4ceb329a8b2e590c69893 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Student Country, group_col_2=Type of Answer. +Result preview: [{"Student Country": "Italy", "Type of Answer": "0", "row_count": 752}, {"Student Country": "Italy", "Type of Answer": "1", "row_count": 606}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..24bfe9472cb95f834ed78e8fb10d6f80b4420554 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_c6_ea41bad00f2fa8db +-- problem_id: v2p_c6_63beb7105f2cf49c +-- realization_mode: agent +-- source_kind: agent +SELECT "Student Country", "Type of Answer", COUNT(*) AS "row_count" +FROM "c6" +WHERE "Student Country" = 'Italy' +GROUP BY "Student Country", "Type of Answer" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ac24c5a94c32c9d364f440fd3a6af803836aaa3f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Student Country\", \"Type of Answer\", COUNT(*) AS \"row_count\"\nFROM \"c6\"\nWHERE \"Student Country\" = 'Italy'\nGROUP BY \"Student Country\", \"Type of Answer\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Student Country\\\", \\\"Type of Answer\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Student Country\\\" = 'Italy'\\nGROUP BY \\\"Student Country\\\", \\\"Type of Answer\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Student Country\", \"Type of Answer\", \"row_count\"], \"rows\": [{\"Student Country\": \"Italy\", \"Type of Answer\": \"0\", \"row_count\": 752}, {\"Student Country\": \"Italy\", \"Type of Answer\": \"1\", \"row_count\": 606}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.23}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6924fad3f6808c6373622ede5dbabbeb17f36f35 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "c6", + "started_at": "2026-05-26T00:12:21.355037+00:00", + "ended_at": "2026-05-26T00:12:44.047908+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_c6_ea41bad00f2fa8db", + "problem_id": "v2p_c6_63beb7105f2cf49c", + "dataset_id": "c6", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Student Country, group_col_2=Type of Answer.", + "bindings": { + "group_col": "Student Country", + "group_col_2": "Type of Answer", + "predicate_col": "Student Country", + "predicate_op": "=", + "predicate_value": "Italy", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1219.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=50" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_ea41bad00f2fa8db.sql", + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_ea41bad00f2fa8db", + "api_calls": 0, + "input_tokens": 25134, + "cached_input_tokens": 23936, + "output_tokens": 1028, + "total_tokens": 26162, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1839, + "estimated_output_tokens": 103, + "estimated_total_tokens": 1942, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22685.86, + "sql_execution_elapsed_ms_total": 1.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6b0c6fb7516c9dac03882c6bd1e2d22acc094bfd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:12:44.045321+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 22685.86, "started_at": "2026-05-26T00:12:21.355974+00:00", "ended_at": "2026-05-26T00:12:44.042193+00:00", "prompt_metrics": {"chars": 6961, "bytes_utf8": 6961, "lines": 196, "estimated_tokens": 1839}, "response_metrics": {"chars": 416, "bytes_utf8": 416, "lines": 1, "estimated_tokens": 103}, "usage": {"input_tokens": 25134, "cached_input_tokens": 23936, "output_tokens": 1028, "reasoning_output_tokens": 919}, "stderr_preview": "2026-05-26T00:12:43.310548Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a0-1416-7de2-b63d-55ac1d520b45.1779754341399267000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Student Country\\\", \\\"Type of Answer\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Student Country\\\" = 'Italy'\\nGROUP BY \\\"Student Country\\\", \\\"Type of Answer\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the bound filtered two-dimensional group count template to count rows by \\\"Student Country\\\" and \\\"Type of Answer\\\" within the Italy slice.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bf3d15b480e73f6994d49f62b46810b1e86af374 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_ea41bad00f2fa8db", + "api_calls": 0, + "input_tokens": 25134, + "cached_input_tokens": 23936, + "output_tokens": 1028, + "total_tokens": 26162, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1839, + "estimated_output_tokens": 103, + "estimated_total_tokens": 1942, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22685.86, + "sql_execution_elapsed_ms_total": 1.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_ea41bad00f2fa8db/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4fb25005cd63cad13f35cfb4d5cc33801e52e1da --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 6948, "bytes_utf8": 6948, "lines": 196, "estimated_tokens": 1838}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 449, "bytes_utf8": 449, "lines": 1, "estimated_tokens": 116}, "usage": {"input_tokens": 25133, "cached_input_tokens": 23936, "output_tokens": 638, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ef9d1bb3958ccd300ef3b2cd960b33eacb4a52a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_fb6ae2975e203e0e", + "api_calls": 0, + "input_tokens": 25133, + "cached_input_tokens": 23936, + "output_tokens": 638, + "total_tokens": 25771, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1838, + "estimated_output_tokens": 116, + "estimated_total_tokens": 1954, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15206.22, + "sql_execution_elapsed_ms_total": 1.37, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..43c23ddab43bc21ab59e4dff210b9b6925d740b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:12:44.048987+00:00", + "ended_at": "2026-05-26T00:12:59.255448+00:00", + "elapsed_ms": 15206.22, + "prompt_metrics": { + "chars": 6948, + "bytes_utf8": 6948, + "lines": 196, + "estimated_tokens": 1838 + }, + "stdout_metrics": { + "chars": 820, + "bytes_utf8": 820, + "lines": 4, + "estimated_tokens": 235 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 449, + "bytes_utf8": 449, + "lines": 1, + "estimated_tokens": 116 + }, + "usage": { + "input_tokens": 25133, + "cached_input_tokens": 23936, + "output_tokens": 638, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0bd58f91ffe3d998361c55ff289d886aad871eed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,196 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: c6 +- dataset_name: Dataset For Assessing Mathematics Learning In Higher Education +- table_name: c6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 7 feature columns and target `Type of Answer`. +- task_type: classification +- target_column: Type of Answer +- main_row_count: 9546 +- important_fields: +- Student ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Student ID. +- Student Country: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Student Country. +- Question ID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for Question ID. +- Type of Answer: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Type of Answer. +- Question Level: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Question Level. +- Topic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Topic. +- Subtopic: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Subtopic. +- Keywords: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for Keywords. +- useful_field_combinations: [['Student Country', 'Type of Answer', 'Type of Answer'], ['Student Country', 'Student Country', 'Type of Answer'], ['Student Country', 'Question Level', 'Type of Answer']] +- fields_requiring_caution: ['Type of Answer', 'Keywords'] +- source_url: https://archive.ics.uci.edu/dataset/1031/dataset+for+assessing+mathematics+learning+in+higher+education + +SQLite schema snapshot: +{ + "table_name": "c6", + "quoted_table_name": "\"c6\"", + "row_count": 9546, + "columns": [ + { + "name": "Student ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Student Country", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question ID", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Type of Answer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Question Level", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Topic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Subtopic", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Keywords", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Student ID": "647", + "Student Country": "Ireland", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "41", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "340", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "641", + "Student Country": "Italy", + "Question ID": "77", + "Type of Answer": "0", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + }, + { + "Student ID": "669", + "Student Country": "Portugal", + "Question ID": "77", + "Type of Answer": "1", + "Question Level": "Basic", + "Topic": "Statistics", + "Subtopic": "Statistics", + "Keywords": "Stem and Leaf diagram,Relative frequency,Sample,Frequency" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "c6", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Question Level, group_col_2=Subtopic.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Question Level", + "group_col_2": "Subtopic", + "predicate_col": "Subtopic", + "predicate_op": "=", + "predicate_value": "Vector Spaces", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1219.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c5df19e8bfc5adfef86fdb526da2b02837d1fecf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a0-6cbf-7453-90c0-ba9696e80402"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Question Level\\\", \\\"Subtopic\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Subtopic\\\" = 'Vector Spaces'\\nGROUP BY \\\"Question Level\\\", \\\"Subtopic\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered 2D group-count template with fixed bindings. Because the filter is on \\\"Subtopic\\\" = 'Vector Spaces', the grouped \\\"Subtopic\\\" value will be constant in the result.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25133,"cached_input_tokens":23936,"output_tokens":638,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6f38a2714c25abbf831b1e090ef452608155daad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Question Level\", \"Subtopic\", COUNT(*) AS \"row_count\"\nFROM \"c6\"\nWHERE \"Subtopic\" = 'Vector Spaces'\nGROUP BY \"Question Level\", \"Subtopic\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned filtered 2D group-count template with fixed bindings. Because the filter is on \"Subtopic\" = 'Vector Spaces', the grouped \"Subtopic\" value will be constant in the result."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..5336ee285b9f6ae4583d8efb06005acab8aea9d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Question Level, group_col_2=Subtopic. +Result preview: [{"Question Level": "Basic", "Subtopic": "Vector Spaces", "row_count": 2243}, {"Question Level": "Advanced", "Subtopic": "Vector Spaces", "row_count": 506}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..579c94d8a3e8441ef881becbc83b6bd7c3de41dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_c6_fb6ae2975e203e0e +-- problem_id: v2p_c6_fd6bc70b01db7f88 +-- realization_mode: agent +-- source_kind: agent +SELECT "Question Level", "Subtopic", COUNT(*) AS "row_count" +FROM "c6" +WHERE "Subtopic" = 'Vector Spaces' +GROUP BY "Question Level", "Subtopic" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ffb0e2234f6b210ba419ac84dfde5b8c9c06b602 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Question Level\", \"Subtopic\", COUNT(*) AS \"row_count\"\nFROM \"c6\"\nWHERE \"Subtopic\" = 'Vector Spaces'\nGROUP BY \"Question Level\", \"Subtopic\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Question Level\\\", \\\"Subtopic\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Subtopic\\\" = 'Vector Spaces'\\nGROUP BY \\\"Question Level\\\", \\\"Subtopic\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Question Level\", \"Subtopic\", \"row_count\"], \"rows\": [{\"Question Level\": \"Basic\", \"Subtopic\": \"Vector Spaces\", \"row_count\": 2243}, {\"Question Level\": \"Advanced\", \"Subtopic\": \"Vector Spaces\", \"row_count\": 506}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.37}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5cb299fe7c92f2c45d4f2dd7a595d84b7c8637a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "c6", + "started_at": "2026-05-26T00:12:44.048259+00:00", + "ended_at": "2026-05-26T00:12:59.260678+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_c6_fb6ae2975e203e0e", + "problem_id": "v2p_c6_fd6bc70b01db7f88", + "dataset_id": "c6", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Question Level, group_col_2=Subtopic.", + "bindings": { + "group_col": "Question Level", + "group_col_2": "Subtopic", + "predicate_col": "Subtopic", + "predicate_op": "=", + "predicate_value": "Vector Spaces", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1219.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=48" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_fb6ae2975e203e0e.sql", + "usage_summary": { + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_fb6ae2975e203e0e", + "api_calls": 0, + "input_tokens": 25133, + "cached_input_tokens": 23936, + "output_tokens": 638, + "total_tokens": 25771, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1838, + "estimated_output_tokens": 116, + "estimated_total_tokens": 1954, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15206.22, + "sql_execution_elapsed_ms_total": 1.37, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..893cbdbb4619fb45b647426085a53c30f626d176 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:12:59.257965+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15206.22, "started_at": "2026-05-26T00:12:44.048987+00:00", "ended_at": "2026-05-26T00:12:59.255448+00:00", "prompt_metrics": {"chars": 6948, "bytes_utf8": 6948, "lines": 196, "estimated_tokens": 1838}, "response_metrics": {"chars": 449, "bytes_utf8": 449, "lines": 1, "estimated_tokens": 116}, "usage": {"input_tokens": 25133, "cached_input_tokens": 23936, "output_tokens": 638, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Question Level\\\", \\\"Subtopic\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c6\\\"\\nWHERE \\\"Subtopic\\\" = 'Vector Spaces'\\nGROUP BY \\\"Question Level\\\", \\\"Subtopic\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered 2D group-count template with fixed bindings. Because the filter is on \\\"Subtopic\\\" = 'Vector Spaces', the grouped \\\"Subtopic\\\" value will be constant in the result.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b1f1b8e8dd693673a3921dc5a8ceb128a698e7f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "c6", + "model": "v2-cli:codex", + "run_id": "v2q_c6_fb6ae2975e203e0e", + "api_calls": 0, + "input_tokens": 25133, + "cached_input_tokens": 23936, + "output_tokens": 638, + "total_tokens": 25771, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 1838, + "estimated_output_tokens": 116, + "estimated_total_tokens": 1954, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15206.22, + "sql_execution_elapsed_ms_total": 1.37, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/artifacts/v2q_c6_fb6ae2975e203e0e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_2745294cbd314f00.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_2745294cbd314f00.sql new file mode 100644 index 0000000000000000000000000000000000000000..8103709a29ae195ac1268becd5a266abafa73be9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_2745294cbd314f00.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_c6_2745294cbd314f00 +-- problem_id: v2p_c6_d3038a89896e5e85 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Topic", + AVG(CAST("Student ID" AS REAL)) OVER (PARTITION BY "Topic") AS avg_measure +FROM "c6" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_3ac48746ab097d21.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_3ac48746ab097d21.sql new file mode 100644 index 0000000000000000000000000000000000000000..75c84427af4e6f0f8e6634655e57e17ee9767e2f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_3ac48746ab097d21.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_c6_3ac48746ab097d21 +-- problem_id: v2p_c6_09d00a182f12de21 +-- realization_mode: agent +-- source_kind: agent +SELECT "Type of Answer", "Topic", COUNT(*) AS row_count +FROM "c6" +WHERE "Subtopic" = 'Elementary Geometry' +GROUP BY "Type of Answer", "Topic" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_4e0be801770a1a23.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_4e0be801770a1a23.sql new file mode 100644 index 0000000000000000000000000000000000000000..2f85d6c9c2866adbe3d0fda16a309b4156fe2d05 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_4e0be801770a1a23.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_c6_4e0be801770a1a23 +-- problem_id: v2p_c6_6b5ae605a257312f +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Subtopic", + AVG(CAST("Student ID" AS REAL)) OVER (PARTITION BY "Subtopic") AS "avg_measure" +FROM "c6" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_52727d7498359416.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_52727d7498359416.sql new file mode 100644 index 0000000000000000000000000000000000000000..c81b2916506759a0702ecc377ceaf2762689664a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_52727d7498359416.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_c6_52727d7498359416 +-- problem_id: v2p_c6_425a99bd1ea292f0 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Question Level", + AVG(CAST("Student ID" AS REAL)) OVER (PARTITION BY "Question Level") AS "avg_measure" +FROM "c6" +WHERE "Question Level" IS NOT NULL + AND "Student ID" IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_578b30ddc77b19de.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_578b30ddc77b19de.sql new file mode 100644 index 0000000000000000000000000000000000000000..90f1cafb4a475fe73bc071d6e561333ce545e59b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_578b30ddc77b19de.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_c6_578b30ddc77b19de +-- problem_id: v2p_c6_28ac0791271d92df +-- realization_mode: agent +-- source_kind: agent +SELECT "Student Country", "Topic", COUNT(*) AS "row_count" +FROM "c6" +WHERE "Type of Answer" = '0' +GROUP BY "Student Country", "Topic" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_740b7fd1df3db2e1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_740b7fd1df3db2e1.sql new file mode 100644 index 0000000000000000000000000000000000000000..f26bb90a272547fd754b26c3d88934999e645973 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_740b7fd1df3db2e1.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_c6_740b7fd1df3db2e1 +-- problem_id: v2p_c6_c2fcb584e3554fa8 +-- realization_mode: agent +-- source_kind: agent +SELECT "Type of Answer", "Question Level", COUNT(*) AS "row_count" +FROM "c6" +WHERE "Topic" = 'Numerical Methods' +GROUP BY "Type of Answer", "Question Level" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_964dd1d9d0a01345.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_964dd1d9d0a01345.sql new file mode 100644 index 0000000000000000000000000000000000000000..ab6444a54ee745ea6d0863f39c1236e86d8bb0d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_964dd1d9d0a01345.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_c6_964dd1d9d0a01345 +-- problem_id: v2p_c6_61efb7d6c71ecde5 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Topic", + AVG(CAST("Student ID" AS REAL)) OVER (PARTITION BY "Topic") AS avg_measure +FROM "c6" +WHERE "Topic" IS NOT NULL + AND "Student ID" IS NOT NULL +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_bd683dcdec24824c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_bd683dcdec24824c.sql new file mode 100644 index 0000000000000000000000000000000000000000..a071b99e14d171e91e82c145ac5ac26bc4e1c8c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_bd683dcdec24824c.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_c6_bd683dcdec24824c +-- problem_id: v2p_c6_26fe8d36169efc39 +-- realization_mode: agent +-- source_kind: agent +SELECT "Student Country", "Question Level", COUNT(*) AS row_count +FROM "c6" +WHERE CAST("Question ID" AS REAL) >= 571.0 +GROUP BY "Student Country", "Question Level" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_c469daf42f18a242.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_c469daf42f18a242.sql new file mode 100644 index 0000000000000000000000000000000000000000..86bb5361bd8e1d2d93d370e8c839c7e7ed3caaf7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_c469daf42f18a242.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_c6_c469daf42f18a242 +-- problem_id: v2p_c6_94afa0ef4eda9c45 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Type of Answer", + AVG(CAST("Student ID" AS REAL)) OVER (PARTITION BY "Type of Answer") AS avg_measure +FROM "c6" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_c7f37133e88116c5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_c7f37133e88116c5.sql new file mode 100644 index 0000000000000000000000000000000000000000..c3a363df1e65742b56947d3502c6c54e59f251c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_c7f37133e88116c5.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_c6_c7f37133e88116c5 +-- problem_id: v2p_c6_9d14932c2da5014f +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Type of Answer", + AVG(CAST("Student ID" AS REAL)) OVER (PARTITION BY "Type of Answer") AS "avg_measure" +FROM "c6" +WHERE "Type of Answer" IS NOT NULL + AND TRIM("Type of Answer") <> '' + AND "Student ID" IS NOT NULL + AND TRIM("Student ID") <> '' + AND TRIM("Student ID") NOT GLOB '*[^0-9]*' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_cabfd2d56489c7dc.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_cabfd2d56489c7dc.sql new file mode 100644 index 0000000000000000000000000000000000000000..d4bdd04f1f5f157107f15913db253119b7e40f86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_cabfd2d56489c7dc.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_c6_cabfd2d56489c7dc +-- problem_id: v2p_c6_10c25419a11835e8 +-- realization_mode: agent +-- source_kind: agent +SELECT "Topic", "Subtopic", COUNT(*) AS "row_count" +FROM "c6" +WHERE CAST("Student ID" AS REAL) >= 1219.0 +GROUP BY "Topic", "Subtopic" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_cb4eb000639acd3d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_cb4eb000639acd3d.sql new file mode 100644 index 0000000000000000000000000000000000000000..c2ca2bb6c3c2883957d0af37bc1573c327162bf8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_cb4eb000639acd3d.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_c6_cb4eb000639acd3d +-- problem_id: v2p_c6_feed08b7cd2b2d56 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Subtopic", + AVG(CAST("Student ID" AS REAL)) OVER (PARTITION BY "Subtopic") AS "avg_measure" +FROM "c6" +WHERE "Subtopic" IS NOT NULL + AND "Student ID" IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_d3949c5da9caf957.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_d3949c5da9caf957.sql new file mode 100644 index 0000000000000000000000000000000000000000..47a3e17116cd3e90c01118e230f6f9f6088fef4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_d3949c5da9caf957.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_c6_d3949c5da9caf957 +-- problem_id: v2p_c6_93cbc8261d1d8291 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Question Level", + AVG(CAST("Student ID" AS REAL)) OVER (PARTITION BY "Question Level") AS "avg_measure" +FROM "c6" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_e61ad3518bb0e404.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_e61ad3518bb0e404.sql new file mode 100644 index 0000000000000000000000000000000000000000..60693ea299ecd7d0e1bef290f4c2cbc2ff9d7467 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_e61ad3518bb0e404.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_c6_e61ad3518bb0e404 +-- problem_id: v2p_c6_f79ccb73e5bc7809 +-- realization_mode: agent +-- source_kind: agent +SELECT "Student Country", "Subtopic", COUNT(*) AS "row_count" +FROM "c6" +WHERE "Question Level" = 'Advanced' +GROUP BY "Student Country", "Subtopic" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_ea41bad00f2fa8db.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_ea41bad00f2fa8db.sql new file mode 100644 index 0000000000000000000000000000000000000000..24bfe9472cb95f834ed78e8fb10d6f80b4420554 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_ea41bad00f2fa8db.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_c6_ea41bad00f2fa8db +-- problem_id: v2p_c6_63beb7105f2cf49c +-- realization_mode: agent +-- source_kind: agent +SELECT "Student Country", "Type of Answer", COUNT(*) AS "row_count" +FROM "c6" +WHERE "Student Country" = 'Italy' +GROUP BY "Student Country", "Type of Answer" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_fb6ae2975e203e0e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_fb6ae2975e203e0e.sql new file mode 100644 index 0000000000000000000000000000000000000000..579c94d8a3e8441ef881becbc83b6bd7c3de41dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/c6/sql/v2q_c6_fb6ae2975e203e0e.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: c6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_c6_fb6ae2975e203e0e +-- problem_id: v2p_c6_fd6bc70b01db7f88 +-- realization_mode: agent +-- source_kind: agent +SELECT "Question Level", "Subtopic", COUNT(*) AS "row_count" +FROM "c6" +WHERE "Subtopic" = 'Vector Spaces' +GROUP BY "Question Level", "Subtopic" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b325661db5dfeb07d6a69b4449d404f7b25a762a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8128, "bytes_utf8": 8128, "lines": 244, "estimated_tokens": 2269}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 484, "bytes_utf8": 484, "lines": 1, "estimated_tokens": 121}, "usage": {"input_tokens": 25564, "cached_input_tokens": 22912, "output_tokens": 577, "reasoning_output_tokens": 450}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a42bfce551ca225b05ea8f4e82a1d7f003678d74 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_00a142c01d928022", + "api_calls": 0, + "input_tokens": 25564, + "cached_input_tokens": 22912, + "output_tokens": 577, + "total_tokens": 26141, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2269, + "estimated_output_tokens": 121, + "estimated_total_tokens": 2390, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15909.51, + "sql_execution_elapsed_ms_total": 16.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b9685aca49ed5057eca735800bac4d3721c38cb9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:13:00.166454+00:00", + "ended_at": "2026-05-26T00:13:16.076219+00:00", + "elapsed_ms": 15909.51, + "prompt_metrics": { + "chars": 8128, + "bytes_utf8": 8128, + "lines": 244, + "estimated_tokens": 2269 + }, + "stdout_metrics": { + "chars": 859, + "bytes_utf8": 859, + "lines": 4, + "estimated_tokens": 244 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 484, + "bytes_utf8": 484, + "lines": 1, + "estimated_tokens": 121 + }, + "usage": { + "input_tokens": 25564, + "cached_input_tokens": 22912, + "output_tokens": 577, + "reasoning_output_tokens": 450 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fa114db15ee48b5834f1165f5b1e7efe307e30c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,244 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Gender, group_col_2=Policy_Sales_Channel.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Gender", + "group_col_2": "Policy_Sales_Channel", + "predicate_col": "Driving_License", + "predicate_op": "=", + "predicate_value": "0", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 51539.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..60a4f8dd989f5a70c09375c36f8120bbc209b661 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a0-abb9-7623-9fe3-473727a261e5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Gender\\\", \\\"Policy_Sales_Channel\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nWHERE \\\"Driving_License\\\" = '0'\\nGROUP BY \\\"Gender\\\", \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the specified template exactly with group_col=\\\"Gender\\\", group_col_2=\\\"Policy_Sales_Channel\\\", and predicate \\\"Driving_License\\\" = '0'. Used a quoted string literal because the schema snapshot shows TEXT columns.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25564,"cached_input_tokens":22912,"output_tokens":577,"reasoning_output_tokens":450}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fae1a00f9ccc4fd5e139d46aae6c68e4bbd2014e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Gender\", \"Policy_Sales_Channel\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nWHERE \"Driving_License\" = '0'\nGROUP BY \"Gender\", \"Policy_Sales_Channel\"\nORDER BY \"row_count\" DESC;","notes":"Applied the specified template exactly with group_col=\"Gender\", group_col_2=\"Policy_Sales_Channel\", and predicate \"Driving_License\" = '0'. Used a quoted string literal because the schema snapshot shows TEXT columns."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..94e5c5178d1b6444d46c8227b0a5e1b901c20918 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Gender, group_col_2=Policy_Sales_Channel. +Result preview: [{"Gender": "Male", "Policy_Sales_Channel": "26.0", "row_count": 315}, {"Gender": "Male", "Policy_Sales_Channel": "124.0", "row_count": 140}, {"Gender": "Female", "Policy_Sales_Channel": "26.0", "row_count": 91}, {"Gender": "Female", "Policy_Sales_Channel": "124.0", "row_count": 49}, {"Gender": "Male", "Policy_Sales_Channel": "122.0", "row_count": 41}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d2b06845a444b29a3fcdd8ef4fbd34ce0e53b518 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m11_00a142c01d928022 +-- problem_id: v2p_m11_871ae250b7fa6721 +-- realization_mode: agent +-- source_kind: agent +SELECT "Gender", "Policy_Sales_Channel", COUNT(*) AS "row_count" +FROM "m11" +WHERE "Driving_License" = '0' +GROUP BY "Gender", "Policy_Sales_Channel" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d5ac7052eccb8b918c928a1577f8fb9eebc99518 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Gender\", \"Policy_Sales_Channel\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nWHERE \"Driving_License\" = '0'\nGROUP BY \"Gender\", \"Policy_Sales_Channel\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Gender\\\", \\\"Policy_Sales_Channel\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nWHERE \\\"Driving_License\\\" = '0'\\nGROUP BY \\\"Gender\\\", \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Gender\", \"Policy_Sales_Channel\", \"row_count\"], \"rows\": [{\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"26.0\", \"row_count\": 315}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"124.0\", \"row_count\": 140}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"26.0\", \"row_count\": 91}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"124.0\", \"row_count\": 49}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"122.0\", \"row_count\": 41}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"122.0\", \"row_count\": 24}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"7.0\", \"row_count\": 12}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"25.0\", \"row_count\": 9}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"13.0\", \"row_count\": 9}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"30.0\", \"row_count\": 8}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"13.0\", \"row_count\": 6}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"25.0\", \"row_count\": 6}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"11.0\", \"row_count\": 5}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"14.0\", \"row_count\": 4}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"55.0\", \"row_count\": 4}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"15.0\", \"row_count\": 3}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"30.0\", \"row_count\": 3}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"125.0\", \"row_count\": 3}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"145.0\", \"row_count\": 3}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"152.0\", \"row_count\": 3}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"154.0\", \"row_count\": 3}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"16.0\", \"row_count\": 3}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"4.0\", \"row_count\": 3}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"8.0\", \"row_count\": 3}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"120.0\", \"row_count\": 2}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"14.0\", \"row_count\": 2}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"152.0\", \"row_count\": 2}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"157.0\", \"row_count\": 2}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"3.0\", \"row_count\": 2}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"61.0\", \"row_count\": 2}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"7.0\", \"row_count\": 2}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"10.0\", \"row_count\": 2}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"119.0\", \"row_count\": 2}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"156.0\", \"row_count\": 2}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"163.0\", \"row_count\": 2}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"22.0\", \"row_count\": 2}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"23.0\", \"row_count\": 2}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"3.0\", \"row_count\": 2}, {\"Gender\": \"Male\", \"Policy_Sales_Channel\": \"9.0\", \"row_count\": 2}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"10.0\", \"row_count\": 1}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"116.0\", \"row_count\": 1}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"127.0\", \"row_count\": 1}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"135.0\", \"row_count\": 1}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"147.0\", \"row_count\": 1}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"155.0\", \"row_count\": 1}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"24.0\", \"row_count\": 1}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"31.0\", \"row_count\": 1}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"42.0\", \"row_count\": 1}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"52.0\", \"row_count\": 1}, {\"Gender\": \"Female\", \"Policy_Sales_Channel\": \"53.0\", \"row_count\": 1}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 16.83}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c657c2680afa90240d4dc00f735e53276c917538 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:13:00.159115+00:00", + "ended_at": "2026-05-26T00:13:16.097319+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_00a142c01d928022", + "problem_id": "v2p_m11_871ae250b7fa6721", + "dataset_id": "m11", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Gender, group_col_2=Policy_Sales_Channel.", + "bindings": { + "group_col": "Gender", + "group_col_2": "Policy_Sales_Channel", + "predicate_col": "Driving_License", + "predicate_op": "=", + "predicate_value": "0", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 51539.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=51" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_00a142c01d928022.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_00a142c01d928022", + "api_calls": 0, + "input_tokens": 25564, + "cached_input_tokens": 22912, + "output_tokens": 577, + "total_tokens": 26141, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2269, + "estimated_output_tokens": 121, + "estimated_total_tokens": 2390, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15909.51, + "sql_execution_elapsed_ms_total": 16.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7f2f97d8d891cddfcb77e2fbda8e3d1224031694 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:13:16.078707+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15909.51, "started_at": "2026-05-26T00:13:00.166454+00:00", "ended_at": "2026-05-26T00:13:16.076219+00:00", "prompt_metrics": {"chars": 8128, "bytes_utf8": 8128, "lines": 244, "estimated_tokens": 2269}, "response_metrics": {"chars": 484, "bytes_utf8": 484, "lines": 1, "estimated_tokens": 121}, "usage": {"input_tokens": 25564, "cached_input_tokens": 22912, "output_tokens": 577, "reasoning_output_tokens": 450}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Gender\\\", \\\"Policy_Sales_Channel\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nWHERE \\\"Driving_License\\\" = '0'\\nGROUP BY \\\"Gender\\\", \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the specified template exactly with group_col=\\\"Gender\\\", group_col_2=\\\"Policy_Sales_Channel\\\", and predicate \\\"Driving_License\\\" = '0'. Used a quoted string literal because the schema snapshot shows TEXT columns.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..aae940a778cbfa36e07bde4dcf1d01264daa93dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_00a142c01d928022", + "api_calls": 0, + "input_tokens": 25564, + "cached_input_tokens": 22912, + "output_tokens": 577, + "total_tokens": 26141, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2269, + "estimated_output_tokens": 121, + "estimated_total_tokens": 2390, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15909.51, + "sql_execution_elapsed_ms_total": 16.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00a142c01d928022/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7751ddf96e202e428fc7ebfffd2a202d80bd39cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7878, "bytes_utf8": 7878, "lines": 240, "estimated_tokens": 2183}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 569, "bytes_utf8": 569, "lines": 1, "estimated_tokens": 140}, "usage": {"input_tokens": 25478, "cached_input_tokens": 22912, "output_tokens": 662, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3bbc6d36f7fdb0fe9ff9645461e1e187016c797b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_00ff11295d175ab8", + "api_calls": 0, + "input_tokens": 25478, + "cached_input_tokens": 22912, + "output_tokens": 662, + "total_tokens": 26140, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2183, + "estimated_output_tokens": 140, + "estimated_total_tokens": 2323, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17174.31, + "sql_execution_elapsed_ms_total": 471.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..110fd6d0d3898489716c6246c08fba5e57463265 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:13:16.102971+00:00", + "ended_at": "2026-05-26T00:13:33.277551+00:00", + "elapsed_ms": 17174.31, + "prompt_metrics": { + "chars": 7878, + "bytes_utf8": 7878, + "lines": 240, + "estimated_tokens": 2183 + }, + "stdout_metrics": { + "chars": 943, + "bytes_utf8": 943, + "lines": 4, + "estimated_tokens": 261 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 569, + "bytes_utf8": 569, + "lines": 1, + "estimated_tokens": 140 + }, + "usage": { + "input_tokens": 25478, + "cached_input_tokens": 22912, + "output_tokens": 662, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a59f66b1603d328ae5fa3ed0a275e09108ecfd5e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Gender, measure_col=Region_Code.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Gender", + "measure_col": "Region_Code", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a576dcd937e1af0f7aedbaa4306f60463e7e5f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a0-e9f6-7d51-ba30-f92774f324c0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Gender\\\",\\n AVG(CAST(\\\"Region_Code\\\" AS REAL)) OVER (PARTITION BY \\\"Gender\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nWHERE \\\"Gender\\\" IS NOT NULL\\n AND \\\"Region_Code\\\" IS NOT NULL\\n AND \\\"Gender\\\" <> ''\\n AND \\\"Region_Code\\\" <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the planned window-partition-average template with \\\"Gender\\\" as the partition/group column and \\\"Region_Code\\\" as the averaged measure. Added null/empty filtering and CAST to REAL because the schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25478,"cached_input_tokens":22912,"output_tokens":662,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1d727720cd2e9e246badec7d9ad162190026c97d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Gender\",\n AVG(CAST(\"Region_Code\" AS REAL)) OVER (PARTITION BY \"Gender\") AS avg_measure\nFROM \"m11\"\nWHERE \"Gender\" IS NOT NULL\n AND \"Region_Code\" IS NOT NULL\n AND \"Gender\" <> ''\n AND \"Region_Code\" <> ''\nORDER BY avg_measure DESC;","notes":"Used the planned window-partition-average template with \"Gender\" as the partition/group column and \"Region_Code\" as the averaged measure. Added null/empty filtering and CAST to REAL because the schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..725c7c5d036f5df98a7839c5f9a6a0968daa5443 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Gender, measure_col=Region_Code. +Result preview: [{"Gender": "Male", "avg_measure": 26.39617349785772}, {"Gender": "Female", "avg_measure": 26.380133699005828}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..38aabd7776ed359d47ed9b27f2afb83deddbf8d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_00ff11295d175ab8 +-- problem_id: v2p_m11_d0a702d9106fe9c3 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Gender", + AVG(CAST("Region_Code" AS REAL)) OVER (PARTITION BY "Gender") AS avg_measure +FROM "m11" +WHERE "Gender" IS NOT NULL + AND "Region_Code" IS NOT NULL + AND "Gender" <> '' + AND "Region_Code" <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..59c6748e694cb73304efd02294d529c072cc7c98 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Gender\",\n AVG(CAST(\"Region_Code\" AS REAL)) OVER (PARTITION BY \"Gender\") AS avg_measure\nFROM \"m11\"\nWHERE \"Gender\" IS NOT NULL\n AND \"Region_Code\" IS NOT NULL\n AND \"Gender\" <> ''\n AND \"Region_Code\" <> ''\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Gender\\\",\\n AVG(CAST(\\\"Region_Code\\\" AS REAL)) OVER (PARTITION BY \\\"Gender\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nWHERE \\\"Gender\\\" IS NOT NULL\\n AND \\\"Region_Code\\\" IS NOT NULL\\n AND \\\"Gender\\\" <> ''\\n AND \\\"Region_Code\\\" <> ''\\nORDER BY avg_measure DESC;\", \"columns\": [\"Gender\", \"avg_measure\"], \"rows\": [{\"Gender\": \"Male\", \"avg_measure\": 26.39617349785772}, {\"Gender\": \"Female\", \"avg_measure\": 26.380133699005828}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 471.03}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..be5a13fbda3f374ae22e72044031eba443c9cbf1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:13:16.097677+00:00", + "ended_at": "2026-05-26T00:13:33.752771+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_00ff11295d175ab8", + "problem_id": "v2p_m11_d0a702d9106fe9c3", + "dataset_id": "m11", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Gender, measure_col=Region_Code.", + "bindings": { + "group_col": "Gender", + "measure_col": "Region_Code", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=140" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_00ff11295d175ab8.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_00ff11295d175ab8", + "api_calls": 0, + "input_tokens": 25478, + "cached_input_tokens": 22912, + "output_tokens": 662, + "total_tokens": 26140, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2183, + "estimated_output_tokens": 140, + "estimated_total_tokens": 2323, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17174.31, + "sql_execution_elapsed_ms_total": 471.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..771d814aeae007c9c8dcb9c4bb9e4a4a4610b3f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:13:33.279977+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17174.31, "started_at": "2026-05-26T00:13:16.102971+00:00", "ended_at": "2026-05-26T00:13:33.277551+00:00", "prompt_metrics": {"chars": 7878, "bytes_utf8": 7878, "lines": 240, "estimated_tokens": 2183}, "response_metrics": {"chars": 569, "bytes_utf8": 569, "lines": 1, "estimated_tokens": 140}, "usage": {"input_tokens": 25478, "cached_input_tokens": 22912, "output_tokens": 662, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Gender\\\",\\n AVG(CAST(\\\"Region_Code\\\" AS REAL)) OVER (PARTITION BY \\\"Gender\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nWHERE \\\"Gender\\\" IS NOT NULL\\n AND \\\"Region_Code\\\" IS NOT NULL\\n AND \\\"Gender\\\" <> ''\\n AND \\\"Region_Code\\\" <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the planned window-partition-average template with \\\"Gender\\\" as the partition/group column and \\\"Region_Code\\\" as the averaged measure. Added null/empty filtering and CAST to REAL because the schema stores values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f26800ed1cb00ce0c15dd575df409ce26165d9d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_00ff11295d175ab8", + "api_calls": 0, + "input_tokens": 25478, + "cached_input_tokens": 22912, + "output_tokens": 662, + "total_tokens": 26140, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2183, + "estimated_output_tokens": 140, + "estimated_total_tokens": 2323, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17174.31, + "sql_execution_elapsed_ms_total": 471.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_00ff11295d175ab8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6393e080ef64174b436652857433a7cca4e14bf4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7898, "bytes_utf8": 7898, "lines": 240, "estimated_tokens": 2189}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 610, "bytes_utf8": 610, "lines": 1, "estimated_tokens": 160}, "usage": {"input_tokens": 25484, "cached_input_tokens": 22912, "output_tokens": 682, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..81cd075cdf534bcae8e03f25ce7252170013e3c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_045f581afabc46b4", + "api_calls": 0, + "input_tokens": 25484, + "cached_input_tokens": 22912, + "output_tokens": 682, + "total_tokens": 26166, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2189, + "estimated_output_tokens": 160, + "estimated_total_tokens": 2349, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16743.41, + "sql_execution_elapsed_ms_total": 525.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0d43b08bbf08c8826081e77762f8d14812ffc46b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:13:33.759409+00:00", + "ended_at": "2026-05-26T00:13:50.503108+00:00", + "elapsed_ms": 16743.41, + "prompt_metrics": { + "chars": 7898, + "bytes_utf8": 7898, + "lines": 240, + "estimated_tokens": 2189 + }, + "stdout_metrics": { + "chars": 985, + "bytes_utf8": 985, + "lines": 4, + "estimated_tokens": 290 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 610, + "bytes_utf8": 610, + "lines": 1, + "estimated_tokens": 160 + }, + "usage": { + "input_tokens": 25484, + "cached_input_tokens": 22912, + "output_tokens": 682, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f2ea48f283d6a5be3e8c188fc950ab33000a5e4d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Vehicle_Age, measure_col=Annual_Premium.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Vehicle_Age", + "measure_col": "Annual_Premium", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 43912.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..13da07fb97ae2a879d6141d111a1f9072bef6a50 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a1-2eeb-74e1-98c1-2d56e89b17ce"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Vehicle_Age\\\",\\n AVG(CAST(\\\"Annual_Premium\\\" AS REAL)) OVER (PARTITION BY \\\"Vehicle_Age\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nWHERE \\\"Vehicle_Age\\\" IS NOT NULL\\n AND TRIM(\\\"Vehicle_Age\\\") <> ''\\n AND \\\"Annual_Premium\\\" IS NOT NULL\\n AND TRIM(\\\"Annual_Premium\\\") <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the planned window-partition-average template with group_col=\\\"Vehicle_Age\\\" and measure_col=\\\"Annual_Premium\\\". Added null/blank filtering for a stable view and CAST to REAL because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25484,"cached_input_tokens":22912,"output_tokens":682,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..98c148013e23f9f4f2472e96d0814be1662ed11b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Vehicle_Age\",\n AVG(CAST(\"Annual_Premium\" AS REAL)) OVER (PARTITION BY \"Vehicle_Age\") AS avg_measure\nFROM \"m11\"\nWHERE \"Vehicle_Age\" IS NOT NULL\n AND TRIM(\"Vehicle_Age\") <> ''\n AND \"Annual_Premium\" IS NOT NULL\n AND TRIM(\"Annual_Premium\") <> ''\nORDER BY avg_measure DESC;","notes":"Used the planned window-partition-average template with group_col=\"Vehicle_Age\" and measure_col=\"Annual_Premium\". Added null/blank filtering for a stable view and CAST to REAL because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..554f0db2fbcd678e7c3890030ae47f6cad111abd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Vehicle_Age, measure_col=Annual_Premium. +Result preview: [{"Vehicle_Age": "> 2 Years", "avg_measure": 35654.49946898232}, {"Vehicle_Age": "1-2 Year", "avg_measure": 30523.582120250005}, {"Vehicle_Age": "< 1 Year", "avg_measure": 30119.55202505067}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e5c709d82bc82b8f42c1dc010517717ab18c7f94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_045f581afabc46b4 +-- problem_id: v2p_m11_756847af0428bb14 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Vehicle_Age", + AVG(CAST("Annual_Premium" AS REAL)) OVER (PARTITION BY "Vehicle_Age") AS avg_measure +FROM "m11" +WHERE "Vehicle_Age" IS NOT NULL + AND TRIM("Vehicle_Age") <> '' + AND "Annual_Premium" IS NOT NULL + AND TRIM("Annual_Premium") <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9d9142dd81cbe94718fead1f53fc8e835843315f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Vehicle_Age\",\n AVG(CAST(\"Annual_Premium\" AS REAL)) OVER (PARTITION BY \"Vehicle_Age\") AS avg_measure\nFROM \"m11\"\nWHERE \"Vehicle_Age\" IS NOT NULL\n AND TRIM(\"Vehicle_Age\") <> ''\n AND \"Annual_Premium\" IS NOT NULL\n AND TRIM(\"Annual_Premium\") <> ''\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Vehicle_Age\\\",\\n AVG(CAST(\\\"Annual_Premium\\\" AS REAL)) OVER (PARTITION BY \\\"Vehicle_Age\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nWHERE \\\"Vehicle_Age\\\" IS NOT NULL\\n AND TRIM(\\\"Vehicle_Age\\\") <> ''\\n AND \\\"Annual_Premium\\\" IS NOT NULL\\n AND TRIM(\\\"Annual_Premium\\\") <> ''\\nORDER BY avg_measure DESC;\", \"columns\": [\"Vehicle_Age\", \"avg_measure\"], \"rows\": [{\"Vehicle_Age\": \"> 2 Years\", \"avg_measure\": 35654.49946898232}, {\"Vehicle_Age\": \"1-2 Year\", \"avg_measure\": 30523.582120250005}, {\"Vehicle_Age\": \"< 1 Year\", \"avg_measure\": 30119.55202505067}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 525.86}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5e0f605fc5928b9337d54b4a53b05399f7d951f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:13:33.753220+00:00", + "ended_at": "2026-05-26T00:13:51.033008+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_045f581afabc46b4", + "problem_id": "v2p_m11_756847af0428bb14", + "dataset_id": "m11", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Vehicle_Age, measure_col=Annual_Premium.", + "bindings": { + "group_col": "Vehicle_Age", + "measure_col": "Annual_Premium", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 43912.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=135" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_045f581afabc46b4.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_045f581afabc46b4", + "api_calls": 0, + "input_tokens": 25484, + "cached_input_tokens": 22912, + "output_tokens": 682, + "total_tokens": 26166, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2189, + "estimated_output_tokens": 160, + "estimated_total_tokens": 2349, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16743.41, + "sql_execution_elapsed_ms_total": 525.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fdadf1131fc095ba625d6567e54732e881ad347e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:13:50.505613+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16743.41, "started_at": "2026-05-26T00:13:33.759409+00:00", "ended_at": "2026-05-26T00:13:50.503108+00:00", "prompt_metrics": {"chars": 7898, "bytes_utf8": 7898, "lines": 240, "estimated_tokens": 2189}, "response_metrics": {"chars": 610, "bytes_utf8": 610, "lines": 1, "estimated_tokens": 160}, "usage": {"input_tokens": 25484, "cached_input_tokens": 22912, "output_tokens": 682, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Vehicle_Age\\\",\\n AVG(CAST(\\\"Annual_Premium\\\" AS REAL)) OVER (PARTITION BY \\\"Vehicle_Age\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nWHERE \\\"Vehicle_Age\\\" IS NOT NULL\\n AND TRIM(\\\"Vehicle_Age\\\") <> ''\\n AND \\\"Annual_Premium\\\" IS NOT NULL\\n AND TRIM(\\\"Annual_Premium\\\") <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the planned window-partition-average template with group_col=\\\"Vehicle_Age\\\" and measure_col=\\\"Annual_Premium\\\". Added null/blank filtering for a stable view and CAST to REAL because the schema stores numeric values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c538a0c7f5f2d381b2d52643f1c3a3bdf47dc6dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_045f581afabc46b4", + "api_calls": 0, + "input_tokens": 25484, + "cached_input_tokens": 22912, + "output_tokens": 682, + "total_tokens": 26166, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2189, + "estimated_output_tokens": 160, + "estimated_total_tokens": 2349, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16743.41, + "sql_execution_elapsed_ms_total": 525.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_045f581afabc46b4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c647662798fa5d584fe4321117dabad6be48caa4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8064, "bytes_utf8": 8064, "lines": 243, "estimated_tokens": 2240}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 401, "bytes_utf8": 401, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 25535, "cached_input_tokens": 22912, "output_tokens": 596, "reasoning_output_tokens": 485}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..87eabfec93a48435e806524e86b8e9b75d8789e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_07a9acc2da849254", + "api_calls": 0, + "input_tokens": 25535, + "cached_input_tokens": 22912, + "output_tokens": 596, + "total_tokens": 26131, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2240, + "estimated_output_tokens": 105, + "estimated_total_tokens": 2345, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16437.79, + "sql_execution_elapsed_ms_total": 148.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0de13b86e92ad13de7c4258e3c28cb88b99e3da5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:13:51.039823+00:00", + "ended_at": "2026-05-26T00:14:07.477887+00:00", + "elapsed_ms": 16437.79, + "prompt_metrics": { + "chars": 8064, + "bytes_utf8": 8064, + "lines": 243, + "estimated_tokens": 2240 + }, + "stdout_metrics": { + "chars": 756, + "bytes_utf8": 756, + "lines": 4, + "estimated_tokens": 218 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 401, + "bytes_utf8": 401, + "lines": 1, + "estimated_tokens": 105 + }, + "usage": { + "input_tokens": 25535, + "cached_input_tokens": 22912, + "output_tokens": 596, + "reasoning_output_tokens": 485 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c11fb0f8cef85f08acf4e76dfb92c1100c21de22 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Policy_Sales_Channel, condition_col=Driving_License.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Policy_Sales_Channel", + "condition_col": "Driving_License", + "condition_value": "1", + "positive_value": "1", + "negative_value": "0", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7df3bee530ad7264213c7d188ca49eae18da02d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a1-7273-77f1-8d6e-1852964cfa41"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Policy_Sales_Channel\\\",\\n AVG(CASE WHEN \\\"Driving_License\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the rate of rows with Driving_License = '1' for each Policy_Sales_Channel, following the grouped condition rate template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25535,"cached_input_tokens":22912,"output_tokens":596,"reasoning_output_tokens":485}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..32b41b6d717135dfe0dbf26e8bb3d58be95b31f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Policy_Sales_Channel\",\n AVG(CASE WHEN \"Driving_License\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Policy_Sales_Channel\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the rate of rows with Driving_License = '1' for each Policy_Sales_Channel, following the grouped condition rate template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..05b73af0845d5d0607a723832ed30bb05e8aabae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Policy_Sales_Channel, condition_col=Driving_License. +Result preview: [{"Policy_Sales_Channel": "99.0", "condition_rate": 1.0}, {"Policy_Sales_Channel": "97.0", "condition_rate": 1.0}, {"Policy_Sales_Channel": "96.0", "condition_rate": 1.0}, {"Policy_Sales_Channel": "95.0", "condition_rate": 1.0}, {"Policy_Sales_Channel": "94.0", "condition_rate": 1.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4f943366403fc1811aa994672d7d9387862eda36 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_07a9acc2da849254 +-- problem_id: v2p_m11_743f3a35050b5e77 +-- realization_mode: agent +-- source_kind: agent +SELECT "Policy_Sales_Channel", + AVG(CASE WHEN "Driving_License" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Policy_Sales_Channel" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e748a6892f9f0b5f7a6416a3a51e1ca843e1b758 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Policy_Sales_Channel\",\n AVG(CASE WHEN \"Driving_License\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Policy_Sales_Channel\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Policy_Sales_Channel\\\",\\n AVG(CASE WHEN \\\"Driving_License\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Policy_Sales_Channel\", \"condition_rate\"], \"rows\": [{\"Policy_Sales_Channel\": \"99.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"97.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"96.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"95.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"94.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"93.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"92.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"91.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"90.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"89.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"88.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"87.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"86.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"84.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"83.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"82.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"81.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"80.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"79.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"78.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"76.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"75.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"74.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"73.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"71.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"70.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"69.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"68.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"67.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"66.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"65.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"63.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"62.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"60.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"6.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"58.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"57.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"56.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"54.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"50.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"49.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"48.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"47.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"46.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"44.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"43.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"41.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"40.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"39.0\", \"condition_rate\": 1.0}, {\"Policy_Sales_Channel\": \"38.0\", \"condition_rate\": 1.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 148.76}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a137395f2cfe6bc325df094476c430b1ea932080 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:13:51.033468+00:00", + "ended_at": "2026-05-26T00:14:07.634693+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_07a9acc2da849254", + "problem_id": "v2p_m11_743f3a35050b5e77", + "dataset_id": "m11", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Policy_Sales_Channel, condition_col=Driving_License.", + "bindings": { + "group_col": "Policy_Sales_Channel", + "condition_col": "Driving_License", + "condition_value": "1", + "positive_value": "1", + "negative_value": "0", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=97" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_07a9acc2da849254.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_07a9acc2da849254", + "api_calls": 0, + "input_tokens": 25535, + "cached_input_tokens": 22912, + "output_tokens": 596, + "total_tokens": 26131, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2240, + "estimated_output_tokens": 105, + "estimated_total_tokens": 2345, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16437.79, + "sql_execution_elapsed_ms_total": 148.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..48c726d03d927aafacace030edee7a262e1e8d3b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:14:07.481296+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16437.79, "started_at": "2026-05-26T00:13:51.039823+00:00", "ended_at": "2026-05-26T00:14:07.477887+00:00", "prompt_metrics": {"chars": 8064, "bytes_utf8": 8064, "lines": 243, "estimated_tokens": 2240}, "response_metrics": {"chars": 401, "bytes_utf8": 401, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 25535, "cached_input_tokens": 22912, "output_tokens": 596, "reasoning_output_tokens": 485}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Policy_Sales_Channel\\\",\\n AVG(CASE WHEN \\\"Driving_License\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the rate of rows with Driving_License = '1' for each Policy_Sales_Channel, following the grouped condition rate template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a7a435fa0eaec343601d1f693cef8f3d96e773f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_07a9acc2da849254", + "api_calls": 0, + "input_tokens": 25535, + "cached_input_tokens": 22912, + "output_tokens": 596, + "total_tokens": 26131, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2240, + "estimated_output_tokens": 105, + "estimated_total_tokens": 2345, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16437.79, + "sql_execution_elapsed_ms_total": 148.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_07a9acc2da849254/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2fe228ea3af55c55bf4535c8124be3fab4bc5e73 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7702, "bytes_utf8": 7702, "lines": 238, "estimated_tokens": 2145}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 303, "bytes_utf8": 303, "lines": 1, "estimated_tokens": 74}, "usage": {"input_tokens": 25440, "cached_input_tokens": 22912, "output_tokens": 522, "reasoning_output_tokens": 442}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..aee2da4c4331eb9f1fbf1baea956d510c46ca04b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_0a3e7461ce5df75e", + "api_calls": 0, + "input_tokens": 25440, + "cached_input_tokens": 22912, + "output_tokens": 522, + "total_tokens": 25962, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2145, + "estimated_output_tokens": 74, + "estimated_total_tokens": 2219, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13020.62, + "sql_execution_elapsed_ms_total": 136.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1809796baf3ebb5a88ee285d7c5c6916766aa398 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:14:07.645029+00:00", + "ended_at": "2026-05-26T00:14:20.665859+00:00", + "elapsed_ms": 13020.62, + "prompt_metrics": { + "chars": 7702, + "bytes_utf8": 7702, + "lines": 238, + "estimated_tokens": 2145 + }, + "stdout_metrics": { + "chars": 657, + "bytes_utf8": 657, + "lines": 4, + "estimated_tokens": 183 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 303, + "bytes_utf8": 303, + "lines": 1, + "estimated_tokens": 74 + }, + "usage": { + "input_tokens": 25440, + "cached_input_tokens": 22912, + "output_tokens": 522, + "reasoning_output_tokens": 442 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..00b67c03c42d919bcf3969183f661aaa7b0ed9c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,238 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Vintage.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Vintage", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c76ecc3c6e4e87079de1a07944c05c32b6506f47 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a1-b359-7f12-aba0-30a94e402314"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"Vintage\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vintage\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the grouped-count template with group_col bound to \\\"Vintage\\\" to return the count distribution of rows by Vintage value.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25440,"cached_input_tokens":22912,"output_tokens":522,"reasoning_output_tokens":442}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..dc31076ac46fbf3bee3bd7fa64802461141d3c5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count.\nSELECT \"Vintage\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nGROUP BY \"Vintage\"\nORDER BY \"row_count\" DESC;","notes":"Uses the grouped-count template with group_col bound to \"Vintage\" to return the count distribution of rows by Vintage value."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..7b4480fdb14251304469fef92f9b376a42ced1bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Vintage. +Result preview: [{"Vintage": "256", "row_count": 1418}, {"Vintage": "73", "row_count": 1410}, {"Vintage": "282", "row_count": 1397}, {"Vintage": "158", "row_count": 1394}, {"Vintage": "187", "row_count": 1392}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..bde311f3e65aa098f9f9462f8513c80127fda12d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m11_0a3e7461ce5df75e +-- problem_id: v2p_m11_0897bea450b23c7b +-- realization_mode: agent +-- source_kind: agent +SELECT "Vintage", COUNT(*) AS "row_count" +FROM "m11" +GROUP BY "Vintage" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5291fce2f7484dc1996f1ca41cdae93ee96ef7e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count.\nSELECT \"Vintage\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nGROUP BY \"Vintage\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"Vintage\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vintage\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Vintage\", \"row_count\"], \"rows\": [{\"Vintage\": \"256\", \"row_count\": 1418}, {\"Vintage\": \"73\", \"row_count\": 1410}, {\"Vintage\": \"282\", \"row_count\": 1397}, {\"Vintage\": \"158\", \"row_count\": 1394}, {\"Vintage\": \"187\", \"row_count\": 1392}, {\"Vintage\": \"31\", \"row_count\": 1388}, {\"Vintage\": \"226\", \"row_count\": 1388}, {\"Vintage\": \"160\", \"row_count\": 1388}, {\"Vintage\": \"245\", \"row_count\": 1387}, {\"Vintage\": \"131\", \"row_count\": 1387}, {\"Vintage\": \"232\", \"row_count\": 1386}, {\"Vintage\": \"126\", \"row_count\": 1386}, {\"Vintage\": \"298\", \"row_count\": 1384}, {\"Vintage\": \"191\", \"row_count\": 1383}, {\"Vintage\": \"103\", \"row_count\": 1383}, {\"Vintage\": \"27\", \"row_count\": 1382}, {\"Vintage\": \"215\", \"row_count\": 1382}, {\"Vintage\": \"65\", \"row_count\": 1379}, {\"Vintage\": \"24\", \"row_count\": 1379}, {\"Vintage\": \"54\", \"row_count\": 1378}, {\"Vintage\": \"130\", \"row_count\": 1376}, {\"Vintage\": \"63\", \"row_count\": 1375}, {\"Vintage\": \"197\", \"row_count\": 1375}, {\"Vintage\": \"37\", \"row_count\": 1373}, {\"Vintage\": \"42\", \"row_count\": 1372}, {\"Vintage\": \"249\", \"row_count\": 1370}, {\"Vintage\": \"74\", \"row_count\": 1368}, {\"Vintage\": \"284\", \"row_count\": 1367}, {\"Vintage\": \"34\", \"row_count\": 1366}, {\"Vintage\": \"117\", \"row_count\": 1366}, {\"Vintage\": \"76\", \"row_count\": 1365}, {\"Vintage\": \"80\", \"row_count\": 1364}, {\"Vintage\": \"263\", \"row_count\": 1364}, {\"Vintage\": \"228\", \"row_count\": 1364}, {\"Vintage\": \"292\", \"row_count\": 1363}, {\"Vintage\": \"92\", \"row_count\": 1362}, {\"Vintage\": \"110\", \"row_count\": 1362}, {\"Vintage\": \"248\", \"row_count\": 1361}, {\"Vintage\": \"165\", \"row_count\": 1361}, {\"Vintage\": \"195\", \"row_count\": 1360}, {\"Vintage\": \"83\", \"row_count\": 1359}, {\"Vintage\": \"77\", \"row_count\": 1358}, {\"Vintage\": \"241\", \"row_count\": 1358}, {\"Vintage\": \"56\", \"row_count\": 1357}, {\"Vintage\": \"250\", \"row_count\": 1357}, {\"Vintage\": \"113\", \"row_count\": 1357}, {\"Vintage\": \"219\", \"row_count\": 1356}, {\"Vintage\": \"144\", \"row_count\": 1356}, {\"Vintage\": \"200\", \"row_count\": 1355}, {\"Vintage\": \"84\", \"row_count\": 1354}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 136.91}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ce2991b6b5b1f0aa5c86632cc2320a4a940146ca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:14:07.635344+00:00", + "ended_at": "2026-05-26T00:14:20.809347+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_0a3e7461ce5df75e", + "problem_id": "v2p_m11_0897bea450b23c7b", + "dataset_id": "m11", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Vintage.", + "bindings": { + "group_col": "Vintage", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=18" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_0a3e7461ce5df75e.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_0a3e7461ce5df75e", + "api_calls": 0, + "input_tokens": 25440, + "cached_input_tokens": 22912, + "output_tokens": 522, + "total_tokens": 25962, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2145, + "estimated_output_tokens": 74, + "estimated_total_tokens": 2219, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13020.62, + "sql_execution_elapsed_ms_total": 136.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1f65fcfbaae637bb46f7de348d7008c0c438b18c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:14:20.668186+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13020.62, "started_at": "2026-05-26T00:14:07.645029+00:00", "ended_at": "2026-05-26T00:14:20.665859+00:00", "prompt_metrics": {"chars": 7702, "bytes_utf8": 7702, "lines": 238, "estimated_tokens": 2145}, "response_metrics": {"chars": 303, "bytes_utf8": 303, "lines": 1, "estimated_tokens": 74}, "usage": {"input_tokens": 25440, "cached_input_tokens": 22912, "output_tokens": 522, "reasoning_output_tokens": 442}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"Vintage\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vintage\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the grouped-count template with group_col bound to \\\"Vintage\\\" to return the count distribution of rows by Vintage value.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..806a739043e71ee1fe64a8310db7fb0e96423a89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_0a3e7461ce5df75e", + "api_calls": 0, + "input_tokens": 25440, + "cached_input_tokens": 22912, + "output_tokens": 522, + "total_tokens": 25962, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2145, + "estimated_output_tokens": 74, + "estimated_total_tokens": 2219, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13020.62, + "sql_execution_elapsed_ms_total": 136.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0a3e7461ce5df75e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c2f85438f825384fcca5270fc4d49a4a687441c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7708, "bytes_utf8": 7708, "lines": 238, "estimated_tokens": 2149}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 290, "bytes_utf8": 290, "lines": 1, "estimated_tokens": 72}, "usage": {"input_tokens": 25444, "cached_input_tokens": 22912, "output_tokens": 594, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1fee0c5e0bb7b5ba90e96d6a2c0a2213ca59eb02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_0ca66b14d93e046f", + "api_calls": 0, + "input_tokens": 25444, + "cached_input_tokens": 22912, + "output_tokens": 594, + "total_tokens": 26038, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2149, + "estimated_output_tokens": 72, + "estimated_total_tokens": 2221, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14362.77, + "sql_execution_elapsed_ms_total": 84.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e387f5d42f90a16fa0b3881fc8269fa45443118c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:14:20.815000+00:00", + "ended_at": "2026-05-26T00:14:35.178008+00:00", + "elapsed_ms": 14362.77, + "prompt_metrics": { + "chars": 7708, + "bytes_utf8": 7708, + "lines": 238, + "estimated_tokens": 2149 + }, + "stdout_metrics": { + "chars": 640, + "bytes_utf8": 640, + "lines": 4, + "estimated_tokens": 181 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 290, + "bytes_utf8": 290, + "lines": 1, + "estimated_tokens": 72 + }, + "usage": { + "input_tokens": 25444, + "cached_input_tokens": 22912, + "output_tokens": 594, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..46c029e9c2d77f79b659d85cb7df050ad3b42c3b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,238 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Vehicle_Age.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Vehicle_Age", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 51539.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4016033fcdc5f6031f3ea0ab91a042f13d2a3e70 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a1-e6b7-7b81-b26b-41623053af2b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Vehicle_Age\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vehicle_Age\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the provided grouped-count template with group_col bound to Vehicle_Age and no additional filters.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25444,"cached_input_tokens":22912,"output_tokens":594,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..164bf8a62029c9d2a461797e66850e87e682292c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"Vehicle_Age\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nGROUP BY \"Vehicle_Age\"\nORDER BY \"row_count\" DESC;","notes":"Applied the provided grouped-count template with group_col bound to Vehicle_Age and no additional filters."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..fab96226693cab05c101ced1d0316b867b19d4b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Vehicle_Age. +Result preview: [{"Vehicle_Age": "1-2 Year", "row_count": 200316}, {"Vehicle_Age": "< 1 Year", "row_count": 164786}, {"Vehicle_Age": "> 2 Years", "row_count": 16007}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..fb775ebebded0a61737f32a1f5c23811a84a3bb0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m11_0ca66b14d93e046f +-- problem_id: v2p_m11_56830b7aaabaed50 +-- realization_mode: agent +-- source_kind: agent +SELECT "Vehicle_Age", COUNT(*) AS "row_count" +FROM "m11" +GROUP BY "Vehicle_Age" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7aa314a9748675dfb9be5fe8691c1536678f9376 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"Vehicle_Age\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nGROUP BY \"Vehicle_Age\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Vehicle_Age\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vehicle_Age\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Vehicle_Age\", \"row_count\"], \"rows\": [{\"Vehicle_Age\": \"1-2 Year\", \"row_count\": 200316}, {\"Vehicle_Age\": \"< 1 Year\", \"row_count\": 164786}, {\"Vehicle_Age\": \"> 2 Years\", \"row_count\": 16007}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 84.16}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..062ad918d6625d9e9a3d30523208a917b26ee887 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:14:20.809725+00:00", + "ended_at": "2026-05-26T00:14:35.265978+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_0ca66b14d93e046f", + "problem_id": "v2p_m11_56830b7aaabaed50", + "dataset_id": "m11", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Vehicle_Age.", + "bindings": { + "group_col": "Vehicle_Age", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 51539.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=15" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_0ca66b14d93e046f.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_0ca66b14d93e046f", + "api_calls": 0, + "input_tokens": 25444, + "cached_input_tokens": 22912, + "output_tokens": 594, + "total_tokens": 26038, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2149, + "estimated_output_tokens": 72, + "estimated_total_tokens": 2221, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14362.77, + "sql_execution_elapsed_ms_total": 84.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c459ec5af2de9cdec89cb498b48dca1762b82e65 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:14:35.180300+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14362.77, "started_at": "2026-05-26T00:14:20.815000+00:00", "ended_at": "2026-05-26T00:14:35.178008+00:00", "prompt_metrics": {"chars": 7708, "bytes_utf8": 7708, "lines": 238, "estimated_tokens": 2149}, "response_metrics": {"chars": 290, "bytes_utf8": 290, "lines": 1, "estimated_tokens": 72}, "usage": {"input_tokens": 25444, "cached_input_tokens": 22912, "output_tokens": 594, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Vehicle_Age\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vehicle_Age\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the provided grouped-count template with group_col bound to Vehicle_Age and no additional filters.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2acc6e5e50f5e3f385e3c05005a9fddec2dbe273 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_0ca66b14d93e046f", + "api_calls": 0, + "input_tokens": 25444, + "cached_input_tokens": 22912, + "output_tokens": 594, + "total_tokens": 26038, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2149, + "estimated_output_tokens": 72, + "estimated_total_tokens": 2221, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14362.77, + "sql_execution_elapsed_ms_total": 84.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_0ca66b14d93e046f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4076234bc514f0e17c8fe732df2a414259d6d128 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8585, "bytes_utf8": 8585, "lines": 243, "estimated_tokens": 2378}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 755, "bytes_utf8": 755, "lines": 1, "estimated_tokens": 208}, "usage": {"input_tokens": 25673, "cached_input_tokens": 22912, "output_tokens": 1625, "reasoning_output_tokens": 1411}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..509584c90872384c70e61838f1e5c45738842b45 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_11498e2cca07da0e", + "api_calls": 0, + "input_tokens": 25673, + "cached_input_tokens": 22912, + "output_tokens": 1625, + "total_tokens": 27298, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2378, + "estimated_output_tokens": 208, + "estimated_total_tokens": 2586, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 32838.09, + "sql_execution_elapsed_ms_total": 161.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..96a7eee80c17b82b7f17449fa89312b3aa742c2b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:14:35.273088+00:00", + "ended_at": "2026-05-26T00:15:08.111665+00:00", + "elapsed_ms": 32838.09, + "prompt_metrics": { + "chars": 8585, + "bytes_utf8": 8585, + "lines": 243, + "estimated_tokens": 2378 + }, + "stdout_metrics": { + "chars": 1163, + "bytes_utf8": 1163, + "lines": 4, + "estimated_tokens": 354 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 755, + "bytes_utf8": 755, + "lines": 1, + "estimated_tokens": 208 + }, + "usage": { + "input_tokens": 25673, + "cached_input_tokens": 22912, + "output_tokens": 1625, + "reasoning_output_tokens": 1411 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8322414e53c1f0dece358ba975f9b648badc9c4a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Age, condition_col=Response.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Age", + "condition_col": "Response", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 71.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a96dae3712869822acd46a78496e27caf884640f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a2-1f3a-7d33-a7fb-0c3737353aad"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"Age\\\",\\n SUM(CASE WHEN \\\"Response\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Response\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Age\\\"\\n)\\nSELECT \\\"Age\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC\\nLIMIT 11;\",\"notes\":\"Computes the ratio of rows with \\\"Response\\\" = '0' to rows with \\\"Response\\\" = '1' for each \\\"Age\\\" group, ordered from highest ratio to lowest. The condition values are compared as strings because the schema stores these columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25673,"cached_input_tokens":22912,"output_tokens":1625,"reasoning_output_tokens":1411}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9a3ae77099994cf859193efac231bdb75973f5ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT \"Age\",\n SUM(CASE WHEN \"Response\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Response\" = '1' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m11\"\n GROUP BY \"Age\"\n)\nSELECT \"Age\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC\nLIMIT 11;","notes":"Computes the ratio of rows with \"Response\" = '0' to rows with \"Response\" = '1' for each \"Age\" group, ordered from highest ratio to lowest. The condition values are compared as strings because the schema stores these columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..675bec55eb84f254ccf155216ce3acfe189f0caf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Age, condition_col=Response. +Result preview: [{"Age": "20", "condition_ratio": 35.44444444444444}, {"Age": "82", "condition_ratio": 28.0}, {"Age": "21", "condition_ratio": 27.670731707317074}, {"Age": "24", "condition_ratio": 27.433734939759034}, {"Age": "25", "condition_ratio": 27.114441416893733}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..fff9d2aadc137cf7cc9ab8f603e259125f6f9f8f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m11_11498e2cca07da0e +-- problem_id: v2p_m11_035230a4a27e875a +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "Age", + SUM(CASE WHEN "Response" = '0' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Response" = '1' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m11" + GROUP BY "Age" +) +SELECT "Age", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC +LIMIT 11; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..629e6a94cfd020e894bfce0dc2aa58e51726ec6f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT \"Age\",\n SUM(CASE WHEN \"Response\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Response\" = '1' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m11\"\n GROUP BY \"Age\"\n)\nSELECT \"Age\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC\nLIMIT 11;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"Age\\\",\\n SUM(CASE WHEN \\\"Response\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Response\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Age\\\"\\n)\\nSELECT \\\"Age\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC\\nLIMIT 11;\", \"columns\": [\"Age\", \"condition_ratio\"], \"rows\": [{\"Age\": \"20\", \"condition_ratio\": 35.44444444444444}, {\"Age\": \"82\", \"condition_ratio\": 28.0}, {\"Age\": \"21\", \"condition_ratio\": 27.670731707317074}, {\"Age\": \"24\", \"condition_ratio\": 27.433734939759034}, {\"Age\": \"25\", \"condition_ratio\": 27.114441416893733}, {\"Age\": \"26\", \"condition_ratio\": 26.964876033057852}, {\"Age\": \"22\", \"condition_ratio\": 26.475753604193972}, {\"Age\": \"23\", \"condition_ratio\": 26.192825112107624}, {\"Age\": \"27\", \"condition_ratio\": 21.845010615711253}, {\"Age\": \"83\", \"condition_ratio\": 21.0}, {\"Age\": \"77\", \"condition_ratio\": 15.13953488372093}], \"row_count_returned\": 11, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 161.48}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b0a3957c03c590ae6a1beecfbc106e2aea15bd5b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:14:35.266344+00:00", + "ended_at": "2026-05-26T00:15:08.277965+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_11498e2cca07da0e", + "problem_id": "v2p_m11_035230a4a27e875a", + "dataset_id": "m11", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Age, condition_col=Response.", + "bindings": { + "group_col": "Age", + "condition_col": "Response", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 71.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=41" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_11498e2cca07da0e.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_11498e2cca07da0e", + "api_calls": 0, + "input_tokens": 25673, + "cached_input_tokens": 22912, + "output_tokens": 1625, + "total_tokens": 27298, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2378, + "estimated_output_tokens": 208, + "estimated_total_tokens": 2586, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 32838.09, + "sql_execution_elapsed_ms_total": 161.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d0106cc5182d4f9ee9b50cfe7a50026be1c30459 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:15:08.114565+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 32838.09, "started_at": "2026-05-26T00:14:35.273088+00:00", "ended_at": "2026-05-26T00:15:08.111665+00:00", "prompt_metrics": {"chars": 8585, "bytes_utf8": 8585, "lines": 243, "estimated_tokens": 2378}, "response_metrics": {"chars": 755, "bytes_utf8": 755, "lines": 1, "estimated_tokens": 208}, "usage": {"input_tokens": 25673, "cached_input_tokens": 22912, "output_tokens": 1625, "reasoning_output_tokens": 1411}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"Age\\\",\\n SUM(CASE WHEN \\\"Response\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Response\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Age\\\"\\n)\\nSELECT \\\"Age\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC\\nLIMIT 11;\",\"notes\":\"Computes the ratio of rows with \\\"Response\\\" = '0' to rows with \\\"Response\\\" = '1' for each \\\"Age\\\" group, ordered from highest ratio to lowest. The condition values are compared as strings because the schema stores these columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ad8ec3db86c5f185ffc596403b08ff42bc6069ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_11498e2cca07da0e", + "api_calls": 0, + "input_tokens": 25673, + "cached_input_tokens": 22912, + "output_tokens": 1625, + "total_tokens": 27298, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2378, + "estimated_output_tokens": 208, + "estimated_total_tokens": 2586, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 32838.09, + "sql_execution_elapsed_ms_total": 161.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11498e2cca07da0e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..857d6bded8c879950a5c822d3e4b7641a58866b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8194, "bytes_utf8": 8194, "lines": 242, "estimated_tokens": 2291}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 657, "bytes_utf8": 657, "lines": 1, "estimated_tokens": 180}, "usage": {"input_tokens": 25586, "cached_input_tokens": 22912, "output_tokens": 1738, "reasoning_output_tokens": 1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..14463db155757c8ebb062bd2030d816d07330666 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_115eca2c9d7b13bd", + "api_calls": 0, + "input_tokens": 25586, + "cached_input_tokens": 22912, + "output_tokens": 1738, + "total_tokens": 27324, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2291, + "estimated_output_tokens": 180, + "estimated_total_tokens": 2471, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34702.65, + "sql_execution_elapsed_ms_total": 246.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b6c888d1cbeff0c708f65ecfe5ca6826ade7034d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:15:08.283338+00:00", + "ended_at": "2026-05-26T00:15:42.986477+00:00", + "elapsed_ms": 34702.65, + "prompt_metrics": { + "chars": 8194, + "bytes_utf8": 8194, + "lines": 242, + "estimated_tokens": 2291 + }, + "stdout_metrics": { + "chars": 1072, + "bytes_utf8": 1072, + "lines": 4, + "estimated_tokens": 329 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 657, + "bytes_utf8": 657, + "lines": 1, + "estimated_tokens": 180 + }, + "usage": { + "input_tokens": 25586, + "cached_input_tokens": 22912, + "output_tokens": 1738, + "reasoning_output_tokens": 1552 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..95c58f3d04401aed0c68cadf0234f3165c7bb5b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Vehicle_Age, measure_col=Age.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Vehicle_Age", + "measure_col": "Age", + "item_col": "Region_Code", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2746615404db8531ad2586b605b2dd77e9ac8f98 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a2-a027-7c00-8ca2-f81e907c2150"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Vehicle_Age\\\", \\\"Region_Code\\\", \\\"total_measure\\\", \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"Vehicle_Age\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT \\\"Vehicle_Age\\\", \\\"Region_Code\\\", SUM(CAST(\\\"Age\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Vehicle_Age\\\", \\\"Region_Code\\\"\\n) AS \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"Vehicle_Age\\\", item_col=\\\"Region_Code\\\", and measure_col=\\\"Age\\\". CAST(\\\"Age\\\" AS REAL) is used because the schema stores Age as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25586,"cached_input_tokens":22912,"output_tokens":1738,"reasoning_output_tokens":1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..758f4fc157d69e756665adc93f80971ae4361c7f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Vehicle_Age\", \"Region_Code\", \"total_measure\", \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"Vehicle_Age\") AS \"share_within_group\"\nFROM (\n SELECT \"Vehicle_Age\", \"Region_Code\", SUM(CAST(\"Age\" AS REAL)) AS \"total_measure\"\n FROM \"m11\"\n GROUP BY \"Vehicle_Age\", \"Region_Code\"\n) AS \"grouped\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"Vehicle_Age\", item_col=\"Region_Code\", and measure_col=\"Age\". CAST(\"Age\" AS REAL) is used because the schema stores Age as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..db35629a50b04c779feb691ee23b0d94739ca623 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Vehicle_Age, measure_col=Age. +Result preview: [{"Vehicle_Age": "> 2 Years", "Region_Code": "28.0", "total_measure": 529890.0, "share_within_group": 60.00095115588086}, {"Vehicle_Age": "1-2 Year", "Region_Code": "28.0", "total_measure": 3909027.0, "share_within_group": 39.79786813588236}, {"Vehicle_Age": "< 1 Year", "Region_Code": "28.0", "total_measure": 483506.0, "share_within_group": 11.820801320588378}, {"Vehicle_Age": "< 1 Year", "Region_Code": "8.0", "total_measure": 371263.0, "share_within_group": 9.076673631114408}, {"Vehicle_Age": "1-2 Year", "Region_Code": "8.0", "total_measure": 876734.0, "share_within_group": 8.926043264025724}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f861cfced193a3461e5cf279cdc0c466fccc8155 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_115eca2c9d7b13bd +-- problem_id: v2p_m11_51a4e677822cda4f +-- realization_mode: agent +-- source_kind: agent +SELECT "Vehicle_Age", "Region_Code", "total_measure", "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "Vehicle_Age") AS "share_within_group" +FROM ( + SELECT "Vehicle_Age", "Region_Code", SUM(CAST("Age" AS REAL)) AS "total_measure" + FROM "m11" + GROUP BY "Vehicle_Age", "Region_Code" +) AS "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..630d0bbb5df199e2b908df6ad7d5a7a2bb7034ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Vehicle_Age\", \"Region_Code\", \"total_measure\", \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"Vehicle_Age\") AS \"share_within_group\"\nFROM (\n SELECT \"Vehicle_Age\", \"Region_Code\", SUM(CAST(\"Age\" AS REAL)) AS \"total_measure\"\n FROM \"m11\"\n GROUP BY \"Vehicle_Age\", \"Region_Code\"\n) AS \"grouped\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Vehicle_Age\\\", \\\"Region_Code\\\", \\\"total_measure\\\", \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"Vehicle_Age\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT \\\"Vehicle_Age\\\", \\\"Region_Code\\\", SUM(CAST(\\\"Age\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Vehicle_Age\\\", \\\"Region_Code\\\"\\n) AS \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Vehicle_Age\", \"Region_Code\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Vehicle_Age\": \"> 2 Years\", \"Region_Code\": \"28.0\", \"total_measure\": 529890.0, \"share_within_group\": 60.00095115588086}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"28.0\", \"total_measure\": 3909027.0, \"share_within_group\": 39.79786813588236}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"28.0\", \"total_measure\": 483506.0, \"share_within_group\": 11.820801320588378}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"8.0\", \"total_measure\": 371263.0, \"share_within_group\": 9.076673631114408}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"8.0\", \"total_measure\": 876734.0, \"share_within_group\": 8.926043264025724}, {\"Vehicle_Age\": \"> 2 Years\", \"Region_Code\": \"8.0\", \"total_measure\": 58963.0, \"share_within_group\": 6.676548119428944}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"41.0\", \"total_measure\": 242076.0, \"share_within_group\": 5.918297395446493}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"46.0\", \"total_measure\": 227579.0, \"share_within_group\": 5.563873341257777}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"15.0\", \"total_measure\": 212803.0, \"share_within_group\": 5.202628268160413}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"30.0\", \"total_measure\": 204737.0, \"share_within_group\": 5.005429922220826}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"46.0\", \"total_measure\": 478076.0, \"share_within_group\": 4.86729961367115}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"41.0\", \"total_measure\": 401105.0, \"share_within_group\": 4.083656597573538}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"36.0\", \"total_measure\": 146022.0, \"share_within_group\": 3.5699599393491623}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"29.0\", \"total_measure\": 141273.0, \"share_within_group\": 3.453855929323487}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"11.0\", \"total_measure\": 136172.0, \"share_within_group\": 3.329146189348551}, {\"Vehicle_Age\": \"> 2 Years\", \"Region_Code\": \"46.0\", \"total_measure\": 28057.0, \"share_within_group\": 3.176973874918472}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"50.0\", \"total_measure\": 127047.0, \"share_within_group\": 3.1060573092718426}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"6.0\", \"total_measure\": 117050.0, \"share_within_group\": 2.8616496890935577}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"3.0\", \"total_measure\": 111004.0, \"share_within_group\": 2.713836497976431}, {\"Vehicle_Age\": \"> 2 Years\", \"Region_Code\": \"41.0\", \"total_measure\": 22527.0, \"share_within_group\": 2.550796253351692}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"29.0\", \"total_measure\": 247252.0, \"share_within_group\": 2.51727667584112}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"50.0\", \"total_measure\": 245977.0, \"share_within_group\": 2.5042958798851824}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"47.0\", \"total_measure\": 101737.0, \"share_within_group\": 2.4872759882042823}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"33.0\", \"total_measure\": 91802.0, \"share_within_group\": 2.2443841500056965}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"3.0\", \"total_measure\": 219512.0, \"share_within_group\": 2.2348552799056667}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"37.0\", \"total_measure\": 90705.0, \"share_within_group\": 2.2175645882035977}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"35.0\", \"total_measure\": 89102.0, \"share_within_group\": 2.1783742895994376}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"15.0\", \"total_measure\": 211254.0, \"share_within_group\": 2.150780446176937}, {\"Vehicle_Age\": \"> 2 Years\", \"Region_Code\": \"48.0\", \"total_measure\": 18699.0, \"share_within_group\": 2.1173409305022104}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"48.0\", \"total_measure\": 205199.0, \"share_within_group\": 2.089134391656779}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"10.0\", \"total_measure\": 81982.0, \"share_within_group\": 2.004303842898488}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"21.0\", \"total_measure\": 78433.0, \"share_within_group\": 1.9175375486089277}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"33.0\", \"total_measure\": 186039.0, \"share_within_group\": 1.8940661167424575}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"45.0\", \"total_measure\": 74626.0, \"share_within_group\": 1.8244636454361027}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"30.0\", \"total_measure\": 176748.0, \"share_within_group\": 1.7994742930353091}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"11.0\", \"total_measure\": 173004.0, \"share_within_group\": 1.7613565674988154}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"14.0\", \"total_measure\": 70663.0, \"share_within_group\": 1.7275758392175826}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"2.0\", \"total_measure\": 68603.0, \"share_within_group\": 1.6772127605372518}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"18.0\", \"total_measure\": 66183.0, \"share_within_group\": 1.6180483671360864}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"13.0\", \"total_measure\": 65625.0, \"share_within_group\": 1.604406329318793}, {\"Vehicle_Age\": \"> 2 Years\", \"Region_Code\": \"50.0\", \"total_measure\": 14016.0, \"share_within_group\": 1.5870715269222408}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"35.0\", \"total_measure\": 154351.0, \"share_within_group\": 1.5714500679175607}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"47.0\", \"total_measure\": 146744.0, \"share_within_group\": 1.4940030758886857}, {\"Vehicle_Age\": \"> 2 Years\", \"Region_Code\": \"29.0\", \"total_measure\": 11848.0, \"share_within_group\": 1.3415827233857527}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"39.0\", \"total_measure\": 130439.0, \"share_within_group\": 1.3280016028992276}, {\"Vehicle_Age\": \"> 2 Years\", \"Region_Code\": \"33.0\", \"total_measure\": 11510.0, \"share_within_group\": 1.303310022465396}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"36.0\", \"total_measure\": 124093.0, \"share_within_group\": 1.2633928725961856}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"27.0\", \"total_measure\": 51087.0, \"share_within_group\": 1.248979903175759}, {\"Vehicle_Age\": \"> 2 Years\", \"Region_Code\": \"47.0\", \"total_measure\": 11021.0, \"share_within_group\": 1.2479391622581346}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"32.0\", \"total_measure\": 50865.0, \"share_within_group\": 1.2435524257645776}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 246.14}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4e847565529693ff9fc47ddef7d7fdbd4c90743a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:15:08.278329+00:00", + "ended_at": "2026-05-26T00:15:43.239986+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_115eca2c9d7b13bd", + "problem_id": "v2p_m11_51a4e677822cda4f", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Vehicle_Age, measure_col=Age.", + "bindings": { + "group_col": "Vehicle_Age", + "measure_col": "Age", + "item_col": "Region_Code", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=25" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_115eca2c9d7b13bd.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_115eca2c9d7b13bd", + "api_calls": 0, + "input_tokens": 25586, + "cached_input_tokens": 22912, + "output_tokens": 1738, + "total_tokens": 27324, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2291, + "estimated_output_tokens": 180, + "estimated_total_tokens": 2471, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34702.65, + "sql_execution_elapsed_ms_total": 246.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..274e4dbf77c96433fee6f7a710ae8fd138774dac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:15:42.989568+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 34702.65, "started_at": "2026-05-26T00:15:08.283338+00:00", "ended_at": "2026-05-26T00:15:42.986477+00:00", "prompt_metrics": {"chars": 8194, "bytes_utf8": 8194, "lines": 242, "estimated_tokens": 2291}, "response_metrics": {"chars": 657, "bytes_utf8": 657, "lines": 1, "estimated_tokens": 180}, "usage": {"input_tokens": 25586, "cached_input_tokens": 22912, "output_tokens": 1738, "reasoning_output_tokens": 1552}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Vehicle_Age\\\", \\\"Region_Code\\\", \\\"total_measure\\\", \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"Vehicle_Age\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT \\\"Vehicle_Age\\\", \\\"Region_Code\\\", SUM(CAST(\\\"Age\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Vehicle_Age\\\", \\\"Region_Code\\\"\\n) AS \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"Vehicle_Age\\\", item_col=\\\"Region_Code\\\", and measure_col=\\\"Age\\\". CAST(\\\"Age\\\" AS REAL) is used because the schema stores Age as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f34614bfcd9d1de7b8fde271ca82311fe0e3eda9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_115eca2c9d7b13bd", + "api_calls": 0, + "input_tokens": 25586, + "cached_input_tokens": 22912, + "output_tokens": 1738, + "total_tokens": 27324, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2291, + "estimated_output_tokens": 180, + "estimated_total_tokens": 2471, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34702.65, + "sql_execution_elapsed_ms_total": 246.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_115eca2c9d7b13bd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a187a5da1c3a784d937cf48680185e0fe3f1a37d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8619, "bytes_utf8": 8619, "lines": 243, "estimated_tokens": 2383}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 705, "bytes_utf8": 705, "lines": 1, "estimated_tokens": 193}, "usage": {"input_tokens": 25678, "cached_input_tokens": 22912, "output_tokens": 922, "reasoning_output_tokens": 723}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..992d6c1f7b55befb96fd978bc51d649f84d1498a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_116c31cdbfc59a97", + "api_calls": 0, + "input_tokens": 25678, + "cached_input_tokens": 22912, + "output_tokens": 922, + "total_tokens": 26600, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2383, + "estimated_output_tokens": 193, + "estimated_total_tokens": 2576, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20424.05, + "sql_execution_elapsed_ms_total": 135.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..228dd10bae79cbd447a30dfaad1fd494ea8f5c12 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:15:43.246552+00:00", + "ended_at": "2026-05-26T00:16:03.670920+00:00", + "elapsed_ms": 20424.05, + "prompt_metrics": { + "chars": 8619, + "bytes_utf8": 8619, + "lines": 243, + "estimated_tokens": 2383 + }, + "stdout_metrics": { + "chars": 1108, + "bytes_utf8": 1108, + "lines": 4, + "estimated_tokens": 332 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 705, + "bytes_utf8": 705, + "lines": 1, + "estimated_tokens": 193 + }, + "usage": { + "input_tokens": 25678, + "cached_input_tokens": 22912, + "output_tokens": 922, + "reasoning_output_tokens": 723 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a88b6ff7e9ddee69d1a90d0b765ab550662c35e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Vehicle_Damage, condition_col=Gender.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Vehicle_Damage", + "condition_col": "Gender", + "condition_value": "Male", + "positive_value": "Male", + "negative_value": "Female", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..31868fc88f10ccc3bfc3158247e5c347b0e45d5b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a3-28bc-79c1-b340-b657dd04fc26"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Vehicle_Damage\\\",\\n SUM(CASE WHEN \\\"Gender\\\" = 'Male' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Gender\\\" = 'Female' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Vehicle_Damage\\\"\\n)\\nSELECT\\n \\\"Vehicle_Damage\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the planned template exactly: groups by \\\"Vehicle_Damage\\\" and computes the Male-to-Female ratio from \\\"Gender\\\", with NULLIF to avoid division by zero.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25678,"cached_input_tokens":22912,"output_tokens":922,"reasoning_output_tokens":723}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..eb058182a6619057a875514bea2d40cfde5576b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT\n \"Vehicle_Damage\",\n SUM(CASE WHEN \"Gender\" = 'Male' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Gender\" = 'Female' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m11\"\n GROUP BY \"Vehicle_Damage\"\n)\nSELECT\n \"Vehicle_Damage\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Uses the planned template exactly: groups by \"Vehicle_Damage\" and computes the Male-to-Female ratio from \"Gender\", with NULLIF to avoid division by zero."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d1adb1d150f5604ef85959a2157db06afd93cb34 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Vehicle_Damage, condition_col=Gender. +Result preview: [{"Vehicle_Damage": "Yes", "condition_ratio": 1.4152764702190423}, {"Vehicle_Damage": "No", "condition_ratio": 0.9788789261181899}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2e76c2e414d8771d5d49175761fd9e64aa0cc1ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/generated_sql.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m11_116c31cdbfc59a97 +-- problem_id: v2p_m11_c3e69fa192560462 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "Vehicle_Damage", + SUM(CASE WHEN "Gender" = 'Male' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Gender" = 'Female' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m11" + GROUP BY "Vehicle_Damage" +) +SELECT + "Vehicle_Damage", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2879df9602d1310e5e9cbd5ff6ae5bd2fff072bb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT\n \"Vehicle_Damage\",\n SUM(CASE WHEN \"Gender\" = 'Male' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Gender\" = 'Female' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m11\"\n GROUP BY \"Vehicle_Damage\"\n)\nSELECT\n \"Vehicle_Damage\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Vehicle_Damage\\\",\\n SUM(CASE WHEN \\\"Gender\\\" = 'Male' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Gender\\\" = 'Female' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Vehicle_Damage\\\"\\n)\\nSELECT\\n \\\"Vehicle_Damage\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"Vehicle_Damage\", \"condition_ratio\"], \"rows\": [{\"Vehicle_Damage\": \"Yes\", \"condition_ratio\": 1.4152764702190423}, {\"Vehicle_Damage\": \"No\", \"condition_ratio\": 0.9788789261181899}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 135.2}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e064fc1ae8c2bd96c47412080b7c22ebf7a40e78 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:15:43.240439+00:00", + "ended_at": "2026-05-26T00:16:03.811220+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_116c31cdbfc59a97", + "problem_id": "v2p_m11_c3e69fa192560462", + "dataset_id": "m11", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Vehicle_Damage, condition_col=Gender.", + "bindings": { + "group_col": "Vehicle_Damage", + "condition_col": "Gender", + "condition_value": "Male", + "positive_value": "Male", + "negative_value": "Female", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=36" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_116c31cdbfc59a97.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_116c31cdbfc59a97", + "api_calls": 0, + "input_tokens": 25678, + "cached_input_tokens": 22912, + "output_tokens": 922, + "total_tokens": 26600, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2383, + "estimated_output_tokens": 193, + "estimated_total_tokens": 2576, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20424.05, + "sql_execution_elapsed_ms_total": 135.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..77db15b6019bc76e8331898eb71796800edcd5b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:16:03.674307+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 20424.05, "started_at": "2026-05-26T00:15:43.246552+00:00", "ended_at": "2026-05-26T00:16:03.670920+00:00", "prompt_metrics": {"chars": 8619, "bytes_utf8": 8619, "lines": 243, "estimated_tokens": 2383}, "response_metrics": {"chars": 705, "bytes_utf8": 705, "lines": 1, "estimated_tokens": 193}, "usage": {"input_tokens": 25678, "cached_input_tokens": 22912, "output_tokens": 922, "reasoning_output_tokens": 723}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Vehicle_Damage\\\",\\n SUM(CASE WHEN \\\"Gender\\\" = 'Male' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Gender\\\" = 'Female' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Vehicle_Damage\\\"\\n)\\nSELECT\\n \\\"Vehicle_Damage\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the planned template exactly: groups by \\\"Vehicle_Damage\\\" and computes the Male-to-Female ratio from \\\"Gender\\\", with NULLIF to avoid division by zero.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..37c35be88693050fa710d4187c33b0642ad8044c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_116c31cdbfc59a97", + "api_calls": 0, + "input_tokens": 25678, + "cached_input_tokens": 22912, + "output_tokens": 922, + "total_tokens": 26600, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2383, + "estimated_output_tokens": 193, + "estimated_total_tokens": 2576, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20424.05, + "sql_execution_elapsed_ms_total": 135.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_116c31cdbfc59a97/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1374f2c762923116aec2b6003e15ad76d0118421 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7699, "bytes_utf8": 7699, "lines": 238, "estimated_tokens": 2144}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 283, "bytes_utf8": 283, "lines": 1, "estimated_tokens": 72}, "usage": {"input_tokens": 25439, "cached_input_tokens": 24960, "output_tokens": 242, "reasoning_output_tokens": 164}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..17f06e79b7e44403dd281494a8870fb7b9a85359 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_11fbf3f3c1e44554", + "api_calls": 0, + "input_tokens": 25439, + "cached_input_tokens": 24960, + "output_tokens": 242, + "total_tokens": 25681, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2144, + "estimated_output_tokens": 72, + "estimated_total_tokens": 2216, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 8272.97, + "sql_execution_elapsed_ms_total": 74.87, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..69a9a8a13a9b574d10bc5f623bd8ea5404c060bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:16:03.816981+00:00", + "ended_at": "2026-05-26T00:16:12.090092+00:00", + "elapsed_ms": 8272.97, + "prompt_metrics": { + "chars": 7699, + "bytes_utf8": 7699, + "lines": 238, + "estimated_tokens": 2144 + }, + "stdout_metrics": { + "chars": 641, + "bytes_utf8": 641, + "lines": 4, + "estimated_tokens": 183 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 283, + "bytes_utf8": 283, + "lines": 1, + "estimated_tokens": 72 + }, + "usage": { + "input_tokens": 25439, + "cached_input_tokens": 24960, + "output_tokens": 242, + "reasoning_output_tokens": 164 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..52b6d458bebb7d66db5c62cc15fe642ff3b12e86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,238 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Response.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Response", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cddcde3c27b09f7bf28e593ec905cff412b0a4d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a3-7916-7710-bfd0-a517ef4c913b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Response\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Response\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template with group_col bound to \\\"Response\\\" on the single table \\\"m11\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25439,"cached_input_tokens":24960,"output_tokens":242,"reasoning_output_tokens":164}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0a6362635f48ada93f081c13819925ed871d3116 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"Response\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nGROUP BY \"Response\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned grouped-count template with group_col bound to \"Response\" on the single table \"m11\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bc7dc51f4ec1a0afb2b04fe35517b900c0cd4756 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:16:11.292618Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a3-7916-7710-bfd0-a517ef4c913b.1779754563863618000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4a8a495e658d9dee431ea10e9130579e034785a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Response. +Result preview: [{"Response": "0", "row_count": 334399}, {"Response": "1", "row_count": 46710}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4fca29f03f95aff24041073e70390c40e2b84fd1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m11_11fbf3f3c1e44554 +-- problem_id: v2p_m11_89638b1f5eac2cad +-- realization_mode: agent +-- source_kind: agent +SELECT "Response", COUNT(*) AS "row_count" +FROM "m11" +GROUP BY "Response" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ad844f3c432ec4f5bb31cf81a684195daa6a5df9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"Response\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nGROUP BY \"Response\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Response\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Response\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Response\", \"row_count\"], \"rows\": [{\"Response\": \"0\", \"row_count\": 334399}, {\"Response\": \"1\", \"row_count\": 46710}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 74.87}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..520f888761cf61c872692945d8811cdaef9ea1a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:16:03.811613+00:00", + "ended_at": "2026-05-26T00:16:12.170037+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_11fbf3f3c1e44554", + "problem_id": "v2p_m11_89638b1f5eac2cad", + "dataset_id": "m11", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Response.", + "bindings": { + "group_col": "Response", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=19" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_11fbf3f3c1e44554.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_11fbf3f3c1e44554", + "api_calls": 0, + "input_tokens": 25439, + "cached_input_tokens": 24960, + "output_tokens": 242, + "total_tokens": 25681, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2144, + "estimated_output_tokens": 72, + "estimated_total_tokens": 2216, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 8272.97, + "sql_execution_elapsed_ms_total": 74.87, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7b55733ad10adf21a970a50b91de00a83285463c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:16:12.093692+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 8272.97, "started_at": "2026-05-26T00:16:03.816981+00:00", "ended_at": "2026-05-26T00:16:12.090092+00:00", "prompt_metrics": {"chars": 7699, "bytes_utf8": 7699, "lines": 238, "estimated_tokens": 2144}, "response_metrics": {"chars": 283, "bytes_utf8": 283, "lines": 1, "estimated_tokens": 72}, "usage": {"input_tokens": 25439, "cached_input_tokens": 24960, "output_tokens": 242, "reasoning_output_tokens": 164}, "stderr_preview": "2026-05-26T00:16:11.292618Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a3-7916-7710-bfd0-a517ef4c913b.1779754563863618000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Response\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Response\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template with group_col bound to \\\"Response\\\" on the single table \\\"m11\\\".\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6664651aa2e0239cec987b83e590eb1d3c0b67a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_11fbf3f3c1e44554", + "api_calls": 0, + "input_tokens": 25439, + "cached_input_tokens": 24960, + "output_tokens": 242, + "total_tokens": 25681, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2144, + "estimated_output_tokens": 72, + "estimated_total_tokens": 2216, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 8272.97, + "sql_execution_elapsed_ms_total": 74.87, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_11fbf3f3c1e44554/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..22a9ddc644f6da09d28459e09fd13072f8554689 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8254, "bytes_utf8": 8254, "lines": 242, "estimated_tokens": 2301}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 665, "bytes_utf8": 665, "lines": 1, "estimated_tokens": 177}, "usage": {"input_tokens": 25596, "cached_input_tokens": 24960, "output_tokens": 699, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c4f8a47528954140d7a156260bfe96ff83226ed5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_171021ec891ef17e", + "api_calls": 0, + "input_tokens": 25596, + "cached_input_tokens": 24960, + "output_tokens": 699, + "total_tokens": 26295, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2301, + "estimated_output_tokens": 177, + "estimated_total_tokens": 2478, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16702.89, + "sql_execution_elapsed_ms_total": 186.45, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c1b15056e4c5f6e94d98472ae8123ce387e517a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:16:12.176758+00:00", + "ended_at": "2026-05-26T00:16:28.879917+00:00", + "elapsed_ms": 16702.89, + "prompt_metrics": { + "chars": 8254, + "bytes_utf8": 8254, + "lines": 242, + "estimated_tokens": 2301 + }, + "stdout_metrics": { + "chars": 1059, + "bytes_utf8": 1059, + "lines": 4, + "estimated_tokens": 315 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 665, + "bytes_utf8": 665, + "lines": 1, + "estimated_tokens": 177 + }, + "usage": { + "input_tokens": 25596, + "cached_input_tokens": 24960, + "output_tokens": 699, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..34ddbc8709792923700f33193a540243306fc36e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Policy_Sales_Channel, measure_col=Annual_Premium.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Policy_Sales_Channel", + "measure_col": "Annual_Premium", + "item_col": "Policy_Sales_Channel", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 43912.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..979ead64ed54a927c38d715d4385621c00dc7118 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a3-99bc-73f0-89d4-4eba7bdb4356"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Policy_Sales_Channel\\\" AS \\\"group_col\\\",\\n \\\"Policy_Sales_Channel\\\" AS \\\"item_col\\\",\\n SUM(CAST(\\\"Annual_Premium\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Annual_Premium\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Annual_Premium\\\" AS REAL))) OVER (PARTITION BY \\\"Policy_Sales_Channel\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Policy_Sales_Channel\\\", \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the provided template and bindings exactly. CAST(\\\"Annual_Premium\\\" AS REAL) is necessary because the SQLite schema stores numeric-looking values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25596,"cached_input_tokens":24960,"output_tokens":699,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a83c5e7156ab7929c77cd23ca1ad54adda8de425 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Policy_Sales_Channel\" AS \"group_col\",\n \"Policy_Sales_Channel\" AS \"item_col\",\n SUM(CAST(\"Annual_Premium\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Annual_Premium\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Annual_Premium\" AS REAL))) OVER (PARTITION BY \"Policy_Sales_Channel\") AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Policy_Sales_Channel\", \"Policy_Sales_Channel\"\nORDER BY \"share_within_group\" DESC;","notes":"Used the provided template and bindings exactly. CAST(\"Annual_Premium\" AS REAL) is necessary because the SQLite schema stores numeric-looking values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0b2f186deda411d001d468ab2a972fcb55bce69b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Policy_Sales_Channel, measure_col=Annual_Premium. +Result preview: [{"group_col": "1.0", "item_col": "1.0", "total_measure": 3188453.0, "share_within_group": 100.0}, {"group_col": "10.0", "item_col": "10.0", "total_measure": 8260045.0, "share_within_group": 100.0}, {"group_col": "100.0", "item_col": "100.0", "total_measure": 252382.0, "share_within_group": 100.0}, {"group_col": "101.0", "item_col": "101.0", "total_measure": 159041.0, "share_within_group": 100.0}, {"group_col": "102.0", "item_col": "102.0", "total_measure": 51321.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a97075d9e572c030070772a9d2d5a09dfdfce32a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_171021ec891ef17e +-- problem_id: v2p_m11_57baff40badaf8af +-- realization_mode: agent +-- source_kind: agent +SELECT + "Policy_Sales_Channel" AS "group_col", + "Policy_Sales_Channel" AS "item_col", + SUM(CAST("Annual_Premium" AS REAL)) AS "total_measure", + SUM(CAST("Annual_Premium" AS REAL)) * 100.0 / SUM(SUM(CAST("Annual_Premium" AS REAL))) OVER (PARTITION BY "Policy_Sales_Channel") AS "share_within_group" +FROM "m11" +GROUP BY "Policy_Sales_Channel", "Policy_Sales_Channel" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d601249b5cc1dc548b18c6b48f498ab064316fed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Policy_Sales_Channel\" AS \"group_col\",\n \"Policy_Sales_Channel\" AS \"item_col\",\n SUM(CAST(\"Annual_Premium\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Annual_Premium\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Annual_Premium\" AS REAL))) OVER (PARTITION BY \"Policy_Sales_Channel\") AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Policy_Sales_Channel\", \"Policy_Sales_Channel\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Policy_Sales_Channel\\\" AS \\\"group_col\\\",\\n \\\"Policy_Sales_Channel\\\" AS \\\"item_col\\\",\\n SUM(CAST(\\\"Annual_Premium\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Annual_Premium\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Annual_Premium\\\" AS REAL))) OVER (PARTITION BY \\\"Policy_Sales_Channel\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Policy_Sales_Channel\\\", \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"group_col\", \"item_col\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"group_col\": \"1.0\", \"item_col\": \"1.0\", \"total_measure\": 3188453.0, \"share_within_group\": 100.0}, {\"group_col\": \"10.0\", \"item_col\": \"10.0\", \"total_measure\": 8260045.0, \"share_within_group\": 100.0}, {\"group_col\": \"100.0\", \"item_col\": \"100.0\", \"total_measure\": 252382.0, \"share_within_group\": 100.0}, {\"group_col\": \"101.0\", \"item_col\": \"101.0\", \"total_measure\": 159041.0, \"share_within_group\": 100.0}, {\"group_col\": \"102.0\", \"item_col\": \"102.0\", \"total_measure\": 51321.0, \"share_within_group\": 100.0}, {\"group_col\": \"103.0\", \"item_col\": \"103.0\", \"total_measure\": 429719.0, \"share_within_group\": 100.0}, {\"group_col\": \"104.0\", \"item_col\": \"104.0\", \"total_measure\": 13150.0, \"share_within_group\": 100.0}, {\"group_col\": \"105.0\", \"item_col\": \"105.0\", \"total_measure\": 119129.0, \"share_within_group\": 100.0}, {\"group_col\": \"106.0\", \"item_col\": \"106.0\", \"total_measure\": 1593364.0, \"share_within_group\": 100.0}, {\"group_col\": \"107.0\", \"item_col\": \"107.0\", \"total_measure\": 1392385.0, \"share_within_group\": 100.0}, {\"group_col\": \"108.0\", \"item_col\": \"108.0\", \"total_measure\": 950055.0, \"share_within_group\": 100.0}, {\"group_col\": \"109.0\", \"item_col\": \"109.0\", \"total_measure\": 5259370.0, \"share_within_group\": 100.0}, {\"group_col\": \"11.0\", \"item_col\": \"11.0\", \"total_measure\": 36758662.0, \"share_within_group\": 100.0}, {\"group_col\": \"110.0\", \"item_col\": \"110.0\", \"total_measure\": 412360.0, \"share_within_group\": 100.0}, {\"group_col\": \"111.0\", \"item_col\": \"111.0\", \"total_measure\": 2034450.0, \"share_within_group\": 100.0}, {\"group_col\": \"112.0\", \"item_col\": \"112.0\", \"total_measure\": 5260.0, \"share_within_group\": 100.0}, {\"group_col\": \"113.0\", \"item_col\": \"113.0\", \"total_measure\": 3111611.0, \"share_within_group\": 100.0}, {\"group_col\": \"114.0\", \"item_col\": \"114.0\", \"total_measure\": 813869.0, \"share_within_group\": 100.0}, {\"group_col\": \"115.0\", \"item_col\": \"115.0\", \"total_measure\": 190204.0, \"share_within_group\": 100.0}, {\"group_col\": \"116.0\", \"item_col\": \"116.0\", \"total_measure\": 4928888.0, \"share_within_group\": 100.0}, {\"group_col\": \"117.0\", \"item_col\": \"117.0\", \"total_measure\": 238417.0, \"share_within_group\": 100.0}, {\"group_col\": \"118.0\", \"item_col\": \"118.0\", \"total_measure\": 302393.0, \"share_within_group\": 100.0}, {\"group_col\": \"119.0\", \"item_col\": \"119.0\", \"total_measure\": 2594291.0, \"share_within_group\": 100.0}, {\"group_col\": \"12.0\", \"item_col\": \"12.0\", \"total_measure\": 26287258.0, \"share_within_group\": 100.0}, {\"group_col\": \"120.0\", \"item_col\": \"120.0\", \"total_measure\": 22340023.0, \"share_within_group\": 100.0}, {\"group_col\": \"121.0\", \"item_col\": \"121.0\", \"total_measure\": 2252961.0, \"share_within_group\": 100.0}, {\"group_col\": \"122.0\", \"item_col\": \"122.0\", \"total_measure\": 366799032.0, \"share_within_group\": 100.0}, {\"group_col\": \"123.0\", \"item_col\": \"123.0\", \"total_measure\": 47383.0, \"share_within_group\": 100.0}, {\"group_col\": \"124.0\", \"item_col\": \"124.0\", \"total_measure\": 2346395595.0, \"share_within_group\": 100.0}, {\"group_col\": \"125.0\", \"item_col\": \"125.0\", \"total_measure\": 38632027.0, \"share_within_group\": 100.0}, {\"group_col\": \"126.0\", \"item_col\": \"126.0\", \"total_measure\": 135898.0, \"share_within_group\": 100.0}, {\"group_col\": \"127.0\", \"item_col\": \"127.0\", \"total_measure\": 3530965.0, \"share_within_group\": 100.0}, {\"group_col\": \"128.0\", \"item_col\": \"128.0\", \"total_measure\": 4071586.0, \"share_within_group\": 100.0}, {\"group_col\": \"129.0\", \"item_col\": \"129.0\", \"total_measure\": 1046005.0, \"share_within_group\": 100.0}, {\"group_col\": \"13.0\", \"item_col\": \"13.0\", \"total_measure\": 70309493.0, \"share_within_group\": 100.0}, {\"group_col\": \"130.0\", \"item_col\": \"130.0\", \"total_measure\": 687891.0, \"share_within_group\": 100.0}, {\"group_col\": \"131.0\", \"item_col\": \"131.0\", \"total_measure\": 3641266.0, \"share_within_group\": 100.0}, {\"group_col\": \"132.0\", \"item_col\": \"132.0\", \"total_measure\": 1691060.0, \"share_within_group\": 100.0}, {\"group_col\": \"133.0\", \"item_col\": \"133.0\", \"total_measure\": 223550.0, \"share_within_group\": 100.0}, {\"group_col\": \"134.0\", \"item_col\": \"134.0\", \"total_measure\": 249718.0, \"share_within_group\": 100.0}, {\"group_col\": \"135.0\", \"item_col\": \"135.0\", \"total_measure\": 3050089.0, \"share_within_group\": 100.0}, {\"group_col\": \"136.0\", \"item_col\": \"136.0\", \"total_measure\": 5782904.0, \"share_within_group\": 100.0}, {\"group_col\": \"137.0\", \"item_col\": \"137.0\", \"total_measure\": 21040.0, \"share_within_group\": 100.0}, {\"group_col\": \"138.0\", \"item_col\": \"138.0\", \"total_measure\": 3454665.0, \"share_within_group\": 100.0}, {\"group_col\": \"139.0\", \"item_col\": \"139.0\", \"total_measure\": 4982446.0, \"share_within_group\": 100.0}, {\"group_col\": \"14.0\", \"item_col\": \"14.0\", \"total_measure\": 21071656.0, \"share_within_group\": 100.0}, {\"group_col\": \"140.0\", \"item_col\": \"140.0\", \"total_measure\": 2842404.0, \"share_within_group\": 100.0}, {\"group_col\": \"143.0\", \"item_col\": \"143.0\", \"total_measure\": 2630.0, \"share_within_group\": 100.0}, {\"group_col\": \"144.0\", \"item_col\": \"144.0\", \"total_measure\": 33236.0, \"share_within_group\": 100.0}, {\"group_col\": \"145.0\", \"item_col\": \"145.0\", \"total_measure\": 5047360.0, \"share_within_group\": 100.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 186.45}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..845e61f28cba911b3af2288526cf41f498f1e159 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:16:12.170519+00:00", + "ended_at": "2026-05-26T00:16:29.073483+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_171021ec891ef17e", + "problem_id": "v2p_m11_57baff40badaf8af", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Policy_Sales_Channel, measure_col=Annual_Premium.", + "bindings": { + "group_col": "Policy_Sales_Channel", + "measure_col": "Annual_Premium", + "item_col": "Policy_Sales_Channel", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 43912.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=27" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_171021ec891ef17e.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_171021ec891ef17e", + "api_calls": 0, + "input_tokens": 25596, + "cached_input_tokens": 24960, + "output_tokens": 699, + "total_tokens": 26295, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2301, + "estimated_output_tokens": 177, + "estimated_total_tokens": 2478, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16702.89, + "sql_execution_elapsed_ms_total": 186.45, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9c2f65c96ee8addd6aaaf718ef3f0dbf61bb11d8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:16:28.883290+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16702.89, "started_at": "2026-05-26T00:16:12.176758+00:00", "ended_at": "2026-05-26T00:16:28.879917+00:00", "prompt_metrics": {"chars": 8254, "bytes_utf8": 8254, "lines": 242, "estimated_tokens": 2301}, "response_metrics": {"chars": 665, "bytes_utf8": 665, "lines": 1, "estimated_tokens": 177}, "usage": {"input_tokens": 25596, "cached_input_tokens": 24960, "output_tokens": 699, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Policy_Sales_Channel\\\" AS \\\"group_col\\\",\\n \\\"Policy_Sales_Channel\\\" AS \\\"item_col\\\",\\n SUM(CAST(\\\"Annual_Premium\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Annual_Premium\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Annual_Premium\\\" AS REAL))) OVER (PARTITION BY \\\"Policy_Sales_Channel\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Policy_Sales_Channel\\\", \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the provided template and bindings exactly. CAST(\\\"Annual_Premium\\\" AS REAL) is necessary because the SQLite schema stores numeric-looking values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..33b91416a118c0b09125fb8523f4ec2f27f6386e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_171021ec891ef17e", + "api_calls": 0, + "input_tokens": 25596, + "cached_input_tokens": 24960, + "output_tokens": 699, + "total_tokens": 26295, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2301, + "estimated_output_tokens": 177, + "estimated_total_tokens": 2478, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16702.89, + "sql_execution_elapsed_ms_total": 186.45, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_171021ec891ef17e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..108e0f1356d83baa9c262641e5d6f2aa7f8768e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7705, "bytes_utf8": 7705, "lines": 238, "estimated_tokens": 2146}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 367, "bytes_utf8": 367, "lines": 1, "estimated_tokens": 81}, "usage": {"input_tokens": 25441, "cached_input_tokens": 22912, "output_tokens": 383, "reasoning_output_tokens": 296}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..16a5457c79f598d024fbab194220ea30d6df640f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_1f2e91c7a1546020", + "api_calls": 0, + "input_tokens": 25441, + "cached_input_tokens": 22912, + "output_tokens": 383, + "total_tokens": 25824, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2146, + "estimated_output_tokens": 81, + "estimated_total_tokens": 2227, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11353.04, + "sql_execution_elapsed_ms_total": 109.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..09dd8f5e95369a7f06f3a06f912045fc4d3a6293 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:16:29.081027+00:00", + "ended_at": "2026-05-26T00:16:40.434315+00:00", + "elapsed_ms": 11353.04, + "prompt_metrics": { + "chars": 7705, + "bytes_utf8": 7705, + "lines": 238, + "estimated_tokens": 2146 + }, + "stdout_metrics": { + "chars": 709, + "bytes_utf8": 709, + "lines": 4, + "estimated_tokens": 186 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 367, + "bytes_utf8": 367, + "lines": 1, + "estimated_tokens": 81 + }, + "usage": { + "input_tokens": 25441, + "cached_input_tokens": 22912, + "output_tokens": 383, + "reasoning_output_tokens": 296 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0edb7a5875b70a67fe324ae7437ca3e05a39bdfc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,238 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Region_Code.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Region_Code", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..53100a7c21369557720e90019a96b388bbea1142 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a3-dbca-7282-b05e-9f83d9ec18e3"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Region_Code\\\", COUNT(*) AS row_count\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Region_Code\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the provided grouped-count template with group_col bound to Region_Code. The top_k binding was not applied because the selected runtime template skeleton does not include a LIMIT clause.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25441,"cached_input_tokens":22912,"output_tokens":383,"reasoning_output_tokens":296}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..67b19a97c54df8858f272598ad6ce33df19a3614 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"Region_Code\", COUNT(*) AS row_count\nFROM \"m11\"\nGROUP BY \"Region_Code\"\nORDER BY row_count DESC;","notes":"Uses the provided grouped-count template with group_col bound to Region_Code. The top_k binding was not applied because the selected runtime template skeleton does not include a LIMIT clause."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6c298e8e863ce6c19e6beef2d8d6a69b0b307f1b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:16:39.744912Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a3-dbca-7282-b05e-9f83d9ec18e3.1779754589130461000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3f0418360cc3df7ab290b25d2dcbf5719bb4d29e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Region_Code. +Result preview: [{"Region_Code": "28.0", "row_count": 106415}, {"Region_Code": "8.0", "row_count": 33877}, {"Region_Code": "46.0", "row_count": 19749}, {"Region_Code": "41.0", "row_count": 18263}, {"Region_Code": "15.0", "row_count": 13308}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b411038bbfb2978fab0a0ba03daccfa046da7a04 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m11_1f2e91c7a1546020 +-- problem_id: v2p_m11_a773aa814e060472 +-- realization_mode: agent +-- source_kind: agent +SELECT "Region_Code", COUNT(*) AS row_count +FROM "m11" +GROUP BY "Region_Code" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a1e609cfca759bf7c6b2974359cc27d2be7efecf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"Region_Code\", COUNT(*) AS row_count\nFROM \"m11\"\nGROUP BY \"Region_Code\"\nORDER BY row_count DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Region_Code\\\", COUNT(*) AS row_count\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Region_Code\\\"\\nORDER BY row_count DESC;\", \"columns\": [\"Region_Code\", \"row_count\"], \"rows\": [{\"Region_Code\": \"28.0\", \"row_count\": 106415}, {\"Region_Code\": \"8.0\", \"row_count\": 33877}, {\"Region_Code\": \"46.0\", \"row_count\": 19749}, {\"Region_Code\": \"41.0\", \"row_count\": 18263}, {\"Region_Code\": \"15.0\", \"row_count\": 13308}, {\"Region_Code\": \"30.0\", \"row_count\": 12191}, {\"Region_Code\": \"29.0\", \"row_count\": 11065}, {\"Region_Code\": \"50.0\", \"row_count\": 10243}, {\"Region_Code\": \"3.0\", \"row_count\": 9251}, {\"Region_Code\": \"11.0\", \"row_count\": 9232}, {\"Region_Code\": \"36.0\", \"row_count\": 8797}, {\"Region_Code\": \"33.0\", \"row_count\": 7654}, {\"Region_Code\": \"47.0\", \"row_count\": 7436}, {\"Region_Code\": \"35.0\", \"row_count\": 6942}, {\"Region_Code\": \"6.0\", \"row_count\": 6280}, {\"Region_Code\": \"45.0\", \"row_count\": 5605}, {\"Region_Code\": \"37.0\", \"row_count\": 5501}, {\"Region_Code\": \"18.0\", \"row_count\": 5153}, {\"Region_Code\": \"48.0\", \"row_count\": 4681}, {\"Region_Code\": \"14.0\", \"row_count\": 4678}, {\"Region_Code\": \"39.0\", \"row_count\": 4644}, {\"Region_Code\": \"10.0\", \"row_count\": 4374}, {\"Region_Code\": \"21.0\", \"row_count\": 4266}, {\"Region_Code\": \"2.0\", \"row_count\": 4038}, {\"Region_Code\": \"13.0\", \"row_count\": 4036}, {\"Region_Code\": \"7.0\", \"row_count\": 3279}, {\"Region_Code\": \"12.0\", \"row_count\": 3198}, {\"Region_Code\": \"9.0\", \"row_count\": 3101}, {\"Region_Code\": \"27.0\", \"row_count\": 2823}, {\"Region_Code\": \"32.0\", \"row_count\": 2787}, {\"Region_Code\": \"43.0\", \"row_count\": 2639}, {\"Region_Code\": \"17.0\", \"row_count\": 2617}, {\"Region_Code\": \"26.0\", \"row_count\": 2587}, {\"Region_Code\": \"25.0\", \"row_count\": 2503}, {\"Region_Code\": \"24.0\", \"row_count\": 2415}, {\"Region_Code\": \"38.0\", \"row_count\": 2026}, {\"Region_Code\": \"0.0\", \"row_count\": 2021}, {\"Region_Code\": \"16.0\", \"row_count\": 2007}, {\"Region_Code\": \"31.0\", \"row_count\": 1960}, {\"Region_Code\": \"23.0\", \"row_count\": 1960}, {\"Region_Code\": \"20.0\", \"row_count\": 1935}, {\"Region_Code\": \"49.0\", \"row_count\": 1832}, {\"Region_Code\": \"4.0\", \"row_count\": 1801}, {\"Region_Code\": \"34.0\", \"row_count\": 1664}, {\"Region_Code\": \"19.0\", \"row_count\": 1535}, {\"Region_Code\": \"22.0\", \"row_count\": 1309}, {\"Region_Code\": \"40.0\", \"row_count\": 1295}, {\"Region_Code\": \"5.0\", \"row_count\": 1279}, {\"Region_Code\": \"1.0\", \"row_count\": 1008}, {\"Region_Code\": \"44.0\", \"row_count\": 808}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 109.22}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..80c2e5c7f7a76d2ef6a4c14e6ca2a0da540dba5e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:16:29.075062+00:00", + "ended_at": "2026-05-26T00:16:40.549097+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_1f2e91c7a1546020", + "problem_id": "v2p_m11_a773aa814e060472", + "dataset_id": "m11", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Region_Code.", + "bindings": { + "group_col": "Region_Code", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=13" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_1f2e91c7a1546020.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_1f2e91c7a1546020", + "api_calls": 0, + "input_tokens": 25441, + "cached_input_tokens": 22912, + "output_tokens": 383, + "total_tokens": 25824, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2146, + "estimated_output_tokens": 81, + "estimated_total_tokens": 2227, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11353.04, + "sql_execution_elapsed_ms_total": 109.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..89bdfc71e48f8d7b63d987450b41e971c21b9f7e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:16:40.437255+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11353.04, "started_at": "2026-05-26T00:16:29.081027+00:00", "ended_at": "2026-05-26T00:16:40.434315+00:00", "prompt_metrics": {"chars": 7705, "bytes_utf8": 7705, "lines": 238, "estimated_tokens": 2146}, "response_metrics": {"chars": 367, "bytes_utf8": 367, "lines": 1, "estimated_tokens": 81}, "usage": {"input_tokens": 25441, "cached_input_tokens": 22912, "output_tokens": 383, "reasoning_output_tokens": 296}, "stderr_preview": "2026-05-26T00:16:39.744912Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a3-dbca-7282-b05e-9f83d9ec18e3.1779754589130461000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Region_Code\\\", COUNT(*) AS row_count\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Region_Code\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the provided grouped-count template with group_col bound to Region_Code. The top_k binding was not applied because the selected runtime template skeleton does not include a LIMIT clause.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b315ca02362d419d401998a42238ad498caaff10 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_1f2e91c7a1546020", + "api_calls": 0, + "input_tokens": 25441, + "cached_input_tokens": 22912, + "output_tokens": 383, + "total_tokens": 25824, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2146, + "estimated_output_tokens": 81, + "estimated_total_tokens": 2227, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11353.04, + "sql_execution_elapsed_ms_total": 109.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f2e91c7a1546020/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a3ec81fb8adf9f06774eb813473036f4a0a59c0f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7866, "bytes_utf8": 7866, "lines": 240, "estimated_tokens": 2181}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 545, "bytes_utf8": 545, "lines": 1, "estimated_tokens": 140}, "usage": {"input_tokens": 25476, "cached_input_tokens": 24960, "output_tokens": 662, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a8527357654eed30c8ea75afde7e15d6e2c32fa3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_1f601dd0d5fa985c", + "api_calls": 0, + "input_tokens": 25476, + "cached_input_tokens": 24960, + "output_tokens": 662, + "total_tokens": 26138, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2181, + "estimated_output_tokens": 140, + "estimated_total_tokens": 2321, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18956.15, + "sql_execution_elapsed_ms_total": 472.17, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c04735f922024b183d7b2fc4c9be52e9d76daef9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:16:40.554839+00:00", + "ended_at": "2026-05-26T00:16:59.511280+00:00", + "elapsed_ms": 18956.15, + "prompt_metrics": { + "chars": 7866, + "bytes_utf8": 7866, + "lines": 240, + "estimated_tokens": 2181 + }, + "stdout_metrics": { + "chars": 923, + "bytes_utf8": 923, + "lines": 4, + "estimated_tokens": 268 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 106 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 545, + "bytes_utf8": 545, + "lines": 1, + "estimated_tokens": 140 + }, + "usage": { + "input_tokens": 25476, + "cached_input_tokens": 24960, + "output_tokens": 662, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..17773cb01e9463df73c5941907085688e37046a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Vintage, measure_col=id.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Vintage", + "measure_col": "id", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2db6af2c809cc9b2bcd97c5ee66edcb0a9eb931d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a4-0893-70a1-9a82-91a87f68af9d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Vintage\\\",\\n AVG(CAST(\\\"id\\\" AS REAL)) OVER (PARTITION BY \\\"Vintage\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nWHERE \\\"Vintage\\\" IS NOT NULL\\n AND \\\"Vintage\\\" <> ''\\n AND \\\"id\\\" IS NOT NULL\\n AND \\\"id\\\" <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the requested window-partition-average template with group_col=\\\"Vintage\\\" and measure_col=\\\"id\\\". CAST is applied because the schema stores \\\"id\\\" as TEXT, and null/empty values are filtered for a stable numeric average.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25476,"cached_input_tokens":24960,"output_tokens":662,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..88818957f3a1c3feed81b02aff76807f65db6ba3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Vintage\",\n AVG(CAST(\"id\" AS REAL)) OVER (PARTITION BY \"Vintage\") AS avg_measure\nFROM \"m11\"\nWHERE \"Vintage\" IS NOT NULL\n AND \"Vintage\" <> ''\n AND \"id\" IS NOT NULL\n AND \"id\" <> ''\nORDER BY avg_measure DESC;","notes":"Uses the requested window-partition-average template with group_col=\"Vintage\" and measure_col=\"id\". CAST is applied because the schema stores \"id\" as TEXT, and null/empty values are filtered for a stable numeric average."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..73609fc64c9415516d1ca811278cbf11ac6a9c02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:16:58.980963Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a4-0893-70a1-9a82-91a87f68af9d.1779754600596173000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ca663785a5615a41ac92e6ef66359c57dbf4f208 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Vintage, measure_col=id. +Result preview: [{"Vintage": "169", "avg_measure": 199074.23402617397}, {"Vintage": "275", "avg_measure": 197721.40523882897}, {"Vintage": "31", "avg_measure": 197322.3544668588}, {"Vintage": "203", "avg_measure": 196641.24844720497}, {"Vintage": "114", "avg_measure": 196254.04226415095}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d69f025856ffb1ec7bf8d4b3c7e6931c72c6d7ab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_1f601dd0d5fa985c +-- problem_id: v2p_m11_3bcfad6bafd0d5cc +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Vintage", + AVG(CAST("id" AS REAL)) OVER (PARTITION BY "Vintage") AS avg_measure +FROM "m11" +WHERE "Vintage" IS NOT NULL + AND "Vintage" <> '' + AND "id" IS NOT NULL + AND "id" <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3ce0a83c66040615970c72fb28407b86b92332b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Vintage\",\n AVG(CAST(\"id\" AS REAL)) OVER (PARTITION BY \"Vintage\") AS avg_measure\nFROM \"m11\"\nWHERE \"Vintage\" IS NOT NULL\n AND \"Vintage\" <> ''\n AND \"id\" IS NOT NULL\n AND \"id\" <> ''\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Vintage\\\",\\n AVG(CAST(\\\"id\\\" AS REAL)) OVER (PARTITION BY \\\"Vintage\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nWHERE \\\"Vintage\\\" IS NOT NULL\\n AND \\\"Vintage\\\" <> ''\\n AND \\\"id\\\" IS NOT NULL\\n AND \\\"id\\\" <> ''\\nORDER BY avg_measure DESC;\", \"columns\": [\"Vintage\", \"avg_measure\"], \"rows\": [{\"Vintage\": \"169\", \"avg_measure\": 199074.23402617397}, {\"Vintage\": \"275\", \"avg_measure\": 197721.40523882897}, {\"Vintage\": \"31\", \"avg_measure\": 197322.3544668588}, {\"Vintage\": \"203\", \"avg_measure\": 196641.24844720497}, {\"Vintage\": \"114\", \"avg_measure\": 196254.04226415095}, {\"Vintage\": \"154\", \"avg_measure\": 196175.57298985167}, {\"Vintage\": \"120\", \"avg_measure\": 196114.02293577982}, {\"Vintage\": \"290\", \"avg_measure\": 196041.18991331756}, {\"Vintage\": \"144\", \"avg_measure\": 195801.18289085545}, {\"Vintage\": \"221\", \"avg_measure\": 195794.66129032258}, {\"Vintage\": \"222\", \"avg_measure\": 195737.65877128052}, {\"Vintage\": \"230\", \"avg_measure\": 195642.6035767511}, {\"Vintage\": \"94\", \"avg_measure\": 195487.38934122873}, {\"Vintage\": \"20\", \"avg_measure\": 195470.08523592085}, {\"Vintage\": \"157\", \"avg_measure\": 195327.3154311649}, {\"Vintage\": \"85\", \"avg_measure\": 195318.25097427904}, {\"Vintage\": \"228\", \"avg_measure\": 195144.7815249267}, {\"Vintage\": \"202\", \"avg_measure\": 195143.14843152257}, {\"Vintage\": \"159\", \"avg_measure\": 195029.20897832818}, {\"Vintage\": \"15\", \"avg_measure\": 194926.19845559847}, {\"Vintage\": \"84\", \"avg_measure\": 194901.58788774002}, {\"Vintage\": \"218\", \"avg_measure\": 194839.3700075358}, {\"Vintage\": \"170\", \"avg_measure\": 194697.39453125}, {\"Vintage\": \"68\", \"avg_measure\": 194692.7752293578}, {\"Vintage\": \"183\", \"avg_measure\": 194656.18872357087}, {\"Vintage\": \"52\", \"avg_measure\": 194504.67075038285}, {\"Vintage\": \"236\", \"avg_measure\": 194339.79969064193}, {\"Vintage\": \"197\", \"avg_measure\": 194308.176}, {\"Vintage\": \"57\", \"avg_measure\": 194266.9778625954}, {\"Vintage\": \"105\", \"avg_measure\": 194260.4071588367}, {\"Vintage\": \"101\", \"avg_measure\": 194232.06744186048}, {\"Vintage\": \"195\", \"avg_measure\": 194171.3661764706}, {\"Vintage\": \"21\", \"avg_measure\": 194008.69097744362}, {\"Vintage\": \"109\", \"avg_measure\": 194006.42748671223}, {\"Vintage\": \"219\", \"avg_measure\": 193941.60914454277}, {\"Vintage\": \"43\", \"avg_measure\": 193884.68899153193}, {\"Vintage\": \"173\", \"avg_measure\": 193871.23516320475}, {\"Vintage\": \"72\", \"avg_measure\": 193746.1100554236}, {\"Vintage\": \"97\", \"avg_measure\": 193717.4263074485}, {\"Vintage\": \"100\", \"avg_measure\": 193577.00376506025}, {\"Vintage\": \"265\", \"avg_measure\": 193509.83870967742}, {\"Vintage\": \"119\", \"avg_measure\": 193497.00228484388}, {\"Vintage\": \"190\", \"avg_measure\": 193493.6052027544}, {\"Vintage\": \"245\", \"avg_measure\": 193475.70656092284}, {\"Vintage\": \"131\", \"avg_measure\": 193415.58399423215}, {\"Vintage\": \"86\", \"avg_measure\": 193415.1026234568}, {\"Vintage\": \"145\", \"avg_measure\": 193414.53769992385}, {\"Vintage\": \"207\", \"avg_measure\": 193372.57}, {\"Vintage\": \"247\", \"avg_measure\": 193361.2871754524}, {\"Vintage\": \"71\", \"avg_measure\": 193329.25484351715}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 472.17}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6f73c5514b340efcbd7caebd6053a685b859682a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:16:40.549541+00:00", + "ended_at": "2026-05-26T00:16:59.990113+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_1f601dd0d5fa985c", + "problem_id": "v2p_m11_3bcfad6bafd0d5cc", + "dataset_id": "m11", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Vintage, measure_col=id.", + "bindings": { + "group_col": "Vintage", + "measure_col": "id", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=138" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_1f601dd0d5fa985c.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_1f601dd0d5fa985c", + "api_calls": 0, + "input_tokens": 25476, + "cached_input_tokens": 24960, + "output_tokens": 662, + "total_tokens": 26138, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2181, + "estimated_output_tokens": 140, + "estimated_total_tokens": 2321, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18956.15, + "sql_execution_elapsed_ms_total": 472.17, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c97238d8b76f479a62b01faf2c5a2859c368615e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:16:59.513782+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18956.15, "started_at": "2026-05-26T00:16:40.554839+00:00", "ended_at": "2026-05-26T00:16:59.511280+00:00", "prompt_metrics": {"chars": 7866, "bytes_utf8": 7866, "lines": 240, "estimated_tokens": 2181}, "response_metrics": {"chars": 545, "bytes_utf8": 545, "lines": 1, "estimated_tokens": 140}, "usage": {"input_tokens": 25476, "cached_input_tokens": 24960, "output_tokens": 662, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:16:58.980963Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a4-0893-70a1-9a82-91a87f68af9d.1779754600596173000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Vintage\\\",\\n AVG(CAST(\\\"id\\\" AS REAL)) OVER (PARTITION BY \\\"Vintage\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nWHERE \\\"Vintage\\\" IS NOT NULL\\n AND \\\"Vintage\\\" <> ''\\n AND \\\"id\\\" IS NOT NULL\\n AND \\\"id\\\" <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the requested window-partition-average template with group_col=\\\"Vintage\\\" and measure_col=\\\"id\\\". CAST is applied because the schema stores \\\"id\\\" as TEXT, and null/empty values are filtered for a stable numeric average.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5277efb81795d88abdbefcbc6b9a4475dffafc89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_1f601dd0d5fa985c", + "api_calls": 0, + "input_tokens": 25476, + "cached_input_tokens": 24960, + "output_tokens": 662, + "total_tokens": 26138, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2181, + "estimated_output_tokens": 140, + "estimated_total_tokens": 2321, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18956.15, + "sql_execution_elapsed_ms_total": 472.17, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_1f601dd0d5fa985c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ed17cbbfde4c12a0288795cc5a908b1806bf7d91 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8055, "bytes_utf8": 8055, "lines": 243, "estimated_tokens": 2236}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 438, "bytes_utf8": 438, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 25531, "cached_input_tokens": 22912, "output_tokens": 633, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cc6dd6f6d341e47df6291f76c4fe1296e2ab807c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_26083d937e2d0263", + "api_calls": 0, + "input_tokens": 25531, + "cached_input_tokens": 22912, + "output_tokens": 633, + "total_tokens": 26164, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2236, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2347, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15675.52, + "sql_execution_elapsed_ms_total": 183.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..93b0615babba8bb27fd4c174086096f84ae36487 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:16:59.996840+00:00", + "ended_at": "2026-05-26T00:17:15.672659+00:00", + "elapsed_ms": 15675.52, + "prompt_metrics": { + "chars": 8055, + "bytes_utf8": 8055, + "lines": 243, + "estimated_tokens": 2236 + }, + "stdout_metrics": { + "chars": 801, + "bytes_utf8": 801, + "lines": 4, + "estimated_tokens": 230 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 438, + "bytes_utf8": 438, + "lines": 1, + "estimated_tokens": 111 + }, + "usage": { + "input_tokens": 25531, + "cached_input_tokens": 22912, + "output_tokens": 633, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4aad59e9b4828e6bb03f5eaf0b529568393ec129 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Vintage, condition_col=Previously_Insured.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Vintage", + "condition_col": "Previously_Insured", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..21e1517c7ebc7cac8cd9f6813a2954980d8ce7d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a4-548e-7892-9eec-8ae3e2c1cb6d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Vintage\\\",\\n AVG(CASE WHEN \\\"Previously_Insured\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vintage\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template with \\\"Vintage\\\" as the grouping column and the rate of rows where \\\"Previously_Insured\\\" equals text value '1', matching the provided SQLite schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25531,"cached_input_tokens":22912,"output_tokens":633,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..433eb8e73817a43193668adf5d3222ec34da6f24 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Vintage\",\n AVG(CASE WHEN \"Previously_Insured\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Vintage\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the Grouped Condition Rate template with \"Vintage\" as the grouping column and the rate of rows where \"Previously_Insured\" equals text value '1', matching the provided SQLite schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..750de9519a1e39d4f8871caa9f785b5294e02336 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Vintage, condition_col=Previously_Insured. +Result preview: [{"Vintage": "104", "condition_rate": 0.5004009623095429}, {"Vintage": "67", "condition_rate": 0.4956726986624705}, {"Vintage": "78", "condition_rate": 0.49506454062262717}, {"Vintage": "185", "condition_rate": 0.49138576779026216}, {"Vintage": "273", "condition_rate": 0.49133383571966843}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5852835035b076a4b09b691a544664aef6cf424f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_26083d937e2d0263 +-- problem_id: v2p_m11_520791f6e056a550 +-- realization_mode: agent +-- source_kind: agent +SELECT "Vintage", + AVG(CASE WHEN "Previously_Insured" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Vintage" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fa572ff078faead540b99604ebb8b307144483f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Vintage\",\n AVG(CASE WHEN \"Previously_Insured\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Vintage\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Vintage\\\",\\n AVG(CASE WHEN \\\"Previously_Insured\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vintage\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Vintage\", \"condition_rate\"], \"rows\": [{\"Vintage\": \"104\", \"condition_rate\": 0.5004009623095429}, {\"Vintage\": \"67\", \"condition_rate\": 0.4956726986624705}, {\"Vintage\": \"78\", \"condition_rate\": 0.49506454062262717}, {\"Vintage\": \"185\", \"condition_rate\": 0.49138576779026216}, {\"Vintage\": \"273\", \"condition_rate\": 0.49133383571966843}, {\"Vintage\": \"33\", \"condition_rate\": 0.48693054518297235}, {\"Vintage\": \"263\", \"condition_rate\": 0.4868035190615836}, {\"Vintage\": \"262\", \"condition_rate\": 0.48631743549648165}, {\"Vintage\": \"217\", \"condition_rate\": 0.4854961832061069}, {\"Vintage\": \"88\", \"condition_rate\": 0.4843152257077276}, {\"Vintage\": \"92\", \"condition_rate\": 0.48384728340675476}, {\"Vintage\": \"219\", \"condition_rate\": 0.4837758112094395}, {\"Vintage\": \"62\", \"condition_rate\": 0.4830508474576271}, {\"Vintage\": \"184\", \"condition_rate\": 0.48171206225680935}, {\"Vintage\": \"38\", \"condition_rate\": 0.4815668202764977}, {\"Vintage\": \"211\", \"condition_rate\": 0.48150943396226414}, {\"Vintage\": \"195\", \"condition_rate\": 0.4808823529411765}, {\"Vintage\": \"266\", \"condition_rate\": 0.4808444096950743}, {\"Vintage\": \"235\", \"condition_rate\": 0.47955092221331197}, {\"Vintage\": \"255\", \"condition_rate\": 0.4789594491201224}, {\"Vintage\": \"251\", \"condition_rate\": 0.4787788533134773}, {\"Vintage\": \"105\", \"condition_rate\": 0.47874720357941836}, {\"Vintage\": \"110\", \"condition_rate\": 0.4787077826725404}, {\"Vintage\": \"49\", \"condition_rate\": 0.4783582089552239}, {\"Vintage\": \"18\", \"condition_rate\": 0.478330658105939}, {\"Vintage\": \"124\", \"condition_rate\": 0.4782934131736527}, {\"Vintage\": \"74\", \"condition_rate\": 0.4780701754385965}, {\"Vintage\": \"112\", \"condition_rate\": 0.47741433021806856}, {\"Vintage\": \"260\", \"condition_rate\": 0.4772727272727273}, {\"Vintage\": \"13\", \"condition_rate\": 0.47705041384499625}, {\"Vintage\": \"248\", \"condition_rate\": 0.47685525349008084}, {\"Vintage\": \"258\", \"condition_rate\": 0.4765204003079292}, {\"Vintage\": \"225\", \"condition_rate\": 0.47611464968152867}, {\"Vintage\": \"278\", \"condition_rate\": 0.47543461829176115}, {\"Vintage\": \"22\", \"condition_rate\": 0.4751131221719457}, {\"Vintage\": \"257\", \"condition_rate\": 0.47477744807121663}, {\"Vintage\": \"156\", \"condition_rate\": 0.47449768160741884}, {\"Vintage\": \"109\", \"condition_rate\": 0.47380410022779046}, {\"Vintage\": \"190\", \"condition_rate\": 0.47360367253251723}, {\"Vintage\": \"96\", \"condition_rate\": 0.47352264006139677}, {\"Vintage\": \"31\", \"condition_rate\": 0.473342939481268}, {\"Vintage\": \"277\", \"condition_rate\": 0.4730831973898858}, {\"Vintage\": \"40\", \"condition_rate\": 0.47282204020848845}, {\"Vintage\": \"41\", \"condition_rate\": 0.47269890795631825}, {\"Vintage\": \"224\", \"condition_rate\": 0.47269763651181745}, {\"Vintage\": \"89\", \"condition_rate\": 0.47244732576985415}, {\"Vintage\": \"294\", \"condition_rate\": 0.4722872755659641}, {\"Vintage\": \"123\", \"condition_rate\": 0.47226386806596704}, {\"Vintage\": \"256\", \"condition_rate\": 0.4717912552891396}, {\"Vintage\": \"111\", \"condition_rate\": 0.47135217723453016}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 183.65}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..18f2701a624d350e7ad60f7627f3bd7af82072ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:16:59.990752+00:00", + "ended_at": "2026-05-26T00:17:15.862754+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_26083d937e2d0263", + "problem_id": "v2p_m11_520791f6e056a550", + "dataset_id": "m11", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Vintage, condition_col=Previously_Insured.", + "bindings": { + "group_col": "Vintage", + "condition_col": "Previously_Insured", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=98" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_26083d937e2d0263.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_26083d937e2d0263", + "api_calls": 0, + "input_tokens": 25531, + "cached_input_tokens": 22912, + "output_tokens": 633, + "total_tokens": 26164, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2236, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2347, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15675.52, + "sql_execution_elapsed_ms_total": 183.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1259521b45b7073b388b79d86ac82c410fddf907 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:17:15.676456+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15675.52, "started_at": "2026-05-26T00:16:59.996840+00:00", "ended_at": "2026-05-26T00:17:15.672659+00:00", "prompt_metrics": {"chars": 8055, "bytes_utf8": 8055, "lines": 243, "estimated_tokens": 2236}, "response_metrics": {"chars": 438, "bytes_utf8": 438, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 25531, "cached_input_tokens": 22912, "output_tokens": 633, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Vintage\\\",\\n AVG(CASE WHEN \\\"Previously_Insured\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vintage\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template with \\\"Vintage\\\" as the grouping column and the rate of rows where \\\"Previously_Insured\\\" equals text value '1', matching the provided SQLite schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6952c2213fab5ae800344f4b4022f2e9562f586b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_26083d937e2d0263", + "api_calls": 0, + "input_tokens": 25531, + "cached_input_tokens": 22912, + "output_tokens": 633, + "total_tokens": 26164, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2236, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2347, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15675.52, + "sql_execution_elapsed_ms_total": 183.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_26083d937e2d0263/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/conversation.jsonl 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"reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7c607209c19d50312dde4c66bdb6a7524040760d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_2cf905d7417a68e3", + "api_calls": 0, + "input_tokens": 25532, + "cached_input_tokens": 24960, + "output_tokens": 633, + "total_tokens": 26165, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2237, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2348, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15371.6, + "sql_execution_elapsed_ms_total": 147.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d54c8b8e343bdc46bb76378209ab1dbe34d57f67 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:17:15.869420+00:00", + "ended_at": "2026-05-26T00:17:31.241296+00:00", + "elapsed_ms": 15371.6, + "prompt_metrics": { + "chars": 8053, + "bytes_utf8": 8053, + "lines": 243, + "estimated_tokens": 2237 + }, + "stdout_metrics": { + "chars": 802, + "bytes_utf8": 802, + "lines": 4, + "estimated_tokens": 230 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 439, + "bytes_utf8": 439, + "lines": 1, + "estimated_tokens": 111 + }, + "usage": { + "input_tokens": 25532, + "cached_input_tokens": 24960, + "output_tokens": 633, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..97855872dd47a4eb6ec602ea4d9d2d6f1602a1f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Region_Code, condition_col=Driving_License.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Region_Code", + "condition_col": "Driving_License", + "condition_value": "0", + "positive_value": "1", + "negative_value": "0", + "top_k": 18, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bbf49adc4c46458c38fdb667b0f918fc9aa80e41 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a4-928c-7c31-8225-5b1099313b9f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Region_Code\\\",\\n AVG(CASE WHEN \\\"Driving_License\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Region_Code\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template with group_col=\\\"Region_Code\\\" and condition_col=\\\"Driving_License\\\", computing the within-region proportion of rows where Driving_License = '0'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25532,"cached_input_tokens":24960,"output_tokens":633,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2400f332d2c2a62d1f2a81ea623389a46bd24e98 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Region_Code\",\n AVG(CASE WHEN \"Driving_License\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Region_Code\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the Grouped Condition Rate template with group_col=\"Region_Code\" and condition_col=\"Driving_License\", computing the within-region proportion of rows where Driving_License = '0'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f076df5767240f544ed598786d52a4389f8c0d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Region_Code, condition_col=Driving_License. +Result preview: [{"Region_Code": "24.0", "condition_rate": 0.005797101449275362}, {"Region_Code": "48.0", "condition_rate": 0.005554368724631489}, {"Region_Code": "31.0", "condition_rate": 0.004081632653061225}, {"Region_Code": "0.0", "condition_rate": 0.0034636318654131617}, {"Region_Code": "28.0", "condition_rate": 0.003317201522341775}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..9c34c5ce3218f8b8fd7cc2b8e711b56e20e4d1ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_2cf905d7417a68e3 +-- problem_id: v2p_m11_baf760d0ca30c8dd +-- realization_mode: agent +-- source_kind: agent +SELECT "Region_Code", + AVG(CASE WHEN "Driving_License" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Region_Code" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2d939e7e3f4ae7e7b2354dd904363e24b9674e78 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Region_Code\",\n AVG(CASE WHEN \"Driving_License\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Region_Code\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Region_Code\\\",\\n AVG(CASE WHEN \\\"Driving_License\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Region_Code\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Region_Code\", \"condition_rate\"], \"rows\": [{\"Region_Code\": \"24.0\", \"condition_rate\": 0.005797101449275362}, {\"Region_Code\": \"48.0\", \"condition_rate\": 0.005554368724631489}, {\"Region_Code\": \"31.0\", \"condition_rate\": 0.004081632653061225}, {\"Region_Code\": \"0.0\", \"condition_rate\": 0.0034636318654131617}, {\"Region_Code\": \"28.0\", \"condition_rate\": 0.003317201522341775}, {\"Region_Code\": \"27.0\", \"condition_rate\": 0.0028338646829613886}, {\"Region_Code\": \"39.0\", \"condition_rate\": 0.0027993109388458224}, {\"Region_Code\": \"4.0\", \"condition_rate\": 0.00277623542476402}, {\"Region_Code\": \"9.0\", \"condition_rate\": 0.002257336343115124}, {\"Region_Code\": \"8.0\", \"condition_rate\": 0.0022138914307642354}, {\"Region_Code\": \"29.0\", \"condition_rate\": 0.002169001355625847}, {\"Region_Code\": \"7.0\", \"condition_rate\": 0.0021347971942665446}, {\"Region_Code\": \"20.0\", \"condition_rate\": 0.0020671834625322996}, {\"Region_Code\": \"1.0\", \"condition_rate\": 0.001984126984126984}, {\"Region_Code\": \"14.0\", \"condition_rate\": 0.001923899102180419}, {\"Region_Code\": \"47.0\", \"condition_rate\": 0.0018827326519634212}, {\"Region_Code\": \"33.0\", \"condition_rate\": 0.0018291089626339169}, {\"Region_Code\": \"41.0\", \"condition_rate\": 0.0017521765317855774}, {\"Region_Code\": \"15.0\", \"condition_rate\": 0.0016531409678388939}, {\"Region_Code\": \"49.0\", \"condition_rate\": 0.0016375545851528383}, {\"Region_Code\": \"3.0\", \"condition_rate\": 0.0016214463301264727}, {\"Region_Code\": \"35.0\", \"condition_rate\": 0.0015845577643330453}, {\"Region_Code\": \"18.0\", \"condition_rate\": 0.0015524936929943722}, {\"Region_Code\": \"26.0\", \"condition_rate\": 0.0015461925009663702}, {\"Region_Code\": \"40.0\", \"condition_rate\": 0.0015444015444015444}, {\"Region_Code\": \"17.0\", \"condition_rate\": 0.0015284677111196026}, {\"Region_Code\": \"22.0\", \"condition_rate\": 0.0015278838808250573}, {\"Region_Code\": \"46.0\", \"condition_rate\": 0.0015190642564180464}, {\"Region_Code\": \"38.0\", \"condition_rate\": 0.0014807502467917078}, {\"Region_Code\": \"50.0\", \"condition_rate\": 0.001366787074099385}, {\"Region_Code\": \"12.0\", \"condition_rate\": 0.0012507817385866166}, {\"Region_Code\": \"13.0\", \"condition_rate\": 0.001238850346878097}, {\"Region_Code\": \"44.0\", \"condition_rate\": 0.0012376237623762376}, {\"Region_Code\": \"10.0\", \"condition_rate\": 0.0011431184270690445}, {\"Region_Code\": \"36.0\", \"condition_rate\": 0.0011367511651699442}, {\"Region_Code\": \"37.0\", \"condition_rate\": 0.0010907107798582077}, {\"Region_Code\": \"16.0\", \"condition_rate\": 0.000996512207274539}, {\"Region_Code\": \"2.0\", \"condition_rate\": 0.0009905894006934125}, {\"Region_Code\": \"11.0\", \"condition_rate\": 0.0009748700173310225}, {\"Region_Code\": \"45.0\", \"condition_rate\": 0.0008920606601248885}, {\"Region_Code\": \"6.0\", \"condition_rate\": 0.0007961783439490446}, {\"Region_Code\": \"5.0\", \"condition_rate\": 0.0007818608287724785}, {\"Region_Code\": \"43.0\", \"condition_rate\": 0.0007578628268283441}, {\"Region_Code\": \"32.0\", \"condition_rate\": 0.0007176175098672408}, {\"Region_Code\": \"19.0\", \"condition_rate\": 0.0006514657980456026}, {\"Region_Code\": \"34.0\", \"condition_rate\": 0.0006009615384615385}, {\"Region_Code\": \"23.0\", \"condition_rate\": 0.0005102040816326531}, {\"Region_Code\": \"21.0\", \"condition_rate\": 0.00046882325363338024}, {\"Region_Code\": \"30.0\", \"condition_rate\": 0.00041013862685587726}, {\"Region_Code\": \"25.0\", \"condition_rate\": 0.00039952057530962844}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 147.31}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..007fb45c45b5ca5e02a4229e6cb68d7a40990497 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:17:15.863215+00:00", + "ended_at": "2026-05-26T00:17:31.395067+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_2cf905d7417a68e3", + "problem_id": "v2p_m11_baf760d0ca30c8dd", + "dataset_id": "m11", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Region_Code, condition_col=Driving_License.", + "bindings": { + "group_col": "Region_Code", + "condition_col": "Driving_License", + "condition_value": "0", + "positive_value": "1", + "negative_value": "0", + "top_k": 18, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=103" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2cf905d7417a68e3.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_2cf905d7417a68e3", + "api_calls": 0, + "input_tokens": 25532, + "cached_input_tokens": 24960, + "output_tokens": 633, + "total_tokens": 26165, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2237, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2348, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15371.6, + "sql_execution_elapsed_ms_total": 147.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..063c5402e86c228ba0f812bb715cf250bcde35dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:17:31.245194+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15371.6, "started_at": "2026-05-26T00:17:15.869420+00:00", "ended_at": "2026-05-26T00:17:31.241296+00:00", "prompt_metrics": {"chars": 8053, "bytes_utf8": 8053, "lines": 243, "estimated_tokens": 2237}, "response_metrics": {"chars": 439, "bytes_utf8": 439, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 25532, "cached_input_tokens": 24960, "output_tokens": 633, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Region_Code\\\",\\n AVG(CASE WHEN \\\"Driving_License\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Region_Code\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template with group_col=\\\"Region_Code\\\" and condition_col=\\\"Driving_License\\\", computing the within-region proportion of rows where Driving_License = '0'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3bd2b9d03482433ab8fc18448ae2140cb302a0b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_2cf905d7417a68e3", + "api_calls": 0, + "input_tokens": 25532, + "cached_input_tokens": 24960, + "output_tokens": 633, + "total_tokens": 26165, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2237, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2348, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15371.6, + "sql_execution_elapsed_ms_total": 147.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2cf905d7417a68e3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0800f0925d087e7a58373a8c5317541a8475a8c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8099, "bytes_utf8": 8099, "lines": 244, "estimated_tokens": 2264}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 443, "bytes_utf8": 443, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 25559, "cached_input_tokens": 24960, "output_tokens": 634, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b6e41329fbcc6143a250109b465406cf8d29a4d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_2d1bf02a712f664e", + "api_calls": 0, + "input_tokens": 25559, + "cached_input_tokens": 24960, + "output_tokens": 634, + "total_tokens": 26193, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2264, + "estimated_output_tokens": 112, + "estimated_total_tokens": 2376, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15795.04, + "sql_execution_elapsed_ms_total": 172.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9351978e04f019a2252a8d3e4292d717ca828ac3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:17:31.400966+00:00", + "ended_at": "2026-05-26T00:17:47.196273+00:00", + "elapsed_ms": 15795.04, + "prompt_metrics": { + "chars": 8099, + "bytes_utf8": 8099, + "lines": 244, + "estimated_tokens": 2264 + }, + "stdout_metrics": { + "chars": 810, + "bytes_utf8": 810, + "lines": 4, + "estimated_tokens": 235 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 443, + "bytes_utf8": 443, + "lines": 1, + "estimated_tokens": 112 + }, + "usage": { + "input_tokens": 25559, + "cached_input_tokens": 24960, + "output_tokens": 634, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3e8b33a0ee27d4a71cb5ead22abfde67f3ec3c31 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,244 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Gender, group_col_2=Vintage.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Gender", + "group_col_2": "Vintage", + "predicate_col": "Region_Code", + "predicate_op": ">=", + "predicate_value": 24.0, + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 152.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1d565442febc3f87cc2e95fa21d20b3de1f53ba4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a4-cf37-7660-8f7f-7bd655b4812d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Gender\\\", \\\"Vintage\\\", COUNT(*) AS row_count\\nFROM \\\"m11\\\"\\nWHERE CAST(\\\"Region_Code\\\" AS REAL) >= 24.0\\nGROUP BY \\\"Gender\\\", \\\"Vintage\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the planned template with group_col=\\\"Gender\\\", group_col_2=\\\"Vintage\\\", and predicate_col=\\\"Region_Code\\\". CAST is applied because the schema stores values as TEXT, while the predicate is numeric.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25559,"cached_input_tokens":24960,"output_tokens":634,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..667afde5639d044866e593ea7d53b7b5170296f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Gender\", \"Vintage\", COUNT(*) AS row_count\nFROM \"m11\"\nWHERE CAST(\"Region_Code\" AS REAL) >= 24.0\nGROUP BY \"Gender\", \"Vintage\"\nORDER BY row_count DESC;","notes":"Uses the planned template with group_col=\"Gender\", group_col_2=\"Vintage\", and predicate_col=\"Region_Code\". CAST is applied because the schema stores values as TEXT, while the predicate is numeric."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..da5c4928dd78e32fed59bc0ed8909feb86b85dd8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Gender, group_col_2=Vintage. +Result preview: [{"Gender": "Male", "Vintage": "54", "row_count": 545}, {"Gender": "Male", "Vintage": "193", "row_count": 533}, {"Gender": "Male", "Vintage": "42", "row_count": 532}, {"Gender": "Male", "Vintage": "31", "row_count": 530}, {"Gender": "Male", "Vintage": "228", "row_count": 529}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..022baf7f32a49e55f31172c6c8c896256c15ab66 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m11_2d1bf02a712f664e +-- problem_id: v2p_m11_fbeed9cd10dc0d79 +-- realization_mode: agent +-- source_kind: agent +SELECT "Gender", "Vintage", COUNT(*) AS row_count +FROM "m11" +WHERE CAST("Region_Code" AS REAL) >= 24.0 +GROUP BY "Gender", "Vintage" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a25c0e12d69bec92a1de6265f4c54a99b08787e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Gender\", \"Vintage\", COUNT(*) AS row_count\nFROM \"m11\"\nWHERE CAST(\"Region_Code\" AS REAL) >= 24.0\nGROUP BY \"Gender\", \"Vintage\"\nORDER BY row_count DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Gender\\\", \\\"Vintage\\\", COUNT(*) AS row_count\\nFROM \\\"m11\\\"\\nWHERE CAST(\\\"Region_Code\\\" AS REAL) >= 24.0\\nGROUP BY \\\"Gender\\\", \\\"Vintage\\\"\\nORDER BY row_count DESC;\", \"columns\": [\"Gender\", \"Vintage\", \"row_count\"], \"rows\": [{\"Gender\": \"Male\", \"Vintage\": \"54\", \"row_count\": 545}, {\"Gender\": \"Male\", \"Vintage\": \"193\", \"row_count\": 533}, {\"Gender\": \"Male\", \"Vintage\": \"42\", \"row_count\": 532}, {\"Gender\": \"Male\", \"Vintage\": \"31\", \"row_count\": 530}, {\"Gender\": \"Male\", \"Vintage\": \"228\", \"row_count\": 529}, {\"Gender\": \"Male\", \"Vintage\": \"37\", \"row_count\": 529}, {\"Gender\": \"Male\", \"Vintage\": \"113\", \"row_count\": 524}, {\"Gender\": \"Male\", \"Vintage\": \"126\", \"row_count\": 522}, {\"Gender\": \"Male\", \"Vintage\": \"215\", \"row_count\": 522}, {\"Gender\": \"Male\", \"Vintage\": \"298\", \"row_count\": 521}, {\"Gender\": \"Male\", \"Vintage\": \"70\", \"row_count\": 520}, {\"Gender\": \"Male\", \"Vintage\": \"76\", \"row_count\": 520}, {\"Gender\": \"Male\", \"Vintage\": \"160\", \"row_count\": 518}, {\"Gender\": \"Male\", \"Vintage\": \"30\", \"row_count\": 518}, {\"Gender\": \"Male\", \"Vintage\": \"117\", \"row_count\": 517}, {\"Gender\": \"Male\", \"Vintage\": \"131\", \"row_count\": 516}, {\"Gender\": \"Male\", \"Vintage\": \"63\", \"row_count\": 516}, {\"Gender\": \"Male\", \"Vintage\": \"282\", \"row_count\": 515}, {\"Gender\": \"Male\", \"Vintage\": \"256\", \"row_count\": 514}, {\"Gender\": \"Male\", \"Vintage\": \"133\", \"row_count\": 512}, {\"Gender\": \"Male\", \"Vintage\": \"56\", \"row_count\": 512}, {\"Gender\": \"Male\", \"Vintage\": \"11\", \"row_count\": 511}, {\"Gender\": \"Male\", \"Vintage\": \"213\", \"row_count\": 511}, {\"Gender\": \"Male\", \"Vintage\": \"226\", \"row_count\": 509}, {\"Gender\": \"Male\", \"Vintage\": \"23\", \"row_count\": 509}, {\"Gender\": \"Male\", \"Vintage\": \"53\", \"row_count\": 509}, {\"Gender\": \"Male\", \"Vintage\": \"165\", \"row_count\": 508}, {\"Gender\": \"Male\", \"Vintage\": \"267\", \"row_count\": 508}, {\"Gender\": \"Male\", \"Vintage\": \"74\", \"row_count\": 508}, {\"Gender\": \"Male\", \"Vintage\": \"145\", \"row_count\": 506}, {\"Gender\": \"Male\", \"Vintage\": \"202\", \"row_count\": 506}, {\"Gender\": \"Male\", \"Vintage\": \"136\", \"row_count\": 505}, {\"Gender\": \"Male\", \"Vintage\": \"27\", \"row_count\": 505}, {\"Gender\": \"Male\", \"Vintage\": \"121\", \"row_count\": 504}, {\"Gender\": \"Male\", \"Vintage\": \"222\", \"row_count\": 504}, {\"Gender\": \"Male\", \"Vintage\": \"241\", \"row_count\": 504}, {\"Gender\": \"Male\", \"Vintage\": \"83\", \"row_count\": 504}, {\"Gender\": \"Male\", \"Vintage\": \"272\", \"row_count\": 503}, {\"Gender\": \"Male\", \"Vintage\": \"44\", \"row_count\": 503}, {\"Gender\": \"Male\", \"Vintage\": \"102\", \"row_count\": 502}, {\"Gender\": \"Male\", \"Vintage\": \"194\", \"row_count\": 502}, {\"Gender\": \"Male\", \"Vintage\": \"109\", \"row_count\": 501}, {\"Gender\": \"Male\", \"Vintage\": \"232\", \"row_count\": 501}, {\"Gender\": \"Male\", \"Vintage\": \"34\", \"row_count\": 501}, {\"Gender\": \"Male\", \"Vintage\": \"103\", \"row_count\": 500}, {\"Gender\": \"Male\", \"Vintage\": \"209\", \"row_count\": 500}, {\"Gender\": \"Male\", \"Vintage\": \"251\", \"row_count\": 500}, {\"Gender\": \"Male\", \"Vintage\": \"26\", \"row_count\": 500}, {\"Gender\": \"Male\", \"Vintage\": \"135\", \"row_count\": 499}, {\"Gender\": \"Male\", \"Vintage\": \"158\", \"row_count\": 499}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 172.64}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bbe237abcf81abd0ebeed21b66b80581c55dccf7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:17:31.395467+00:00", + "ended_at": "2026-05-26T00:17:47.373920+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_2d1bf02a712f664e", + "problem_id": "v2p_m11_fbeed9cd10dc0d79", + "dataset_id": "m11", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Gender, group_col_2=Vintage.", + "bindings": { + "group_col": "Gender", + "group_col_2": "Vintage", + "predicate_col": "Region_Code", + "predicate_op": ">=", + "predicate_value": 24.0, + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 152.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=52" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2d1bf02a712f664e.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_2d1bf02a712f664e", + "api_calls": 0, + "input_tokens": 25559, + "cached_input_tokens": 24960, + "output_tokens": 634, + "total_tokens": 26193, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2264, + "estimated_output_tokens": 112, + "estimated_total_tokens": 2376, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15795.04, + "sql_execution_elapsed_ms_total": 172.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2fa2665ceeb05ace24494f330a889aec99f4527b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:17:47.198795+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15795.04, "started_at": "2026-05-26T00:17:31.400966+00:00", "ended_at": "2026-05-26T00:17:47.196273+00:00", "prompt_metrics": {"chars": 8099, "bytes_utf8": 8099, "lines": 244, "estimated_tokens": 2264}, "response_metrics": {"chars": 443, "bytes_utf8": 443, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 25559, "cached_input_tokens": 24960, "output_tokens": 634, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Gender\\\", \\\"Vintage\\\", COUNT(*) AS row_count\\nFROM \\\"m11\\\"\\nWHERE CAST(\\\"Region_Code\\\" AS REAL) >= 24.0\\nGROUP BY \\\"Gender\\\", \\\"Vintage\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the planned template with group_col=\\\"Gender\\\", group_col_2=\\\"Vintage\\\", and predicate_col=\\\"Region_Code\\\". CAST is applied because the schema stores values as TEXT, while the predicate is numeric.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..04fe3625412c6a46bec4ef0ebbf2a73d3293c8a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_2d1bf02a712f664e", + "api_calls": 0, + "input_tokens": 25559, + "cached_input_tokens": 24960, + "output_tokens": 634, + "total_tokens": 26193, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2264, + "estimated_output_tokens": 112, + "estimated_total_tokens": 2376, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15795.04, + "sql_execution_elapsed_ms_total": 172.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d1bf02a712f664e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ff3f8547d2b0915f3defa50da73408aa270f3e3c --- /dev/null +++ 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..af9205a4b8db21f82695bbcd071ea63da2f9670b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_2d6ced0a4725d5e4", + "api_calls": 0, + "input_tokens": 25537, + "cached_input_tokens": 24960, + "output_tokens": 664, + "total_tokens": 26201, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2242, + "estimated_output_tokens": 142, + "estimated_total_tokens": 2384, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15381.17, + "sql_execution_elapsed_ms_total": 107.81, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..39f9b9461bf4946b383419ef6bf955bde9e6cb56 --- /dev/null +++ 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"input_tokens": 25537, + "cached_input_tokens": 24960, + "output_tokens": 664, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d79dd56c800dcdce8c8dd6e5dc7d210afec1d376 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Previously_Insured, condition_col=Previously_Insured.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Previously_Insured", + "condition_col": "Previously_Insured", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d4d903b87b3da306780a95c0801d7ffbb0a63ef8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a5-0da2-7453-832b-7c658dc51e6e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Previously_Insured\\\",\\n AVG(CASE WHEN \\\"Previously_Insured\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Previously_Insured\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with both group and condition bound to \\\"Previously_Insured\\\". This is a self-referential probe, so each grouped value will produce a deterministic rate (for example, group '1' yields 1.0 and group '0' yields 0.0).\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25537,"cached_input_tokens":24960,"output_tokens":664,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2efb069efa4897cfd973bfd54c588e02d0edb204 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Previously_Insured\",\n AVG(CASE WHEN \"Previously_Insured\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Previously_Insured\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the provided Grouped Condition Rate template with both group and condition bound to \"Previously_Insured\". This is a self-referential probe, so each grouped value will produce a deterministic rate (for example, group '1' yields 1.0 and group '0' yields 0.0)."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ebc58975c1c950dbaadc9f5c21762ba6f1535a67 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Previously_Insured, condition_col=Previously_Insured. +Result preview: [{"Previously_Insured": "1", "condition_rate": 1.0}, {"Previously_Insured": "0", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..3f0ea4690fdcacdea9adbf6035903a34d910bb1a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_2d6ced0a4725d5e4 +-- problem_id: v2p_m11_c3284321fcc92ba9 +-- realization_mode: agent +-- source_kind: agent +SELECT "Previously_Insured", + AVG(CASE WHEN "Previously_Insured" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Previously_Insured" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..22e030c2d07d23072cf48e49f994ffae4f194b73 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Previously_Insured\",\n AVG(CASE WHEN \"Previously_Insured\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Previously_Insured\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Previously_Insured\\\",\\n AVG(CASE WHEN \\\"Previously_Insured\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Previously_Insured\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Previously_Insured\", \"condition_rate\"], \"rows\": [{\"Previously_Insured\": \"1\", \"condition_rate\": 1.0}, {\"Previously_Insured\": \"0\", \"condition_rate\": 0.0}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 107.81}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..16c6013eca6d027de6ee880a0c6401fb0b778134 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:17:47.375200+00:00", + "ended_at": "2026-05-26T00:18:02.875824+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_2d6ced0a4725d5e4", + "problem_id": "v2p_m11_c3284321fcc92ba9", + "dataset_id": "m11", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Previously_Insured, condition_col=Previously_Insured.", + "bindings": { + "group_col": "Previously_Insured", + "condition_col": "Previously_Insured", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=104" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2d6ced0a4725d5e4.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_2d6ced0a4725d5e4", + "api_calls": 0, + "input_tokens": 25537, + "cached_input_tokens": 24960, + "output_tokens": 664, + "total_tokens": 26201, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2242, + "estimated_output_tokens": 142, + "estimated_total_tokens": 2384, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15381.17, + "sql_execution_elapsed_ms_total": 107.81, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3607eff27699484ad0b972e0830f8281d79d2df8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:18:02.765365+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15381.17, "started_at": "2026-05-26T00:17:47.381299+00:00", "ended_at": "2026-05-26T00:18:02.762738+00:00", "prompt_metrics": {"chars": 8077, "bytes_utf8": 8077, "lines": 243, "estimated_tokens": 2242}, "response_metrics": {"chars": 537, "bytes_utf8": 537, "lines": 1, "estimated_tokens": 142}, "usage": {"input_tokens": 25537, "cached_input_tokens": 24960, "output_tokens": 664, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Previously_Insured\\\",\\n AVG(CASE WHEN \\\"Previously_Insured\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Previously_Insured\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with both group and condition bound to \\\"Previously_Insured\\\". This is a self-referential probe, so each grouped value will produce a deterministic rate (for example, group '1' yields 1.0 and group '0' yields 0.0).\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..939b50bdb19dfcd3da90dca059e2c51474614cb1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2d6ced0a4725d5e4/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_2d6ced0a4725d5e4", + "api_calls": 0, + "input_tokens": 25537, + "cached_input_tokens": 24960, + "output_tokens": 664, + "total_tokens": 26201, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2242, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7882, "bytes_utf8": 7882, "lines": 240, "estimated_tokens": 2184}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 413, "bytes_utf8": 413, "lines": 1, "estimated_tokens": 99}, "usage": {"input_tokens": 25479, "cached_input_tokens": 24960, "output_tokens": 1191, "reasoning_output_tokens": 1086}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4c270337ffe79a4d75be84c2318053da2ec0c187 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_2f3740d491656ce1", + "api_calls": 0, + "input_tokens": 25479, + "cached_input_tokens": 24960, + "output_tokens": 1191, + "total_tokens": 26670, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2184, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2283, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25114.42, + "sql_execution_elapsed_ms_total": 404.52, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..474e523f0560f390845ec3358e394d2467af3ff5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:18:02.881720+00:00", + "ended_at": "2026-05-26T00:18:27.996507+00:00", + "elapsed_ms": 25114.42, + "prompt_metrics": { + "chars": 7882, + "bytes_utf8": 7882, + "lines": 240, + "estimated_tokens": 2184 + }, + "stdout_metrics": { + "chars": 773, + "bytes_utf8": 773, + "lines": 4, + "estimated_tokens": 217 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 413, + "bytes_utf8": 413, + "lines": 1, + "estimated_tokens": 99 + }, + "usage": { + "input_tokens": 25479, + "cached_input_tokens": 24960, + "output_tokens": 1191, + "reasoning_output_tokens": 1086 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a3d5b21beefb3e1f7115cf5631de07293195a04c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Driving_License, measure_col=id.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Driving_License", + "measure_col": "id", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 300232.64, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..918f35835237e2fbd7adeb9cd052a9472ea9289e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a5-4a2e-7a82-afae-2b5a563453c3"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Driving_License\\\",\\n AVG(\\\"id\\\") OVER (PARTITION BY \\\"Driving_License\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the provided window-partition-average template with \\\"Driving_License\\\" as the group and \\\"id\\\" as the measure. SQLite will coerce numeric-looking TEXT values in \\\"id\\\" when computing AVG.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25479,"cached_input_tokens":24960,"output_tokens":1191,"reasoning_output_tokens":1086}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5bcabbab1d19827c61d59048c1f6b7bd26c04c2d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"Driving_License\",\n AVG(\"id\") OVER (PARTITION BY \"Driving_License\") AS avg_measure\nFROM \"m11\"\nORDER BY avg_measure DESC;","notes":"Uses the provided window-partition-average template with \"Driving_License\" as the group and \"id\" as the measure. SQLite will coerce numeric-looking TEXT values in \"id\" when computing AVG."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a92fedc6aec1d6428c4bc6c03111b579b655c502 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Driving_License, measure_col=id. +Result preview: [{"Driving_License": "0", "avg_measure": 191896.69827586206}, {"Driving_License": "1", "avg_measure": 190552.13524166637}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..68f2d0e0bf05bc6ed0e180d228ec8c84a1b672f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_2f3740d491656ce1 +-- problem_id: v2p_m11_82d60c592221c598 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Driving_License", + AVG("id") OVER (PARTITION BY "Driving_License") AS avg_measure +FROM "m11" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3191371cba6d71fc41fcb361562f4581003f4ba7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"Driving_License\",\n AVG(\"id\") OVER (PARTITION BY \"Driving_License\") AS avg_measure\nFROM \"m11\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Driving_License\\\",\\n AVG(\\\"id\\\") OVER (PARTITION BY \\\"Driving_License\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"Driving_License\", \"avg_measure\"], \"rows\": [{\"Driving_License\": \"0\", \"avg_measure\": 191896.69827586206}, {\"Driving_License\": \"1\", \"avg_measure\": 190552.13524166637}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 404.52}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..75252b139c6261261da0dbe5124f1a79517836b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:18:02.876467+00:00", + "ended_at": "2026-05-26T00:18:28.405014+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_2f3740d491656ce1", + "problem_id": "v2p_m11_82d60c592221c598", + "dataset_id": "m11", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Driving_License, measure_col=id.", + "bindings": { + "group_col": "Driving_License", + "measure_col": "id", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 300232.64, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2f3740d491656ce1.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_2f3740d491656ce1", + "api_calls": 0, + "input_tokens": 25479, + "cached_input_tokens": 24960, + "output_tokens": 1191, + "total_tokens": 26670, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2184, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2283, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25114.42, + "sql_execution_elapsed_ms_total": 404.52, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7a7d4b1e8a806c3ca7347f9a428b9893dc410241 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:18:27.998781+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 25114.42, "started_at": "2026-05-26T00:18:02.881720+00:00", "ended_at": "2026-05-26T00:18:27.996507+00:00", "prompt_metrics": {"chars": 7882, "bytes_utf8": 7882, "lines": 240, "estimated_tokens": 2184}, "response_metrics": {"chars": 413, "bytes_utf8": 413, "lines": 1, "estimated_tokens": 99}, "usage": {"input_tokens": 25479, "cached_input_tokens": 24960, "output_tokens": 1191, "reasoning_output_tokens": 1086}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Driving_License\\\",\\n AVG(\\\"id\\\") OVER (PARTITION BY \\\"Driving_License\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the provided window-partition-average template with \\\"Driving_License\\\" as the group and \\\"id\\\" as the measure. SQLite will coerce numeric-looking TEXT values in \\\"id\\\" when computing AVG.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ea0b47954090a6b42acea00626d773028f39adf3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_2f3740d491656ce1", + "api_calls": 0, + "input_tokens": 25479, + "cached_input_tokens": 24960, + "output_tokens": 1191, + "total_tokens": 26670, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2184, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2283, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25114.42, + "sql_execution_elapsed_ms_total": 404.52, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f3740d491656ce1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3c1a8ae00a2e11c961d1d07568182335d6b78b19 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8195, "bytes_utf8": 8195, "lines": 242, "estimated_tokens": 2287}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 583, "bytes_utf8": 583, "lines": 1, "estimated_tokens": 160}, "usage": {"input_tokens": 25582, "cached_input_tokens": 24960, "output_tokens": 682, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9af5fda324e4cc368ffb38fb21aa880363c328fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_2f844b8e58a096a7", + "api_calls": 0, + "input_tokens": 25582, + "cached_input_tokens": 24960, + "output_tokens": 682, + "total_tokens": 26264, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2287, + "estimated_output_tokens": 160, + "estimated_total_tokens": 2447, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17817.64, + "sql_execution_elapsed_ms_total": 1090.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fb0042bc2af2e02922e6e55bcb27754f490bc996 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:18:28.411132+00:00", + "ended_at": "2026-05-26T00:18:46.229049+00:00", + "elapsed_ms": 17817.64, + "prompt_metrics": { + "chars": 8195, + "bytes_utf8": 8195, + "lines": 242, + "estimated_tokens": 2287 + }, + "stdout_metrics": { + "chars": 981, + "bytes_utf8": 981, + "lines": 4, + "estimated_tokens": 298 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 583, + "bytes_utf8": 583, + "lines": 1, + "estimated_tokens": 160 + }, + "usage": { + "input_tokens": 25582, + "cached_input_tokens": 24960, + "output_tokens": 682, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..39a17f6a562c754a73016bb752df5c49c47d0d66 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Response, measure_col=Vintage.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Response", + "measure_col": "Vintage", + "item_col": "id", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 64.16, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..00728e642e5effd89e4baf98cb57cb804ceb723d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a5-ade7-7883-97ce-a6001353a359"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Response\\\",\\n \\\"id\\\",\\n SUM(CAST(\\\"Vintage\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Vintage\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Vintage\\\" AS REAL))) OVER (PARTITION BY \\\"Response\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Response\\\", \\\"id\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiated the provided Within-Group Share of Total template with group_col=\\\"Response\\\", item_col=\\\"id\\\", and measure_col=\\\"Vintage\\\". \\\"Vintage\\\" is cast to REAL because the schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25582,"cached_input_tokens":24960,"output_tokens":682,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..73c9e1f1d5e8af34546ba3b4325415633c2fb31b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Response\",\n \"id\",\n SUM(CAST(\"Vintage\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Vintage\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Vintage\" AS REAL))) OVER (PARTITION BY \"Response\") AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Response\", \"id\"\nORDER BY \"share_within_group\" DESC;","notes":"Instantiated the provided Within-Group Share of Total template with group_col=\"Response\", item_col=\"id\", and measure_col=\"Vintage\". \"Vintage\" is cast to REAL because the schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2d09b12802d5b4f54a5d51c5beb15d647c4b91a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Response, measure_col=Vintage. +Result preview: [{"Response": "1", "id": "103181", "total_measure": 299.0, "share_within_group": 0.004153595228394254}, {"Response": "1", "id": "103280", "total_measure": 299.0, "share_within_group": 0.004153595228394254}, {"Response": "1", "id": "106965", "total_measure": 299.0, "share_within_group": 0.004153595228394254}, {"Response": "1", "id": "110123", "total_measure": 299.0, "share_within_group": 0.004153595228394254}, {"Response": "1", "id": "11339", "total_measure": 299.0, "share_within_group": 0.004153595228394254}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..dcfbfbccc37ec2eee8833a750ffb32ab6dfa53c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_2f844b8e58a096a7 +-- problem_id: v2p_m11_dc6c7d0090ab261a +-- realization_mode: agent +-- source_kind: agent +SELECT + "Response", + "id", + SUM(CAST("Vintage" AS REAL)) AS "total_measure", + SUM(CAST("Vintage" AS REAL)) * 100.0 / SUM(SUM(CAST("Vintage" AS REAL))) OVER (PARTITION BY "Response") AS "share_within_group" +FROM "m11" +GROUP BY "Response", "id" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2dc567e01db483f32a94093ff2a2267728563ac6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Response\",\n \"id\",\n SUM(CAST(\"Vintage\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Vintage\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Vintage\" AS REAL))) OVER (PARTITION BY \"Response\") AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Response\", \"id\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Response\\\",\\n \\\"id\\\",\\n SUM(CAST(\\\"Vintage\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Vintage\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Vintage\\\" AS REAL))) OVER (PARTITION BY \\\"Response\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Response\\\", \\\"id\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Response\", \"id\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Response\": \"1\", \"id\": \"103181\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"103280\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"106965\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"110123\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"11339\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"114314\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"114963\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"116441\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"117594\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"120279\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"123448\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"126012\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"128260\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"128772\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"129547\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"129703\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"129789\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"132355\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"132962\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"134228\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"134845\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"137304\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"137313\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"137589\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"138525\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"143026\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"143533\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"144725\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"150503\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"151342\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"153308\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"155895\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"15868\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"159597\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"162734\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"163728\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"164983\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"171981\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"173204\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"174189\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"174875\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"175459\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"177702\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"178177\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"179807\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"179932\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"180172\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"181130\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"18225\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"183289\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1090.22}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..107e5675d45e9fc3e3debfd1a21cc2f3704eba52 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:18:28.405433+00:00", + "ended_at": "2026-05-26T00:18:47.338182+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_2f844b8e58a096a7", + "problem_id": "v2p_m11_dc6c7d0090ab261a", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Response, measure_col=Vintage.", + "bindings": { + "group_col": "Response", + "measure_col": "Vintage", + "item_col": "id", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 64.16, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=29" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2f844b8e58a096a7.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_2f844b8e58a096a7", + "api_calls": 0, + "input_tokens": 25582, + "cached_input_tokens": 24960, + "output_tokens": 682, + "total_tokens": 26264, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2287, + "estimated_output_tokens": 160, + "estimated_total_tokens": 2447, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17817.64, + "sql_execution_elapsed_ms_total": 1090.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7a17af3bb6286966a945d83b2b59fc5705ca0635 --- /dev/null +++ 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\\\"Response\\\",\\n \\\"id\\\",\\n SUM(CAST(\\\"Vintage\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Vintage\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Vintage\\\" AS REAL))) OVER (PARTITION BY \\\"Response\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Response\\\", \\\"id\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiated the provided Within-Group Share of Total template with group_col=\\\"Response\\\", item_col=\\\"id\\\", and measure_col=\\\"Vintage\\\". \\\"Vintage\\\" is cast to REAL because the schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_2f844b8e58a096a7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5067b44bf2025139b76c4f761a22a278c2744b9c --- /dev/null +++ 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6efb50a0cce2c9bd74e26a30f5471e3572945d26 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7913, "bytes_utf8": 7913, "lines": 240, "estimated_tokens": 2190}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 467, "bytes_utf8": 467, "lines": 1, "estimated_tokens": 109}, "usage": {"input_tokens": 25485, "cached_input_tokens": 22912, "output_tokens": 533, "reasoning_output_tokens": 418}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5a13d72ee26abf56a44b08a030a6fe5d057dd939 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_328d636a6be4f4e9", + "api_calls": 0, + "input_tokens": 25485, + "cached_input_tokens": 22912, + "output_tokens": 533, + "total_tokens": 26018, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2190, + "estimated_output_tokens": 109, + "estimated_total_tokens": 2299, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13584.63, + "sql_execution_elapsed_ms_total": 474.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..69f31e48e3d46b2d394cc0bcc0757555dc6ae78f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:18:47.344879+00:00", + "ended_at": "2026-05-26T00:19:00.929717+00:00", + "elapsed_ms": 13584.63, + "prompt_metrics": { + "chars": 7913, + "bytes_utf8": 7913, + "lines": 240, + "estimated_tokens": 2190 + }, + "stdout_metrics": { + "chars": 829, + "bytes_utf8": 829, + "lines": 4, + "estimated_tokens": 228 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 467, + "bytes_utf8": 467, + "lines": 1, + "estimated_tokens": 109 + }, + "usage": { + "input_tokens": 25485, + "cached_input_tokens": 22912, + "output_tokens": 533, + "reasoning_output_tokens": 418 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..681103d3e64f664a1da5ba955ec7be6ecdba45fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Vehicle_Damage, measure_col=Policy_Sales_Channel.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Vehicle_Damage", + "measure_col": "Policy_Sales_Channel", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 140.48, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ae7f274179f2462dc556c393980a5b7f6beb8cb1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a5-f7e6-7b03-8cb1-c9aa1c462853"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Vehicle_Damage\\\",\\n AVG(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) OVER (PARTITION BY \\\"Vehicle_Damage\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the provided Window Partition Average template with group_col=\\\"Vehicle_Damage\\\" and measure_col=\\\"Policy_Sales_Channel\\\". Cast the measure to REAL because the schema stores numeric-looking values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25485,"cached_input_tokens":22912,"output_tokens":533,"reasoning_output_tokens":418}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..661b2f17bb3537c3bba390c7c12343792ff61cb4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Vehicle_Damage\",\n AVG(CAST(\"Policy_Sales_Channel\" AS REAL)) OVER (PARTITION BY \"Vehicle_Damage\") AS \"avg_measure\"\nFROM \"m11\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the provided Window Partition Average template with group_col=\"Vehicle_Damage\" and measure_col=\"Policy_Sales_Channel\". Cast the measure to REAL because the schema stores numeric-looking values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ee4acbdc6ee3193e7fe50b8915e53c3cf202a2e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Vehicle_Damage, measure_col=Policy_Sales_Channel. +Result preview: [{"Vehicle_Damage": "No", "avg_measure": 124.31560287446474}, {"Vehicle_Damage": "Yes", "avg_measure": 99.99023454756176}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6680e65e33e0a4fbc605ebca33e02807687ea39c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_328d636a6be4f4e9 +-- problem_id: v2p_m11_9dd4a9ad15d64673 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Vehicle_Damage", + AVG(CAST("Policy_Sales_Channel" AS REAL)) OVER (PARTITION BY "Vehicle_Damage") AS "avg_measure" +FROM "m11" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c9c4a44f50e08281cd9d54fb06c2db9e009437c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Vehicle_Damage\",\n AVG(CAST(\"Policy_Sales_Channel\" AS REAL)) OVER (PARTITION BY \"Vehicle_Damage\") AS \"avg_measure\"\nFROM \"m11\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Vehicle_Damage\\\",\\n AVG(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) OVER (PARTITION BY \\\"Vehicle_Damage\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Vehicle_Damage\", \"avg_measure\"], \"rows\": [{\"Vehicle_Damage\": \"No\", \"avg_measure\": 124.31560287446474}, {\"Vehicle_Damage\": \"Yes\", \"avg_measure\": 99.99023454756176}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 474.7}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d86329ef239274f86633b1e96541faa1378675cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:18:47.338661+00:00", + "ended_at": "2026-05-26T00:19:01.410445+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_328d636a6be4f4e9", + "problem_id": "v2p_m11_9dd4a9ad15d64673", + "dataset_id": "m11", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Vehicle_Damage, measure_col=Policy_Sales_Channel.", + "bindings": { + "group_col": "Vehicle_Damage", + "measure_col": "Policy_Sales_Channel", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 140.48, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=136" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_328d636a6be4f4e9.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_328d636a6be4f4e9", + "api_calls": 0, + "input_tokens": 25485, + "cached_input_tokens": 22912, + "output_tokens": 533, + "total_tokens": 26018, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2190, + "estimated_output_tokens": 109, + "estimated_total_tokens": 2299, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13584.63, + "sql_execution_elapsed_ms_total": 474.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e3eb73ed42331e09ae79b103c867a4ed581b7691 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:19:00.932651+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13584.63, "started_at": "2026-05-26T00:18:47.344879+00:00", "ended_at": "2026-05-26T00:19:00.929717+00:00", "prompt_metrics": {"chars": 7913, "bytes_utf8": 7913, "lines": 240, "estimated_tokens": 2190}, "response_metrics": {"chars": 467, "bytes_utf8": 467, "lines": 1, "estimated_tokens": 109}, "usage": {"input_tokens": 25485, "cached_input_tokens": 22912, "output_tokens": 533, "reasoning_output_tokens": 418}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Vehicle_Damage\\\",\\n AVG(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) OVER (PARTITION BY \\\"Vehicle_Damage\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the provided Window Partition Average template with group_col=\\\"Vehicle_Damage\\\" and measure_col=\\\"Policy_Sales_Channel\\\". Cast the measure to REAL because the schema stores numeric-looking values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ac492c0866adb6ea0d358235e6f1d8fda6f469d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_328d636a6be4f4e9", + "api_calls": 0, + "input_tokens": 25485, + "cached_input_tokens": 22912, + "output_tokens": 533, + "total_tokens": 26018, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2190, + "estimated_output_tokens": 109, + "estimated_total_tokens": 2299, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13584.63, + "sql_execution_elapsed_ms_total": 474.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_328d636a6be4f4e9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3214d3ed2324d5ca8286f976c52c737c2bd3d786 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8228, "bytes_utf8": 8228, "lines": 242, "estimated_tokens": 2296}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 735, "bytes_utf8": 735, "lines": 1, "estimated_tokens": 204}, "usage": {"input_tokens": 25591, "cached_input_tokens": 22912, "output_tokens": 2032, "reasoning_output_tokens": 1822}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3cd1dedf06fe6dda2159d6f1a572764bccabc027 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_3631dfa120c91f5f", + "api_calls": 0, + "input_tokens": 25591, + "cached_input_tokens": 22912, + "output_tokens": 2032, + "total_tokens": 27623, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2296, + "estimated_output_tokens": 204, + "estimated_total_tokens": 2500, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 42799.32, + "sql_execution_elapsed_ms_total": 234.87, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5d8ede2bca62fc85f95e046127df93b39849519f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:19:01.416565+00:00", + "ended_at": "2026-05-26T00:19:44.216483+00:00", + "elapsed_ms": 42799.32, + "prompt_metrics": { + "chars": 8228, + "bytes_utf8": 8228, + "lines": 242, + "estimated_tokens": 2296 + }, + "stdout_metrics": { + "chars": 1140, + "bytes_utf8": 1140, + "lines": 4, + "estimated_tokens": 344 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 735, + "bytes_utf8": 735, + "lines": 1, + "estimated_tokens": 204 + }, + "usage": { + "input_tokens": 25591, + "cached_input_tokens": 22912, + "output_tokens": 2032, + "reasoning_output_tokens": 1822 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4a3eeb1157d2823e72d2aae85aafe1b5c7118015 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Region_Code, measure_col=Annual_Premium.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Region_Code", + "measure_col": "Annual_Premium", + "item_col": "Policy_Sales_Channel", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 51539.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0223dd8c894cb5cde4f8e7e6e15a5302d9f29e7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a6-2f03-7893-beac-db06009a797c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Region_Code\\\",\\n \\\"Policy_Sales_Channel\\\",\\n SUM(CAST(\\\"Annual_Premium\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Annual_Premium\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"Annual_Premium\\\" AS REAL))) OVER (PARTITION BY \\\"Region_Code\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Region_Code\\\", \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"share_within_group\\\" DESC, \\\"Region_Code\\\", \\\"Policy_Sales_Channel\\\"\\nLIMIT 13;\",\"notes\":\"Uses the planned template with \\\"Region_Code\\\" as group_col and \\\"Policy_Sales_Channel\\\" as item_col; casts \\\"Annual_Premium\\\" to REAL because the schema stores numeric values as TEXT, and applies the bound top_k limit of 13.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25591,"cached_input_tokens":22912,"output_tokens":2032,"reasoning_output_tokens":1822}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4fe566e218d91cc68b62b646bc61f2a876af6b36 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Region_Code\",\n \"Policy_Sales_Channel\",\n SUM(CAST(\"Annual_Premium\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Annual_Premium\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\"Annual_Premium\" AS REAL))) OVER (PARTITION BY \"Region_Code\"), 0) AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Region_Code\", \"Policy_Sales_Channel\"\nORDER BY \"share_within_group\" DESC, \"Region_Code\", \"Policy_Sales_Channel\"\nLIMIT 13;","notes":"Uses the planned template with \"Region_Code\" as group_col and \"Policy_Sales_Channel\" as item_col; casts \"Annual_Premium\" to REAL because the schema stores numeric values as TEXT, and applies the bound top_k limit of 13."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..59052eed6041021cbe88c486f1cb857408aeace6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Region_Code, measure_col=Annual_Premium. +Result preview: [{"Region_Code": "10.0", "Policy_Sales_Channel": "152.0", "total_measure": 80262586.0, "share_within_group": 73.32369156941655}, {"Region_Code": "21.0", "Policy_Sales_Channel": "152.0", "total_measure": 77944119.0, "share_within_group": 72.48130657194119}, {"Region_Code": "6.0", "Policy_Sales_Channel": "152.0", "total_measure": 114242244.0, "share_within_group": 72.38428701813312}, {"Region_Code": "44.0", "Policy_Sales_Channel": "152.0", "total_measure": 13665075.0, "share_within_group": 69.19448541460156}, {"Region_Code": "30.0", "Policy_Sales_Channel": "152.0", "total_measure": 213684391.0, "share_within_group": 68.78234213302613}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a0ca24ff4fd7090822f7a30dbcc7332a7340a156 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_3631dfa120c91f5f +-- problem_id: v2p_m11_18d929e342c7e59f +-- realization_mode: agent +-- source_kind: agent +SELECT + "Region_Code", + "Policy_Sales_Channel", + SUM(CAST("Annual_Premium" AS REAL)) AS "total_measure", + SUM(CAST("Annual_Premium" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST("Annual_Premium" AS REAL))) OVER (PARTITION BY "Region_Code"), 0) AS "share_within_group" +FROM "m11" +GROUP BY "Region_Code", "Policy_Sales_Channel" +ORDER BY "share_within_group" DESC, "Region_Code", "Policy_Sales_Channel" +LIMIT 13; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..093c61d1c8b0f8fe90cb5ca4c7ccc1e219e61c7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Region_Code\",\n \"Policy_Sales_Channel\",\n SUM(CAST(\"Annual_Premium\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Annual_Premium\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\"Annual_Premium\" AS REAL))) OVER (PARTITION BY \"Region_Code\"), 0) AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Region_Code\", \"Policy_Sales_Channel\"\nORDER BY \"share_within_group\" DESC, \"Region_Code\", \"Policy_Sales_Channel\"\nLIMIT 13;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Region_Code\\\",\\n \\\"Policy_Sales_Channel\\\",\\n SUM(CAST(\\\"Annual_Premium\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Annual_Premium\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"Annual_Premium\\\" AS REAL))) OVER (PARTITION BY \\\"Region_Code\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Region_Code\\\", \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"share_within_group\\\" DESC, \\\"Region_Code\\\", \\\"Policy_Sales_Channel\\\"\\nLIMIT 13;\", \"columns\": [\"Region_Code\", \"Policy_Sales_Channel\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Region_Code\": \"10.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 80262586.0, \"share_within_group\": 73.32369156941655}, {\"Region_Code\": \"21.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 77944119.0, \"share_within_group\": 72.48130657194119}, {\"Region_Code\": \"6.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 114242244.0, \"share_within_group\": 72.38428701813312}, {\"Region_Code\": \"44.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 13665075.0, \"share_within_group\": 69.19448541460156}, {\"Region_Code\": \"30.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 213684391.0, \"share_within_group\": 68.78234213302613}, {\"Region_Code\": \"16.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 30515267.0, \"share_within_group\": 65.92989100716593}, {\"Region_Code\": \"32.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 43045414.0, \"share_within_group\": 64.08015955620186}, {\"Region_Code\": \"27.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 39812881.0, \"share_within_group\": 61.696672076551025}, {\"Region_Code\": \"25.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 38727422.0, \"share_within_group\": 60.22874668231899}, {\"Region_Code\": \"36.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 153482168.0, \"share_within_group\": 59.391835115611414}, {\"Region_Code\": \"2.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 63964367.0, \"share_within_group\": 58.76639206033886}, {\"Region_Code\": \"11.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 149233721.0, \"share_within_group\": 58.552777705824006}, {\"Region_Code\": \"15.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 227148136.0, \"share_within_group\": 57.616258280299796}], \"row_count_returned\": 13, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 234.87}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..22a6a548178f1b5bd7d57575eec38217d8d62109 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:19:01.410877+00:00", + "ended_at": "2026-05-26T00:19:44.457291+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_3631dfa120c91f5f", + "problem_id": "v2p_m11_18d929e342c7e59f", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Region_Code, measure_col=Annual_Premium.", + "bindings": { + "group_col": "Region_Code", + "measure_col": "Annual_Premium", + "item_col": "Policy_Sales_Channel", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 51539.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=1/2", + "binding_index=33" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 10, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_3631dfa120c91f5f.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_3631dfa120c91f5f", + "api_calls": 0, + "input_tokens": 25591, + "cached_input_tokens": 22912, + "output_tokens": 2032, + "total_tokens": 27623, + 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\\\"Region_Code\\\",\\n \\\"Policy_Sales_Channel\\\",\\n SUM(CAST(\\\"Annual_Premium\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Annual_Premium\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"Annual_Premium\\\" AS REAL))) OVER (PARTITION BY \\\"Region_Code\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Region_Code\\\", \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"share_within_group\\\" DESC, \\\"Region_Code\\\", \\\"Policy_Sales_Channel\\\"\\nLIMIT 13;\",\"notes\":\"Uses the planned template with \\\"Region_Code\\\" as group_col and \\\"Policy_Sales_Channel\\\" as item_col; casts \\\"Annual_Premium\\\" to REAL because the schema stores numeric values as TEXT, and applies the bound top_k limit of 13.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/usage_summary.json 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3631dfa120c91f5f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..79d295fd7e66295aeb5ae56a874f8759e5a9c969 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8224, "bytes_utf8": 8224, "lines": 242, "estimated_tokens": 2295}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 932, "bytes_utf8": 932, "lines": 1, "estimated_tokens": 250}, "usage": {"input_tokens": 25590, "cached_input_tokens": 22912, "output_tokens": 2259, "reasoning_output_tokens": 2003}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..328d985497358bb2c91322d2e78362bdbb4d2bb4 --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a58e38198bb214681600313df4471425b4d4a4a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:19:44.463271+00:00", + "ended_at": "2026-05-26T00:20:29.053229+00:00", + "elapsed_ms": 44589.34, + "prompt_metrics": { + "chars": 8224, + "bytes_utf8": 8224, + "lines": 242, + "estimated_tokens": 2295 + }, + "stdout_metrics": { + "chars": 1391, + "bytes_utf8": 1391, + "lines": 4, + "estimated_tokens": 428 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 932, + "bytes_utf8": 932, + "lines": 1, + "estimated_tokens": 250 + }, + "usage": { + "input_tokens": 25590, + "cached_input_tokens": 22912, + "output_tokens": 2259, + "reasoning_output_tokens": 2003 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..eb06f73f74e247b4734e8ddb4eb96558a3d211ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Vehicle_Damage, measure_col=Region_Code.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Vehicle_Damage", + "measure_col": "Region_Code", + "item_col": "Annual_Premium", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..485947d2d5c69afb9b2c33ca7365d8d04396b4ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a6-d6f2-7101-884f-772a76957c22"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"grouped\\\".\\\"Vehicle_Damage\\\", \\\"grouped\\\".\\\"Annual_Premium\\\", \\\"grouped\\\".\\\"total_measure\\\", \\\"grouped\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"grouped\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"grouped\\\".\\\"Vehicle_Damage\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT \\\"m11\\\".\\\"Vehicle_Damage\\\", \\\"m11\\\".\\\"Annual_Premium\\\", SUM(CAST(\\\"m11\\\".\\\"Region_Code\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"m11\\\".\\\"Vehicle_Damage\\\", \\\"m11\\\".\\\"Annual_Premium\\\"\\n) AS \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned template with \\\"Vehicle_Damage\\\" as the group column, \\\"Annual_Premium\\\" as the item column, and \\\"Region_Code\\\" as the measure. \\\"Region_Code\\\" is cast to REAL because the schema stores numeric-looking values as TEXT, and a grouped subquery is used so the within-group share calculation remains SQLite-compatible.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25590,"cached_input_tokens":22912,"output_tokens":2259,"reasoning_output_tokens":2003}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7caf4ec9850e8b3a45c27224d75a8fb08b47de50 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"grouped\".\"Vehicle_Damage\", \"grouped\".\"Annual_Premium\", \"grouped\".\"total_measure\", \"grouped\".\"total_measure\" * 100.0 / SUM(\"grouped\".\"total_measure\") OVER (PARTITION BY \"grouped\".\"Vehicle_Damage\") AS \"share_within_group\"\nFROM (\n SELECT \"m11\".\"Vehicle_Damage\", \"m11\".\"Annual_Premium\", SUM(CAST(\"m11\".\"Region_Code\" AS REAL)) AS \"total_measure\"\n FROM \"m11\"\n GROUP BY \"m11\".\"Vehicle_Damage\", \"m11\".\"Annual_Premium\"\n) AS \"grouped\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the planned template with \"Vehicle_Damage\" as the group column, \"Annual_Premium\" as the item column, and \"Region_Code\" as the measure. \"Region_Code\" is cast to REAL because the schema stores numeric-looking values as TEXT, and a grouped subquery is used so the within-group share calculation remains SQLite-compatible."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..dbdc02906f3526d32c9cc1844586d14990b8b2da --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Vehicle_Damage, measure_col=Region_Code. +Result preview: [{"Vehicle_Damage": "Yes", "Annual_Premium": "2630.0", "total_measure": 1003199.0, "share_within_group": 19.48440847611458}, {"Vehicle_Damage": "No", "Annual_Premium": "2630.0", "total_measure": 700742.0, "share_within_group": 14.276717835252027}, {"Vehicle_Damage": "Yes", "Annual_Premium": "69856.0", "total_measure": 2584.0, "share_within_group": 0.05018716276858338}, {"Vehicle_Damage": "No", "Annual_Premium": "69856.0", "total_measure": 1296.0, "share_within_group": 0.026404334711615157}, {"Vehicle_Damage": "Yes", "Annual_Premium": "43707.0", "total_measure": 913.0, "share_within_group": 0.01773253854787795}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d8fdf6119e440d6c44278e99f8611314e8d4eb5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_38445c7160e6e7e1 +-- problem_id: v2p_m11_c2fbf28d281dc1fc +-- realization_mode: agent +-- source_kind: agent +SELECT "grouped"."Vehicle_Damage", "grouped"."Annual_Premium", "grouped"."total_measure", "grouped"."total_measure" * 100.0 / SUM("grouped"."total_measure") OVER (PARTITION BY "grouped"."Vehicle_Damage") AS "share_within_group" +FROM ( + SELECT "m11"."Vehicle_Damage", "m11"."Annual_Premium", SUM(CAST("m11"."Region_Code" AS REAL)) AS "total_measure" + FROM "m11" + GROUP BY "m11"."Vehicle_Damage", "m11"."Annual_Premium" +) AS "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..34a5751aca9646304e2829600c116f61a82a847b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"grouped\".\"Vehicle_Damage\", \"grouped\".\"Annual_Premium\", \"grouped\".\"total_measure\", \"grouped\".\"total_measure\" * 100.0 / SUM(\"grouped\".\"total_measure\") OVER (PARTITION BY \"grouped\".\"Vehicle_Damage\") AS \"share_within_group\"\nFROM (\n SELECT \"m11\".\"Vehicle_Damage\", \"m11\".\"Annual_Premium\", SUM(CAST(\"m11\".\"Region_Code\" AS REAL)) AS \"total_measure\"\n FROM \"m11\"\n GROUP BY \"m11\".\"Vehicle_Damage\", \"m11\".\"Annual_Premium\"\n) AS \"grouped\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"grouped\\\".\\\"Vehicle_Damage\\\", \\\"grouped\\\".\\\"Annual_Premium\\\", \\\"grouped\\\".\\\"total_measure\\\", \\\"grouped\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"grouped\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"grouped\\\".\\\"Vehicle_Damage\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT \\\"m11\\\".\\\"Vehicle_Damage\\\", \\\"m11\\\".\\\"Annual_Premium\\\", SUM(CAST(\\\"m11\\\".\\\"Region_Code\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"m11\\\".\\\"Vehicle_Damage\\\", \\\"m11\\\".\\\"Annual_Premium\\\"\\n) AS \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Vehicle_Damage\", \"Annual_Premium\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"2630.0\", \"total_measure\": 1003199.0, \"share_within_group\": 19.48440847611458}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"2630.0\", \"total_measure\": 700742.0, \"share_within_group\": 14.276717835252027}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"69856.0\", \"total_measure\": 2584.0, \"share_within_group\": 0.05018716276858338}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"69856.0\", \"total_measure\": 1296.0, \"share_within_group\": 0.026404334711615157}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"43707.0\", \"total_measure\": 913.0, \"share_within_group\": 0.01773253854787795}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"33877.0\", \"total_measure\": 763.0, \"share_within_group\": 0.015545144587162319}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"45179.0\", \"total_measure\": 795.0, \"share_within_group\": 0.015440709907516946}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"28905.0\", \"total_measure\": 718.0, \"share_within_group\": 0.01462832740967568}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"39008.0\", \"total_measure\": 753.0, \"share_within_group\": 0.014624974289761334}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"33436.0\", \"total_measure\": 705.0, \"share_within_group\": 0.013692705012326348}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"24436.0\", \"total_measure\": 664.0, \"share_within_group\": 0.013528146796691716}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"38287.0\", \"total_measure\": 646.0, \"share_within_group\": 0.012546790692145844}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"42063.0\", \"total_measure\": 638.0, \"share_within_group\": 0.012391412479240015}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"31739.0\", \"total_measure\": 602.0, \"share_within_group\": 0.012264976463265683}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"31470.0\", \"total_measure\": 598.0, \"share_within_group\": 0.012183481603044648}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"33209.0\", \"total_measure\": 597.0, \"share_within_group\": 0.01216310788798939}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"43057.0\", \"total_measure\": 624.0, \"share_within_group\": 0.01211950060665481}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"42118.0\", \"total_measure\": 619.0, \"share_within_group\": 0.012022389223588666}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"55858.0\", \"total_measure\": 588.0, \"share_within_group\": 0.011979744452492062}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"35074.0\", \"total_measure\": 615.0, \"share_within_group\": 0.01194470011713575}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"29057.0\", \"total_measure\": 584.0, \"share_within_group\": 0.011898249592271027}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"28171.0\", \"total_measure\": 564.0, \"share_within_group\": 0.011490775291165855}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"49324.0\", \"total_measure\": 591.0, \"share_within_group\": 0.011478565478418258}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"44926.0\", \"total_measure\": 590.0, \"share_within_group\": 0.011459143201805029}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"31612.0\", \"total_measure\": 562.0, \"share_within_group\": 0.011450027861055338}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"30105.0\", \"total_measure\": 584.0, \"share_within_group\": 0.011342609542125655}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"31332.0\", \"total_measure\": 553.0, \"share_within_group\": 0.01126666442555801}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"32535.0\", \"total_measure\": 553.0, \"share_within_group\": 0.01126666442555801}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"30117.0\", \"total_measure\": 551.0, \"share_within_group\": 0.011225916995447493}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"40394.0\", \"total_measure\": 575.0, \"share_within_group\": 0.011167809052606595}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"31675.0\", \"total_measure\": 548.0, \"share_within_group\": 0.011164795850281718}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"28629.0\", \"total_measure\": 541.0, \"share_within_group\": 0.011022179844894908}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"31420.0\", \"total_measure\": 564.0, \"share_within_group\": 0.010954164009861078}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"70720.0\", \"total_measure\": 560.0, \"share_within_group\": 0.010876474903408163}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"28698.0\", \"total_measure\": 533.0, \"share_within_group\": 0.010859190124452838}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"32956.0\", \"total_measure\": 558.0, \"share_within_group\": 0.010837630350181706}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"27662.0\", \"total_measure\": 531.0, \"share_within_group\": 0.01081844269434232}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"43707.0\", \"total_measure\": 530.0, \"share_within_group\": 0.010798068979287062}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"38466.0\", \"total_measure\": 554.0, \"share_within_group\": 0.01075994124372879}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"50303.0\", \"total_measure\": 554.0, \"share_within_group\": 0.01075994124372879}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"36086.0\", \"total_measure\": 527.0, \"share_within_group\": 0.010736947834121286}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"40088.0\", \"total_measure\": 551.0, \"share_within_group\": 0.010701674413889103}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"31467.0\", \"total_measure\": 524.0, \"share_within_group\": 0.010675826688955512}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"35683.0\", \"total_measure\": 523.0, \"share_within_group\": 0.010655452973900253}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"35149.0\", \"total_measure\": 547.0, \"share_within_group\": 0.010623985307436188}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"29431.0\", \"total_measure\": 520.0, \"share_within_group\": 0.010594331828734477}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"32876.0\", \"total_measure\": 520.0, \"share_within_group\": 0.010594331828734477}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"34979.0\", \"total_measure\": 520.0, \"share_within_group\": 0.010594331828734477}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"37338.0\", \"total_measure\": 519.0, \"share_within_group\": 0.010573958113679218}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"33558.0\", \"total_measure\": 517.0, \"share_within_group\": 0.010533210683568701}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 387.97}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..dfaa5b8a95e9fe5c4cf3ab7ae04eb7f2db9d4d31 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:19:44.457784+00:00", + "ended_at": "2026-05-26T00:20:29.454430+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_38445c7160e6e7e1", + "problem_id": "v2p_m11_c2fbf28d281dc1fc", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Vehicle_Damage, measure_col=Region_Code.", + "bindings": { + "group_col": "Vehicle_Damage", + "measure_col": "Region_Code", + "item_col": "Annual_Premium", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_38445c7160e6e7e1.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_38445c7160e6e7e1", + "api_calls": 0, + "input_tokens": 25590, + "cached_input_tokens": 22912, + "output_tokens": 2259, + "total_tokens": 27849, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2295, + "estimated_output_tokens": 250, + "estimated_total_tokens": 2545, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44589.34, + "sql_execution_elapsed_ms_total": 387.97, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c7489ff2b5e5ff31741c106f322d7a737369e78d --- /dev/null +++ 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\\\"grouped\\\".\\\"Vehicle_Damage\\\", \\\"grouped\\\".\\\"Annual_Premium\\\", \\\"grouped\\\".\\\"total_measure\\\", \\\"grouped\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"grouped\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"grouped\\\".\\\"Vehicle_Damage\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT \\\"m11\\\".\\\"Vehicle_Damage\\\", \\\"m11\\\".\\\"Annual_Premium\\\", SUM(CAST(\\\"m11\\\".\\\"Region_Code\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"m11\\\".\\\"Vehicle_Damage\\\", \\\"m11\\\".\\\"Annual_Premium\\\"\\n) AS \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned template with \\\"Vehicle_Damage\\\" as the group column, \\\"Annual_Premium\\\" as the item column, and \\\"Region_Code\\\" as the measure. \\\"Region_Code\\\" is cast to REAL because the schema stores numeric-looking values as TEXT, and a grouped subquery is used so the within-group share calculation remains SQLite-compatible.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1c06d63f6a60da814b669b83af7ff410d4e36a68 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_38445c7160e6e7e1/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_38445c7160e6e7e1", + "api_calls": 0, + "input_tokens": 25590, + "cached_input_tokens": 22912, + "output_tokens": 2259, + "total_tokens": 27849, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2295, + "estimated_output_tokens": 250, + "estimated_total_tokens": 2545, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 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--disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:20:29.460881+00:00", + "ended_at": "2026-05-26T00:20:58.950706+00:00", + "elapsed_ms": 29489.4, + "prompt_metrics": { + "chars": 8207, + "bytes_utf8": 8207, + "lines": 242, + "estimated_tokens": 2293 + }, + "stdout_metrics": { + "chars": 1032, + "bytes_utf8": 1032, + "lines": 4, + "estimated_tokens": 312 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 645, + "bytes_utf8": 645, + "lines": 1, + "estimated_tokens": 178 + }, + "usage": { + "input_tokens": 25588, + "cached_input_tokens": 24960, + "output_tokens": 1455, + "reasoning_output_tokens": 1271 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c3ce88e1ea2fcc6ffb1efd498617cc9b6f72631a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Previously_Insured, measure_col=id.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Previously_Insured", + "measure_col": "id", + "item_col": "Age", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a692cbfebdb57e931d23f9d6aeeafe36d0c33c07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a7-86be-7182-aec4-6df6723ed137"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Previously_Insured\\\", \\\"Age\\\",\\n SUM(CAST(\\\"id\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"id\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"id\\\" AS REAL))) OVER (PARTITION BY \\\"Previously_Insured\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Previously_Insured\\\", \\\"Age\\\"\\nORDER BY share_within_group DESC\\nLIMIT 14;\",\"notes\":\"Uses the planned template with group_col=\\\"Previously_Insured\\\", item_col=\\\"Age\\\", and measure_col=\\\"id\\\". \\\"id\\\" is stored as TEXT, so it is cast to REAL for SQLite SUM; this yields share of summed id values within each Previously_Insured group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25588,"cached_input_tokens":24960,"output_tokens":1455,"reasoning_output_tokens":1271}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0af9dd5ad55167358af3690df73eddbbb0ae1e6b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Previously_Insured\", \"Age\",\n SUM(CAST(\"id\" AS REAL)) AS total_measure,\n SUM(CAST(\"id\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"id\" AS REAL))) OVER (PARTITION BY \"Previously_Insured\") AS share_within_group\nFROM \"m11\"\nGROUP BY \"Previously_Insured\", \"Age\"\nORDER BY share_within_group DESC\nLIMIT 14;","notes":"Uses the planned template with group_col=\"Previously_Insured\", item_col=\"Age\", and measure_col=\"id\". \"id\" is stored as TEXT, so it is cast to REAL for SQLite SUM; this yields share of summed id values within each Previously_Insured group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0e4f0c89fa050f5ffae5e6a124aac7cf1dd68a55 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:20:58.455823Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a7-86be-7182-aec4-6df6723ed137.1779754829502385000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ec0577025b8a78527df817aa5f22b9496aea85db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Previously_Insured, measure_col=id. +Result preview: [{"Previously_Insured": "1", "Age": "24", "total_measure": 3436086030.0, "share_within_group": 10.310040894642071}, {"Previously_Insured": "1", "Age": "23", "total_measure": 3118775248.0, "share_within_group": 9.357943912736513}, {"Previously_Insured": "1", "Age": "25", "total_measure": 2845594896.0, "share_within_group": 8.538261117794177}, {"Previously_Insured": "1", "Age": "22", "total_measure": 2491634351.0, "share_within_group": 7.476195831250755}, {"Previously_Insured": "1", "Age": "26", "total_measure": 1912609898.0, "share_within_group": 5.738822046861615}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d8316742183162b289d3e8b5b336405514ac743c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_3e4f6a0c94e28927 +-- problem_id: v2p_m11_5acd017c3e246da9 +-- realization_mode: agent +-- source_kind: agent +SELECT "Previously_Insured", "Age", + SUM(CAST("id" AS REAL)) AS total_measure, + SUM(CAST("id" AS REAL)) * 100.0 / SUM(SUM(CAST("id" AS REAL))) OVER (PARTITION BY "Previously_Insured") AS share_within_group +FROM "m11" +GROUP BY "Previously_Insured", "Age" +ORDER BY share_within_group DESC +LIMIT 14; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4153a54bb9df22e46692f0cf66bed5420d4f7164 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Previously_Insured\", \"Age\",\n SUM(CAST(\"id\" AS REAL)) AS total_measure,\n SUM(CAST(\"id\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"id\" AS REAL))) OVER (PARTITION BY \"Previously_Insured\") AS share_within_group\nFROM \"m11\"\nGROUP BY \"Previously_Insured\", \"Age\"\nORDER BY share_within_group DESC\nLIMIT 14;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Previously_Insured\\\", \\\"Age\\\",\\n SUM(CAST(\\\"id\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"id\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"id\\\" AS REAL))) OVER (PARTITION BY \\\"Previously_Insured\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Previously_Insured\\\", \\\"Age\\\"\\nORDER BY share_within_group DESC\\nLIMIT 14;\", \"columns\": [\"Previously_Insured\", \"Age\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Previously_Insured\": \"1\", \"Age\": \"24\", \"total_measure\": 3436086030.0, \"share_within_group\": 10.310040894642071}, {\"Previously_Insured\": \"1\", \"Age\": \"23\", \"total_measure\": 3118775248.0, \"share_within_group\": 9.357943912736513}, {\"Previously_Insured\": \"1\", \"Age\": \"25\", \"total_measure\": 2845594896.0, \"share_within_group\": 8.538261117794177}, {\"Previously_Insured\": \"1\", \"Age\": \"22\", \"total_measure\": 2491634351.0, \"share_within_group\": 7.476195831250755}, {\"Previously_Insured\": \"1\", \"Age\": \"26\", \"total_measure\": 1912609898.0, \"share_within_group\": 5.738822046861615}, {\"Previously_Insured\": \"1\", \"Age\": \"21\", \"total_measure\": 1650076902.0, \"share_within_group\": 4.951086844273307}, {\"Previously_Insured\": \"1\", \"Age\": \"27\", \"total_measure\": 1500768145.0, \"share_within_group\": 4.5030831047982005}, {\"Previously_Insured\": \"0\", \"Age\": \"23\", \"total_measure\": 1530496419.0, \"share_within_group\": 3.8949225402659233}, {\"Previously_Insured\": \"0\", \"Age\": \"24\", \"total_measure\": 1518127508.0, \"share_within_group\": 3.863445204119054}, {\"Previously_Insured\": \"0\", \"Age\": \"22\", \"total_measure\": 1496437028.0, \"share_within_group\": 3.8082456372253355}, {\"Previously_Insured\": \"0\", \"Age\": \"21\", \"total_measure\": 1466909853.0, \"share_within_group\": 3.7331026587575913}, {\"Previously_Insured\": \"1\", \"Age\": \"28\", \"total_measure\": 1164861872.0, \"share_within_group\": 3.495190001668648}, {\"Previously_Insured\": \"0\", \"Age\": \"43\", \"total_measure\": 1175651101.0, \"share_within_group\": 2.991885453587167}, {\"Previously_Insured\": \"0\", \"Age\": \"44\", \"total_measure\": 1154543423.0, \"share_within_group\": 2.9381690451106337}], \"row_count_returned\": 14, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 240.2}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e74aab1644711e84629425f58dc3f88973acc904 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:20:29.455158+00:00", + "ended_at": "2026-05-26T00:20:59.194779+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_3e4f6a0c94e28927", + "problem_id": "v2p_m11_5acd017c3e246da9", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Previously_Insured, measure_col=id.", + "bindings": { + "group_col": "Previously_Insured", + "measure_col": "id", + "item_col": "Age", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=24" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_3e4f6a0c94e28927.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_3e4f6a0c94e28927", + "api_calls": 0, + "input_tokens": 25588, + "cached_input_tokens": 24960, + "output_tokens": 1455, + "total_tokens": 27043, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2293, + "estimated_output_tokens": 178, + "estimated_total_tokens": 2471, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 29489.4, + "sql_execution_elapsed_ms_total": 240.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9f210d439004a4ee0ed2582c5553be273d2c4c45 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:20:58.953160+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 29489.4, "started_at": "2026-05-26T00:20:29.460881+00:00", "ended_at": "2026-05-26T00:20:58.950706+00:00", "prompt_metrics": {"chars": 8207, "bytes_utf8": 8207, "lines": 242, "estimated_tokens": 2293}, "response_metrics": {"chars": 645, "bytes_utf8": 645, "lines": 1, "estimated_tokens": 178}, "usage": {"input_tokens": 25588, "cached_input_tokens": 24960, "output_tokens": 1455, "reasoning_output_tokens": 1271}, "stderr_preview": "2026-05-26T00:20:58.455823Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a7-86be-7182-aec4-6df6723ed137.1779754829502385000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Previously_Insured\\\", \\\"Age\\\",\\n SUM(CAST(\\\"id\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"id\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"id\\\" AS REAL))) OVER (PARTITION BY \\\"Previously_Insured\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Previously_Insured\\\", \\\"Age\\\"\\nORDER BY share_within_group DESC\\nLIMIT 14;\",\"notes\":\"Uses the planned template with group_col=\\\"Previously_Insured\\\", item_col=\\\"Age\\\", and measure_col=\\\"id\\\". \\\"id\\\" is stored as TEXT, so it is cast to REAL for SQLite SUM; this yields share of summed id values within each Previously_Insured group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9586a1374e47c85c4273f16e9b4fbaf78148e5f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_3e4f6a0c94e28927", + "api_calls": 0, + "input_tokens": 25588, + "cached_input_tokens": 24960, + "output_tokens": 1455, + "total_tokens": 27043, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2293, + "estimated_output_tokens": 178, + "estimated_total_tokens": 2471, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 29489.4, + "sql_execution_elapsed_ms_total": 240.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3e4f6a0c94e28927/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..661b57226bbd6c67638396995cc82f0698a5a1af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8614, "bytes_utf8": 8614, "lines": 243, "estimated_tokens": 2384}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 704, "bytes_utf8": 704, "lines": 1, "estimated_tokens": 197}, "usage": {"input_tokens": 25679, "cached_input_tokens": 22912, "output_tokens": 1129, "reasoning_output_tokens": 926}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..21bdb789bb1772c47b9b0cc2296b006c6518a980 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_3fe0e7fd6cf67759", + "api_calls": 0, + "input_tokens": 25679, + "cached_input_tokens": 22912, + "output_tokens": 1129, + "total_tokens": 26808, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2384, + "estimated_output_tokens": 197, + "estimated_total_tokens": 2581, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26061.54, + "sql_execution_elapsed_ms_total": 156.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..970fbdf7193ca1821e5469fc03597ac70b68d41c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:20:59.201110+00:00", + "ended_at": "2026-05-26T00:21:25.263032+00:00", + "elapsed_ms": 26061.54, + "prompt_metrics": { + "chars": 8614, + "bytes_utf8": 8614, + "lines": 243, + "estimated_tokens": 2384 + }, + "stdout_metrics": { + "chars": 1104, + "bytes_utf8": 1104, + "lines": 4, + "estimated_tokens": 334 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 704, + "bytes_utf8": 704, + "lines": 1, + "estimated_tokens": 197 + }, + "usage": { + "input_tokens": 25679, + "cached_input_tokens": 22912, + "output_tokens": 1129, + "reasoning_output_tokens": 926 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..df5f2949f705753f61fee5b35ed0e8d78b3850a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Vintage, condition_col=Previously_Insured.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Vintage", + "condition_col": "Previously_Insured", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5a4127913dd7919613a9005a17793d53c470cf98 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a7-faef-7d03-b851-d5390910e106"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Vintage\\\",\\n SUM(CASE WHEN \\\"Previously_Insured\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Previously_Insured\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Vintage\\\"\\n)\\nSELECT\\n \\\"Vintage\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Computes the grouped ratio for each \\\"Vintage\\\" value as count(Previously_Insured='0') divided by count(Previously_Insured='1'), following the planned template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25679,"cached_input_tokens":22912,"output_tokens":1129,"reasoning_output_tokens":926}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8d264ab2f3a65ea535a6427192465bb9c2e5471a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT\n \"Vintage\",\n SUM(CASE WHEN \"Previously_Insured\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Previously_Insured\" = '1' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m11\"\n GROUP BY \"Vintage\"\n)\nSELECT\n \"Vintage\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Computes the grouped ratio for each \"Vintage\" value as count(Previously_Insured='0') divided by count(Previously_Insured='1'), following the planned template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8dcfbe82661021f109539b1b216037adc37fe868 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Vintage, condition_col=Previously_Insured. +Result preview: [{"Vintage": "252", "condition_ratio": 1.4258555133079849}, {"Vintage": "84", "condition_ratio": 1.392226148409894}, {"Vintage": "210", "condition_ratio": 1.3773234200743494}, {"Vintage": "295", "condition_ratio": 1.3611111111111112}, {"Vintage": "146", "condition_ratio": 1.35}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d0b69b1ae8906e6eaf140f290156c5f99ba4fbfa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/generated_sql.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m11_3fe0e7fd6cf67759 +-- problem_id: v2p_m11_4a4322e37cde06e0 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "Vintage", + SUM(CASE WHEN "Previously_Insured" = '0' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Previously_Insured" = '1' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m11" + GROUP BY "Vintage" +) +SELECT + "Vintage", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2d3cd3d837bac98a1441f70dc47090ef3ee78598 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT\n \"Vintage\",\n SUM(CASE WHEN \"Previously_Insured\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Previously_Insured\" = '1' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m11\"\n GROUP BY \"Vintage\"\n)\nSELECT\n \"Vintage\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Vintage\\\",\\n SUM(CASE WHEN \\\"Previously_Insured\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Previously_Insured\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Vintage\\\"\\n)\\nSELECT\\n \\\"Vintage\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"Vintage\", \"condition_ratio\"], \"rows\": [{\"Vintage\": \"252\", \"condition_ratio\": 1.4258555133079849}, {\"Vintage\": \"84\", \"condition_ratio\": 1.392226148409894}, {\"Vintage\": \"210\", \"condition_ratio\": 1.3773234200743494}, {\"Vintage\": \"295\", \"condition_ratio\": 1.3611111111111112}, {\"Vintage\": \"146\", \"condition_ratio\": 1.35}, {\"Vintage\": \"127\", \"condition_ratio\": 1.3499079189686924}, {\"Vintage\": \"11\", \"condition_ratio\": 1.3333333333333333}, {\"Vintage\": \"12\", \"condition_ratio\": 1.3277777777777777}, {\"Vintage\": \"289\", \"condition_ratio\": 1.3212341197822142}, {\"Vintage\": \"108\", \"condition_ratio\": 1.3155963302752294}, {\"Vintage\": \"21\", \"condition_ratio\": 1.3130434782608695}, {\"Vintage\": \"35\", \"condition_ratio\": 1.3117338003502628}, {\"Vintage\": \"283\", \"condition_ratio\": 1.3074204946996466}, {\"Vintage\": \"220\", \"condition_ratio\": 1.3030852994555353}, {\"Vintage\": \"188\", \"condition_ratio\": 1.3028673835125448}, {\"Vintage\": \"249\", \"condition_ratio\": 1.2986577181208054}, {\"Vintage\": \"20\", \"condition_ratio\": 1.2972027972027973}, {\"Vintage\": \"189\", \"condition_ratio\": 1.2969283276450512}, {\"Vintage\": \"165\", \"condition_ratio\": 1.2951096121416525}, {\"Vintage\": \"132\", \"condition_ratio\": 1.2946428571428572}, {\"Vintage\": \"53\", \"condition_ratio\": 1.2937062937062938}, {\"Vintage\": \"64\", \"condition_ratio\": 1.2920962199312716}, {\"Vintage\": \"118\", \"condition_ratio\": 1.2893772893772895}, {\"Vintage\": \"120\", \"condition_ratio\": 1.2867132867132867}, {\"Vintage\": \"114\", \"condition_ratio\": 1.2844827586206897}, {\"Vintage\": \"72\", \"condition_ratio\": 1.2839059674502713}, {\"Vintage\": \"45\", \"condition_ratio\": 1.2814159292035399}, {\"Vintage\": \"27\", \"condition_ratio\": 1.2805280528052805}, {\"Vintage\": \"131\", \"condition_ratio\": 1.277504105090312}, {\"Vintage\": \"183\", \"condition_ratio\": 1.2762923351158646}, {\"Vintage\": \"102\", \"condition_ratio\": 1.2760942760942762}, {\"Vintage\": \"149\", \"condition_ratio\": 1.272887323943662}, {\"Vintage\": \"48\", \"condition_ratio\": 1.2672727272727273}, {\"Vintage\": \"73\", \"condition_ratio\": 1.2668810289389068}, {\"Vintage\": \"242\", \"condition_ratio\": 1.2656514382402708}, {\"Vintage\": \"19\", \"condition_ratio\": 1.2654545454545454}, {\"Vintage\": \"292\", \"condition_ratio\": 1.2641196013289036}, {\"Vintage\": \"29\", \"condition_ratio\": 1.2636986301369864}, {\"Vintage\": \"76\", \"condition_ratio\": 1.263681592039801}, {\"Vintage\": \"52\", \"condition_ratio\": 1.2634315424610052}, {\"Vintage\": \"159\", \"condition_ratio\": 1.2626970227670753}, {\"Vintage\": \"34\", \"condition_ratio\": 1.2615894039735098}, {\"Vintage\": \"152\", \"condition_ratio\": 1.2603448275862068}, {\"Vintage\": \"47\", \"condition_ratio\": 1.2603448275862068}, {\"Vintage\": \"194\", \"condition_ratio\": 1.2600671140939597}, {\"Vintage\": \"135\", \"condition_ratio\": 1.2580101180438448}, {\"Vintage\": \"83\", \"condition_ratio\": 1.2574750830564785}, {\"Vintage\": \"46\", \"condition_ratio\": 1.256896551724138}, {\"Vintage\": \"181\", \"condition_ratio\": 1.2558983666061705}, {\"Vintage\": \"186\", \"condition_ratio\": 1.2521008403361344}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 156.86}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e7bd9fa2e2c147ef2cf39c2eb375f88c29601b7d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:20:59.195660+00:00", + "ended_at": "2026-05-26T00:21:25.425314+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_3fe0e7fd6cf67759", + "problem_id": "v2p_m11_4a4322e37cde06e0", + "dataset_id": "m11", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Vintage, condition_col=Previously_Insured.", + "bindings": { + "group_col": "Vintage", + "condition_col": "Previously_Insured", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=38" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_3fe0e7fd6cf67759.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_3fe0e7fd6cf67759", + "api_calls": 0, + "input_tokens": 25679, + "cached_input_tokens": 22912, + "output_tokens": 1129, + "total_tokens": 26808, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2384, + "estimated_output_tokens": 197, + "estimated_total_tokens": 2581, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26061.54, + "sql_execution_elapsed_ms_total": 156.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7a3e82f92cbd3dee2e42c82a1cf6d94aeb48f5e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:21:25.265916+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 26061.54, "started_at": "2026-05-26T00:20:59.201110+00:00", "ended_at": "2026-05-26T00:21:25.263032+00:00", "prompt_metrics": {"chars": 8614, "bytes_utf8": 8614, "lines": 243, "estimated_tokens": 2384}, "response_metrics": {"chars": 704, "bytes_utf8": 704, "lines": 1, "estimated_tokens": 197}, "usage": {"input_tokens": 25679, "cached_input_tokens": 22912, "output_tokens": 1129, "reasoning_output_tokens": 926}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Vintage\\\",\\n SUM(CASE WHEN \\\"Previously_Insured\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Previously_Insured\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Vintage\\\"\\n)\\nSELECT\\n \\\"Vintage\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Computes the grouped ratio for each \\\"Vintage\\\" value as count(Previously_Insured='0') divided by count(Previously_Insured='1'), following the planned template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f7a289ba168d1fe0551ce18918b989ec87ed1d55 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_3fe0e7fd6cf67759", + "api_calls": 0, + "input_tokens": 25679, + "cached_input_tokens": 22912, + "output_tokens": 1129, + "total_tokens": 26808, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2384, + "estimated_output_tokens": 197, + "estimated_total_tokens": 2581, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26061.54, + "sql_execution_elapsed_ms_total": 156.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_3fe0e7fd6cf67759/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d1d3e57977e798bd72af64f014a442694f4b4169 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8202, "bytes_utf8": 8202, "lines": 242, "estimated_tokens": 2292}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 610, "bytes_utf8": 610, "lines": 1, "estimated_tokens": 173}, "usage": {"input_tokens": 25587, "cached_input_tokens": 24960, "output_tokens": 1634, "reasoning_output_tokens": 1455}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4b3af66623330d27339623f054a41d5c379f71be --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..10522aaaca2c4101e80c71537fe1c6848f708fb3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:21:25.431776+00:00", + "ended_at": "2026-05-26T00:22:00.398075+00:00", + "elapsed_ms": 34965.8, + "prompt_metrics": { + "chars": 8202, + "bytes_utf8": 8202, + "lines": 242, + "estimated_tokens": 2292 + }, + "stdout_metrics": { + "chars": 1010, + "bytes_utf8": 1010, + "lines": 4, + "estimated_tokens": 312 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 610, + "bytes_utf8": 610, + "lines": 1, + "estimated_tokens": 173 + }, + "usage": { + "input_tokens": 25587, + "cached_input_tokens": 24960, + "output_tokens": 1634, + "reasoning_output_tokens": 1455 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c6dc1b19b205c5847f547b719624ecae1d1c444f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Vehicle_Age, measure_col=Age.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Vehicle_Age", + "measure_col": "Age", + "item_col": "Region_Code", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 46.84, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1a052446a199a8dce5016b7432f4c3115cc797fb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a8-616b-7f30-833e-6578733708f6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Vehicle_Age\\\",\\n \\\"Region_Code\\\",\\n SUM(CAST(\\\"Age\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Age\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Age\\\" AS REAL))) OVER (PARTITION BY \\\"Vehicle_Age\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vehicle_Age\\\", \\\"Region_Code\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with \\\"Vehicle_Age\\\" as the group, \\\"Region_Code\\\" as the item, and \\\"Age\\\" as the measure. Cast \\\"Age\\\" from TEXT to REAL for SQLite-compatible aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25587,"cached_input_tokens":24960,"output_tokens":1634,"reasoning_output_tokens":1455}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..741e280adcc1774f7027eddf161ffe850b11111c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Vehicle_Age\",\n \"Region_Code\",\n SUM(CAST(\"Age\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Age\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Age\" AS REAL))) OVER (PARTITION BY \"Vehicle_Age\") AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Vehicle_Age\", \"Region_Code\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the provided Within-Group Share of Total template with \"Vehicle_Age\" as the group, \"Region_Code\" as the item, and \"Age\" as the measure. Cast \"Age\" from TEXT to REAL for SQLite-compatible aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..25ead4c20a60a91527a073a0b4a8878821d58269 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Vehicle_Age, measure_col=Age. +Result preview: [{"Vehicle_Age": "> 2 Years", "Region_Code": "28.0", "total_measure": 529890.0, "share_within_group": 60.00095115588086}, {"Vehicle_Age": "1-2 Year", "Region_Code": "28.0", "total_measure": 3909027.0, "share_within_group": 39.79786813588236}, {"Vehicle_Age": "< 1 Year", "Region_Code": "28.0", "total_measure": 483506.0, "share_within_group": 11.820801320588378}, {"Vehicle_Age": "< 1 Year", "Region_Code": "8.0", "total_measure": 371263.0, "share_within_group": 9.076673631114408}, {"Vehicle_Age": "1-2 Year", "Region_Code": "8.0", "total_measure": 876734.0, "share_within_group": 8.926043264025724}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5af639ba160eec52de9e1c718e1b3cabeb5129ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_4324d6d63aa4e8ce +-- problem_id: v2p_m11_bd1e8c498eea9612 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Vehicle_Age", + "Region_Code", + SUM(CAST("Age" AS REAL)) AS "total_measure", + SUM(CAST("Age" AS REAL)) * 100.0 / SUM(SUM(CAST("Age" AS REAL))) OVER (PARTITION BY "Vehicle_Age") AS "share_within_group" +FROM "m11" +GROUP BY "Vehicle_Age", "Region_Code" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5b8004de1052308bc6ad9484392fac581f198688 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Vehicle_Age\",\n \"Region_Code\",\n SUM(CAST(\"Age\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Age\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Age\" AS REAL))) OVER (PARTITION BY \"Vehicle_Age\") AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Vehicle_Age\", \"Region_Code\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Vehicle_Age\\\",\\n \\\"Region_Code\\\",\\n SUM(CAST(\\\"Age\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Age\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Age\\\" AS REAL))) OVER (PARTITION BY \\\"Vehicle_Age\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vehicle_Age\\\", \\\"Region_Code\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Vehicle_Age\", \"Region_Code\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Vehicle_Age\": \"> 2 Years\", \"Region_Code\": \"28.0\", \"total_measure\": 529890.0, \"share_within_group\": 60.00095115588086}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"28.0\", \"total_measure\": 3909027.0, \"share_within_group\": 39.79786813588236}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"28.0\", \"total_measure\": 483506.0, \"share_within_group\": 11.820801320588378}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"8.0\", \"total_measure\": 371263.0, \"share_within_group\": 9.076673631114408}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"8.0\", \"total_measure\": 876734.0, \"share_within_group\": 8.926043264025724}, {\"Vehicle_Age\": \"> 2 Years\", \"Region_Code\": \"8.0\", \"total_measure\": 58963.0, \"share_within_group\": 6.676548119428944}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"41.0\", \"total_measure\": 242076.0, \"share_within_group\": 5.918297395446493}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"46.0\", \"total_measure\": 227579.0, \"share_within_group\": 5.563873341257777}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"15.0\", \"total_measure\": 212803.0, \"share_within_group\": 5.202628268160413}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"30.0\", \"total_measure\": 204737.0, \"share_within_group\": 5.005429922220826}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"46.0\", \"total_measure\": 478076.0, \"share_within_group\": 4.86729961367115}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"41.0\", \"total_measure\": 401105.0, \"share_within_group\": 4.083656597573538}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"36.0\", \"total_measure\": 146022.0, \"share_within_group\": 3.5699599393491623}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"29.0\", \"total_measure\": 141273.0, \"share_within_group\": 3.453855929323487}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"11.0\", \"total_measure\": 136172.0, \"share_within_group\": 3.329146189348551}, {\"Vehicle_Age\": \"> 2 Years\", \"Region_Code\": \"46.0\", \"total_measure\": 28057.0, \"share_within_group\": 3.176973874918472}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"50.0\", \"total_measure\": 127047.0, \"share_within_group\": 3.1060573092718426}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"6.0\", \"total_measure\": 117050.0, \"share_within_group\": 2.8616496890935577}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"3.0\", \"total_measure\": 111004.0, \"share_within_group\": 2.713836497976431}, {\"Vehicle_Age\": \"> 2 Years\", \"Region_Code\": \"41.0\", \"total_measure\": 22527.0, \"share_within_group\": 2.550796253351692}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"29.0\", \"total_measure\": 247252.0, \"share_within_group\": 2.51727667584112}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"50.0\", \"total_measure\": 245977.0, \"share_within_group\": 2.5042958798851824}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"47.0\", \"total_measure\": 101737.0, \"share_within_group\": 2.4872759882042823}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"33.0\", \"total_measure\": 91802.0, \"share_within_group\": 2.2443841500056965}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"3.0\", \"total_measure\": 219512.0, \"share_within_group\": 2.2348552799056667}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"37.0\", \"total_measure\": 90705.0, \"share_within_group\": 2.2175645882035977}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"35.0\", \"total_measure\": 89102.0, \"share_within_group\": 2.1783742895994376}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"15.0\", \"total_measure\": 211254.0, \"share_within_group\": 2.150780446176937}, {\"Vehicle_Age\": \"> 2 Years\", \"Region_Code\": \"48.0\", \"total_measure\": 18699.0, \"share_within_group\": 2.1173409305022104}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"48.0\", \"total_measure\": 205199.0, \"share_within_group\": 2.089134391656779}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"10.0\", \"total_measure\": 81982.0, \"share_within_group\": 2.004303842898488}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"21.0\", \"total_measure\": 78433.0, \"share_within_group\": 1.9175375486089277}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"33.0\", \"total_measure\": 186039.0, \"share_within_group\": 1.8940661167424575}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"45.0\", \"total_measure\": 74626.0, \"share_within_group\": 1.8244636454361027}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"30.0\", \"total_measure\": 176748.0, \"share_within_group\": 1.7994742930353091}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"11.0\", \"total_measure\": 173004.0, \"share_within_group\": 1.7613565674988154}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"14.0\", \"total_measure\": 70663.0, \"share_within_group\": 1.7275758392175826}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"2.0\", \"total_measure\": 68603.0, \"share_within_group\": 1.6772127605372518}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"18.0\", \"total_measure\": 66183.0, \"share_within_group\": 1.6180483671360864}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"13.0\", \"total_measure\": 65625.0, \"share_within_group\": 1.604406329318793}, {\"Vehicle_Age\": \"> 2 Years\", \"Region_Code\": \"50.0\", \"total_measure\": 14016.0, \"share_within_group\": 1.5870715269222408}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"35.0\", \"total_measure\": 154351.0, \"share_within_group\": 1.5714500679175607}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"47.0\", \"total_measure\": 146744.0, \"share_within_group\": 1.4940030758886857}, {\"Vehicle_Age\": \"> 2 Years\", \"Region_Code\": \"29.0\", \"total_measure\": 11848.0, \"share_within_group\": 1.3415827233857527}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"39.0\", \"total_measure\": 130439.0, \"share_within_group\": 1.3280016028992276}, {\"Vehicle_Age\": \"> 2 Years\", \"Region_Code\": \"33.0\", \"total_measure\": 11510.0, \"share_within_group\": 1.303310022465396}, {\"Vehicle_Age\": \"1-2 Year\", \"Region_Code\": \"36.0\", \"total_measure\": 124093.0, \"share_within_group\": 1.2633928725961856}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"27.0\", \"total_measure\": 51087.0, \"share_within_group\": 1.248979903175759}, {\"Vehicle_Age\": \"> 2 Years\", \"Region_Code\": \"47.0\", \"total_measure\": 11021.0, \"share_within_group\": 1.2479391622581346}, {\"Vehicle_Age\": \"< 1 Year\", \"Region_Code\": \"32.0\", \"total_measure\": 50865.0, \"share_within_group\": 1.2435524257645776}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 280.47}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..747f60b74d6fe8d13a29afad25d559e8f164bbe7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:21:25.425755+00:00", + "ended_at": "2026-05-26T00:22:00.686542+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_4324d6d63aa4e8ce", + "problem_id": "v2p_m11_bd1e8c498eea9612", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Vehicle_Age, measure_col=Age.", + "bindings": { + "group_col": "Vehicle_Age", + "measure_col": "Age", + "item_col": "Region_Code", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 46.84, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=25" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_4324d6d63aa4e8ce.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_4324d6d63aa4e8ce", + "api_calls": 0, + "input_tokens": 25587, + "cached_input_tokens": 24960, + "output_tokens": 1634, + "total_tokens": 27221, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2292, + "estimated_output_tokens": 173, + "estimated_total_tokens": 2465, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34965.8, + "sql_execution_elapsed_ms_total": 280.47, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1e639e05e16d6a46d28f6247e82da55cfa027809 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:22:00.400965+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 34965.8, "started_at": "2026-05-26T00:21:25.431776+00:00", "ended_at": "2026-05-26T00:22:00.398075+00:00", "prompt_metrics": {"chars": 8202, "bytes_utf8": 8202, "lines": 242, "estimated_tokens": 2292}, "response_metrics": {"chars": 610, "bytes_utf8": 610, "lines": 1, "estimated_tokens": 173}, "usage": {"input_tokens": 25587, "cached_input_tokens": 24960, "output_tokens": 1634, "reasoning_output_tokens": 1455}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Vehicle_Age\\\",\\n \\\"Region_Code\\\",\\n SUM(CAST(\\\"Age\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Age\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Age\\\" AS REAL))) OVER (PARTITION BY \\\"Vehicle_Age\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vehicle_Age\\\", \\\"Region_Code\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with \\\"Vehicle_Age\\\" as the group, \\\"Region_Code\\\" as the item, and \\\"Age\\\" as the measure. Cast \\\"Age\\\" from TEXT to REAL for SQLite-compatible aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3115b51577bc456ea9de7b96aefe1e91a507ff56 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_4324d6d63aa4e8ce", + "api_calls": 0, + "input_tokens": 25587, + "cached_input_tokens": 24960, + "output_tokens": 1634, + "total_tokens": 27221, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2292, + "estimated_output_tokens": 173, + "estimated_total_tokens": 2465, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34965.8, + "sql_execution_elapsed_ms_total": 280.47, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4324d6d63aa4e8ce/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fc48b057386ea8fcf2cdac8eb66f66820499372c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7718, "bytes_utf8": 7718, "lines": 238, "estimated_tokens": 2149}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 297, "bytes_utf8": 297, "lines": 1, "estimated_tokens": 69}, "usage": {"input_tokens": 25444, "cached_input_tokens": 24960, "output_tokens": 223, "reasoning_output_tokens": 148}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f1ba67a28933c4961be8c7df157209ca69dbfa35 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_44c253be72a504b5", + "api_calls": 0, + "input_tokens": 25444, + "cached_input_tokens": 24960, + "output_tokens": 223, + "total_tokens": 25667, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2149, + "estimated_output_tokens": 69, + "estimated_total_tokens": 2218, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 8018.0, + "sql_execution_elapsed_ms_total": 70.34, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5ff18ea48c8027c9f36a7afd4173e1da86c1adb0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:22:00.693211+00:00", + "ended_at": "2026-05-26T00:22:08.711357+00:00", + "elapsed_ms": 8018.0, + "prompt_metrics": { + "chars": 7718, + "bytes_utf8": 7718, + "lines": 238, + "estimated_tokens": 2149 + }, + "stdout_metrics": { + "chars": 643, + "bytes_utf8": 643, + "lines": 4, + "estimated_tokens": 176 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 297, + "bytes_utf8": 297, + "lines": 1, + "estimated_tokens": 69 + }, + "usage": { + "input_tokens": 25444, + "cached_input_tokens": 24960, + "output_tokens": 223, + "reasoning_output_tokens": 148 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d43e93fd6fb2f8d0ff2cba5c7644ed8e63f54f5c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,238 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Driving_License.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Driving_License", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5a34d25e0d4271466e61a3458e7b2552a446f054 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a8-eb1e-7940-b897-7e7aadbc7f18"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Driving_License\\\", COUNT(*) AS row_count\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Driving_License\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the planned grouped-count template with group_col=\\\"Driving_License\\\" to measure subgroup size distribution.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25444,"cached_input_tokens":24960,"output_tokens":223,"reasoning_output_tokens":148}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fd7e16c3f12a5bbcd3507e0101428c25f8d7bb23 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"Driving_License\", COUNT(*) AS row_count\nFROM \"m11\"\nGROUP BY \"Driving_License\"\nORDER BY row_count DESC;","notes":"Uses the planned grouped-count template with group_col=\"Driving_License\" to measure subgroup size distribution."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..5644af2b3f89599a890f170313ebd9582c60995c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Driving_License. +Result preview: [{"Driving_License": "1", "row_count": 380297}, {"Driving_License": "0", "row_count": 812}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..8e6ec50abdf92afcf4afae3618b2f1be729bd0cd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m11_44c253be72a504b5 +-- problem_id: v2p_m11_0b66f367370a337b +-- realization_mode: agent +-- source_kind: agent +SELECT "Driving_License", COUNT(*) AS row_count +FROM "m11" +GROUP BY "Driving_License" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bfb29e553c9cc18fa371834acc0974130560650c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"Driving_License\", COUNT(*) AS row_count\nFROM \"m11\"\nGROUP BY \"Driving_License\"\nORDER BY row_count DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Driving_License\\\", COUNT(*) AS row_count\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Driving_License\\\"\\nORDER BY row_count DESC;\", \"columns\": [\"Driving_License\", \"row_count\"], \"rows\": [{\"Driving_License\": \"1\", \"row_count\": 380297}, {\"Driving_License\": \"0\", \"row_count\": 812}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 70.34}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..cb3589e9ed49cff7d9f5a56b3da3320e25985cd3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:22:00.687585+00:00", + "ended_at": "2026-05-26T00:22:08.785225+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_44c253be72a504b5", + "problem_id": "v2p_m11_0b66f367370a337b", + "dataset_id": "m11", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Driving_License.", + "bindings": { + "group_col": "Driving_License", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=12" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_44c253be72a504b5.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_44c253be72a504b5", + "api_calls": 0, + "input_tokens": 25444, + "cached_input_tokens": 24960, + "output_tokens": 223, + "total_tokens": 25667, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2149, + "estimated_output_tokens": 69, + "estimated_total_tokens": 2218, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 8018.0, + "sql_execution_elapsed_ms_total": 70.34, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3345dd8ad531c00f5de331275974e263f02f22da --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:22:08.713567+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 8018.0, "started_at": "2026-05-26T00:22:00.693211+00:00", "ended_at": "2026-05-26T00:22:08.711357+00:00", "prompt_metrics": {"chars": 7718, "bytes_utf8": 7718, "lines": 238, "estimated_tokens": 2149}, "response_metrics": {"chars": 297, "bytes_utf8": 297, "lines": 1, "estimated_tokens": 69}, "usage": {"input_tokens": 25444, "cached_input_tokens": 24960, "output_tokens": 223, "reasoning_output_tokens": 148}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Driving_License\\\", COUNT(*) AS row_count\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Driving_License\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the planned grouped-count template with group_col=\\\"Driving_License\\\" to measure subgroup size distribution.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..33eb602405606c9fbf374f138195885b16162ea6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_44c253be72a504b5", + "api_calls": 0, + "input_tokens": 25444, + "cached_input_tokens": 24960, + "output_tokens": 223, + "total_tokens": 25667, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2149, + "estimated_output_tokens": 69, + "estimated_total_tokens": 2218, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 8018.0, + "sql_execution_elapsed_ms_total": 70.34, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_44c253be72a504b5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0ca8119332d5a65665623db36b4df73481219842 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8062, "bytes_utf8": 8062, "lines": 243, "estimated_tokens": 2235}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 446, "bytes_utf8": 446, "lines": 1, "estimated_tokens": 113}, "usage": {"input_tokens": 25530, "cached_input_tokens": 24960, "output_tokens": 306, "reasoning_output_tokens": 187}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f827ec654719065373f79974a5614fada7626054 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_4f2c43679a0ef482", + "api_calls": 0, + "input_tokens": 25530, + "cached_input_tokens": 24960, + "output_tokens": 306, + "total_tokens": 25836, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2235, + "estimated_output_tokens": 113, + "estimated_total_tokens": 2348, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9297.77, + "sql_execution_elapsed_ms_total": 129.69, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fb4b449710bfb3d0345413e7b398b13118ae2c3f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:22:08.791150+00:00", + "ended_at": "2026-05-26T00:22:18.089085+00:00", + "elapsed_ms": 9297.77, + "prompt_metrics": { + "chars": 8062, + "bytes_utf8": 8062, + "lines": 243, + "estimated_tokens": 2235 + }, + "stdout_metrics": { + "chars": 809, + "bytes_utf8": 809, + "lines": 4, + "estimated_tokens": 231 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 446, + "bytes_utf8": 446, + "lines": 1, + "estimated_tokens": 113 + }, + "usage": { + "input_tokens": 25530, + "cached_input_tokens": 24960, + "output_tokens": 306, + "reasoning_output_tokens": 187 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ecad3c0145b629229abfdf5271da6cb48040e38c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Vehicle_Damage, condition_col=Gender.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Vehicle_Damage", + "condition_col": "Gender", + "condition_value": "Female", + "positive_value": "Male", + "negative_value": "Female", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fdc75001fcb0c046cfe00ff157d5bbee38f16620 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a9-0ac0-7071-87b4-48fff6163bd0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"Vehicle_Damage\\\",\\n AVG(CASE WHEN \\\"Gender\\\" = 'Female' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vehicle_Damage\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template with group_col=\\\"Vehicle_Damage\\\" and condition_col=\\\"Gender\\\", measuring the share of rows where Gender = 'Female' within each Vehicle_Damage group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25530,"cached_input_tokens":24960,"output_tokens":306,"reasoning_output_tokens":187}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9d320942d90809b9ab500ccb1dba2c1c9435fe51 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"Vehicle_Damage\",\n AVG(CASE WHEN \"Gender\" = 'Female' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Vehicle_Damage\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the Grouped Condition Rate template with group_col=\"Vehicle_Damage\" and condition_col=\"Gender\", measuring the share of rows where Gender = 'Female' within each Vehicle_Damage group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8498164b6406a0ae4f0e36273dd83607e25ee9f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Vehicle_Damage, condition_col=Gender. +Result preview: [{"Vehicle_Damage": "No", "condition_rate": 0.5053366261076017}, {"Vehicle_Damage": "Yes", "condition_rate": 0.41403127647300336}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f552e338efdf1b19d3690d8c95ba8ab9deed2ec4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_4f2c43679a0ef482 +-- problem_id: v2p_m11_cd44ea4ef348ee62 +-- realization_mode: agent +-- source_kind: agent +SELECT "Vehicle_Damage", + AVG(CASE WHEN "Gender" = 'Female' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Vehicle_Damage" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ea3a18994df82a1955a96fbf4a2c4265256a51bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"Vehicle_Damage\",\n AVG(CASE WHEN \"Gender\" = 'Female' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Vehicle_Damage\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"Vehicle_Damage\\\",\\n AVG(CASE WHEN \\\"Gender\\\" = 'Female' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vehicle_Damage\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Vehicle_Damage\", \"condition_rate\"], \"rows\": [{\"Vehicle_Damage\": \"No\", \"condition_rate\": 0.5053366261076017}, {\"Vehicle_Damage\": \"Yes\", \"condition_rate\": 0.41403127647300336}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 129.69}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..651214aa8797c954544fb9daf9ef1a14a7ae05d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:22:08.785614+00:00", + "ended_at": "2026-05-26T00:22:18.224302+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_4f2c43679a0ef482", + "problem_id": "v2p_m11_cd44ea4ef348ee62", + "dataset_id": "m11", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Vehicle_Damage, condition_col=Gender.", + "bindings": { + "group_col": "Vehicle_Damage", + "condition_col": "Gender", + "condition_value": "Female", + "positive_value": "Male", + "negative_value": "Female", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_4f2c43679a0ef482.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_4f2c43679a0ef482", + "api_calls": 0, + "input_tokens": 25530, + "cached_input_tokens": 24960, + "output_tokens": 306, + "total_tokens": 25836, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2235, + "estimated_output_tokens": 113, + "estimated_total_tokens": 2348, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9297.77, + "sql_execution_elapsed_ms_total": 129.69, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e367c3521fc3affcedd2a0a7b27c8622961c6fa2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:22:18.092707+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 9297.77, "started_at": "2026-05-26T00:22:08.791150+00:00", "ended_at": "2026-05-26T00:22:18.089085+00:00", "prompt_metrics": {"chars": 8062, "bytes_utf8": 8062, "lines": 243, "estimated_tokens": 2235}, "response_metrics": {"chars": 446, "bytes_utf8": 446, "lines": 1, "estimated_tokens": 113}, "usage": {"input_tokens": 25530, "cached_input_tokens": 24960, "output_tokens": 306, "reasoning_output_tokens": 187}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"Vehicle_Damage\\\",\\n AVG(CASE WHEN \\\"Gender\\\" = 'Female' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vehicle_Damage\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template with group_col=\\\"Vehicle_Damage\\\" and condition_col=\\\"Gender\\\", measuring the share of rows where Gender = 'Female' within each Vehicle_Damage group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..eab1cc04c6089c8e177bc1dde11ac5c82f8d4220 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_4f2c43679a0ef482/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + 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"reasoning_output_tokens": 1799}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e8243900f43877e61fae01564d1409f9b2724517 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_5b1c0b1e341cab66", + "api_calls": 0, + "input_tokens": 25594, + 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100644 index 0000000000000000000000000000000000000000..e5390600b179c48a7074882dafb2ec4ca31cbfd6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:22:18.237519+00:00", + "ended_at": "2026-05-26T00:22:58.987843+00:00", + "elapsed_ms": 40749.75, + "prompt_metrics": { + "chars": 8244, + "bytes_utf8": 8244, + "lines": 242, + "estimated_tokens": 2299 + }, + "stdout_metrics": { + "chars": 1183, + "bytes_utf8": 1183, + "lines": 4, + "estimated_tokens": 336 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 105 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 789, + "bytes_utf8": 789, + "lines": 1, + "estimated_tokens": 196 + }, + "usage": { + "input_tokens": 25594, + "cached_input_tokens": 24960, + "output_tokens": 2001, + "reasoning_output_tokens": 1799 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..35d52f810b5c764c3d2d89329f49429729526cd7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Previously_Insured, measure_col=Policy_Sales_Channel.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Previously_Insured", + "measure_col": "Policy_Sales_Channel", + "item_col": "Vintage", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 152.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f9d4c8e6533b457e57399e91da577e6e5d754848 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a9-2fcf-77f2-ae5b-a21e29b094bd"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Previously_Insured\\\", \\\"Vintage\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL))) OVER (PARTITION BY \\\"Previously_Insured\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Previously_Insured\\\", \\\"Vintage\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiated the Within-Group Share of Total template with group_col=\\\"Previously_Insured\\\", item_col=\\\"Vintage\\\", and measure_col=\\\"Policy_Sales_Channel\\\". CAST to REAL is used because the schema stores numeric-looking fields as TEXT in SQLite; extra bindings like top_k and thresholds are not used by this template skeleton.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25594,"cached_input_tokens":24960,"output_tokens":2001,"reasoning_output_tokens":1799}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ce0fe5e9b9fd0fa82a4e85ad547ed4a8e4f27f53 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Previously_Insured\", \"Vintage\",\n SUM(CAST(\"Policy_Sales_Channel\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Policy_Sales_Channel\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Policy_Sales_Channel\" AS REAL))) OVER (PARTITION BY \"Previously_Insured\") AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Previously_Insured\", \"Vintage\"\nORDER BY \"share_within_group\" DESC;","notes":"Instantiated the Within-Group Share of Total template with group_col=\"Previously_Insured\", item_col=\"Vintage\", and measure_col=\"Policy_Sales_Channel\". CAST to REAL is used because the schema stores numeric-looking fields as TEXT in SQLite; extra bindings like top_k and thresholds are not used by this template skeleton."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b298d1fe161d084ee38421380fffc9c984b9fa9c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:22:58.344798Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a9-2fcf-77f2-ae5b-a21e29b094bd.1779754938320395000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..bdc5a0ebfc10f501f2841266966f547e08d06f22 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Previously_Insured, measure_col=Policy_Sales_Channel. +Result preview: [{"Previously_Insured": "1", "Vintage": "256", "total_measure": 85374.0, "share_within_group": 0.3912229394281273}, {"Previously_Insured": "0", "Vintage": "27", "total_measure": 81301.0, "share_within_group": 0.3894670250038587}, {"Previously_Insured": "0", "Vintage": "73", "total_measure": 81133.0, "share_within_group": 0.3886622321944142}, {"Previously_Insured": "1", "Vintage": "31", "total_measure": 84314.0, "share_within_group": 0.3863655318357243}, {"Previously_Insured": "1", "Vintage": "110", "total_measure": 84290.0, "share_within_group": 0.3862555527958963}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..bda786d15a84ce429e26aa313fbec0bf9892ed02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_5b1c0b1e341cab66 +-- problem_id: v2p_m11_ae3e8dc18997c1a2 +-- realization_mode: agent +-- source_kind: agent +SELECT "Previously_Insured", "Vintage", + SUM(CAST("Policy_Sales_Channel" AS REAL)) AS "total_measure", + SUM(CAST("Policy_Sales_Channel" AS REAL)) * 100.0 / SUM(SUM(CAST("Policy_Sales_Channel" AS REAL))) OVER (PARTITION BY "Previously_Insured") AS "share_within_group" +FROM "m11" +GROUP BY "Previously_Insured", "Vintage" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..24f4b1f73dc21921279917fcc83c2b529660bc42 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Previously_Insured\", \"Vintage\",\n SUM(CAST(\"Policy_Sales_Channel\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Policy_Sales_Channel\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Policy_Sales_Channel\" AS REAL))) OVER (PARTITION BY \"Previously_Insured\") AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Previously_Insured\", \"Vintage\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Previously_Insured\\\", \\\"Vintage\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL))) OVER (PARTITION BY \\\"Previously_Insured\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Previously_Insured\\\", \\\"Vintage\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Previously_Insured\", \"Vintage\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Previously_Insured\": \"1\", \"Vintage\": \"256\", \"total_measure\": 85374.0, \"share_within_group\": 0.3912229394281273}, {\"Previously_Insured\": \"0\", \"Vintage\": \"27\", \"total_measure\": 81301.0, \"share_within_group\": 0.3894670250038587}, {\"Previously_Insured\": \"0\", \"Vintage\": \"73\", \"total_measure\": 81133.0, \"share_within_group\": 0.3886622321944142}, {\"Previously_Insured\": \"1\", \"Vintage\": \"31\", \"total_measure\": 84314.0, \"share_within_group\": 0.3863655318357243}, {\"Previously_Insured\": \"1\", \"Vintage\": \"110\", \"total_measure\": 84290.0, \"share_within_group\": 0.3862555527958963}, {\"Previously_Insured\": \"0\", \"Vintage\": \"165\", \"total_measure\": 80262.0, \"share_within_group\": 0.38448976471211554}, {\"Previously_Insured\": \"1\", \"Vintage\": \"219\", \"total_measure\": 83531.0, \"share_within_group\": 0.382777465661336}, {\"Previously_Insured\": \"1\", \"Vintage\": \"273\", \"total_measure\": 83511.0, \"share_within_group\": 0.38268581646147937}, {\"Previously_Insured\": \"0\", \"Vintage\": \"189\", \"total_measure\": 79771.0, \"share_within_group\": 0.38213766191784615}, {\"Previously_Insured\": \"0\", \"Vintage\": \"249\", \"total_measure\": 79333.0, \"share_within_group\": 0.380039452093223}, {\"Previously_Insured\": \"1\", \"Vintage\": \"92\", \"total_measure\": 82811.0, \"share_within_group\": 0.3794780944664963}, {\"Previously_Insured\": \"1\", \"Vintage\": \"195\", \"total_measure\": 82642.0, \"share_within_group\": 0.3787036587277075}, {\"Previously_Insured\": \"0\", \"Vintage\": \"53\", \"total_measure\": 78865.0, \"share_within_group\": 0.3777975292669133}, {\"Previously_Insured\": \"0\", \"Vintage\": \"76\", \"total_measure\": 78765.0, \"share_within_group\": 0.3773184859279582}, {\"Previously_Insured\": \"1\", \"Vintage\": \"191\", \"total_measure\": 82303.0, \"share_within_group\": 0.37715020479013706}, {\"Previously_Insured\": \"0\", \"Vintage\": \"130\", \"total_measure\": 78694.0, \"share_within_group\": 0.3769783651573001}, {\"Previously_Insured\": \"1\", \"Vintage\": \"24\", \"total_measure\": 82173.0, \"share_within_group\": 0.3765544849910688}, {\"Previously_Insured\": \"0\", \"Vintage\": \"83\", \"total_measure\": 78550.0, \"share_within_group\": 0.3762885427492048}, {\"Previously_Insured\": \"0\", \"Vintage\": \"282\", \"total_measure\": 78480.0, \"share_within_group\": 0.37595321241193624}, {\"Previously_Insured\": \"0\", \"Vintage\": \"117\", \"total_measure\": 78432.0, \"share_within_group\": 0.37572327160923785}, {\"Previously_Insured\": \"1\", \"Vintage\": \"263\", \"total_measure\": 81949.0, \"share_within_group\": 0.3755280139526742}, {\"Previously_Insured\": \"0\", \"Vintage\": \"197\", \"total_measure\": 78360.0, \"share_within_group\": 0.3753783604051902}, {\"Previously_Insured\": \"0\", \"Vintage\": \"37\", \"total_measure\": 78298.0, \"share_within_group\": 0.375081353535038}, {\"Previously_Insured\": \"0\", \"Vintage\": \"131\", \"total_measure\": 78251.0, \"share_within_group\": 0.37485620316572915}, {\"Previously_Insured\": \"1\", \"Vintage\": \"185\", \"total_measure\": 81801.0, \"share_within_group\": 0.3748498098737349}, {\"Previously_Insured\": \"0\", \"Vintage\": \"65\", \"total_measure\": 78137.0, \"share_within_group\": 0.3743100937593204}, {\"Previously_Insured\": \"0\", \"Vintage\": \"292\", \"total_measure\": 78131.0, \"share_within_group\": 0.3742813511589831}, {\"Previously_Insured\": \"1\", \"Vintage\": \"78\", \"total_measure\": 81617.0, \"share_within_group\": 0.3740066372350536}, {\"Previously_Insured\": \"1\", \"Vintage\": \"33\", \"total_measure\": 81490.0, \"share_within_group\": 0.3734246648159638}, {\"Previously_Insured\": \"1\", \"Vintage\": \"245\", \"total_measure\": 81457.0, \"share_within_group\": 0.37327344363620035}, {\"Previously_Insured\": \"0\", \"Vintage\": \"84\", \"total_measure\": 77811.0, \"share_within_group\": 0.3727484124743269}, {\"Previously_Insured\": \"1\", \"Vintage\": \"257\", \"total_measure\": 81309.0, \"share_within_group\": 0.37259523955726104}, {\"Previously_Insured\": \"0\", \"Vintage\": \"232\", \"total_measure\": 77559.0, \"share_within_group\": 0.3715412232601601}, {\"Previously_Insured\": \"1\", \"Vintage\": \"37\", \"total_measure\": 80934.0, \"share_within_group\": 0.3708768170599487}, {\"Previously_Insured\": \"0\", \"Vintage\": \"21\", \"total_measure\": 77413.0, \"share_within_group\": 0.3708418199852857}, {\"Previously_Insured\": \"1\", \"Vintage\": \"74\", \"total_measure\": 80865.0, \"share_within_group\": 0.3705606273204432}, {\"Previously_Insured\": \"1\", \"Vintage\": \"88\", \"total_measure\": 80831.0, \"share_within_group\": 0.37040482368068683}, {\"Previously_Insured\": \"1\", \"Vintage\": \"126\", \"total_measure\": 80760.0, \"share_within_group\": 0.3700794690211957}, {\"Previously_Insured\": \"0\", \"Vintage\": \"215\", \"total_measure\": 77223.0, \"share_within_group\": 0.36993163764127107}, {\"Previously_Insured\": \"1\", \"Vintage\": \"248\", \"total_measure\": 80677.0, \"share_within_group\": 0.36969912484179057}, {\"Previously_Insured\": \"1\", \"Vintage\": \"228\", \"total_measure\": 80606.0, \"share_within_group\": 0.36937377018229944}, {\"Previously_Insured\": \"1\", \"Vintage\": \"13\", \"total_measure\": 80597.0, \"share_within_group\": 0.36933252804236394}, {\"Previously_Insured\": \"1\", \"Vintage\": \"187\", \"total_measure\": 80574.0, \"share_within_group\": 0.3692271314625288}, {\"Previously_Insured\": \"1\", \"Vintage\": \"40\", \"total_measure\": 80573.0, \"share_within_group\": 0.3692225490025359}, {\"Previously_Insured\": \"0\", \"Vintage\": \"64\", \"total_measure\": 77072.0, \"share_within_group\": 0.3692082821994489}, {\"Previously_Insured\": \"1\", \"Vintage\": \"226\", \"total_measure\": 80554.0, \"share_within_group\": 0.3691354822626721}, {\"Previously_Insured\": \"0\", \"Vintage\": \"256\", \"total_measure\": 77007.0, \"share_within_group\": 0.3688969040291281}, {\"Previously_Insured\": \"1\", \"Vintage\": \"298\", \"total_measure\": 80477.0, \"share_within_group\": 0.368782632843224}, {\"Previously_Insured\": \"0\", \"Vintage\": \"42\", \"total_measure\": 76917.0, \"share_within_group\": 0.3684657650240686}, {\"Previously_Insured\": \"1\", \"Vintage\": \"282\", \"total_measure\": 80286.0, \"share_within_group\": 0.36790738298459286}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 264.14}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7d35bd616da4e96206ed73d004e8da993cebdc9d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:22:18.224973+00:00", + "ended_at": "2026-05-26T00:22:59.260485+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_5b1c0b1e341cab66", + "problem_id": "v2p_m11_ae3e8dc18997c1a2", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Previously_Insured, measure_col=Policy_Sales_Channel.", + "bindings": { + "group_col": "Previously_Insured", + "measure_col": "Policy_Sales_Channel", + "item_col": "Vintage", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 152.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=11", + "sql_variant_index=1/2", + "binding_index=34" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 11, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_5b1c0b1e341cab66.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_5b1c0b1e341cab66", + "api_calls": 0, + "input_tokens": 25594, + "cached_input_tokens": 24960, + "output_tokens": 2001, + "total_tokens": 27595, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2299, + "estimated_output_tokens": 196, + "estimated_total_tokens": 2495, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 40749.75, + "sql_execution_elapsed_ms_total": 264.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bd4f96356b558e459880376194232a51cdcdb0aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:22:58.991361+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 40749.75, "started_at": "2026-05-26T00:22:18.237519+00:00", "ended_at": "2026-05-26T00:22:58.987843+00:00", "prompt_metrics": {"chars": 8244, "bytes_utf8": 8244, "lines": 242, "estimated_tokens": 2299}, "response_metrics": {"chars": 789, "bytes_utf8": 789, "lines": 1, "estimated_tokens": 196}, "usage": {"input_tokens": 25594, "cached_input_tokens": 24960, "output_tokens": 2001, "reasoning_output_tokens": 1799}, "stderr_preview": "2026-05-26T00:22:58.344798Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a9-2fcf-77f2-ae5b-a21e29b094bd.1779754938320395000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Previously_Insured\\\", \\\"Vintage\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL))) OVER (PARTITION BY \\\"Previously_Insured\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Previously_Insured\\\", \\\"Vintage\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiated the Within-Group Share of Total template with group_col=\\\"Previously_Insured\\\", item_col=\\\"Vintage\\\", and measure_col=\\\"Policy_Sales_Channel\\\". CAST to REAL is used because the schema stores numeric-looking fields as TEXT in SQLite; extra bindings like top_k and thresholds are not used by this template skeleton.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8c9b049d8074a18520c47cbe8945c32734762282 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_5b1c0b1e341cab66/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_5b1c0b1e341cab66", + "api_calls": 0, + "input_tokens": 25594, + "cached_input_tokens": 24960, + "output_tokens": 2001, + "total_tokens": 27595, + "cost_usd": 0.0, + "ai_cli_calls": 1, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0b7477b70cee046dfda290a8c7cfb9bf6a5e88cb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_60829d7ecbef835e", + "api_calls": 0, + "input_tokens": 25565, + "cached_input_tokens": 24960, + "output_tokens": 523, + "total_tokens": 26088, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2270, + "estimated_output_tokens": 116, + "estimated_total_tokens": 2386, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14049.14, + "sql_execution_elapsed_ms_total": 81.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f9e33c361bf449f4e897d510f6cbdc07185a5025 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:22:59.266419+00:00", + "ended_at": "2026-05-26T00:23:13.315790+00:00", + "elapsed_ms": 14049.14, + "prompt_metrics": { + "chars": 8117, + "bytes_utf8": 8117, + "lines": 244, + "estimated_tokens": 2270 + }, + "stdout_metrics": { + "chars": 788, + "bytes_utf8": 788, + "lines": 4, + "estimated_tokens": 244 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 413, + "bytes_utf8": 413, + "lines": 1, + "estimated_tokens": 116 + }, + "usage": { + "input_tokens": 25565, + "cached_input_tokens": 24960, + "output_tokens": 523, + "reasoning_output_tokens": 401 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9ec2abd40ccdf89c3306dbdaf0d89a041fbce93d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,244 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Age, group_col_2=Driving_License.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Age", + "group_col_2": "Driving_License", + "predicate_col": "Vehicle_Age", + "predicate_op": "=", + "predicate_value": "1-2 Year", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fa744b4743f540763976185da66ecd311ed1abe5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a9-cfe9-7243-85d2-f3d5e4d1d1c6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Age\\\", \\\"Driving_License\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nWHERE \\\"Vehicle_Age\\\" = '1-2 Year'\\nGROUP BY \\\"Age\\\", \\\"Driving_License\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with group_col=\\\"Age\\\", group_col_2=\\\"Driving_License\\\", and predicate \\\"Vehicle_Age\\\" = '1-2 Year'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25565,"cached_input_tokens":24960,"output_tokens":523,"reasoning_output_tokens":401}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bc7833a4219e182ea7942012515995775c615163 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Age\", \"Driving_License\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nWHERE \"Vehicle_Age\" = '1-2 Year'\nGROUP BY \"Age\", \"Driving_License\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned filtered two-dimensional group count template with group_col=\"Age\", group_col_2=\"Driving_License\", and predicate \"Vehicle_Age\" = '1-2 Year'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..5decee2d4344ff64f0471f34c1b5aaa769c340e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Age, group_col_2=Driving_License. +Result preview: [{"Age": "43", "Driving_License": "1", "row_count": 7959}, {"Age": "44", "Driving_License": "1", "row_count": 7811}, {"Age": "45", "Driving_License": "1", "row_count": 7612}, {"Age": "42", "Driving_License": "1", "row_count": 7597}, {"Age": "41", "Driving_License": "1", "row_count": 7377}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1f5141426db782a49a0e8721449da29c51202c82 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m11_60829d7ecbef835e +-- problem_id: v2p_m11_eba5ae17831643e4 +-- realization_mode: agent +-- source_kind: agent +SELECT "Age", "Driving_License", COUNT(*) AS "row_count" +FROM "m11" +WHERE "Vehicle_Age" = '1-2 Year' +GROUP BY "Age", "Driving_License" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cdb81c339da2c7c5ad0044405355a6c2c3456761 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Age\", \"Driving_License\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nWHERE \"Vehicle_Age\" = '1-2 Year'\nGROUP BY \"Age\", \"Driving_License\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Age\\\", \\\"Driving_License\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nWHERE \\\"Vehicle_Age\\\" = '1-2 Year'\\nGROUP BY \\\"Age\\\", \\\"Driving_License\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Age\", \"Driving_License\", \"row_count\"], \"rows\": [{\"Age\": \"43\", \"Driving_License\": \"1\", \"row_count\": 7959}, {\"Age\": \"44\", \"Driving_License\": \"1\", \"row_count\": 7811}, {\"Age\": \"45\", \"Driving_License\": \"1\", \"row_count\": 7612}, {\"Age\": \"42\", \"Driving_License\": \"1\", \"row_count\": 7597}, {\"Age\": \"41\", \"Driving_License\": \"1\", \"row_count\": 7377}, {\"Age\": \"46\", \"Driving_License\": \"1\", \"row_count\": 7294}, {\"Age\": \"40\", \"Driving_License\": \"1\", \"row_count\": 6854}, {\"Age\": \"47\", \"Driving_License\": \"1\", \"row_count\": 6813}, {\"Age\": \"48\", \"Driving_License\": \"1\", \"row_count\": 6470}, {\"Age\": \"39\", \"Driving_License\": \"1\", \"row_count\": 6186}, {\"Age\": \"49\", \"Driving_License\": \"1\", \"row_count\": 6009}, {\"Age\": \"50\", \"Driving_License\": \"1\", \"row_count\": 5671}, {\"Age\": \"38\", \"Driving_License\": \"1\", \"row_count\": 5482}, {\"Age\": \"51\", \"Driving_License\": \"1\", \"row_count\": 5340}, {\"Age\": \"37\", \"Driving_License\": \"1\", \"row_count\": 5228}, {\"Age\": \"52\", \"Driving_License\": \"1\", \"row_count\": 5010}, {\"Age\": \"36\", \"Driving_License\": \"1\", \"row_count\": 4890}, {\"Age\": \"35\", \"Driving_License\": \"1\", \"row_count\": 4802}, {\"Age\": \"53\", \"Driving_License\": \"1\", \"row_count\": 4768}, {\"Age\": \"34\", \"Driving_License\": \"1\", \"row_count\": 4546}, {\"Age\": \"54\", \"Driving_License\": \"1\", \"row_count\": 4473}, {\"Age\": \"55\", \"Driving_License\": \"1\", \"row_count\": 3997}, {\"Age\": \"56\", \"Driving_License\": \"1\", \"row_count\": 3607}, {\"Age\": \"57\", \"Driving_License\": \"1\", \"row_count\": 3483}, {\"Age\": \"58\", \"Driving_License\": \"1\", \"row_count\": 3342}, {\"Age\": \"59\", \"Driving_License\": \"1\", \"row_count\": 3164}, {\"Age\": \"60\", \"Driving_License\": \"1\", \"row_count\": 3117}, {\"Age\": \"61\", \"Driving_License\": \"1\", \"row_count\": 2885}, {\"Age\": \"63\", \"Driving_License\": \"1\", \"row_count\": 2707}, {\"Age\": \"62\", \"Driving_License\": \"1\", \"row_count\": 2704}, {\"Age\": \"64\", \"Driving_License\": \"1\", \"row_count\": 2480}, {\"Age\": \"65\", \"Driving_License\": \"1\", \"row_count\": 2422}, {\"Age\": \"66\", \"Driving_License\": \"1\", \"row_count\": 2362}, {\"Age\": \"67\", \"Driving_License\": \"1\", \"row_count\": 2250}, {\"Age\": \"33\", \"Driving_License\": \"1\", \"row_count\": 2188}, {\"Age\": \"69\", \"Driving_License\": \"1\", \"row_count\": 2168}, {\"Age\": \"68\", \"Driving_License\": \"1\", \"row_count\": 2114}, {\"Age\": \"70\", \"Driving_License\": \"1\", \"row_count\": 2051}, {\"Age\": \"71\", \"Driving_License\": \"1\", \"row_count\": 1794}, {\"Age\": \"32\", \"Driving_License\": \"1\", \"row_count\": 1785}, {\"Age\": \"72\", \"Driving_License\": \"1\", \"row_count\": 1778}, {\"Age\": \"73\", \"Driving_License\": \"1\", \"row_count\": 1658}, {\"Age\": \"31\", \"Driving_License\": \"1\", \"row_count\": 1590}, {\"Age\": \"74\", \"Driving_License\": \"1\", \"row_count\": 1587}, {\"Age\": \"75\", \"Driving_License\": \"1\", \"row_count\": 1395}, {\"Age\": \"30\", \"Driving_License\": \"1\", \"row_count\": 1385}, {\"Age\": \"76\", \"Driving_License\": \"1\", \"row_count\": 1208}, {\"Age\": \"29\", \"Driving_License\": \"1\", \"row_count\": 1192}, {\"Age\": \"77\", \"Driving_License\": \"1\", \"row_count\": 1188}, {\"Age\": \"78\", \"Driving_License\": \"1\", \"row_count\": 1048}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 81.03}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b7e8bf728696d90adf14bca452417f1f2e284d04 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:22:59.261402+00:00", + "ended_at": "2026-05-26T00:23:13.402949+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_60829d7ecbef835e", + "problem_id": "v2p_m11_eba5ae17831643e4", + "dataset_id": "m11", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Age, group_col_2=Driving_License.", + "bindings": { + "group_col": "Age", + "group_col_2": "Driving_License", + "predicate_col": "Vehicle_Age", + "predicate_op": "=", + "predicate_value": "1-2 Year", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=54" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_60829d7ecbef835e.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_60829d7ecbef835e", + "api_calls": 0, + "input_tokens": 25565, + "cached_input_tokens": 24960, + "output_tokens": 523, + "total_tokens": 26088, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2270, + "estimated_output_tokens": 116, + "estimated_total_tokens": 2386, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14049.14, + "sql_execution_elapsed_ms_total": 81.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2d91c3cdf2fe92220b415237a8cc505669d49751 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:23:13.319213+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14049.14, "started_at": "2026-05-26T00:22:59.266419+00:00", "ended_at": "2026-05-26T00:23:13.315790+00:00", "prompt_metrics": {"chars": 8117, "bytes_utf8": 8117, "lines": 244, "estimated_tokens": 2270}, "response_metrics": {"chars": 413, "bytes_utf8": 413, "lines": 1, "estimated_tokens": 116}, "usage": {"input_tokens": 25565, "cached_input_tokens": 24960, "output_tokens": 523, "reasoning_output_tokens": 401}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Age\\\", \\\"Driving_License\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nWHERE \\\"Vehicle_Age\\\" = '1-2 Year'\\nGROUP BY \\\"Age\\\", \\\"Driving_License\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with group_col=\\\"Age\\\", group_col_2=\\\"Driving_License\\\", and predicate \\\"Vehicle_Age\\\" = '1-2 Year'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..764e9ea8c67cca17e17320826502eae3e097a6d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_60829d7ecbef835e", + "api_calls": 0, + "input_tokens": 25565, + "cached_input_tokens": 24960, + "output_tokens": 523, + "total_tokens": 26088, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2270, + "estimated_output_tokens": 116, + "estimated_total_tokens": 2386, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14049.14, + "sql_execution_elapsed_ms_total": 81.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_60829d7ecbef835e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..46c20df38d1ce8bfa16e0fc1a183f69f06f3c462 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8064, "bytes_utf8": 8064, "lines": 243, "estimated_tokens": 2235}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 447, "bytes_utf8": 447, "lines": 1, "estimated_tokens": 118}, "usage": {"input_tokens": 25530, "cached_input_tokens": 24960, "output_tokens": 460, "reasoning_output_tokens": 336}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..770f6400274c8b4ea65500352c5b1dc7caaeade5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_62079f1cb0bc19ce", + "api_calls": 0, + "input_tokens": 25530, + "cached_input_tokens": 24960, + "output_tokens": 460, + "total_tokens": 25990, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2235, + "estimated_output_tokens": 118, + "estimated_total_tokens": 2353, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13387.8, + "sql_execution_elapsed_ms_total": 95.27, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..161247786b365e9e76a12084c659492754363d2d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:23:13.408788+00:00", + "ended_at": "2026-05-26T00:23:26.796795+00:00", + "elapsed_ms": 13387.8, + "prompt_metrics": { + "chars": 8064, + "bytes_utf8": 8064, + "lines": 243, + "estimated_tokens": 2235 + }, + "stdout_metrics": { + "chars": 811, + "bytes_utf8": 811, + "lines": 4, + "estimated_tokens": 236 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 447, + "bytes_utf8": 447, + "lines": 1, + "estimated_tokens": 118 + }, + "usage": { + "input_tokens": 25530, + "cached_input_tokens": 24960, + "output_tokens": 460, + "reasoning_output_tokens": 336 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4255faf847502b9074306eb5ac00ae4cb726e6af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Driving_License, condition_col=Gender.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Driving_License", + "condition_col": "Gender", + "condition_value": "Female", + "positive_value": "Male", + "negative_value": "Female", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6a0730a65c14e4a9f2e9615c9f805182ade4a70e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61aa-0728-76f2-b7b3-38166a239d13"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"Driving_License\\\",\\n AVG(CASE WHEN \\\"Gender\\\" = 'Female' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Driving_License\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template with group_col=\\\"Driving_License\\\" and condition_col=\\\"Gender\\\", computing the share of rows with Gender='Female' in each Driving_License group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25530,"cached_input_tokens":24960,"output_tokens":460,"reasoning_output_tokens":336}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bbfdcf92bd802bb5d2d2f93bacd6070315132ddf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"Driving_License\",\n AVG(CASE WHEN \"Gender\" = 'Female' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Driving_License\"\nORDER BY \"condition_rate\" DESC;","notes":"Applies the Grouped Condition Rate template with group_col=\"Driving_License\" and condition_col=\"Gender\", computing the share of rows with Gender='Female' in each Driving_License group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1b8d86ec42d958982f2e9842fc67d081f69bd19c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Driving_License, condition_col=Gender. +Result preview: [{"Driving_License": "1", "condition_rate": 0.4596617906530948}, {"Driving_License": "0", "condition_rate": 0.26108374384236455}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..53938f6f16bb76a5b9c8acef0982b8f6cd78d3f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_62079f1cb0bc19ce +-- problem_id: v2p_m11_d7724a7511519361 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Driving_License", + AVG(CASE WHEN "Gender" = 'Female' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Driving_License" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d28e19f5984201d14acb0fa9a6f26c94a6dedc8e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"Driving_License\",\n AVG(CASE WHEN \"Gender\" = 'Female' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Driving_License\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"Driving_License\\\",\\n AVG(CASE WHEN \\\"Gender\\\" = 'Female' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Driving_License\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Driving_License\", \"condition_rate\"], \"rows\": [{\"Driving_License\": \"1\", \"condition_rate\": 0.4596617906530948}, {\"Driving_License\": \"0\", \"condition_rate\": 0.26108374384236455}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 95.27}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e3a5687d8fd7f5b35f6af719103e6908554e051a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:23:13.403263+00:00", + "ended_at": "2026-05-26T00:23:26.895650+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_62079f1cb0bc19ce", + "problem_id": "v2p_m11_d7724a7511519361", + "dataset_id": "m11", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Driving_License, condition_col=Gender.", + "bindings": { + "group_col": "Driving_License", + "condition_col": "Gender", + "condition_value": "Female", + "positive_value": "Male", + "negative_value": "Female", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_62079f1cb0bc19ce.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_62079f1cb0bc19ce", + "api_calls": 0, + "input_tokens": 25530, + "cached_input_tokens": 24960, + "output_tokens": 460, + "total_tokens": 25990, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2235, + "estimated_output_tokens": 118, + "estimated_total_tokens": 2353, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13387.8, + "sql_execution_elapsed_ms_total": 95.27, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..48f47a4577d2552eaa0e21e453fe2811fc35c035 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:23:26.799028+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13387.8, "started_at": "2026-05-26T00:23:13.408788+00:00", "ended_at": "2026-05-26T00:23:26.796795+00:00", "prompt_metrics": {"chars": 8064, "bytes_utf8": 8064, "lines": 243, "estimated_tokens": 2235}, "response_metrics": {"chars": 447, "bytes_utf8": 447, "lines": 1, "estimated_tokens": 118}, "usage": {"input_tokens": 25530, "cached_input_tokens": 24960, "output_tokens": 460, "reasoning_output_tokens": 336}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"Driving_License\\\",\\n AVG(CASE WHEN \\\"Gender\\\" = 'Female' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Driving_License\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template with group_col=\\\"Driving_License\\\" and condition_col=\\\"Gender\\\", computing the share of rows with Gender='Female' in each Driving_License group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cba8cf06dc15da3d112364f0f6cb88d21044e304 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_62079f1cb0bc19ce", + "api_calls": 0, + "input_tokens": 25530, + "cached_input_tokens": 24960, + "output_tokens": 460, + "total_tokens": 25990, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2235, + "estimated_output_tokens": 118, + "estimated_total_tokens": 2353, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13387.8, + "sql_execution_elapsed_ms_total": 95.27, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_62079f1cb0bc19ce/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..86458b30e9e62bb438a0c6ddf22d6b711eb4cfd4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7899, "bytes_utf8": 7899, "lines": 240, "estimated_tokens": 2186}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 479, "bytes_utf8": 479, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 25481, "cached_input_tokens": 24960, "output_tokens": 634, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..21a90e138aa2cd48d21d6a1609b51454372fc939 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_627b873a60db3623", + "api_calls": 0, + "input_tokens": 25481, + "cached_input_tokens": 24960, + "output_tokens": 634, + "total_tokens": 26115, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2186, + "estimated_output_tokens": 112, + "estimated_total_tokens": 2298, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15283.81, + "sql_execution_elapsed_ms_total": 431.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b2149f3e8fc9614f9877fa11a2751c6490338409 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:23:26.902015+00:00", + "ended_at": "2026-05-26T00:23:42.186072+00:00", + "elapsed_ms": 15283.81, + "prompt_metrics": { + "chars": 7899, + "bytes_utf8": 7899, + "lines": 240, + "estimated_tokens": 2186 + }, + "stdout_metrics": { + "chars": 845, + "bytes_utf8": 845, + "lines": 4, + "estimated_tokens": 227 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 479, + "bytes_utf8": 479, + "lines": 1, + "estimated_tokens": 112 + }, + "usage": { + "input_tokens": 25481, + "cached_input_tokens": 24960, + "output_tokens": 634, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e70b6556e67fbc5e223070d17013191b92bdf154 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Policy_Sales_Channel, measure_col=Vintage.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Policy_Sales_Channel", + "measure_col": "Vintage", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 64.16, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1451a1999217c4dd5a7c719760b9b8f7d2d9f825 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61aa-3bdb-7182-833f-e97abbc83050"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Policy_Sales_Channel\\\",\\n AVG(CAST(\\\"Vintage\\\" AS REAL)) OVER (PARTITION BY \\\"Policy_Sales_Channel\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Instantiated the provided Window Partition Average template with \\\"Policy_Sales_Channel\\\" as the group column and \\\"Vintage\\\" as the measure column. \\\"Vintage\\\" is cast to REAL because the schema snapshot stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25481,"cached_input_tokens":24960,"output_tokens":634,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6cbaaeb85c1b6839d8643139d49c426bb807102d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Policy_Sales_Channel\",\n AVG(CAST(\"Vintage\" AS REAL)) OVER (PARTITION BY \"Policy_Sales_Channel\") AS \"avg_measure\"\nFROM \"m11\"\nORDER BY \"avg_measure\" DESC;","notes":"Instantiated the provided Window Partition Average template with \"Policy_Sales_Channel\" as the group column and \"Vintage\" as the measure column. \"Vintage\" is cast to REAL because the schema snapshot stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9ef6bebb4707d56986153fe1ec38faecf8eaf349 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Policy_Sales_Channel, measure_col=Vintage. +Result preview: [{"Policy_Sales_Channel": "144.0", "avg_measure": 290.0}, {"Policy_Sales_Channel": "43.0", "avg_measure": 277.0}, {"Policy_Sales_Channel": "6.0", "avg_measure": 266.0}, {"Policy_Sales_Channel": "112.0", "avg_measure": 230.5}, {"Policy_Sales_Channel": "67.0", "avg_measure": 230.5}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..29fb41933026fa40ddb2f4d9fd097e3a8b842b57 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_627b873a60db3623 +-- problem_id: v2p_m11_69cf8b6bf30eafd2 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Policy_Sales_Channel", + AVG(CAST("Vintage" AS REAL)) OVER (PARTITION BY "Policy_Sales_Channel") AS "avg_measure" +FROM "m11" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a299e631dad8c53d8e1cd29645441a95c0f53eac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Policy_Sales_Channel\",\n AVG(CAST(\"Vintage\" AS REAL)) OVER (PARTITION BY \"Policy_Sales_Channel\") AS \"avg_measure\"\nFROM \"m11\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Policy_Sales_Channel\\\",\\n AVG(CAST(\\\"Vintage\\\" AS REAL)) OVER (PARTITION BY \\\"Policy_Sales_Channel\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Policy_Sales_Channel\", \"avg_measure\"], \"rows\": [{\"Policy_Sales_Channel\": \"144.0\", \"avg_measure\": 290.0}, {\"Policy_Sales_Channel\": \"43.0\", \"avg_measure\": 277.0}, {\"Policy_Sales_Channel\": \"6.0\", \"avg_measure\": 266.0}, {\"Policy_Sales_Channel\": \"112.0\", \"avg_measure\": 230.5}, {\"Policy_Sales_Channel\": \"67.0\", \"avg_measure\": 230.5}, {\"Policy_Sales_Channel\": \"123.0\", \"avg_measure\": 223.0}, {\"Policy_Sales_Channel\": \"102.0\", \"avg_measure\": 219.33333333333334}, {\"Policy_Sales_Channel\": \"82.0\", \"avg_measure\": 217.75}, {\"Policy_Sales_Channel\": \"99.0\", \"avg_measure\": 214.0}, {\"Policy_Sales_Channel\": \"97.0\", \"avg_measure\": 204.6153846153846}, {\"Policy_Sales_Channel\": \"104.0\", \"avg_measure\": 204.6}, {\"Policy_Sales_Channel\": \"71.0\", \"avg_measure\": 201.2}, {\"Policy_Sales_Channel\": \"41.0\", \"avg_measure\": 200.0}, {\"Policy_Sales_Channel\": \"89.0\", \"avg_measure\": 198.78571428571428}, {\"Policy_Sales_Channel\": \"117.0\", \"avg_measure\": 192.42857142857142}, {\"Policy_Sales_Channel\": \"126.0\", \"avg_measure\": 192.0}, {\"Policy_Sales_Channel\": \"57.0\", \"avg_measure\": 191.0}, {\"Policy_Sales_Channel\": \"62.0\", \"avg_measure\": 186.83333333333334}, {\"Policy_Sales_Channel\": \"75.0\", \"avg_measure\": 185.5}, {\"Policy_Sales_Channel\": \"98.0\", \"avg_measure\": 185.04761904761904}, {\"Policy_Sales_Channel\": \"95.0\", \"avg_measure\": 185.0}, {\"Policy_Sales_Channel\": \"81.0\", \"avg_measure\": 184.28571428571428}, {\"Policy_Sales_Channel\": \"50.0\", \"avg_measure\": 184.0}, {\"Policy_Sales_Channel\": \"28.0\", \"avg_measure\": 182.66666666666666}, {\"Policy_Sales_Channel\": \"115.0\", \"avg_measure\": 182.0}, {\"Policy_Sales_Channel\": \"74.0\", \"avg_measure\": 180.5}, {\"Policy_Sales_Channel\": \"106.0\", \"avg_measure\": 180.0}, {\"Policy_Sales_Channel\": \"134.0\", \"avg_measure\": 177.3}, {\"Policy_Sales_Channel\": \"96.0\", \"avg_measure\": 176.625}, {\"Policy_Sales_Channel\": \"34.0\", \"avg_measure\": 175.33333333333334}, {\"Policy_Sales_Channel\": \"114.0\", \"avg_measure\": 174.47826086956522}, {\"Policy_Sales_Channel\": \"118.0\", \"avg_measure\": 166.22222222222223}, {\"Policy_Sales_Channel\": \"133.0\", \"avg_measure\": 163.5529411764706}, {\"Policy_Sales_Channel\": \"10.0\", \"avg_measure\": 163.03030303030303}, {\"Policy_Sales_Channel\": \"73.0\", \"avg_measure\": 162.92307692307693}, {\"Policy_Sales_Channel\": \"100.0\", \"avg_measure\": 162.75}, {\"Policy_Sales_Channel\": \"47.0\", \"avg_measure\": 162.65079365079364}, {\"Policy_Sales_Channel\": \"128.0\", \"avg_measure\": 162.53284671532847}, {\"Policy_Sales_Channel\": \"14.0\", \"avg_measure\": 162.50964630225081}, {\"Policy_Sales_Channel\": \"35.0\", \"avg_measure\": 162.32}, {\"Policy_Sales_Channel\": \"70.0\", \"avg_measure\": 161.75}, {\"Policy_Sales_Channel\": \"9.0\", \"avg_measure\": 161.02366863905326}, {\"Policy_Sales_Channel\": \"63.0\", \"avg_measure\": 160.6315789473684}, {\"Policy_Sales_Channel\": \"86.0\", \"avg_measure\": 160.20833333333334}, {\"Policy_Sales_Channel\": \"150.0\", \"avg_measure\": 159.94551282051282}, {\"Policy_Sales_Channel\": \"119.0\", \"avg_measure\": 159.62135922330097}, {\"Policy_Sales_Channel\": \"127.0\", \"avg_measure\": 159.36363636363637}, {\"Policy_Sales_Channel\": \"132.0\", \"avg_measure\": 158.80645161290323}, {\"Policy_Sales_Channel\": \"64.0\", \"avg_measure\": 157.92134831460675}, {\"Policy_Sales_Channel\": \"13.0\", \"avg_measure\": 157.89061662198392}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 431.64}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2578c1011d258b67a48bb2515efb77743b1978d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:23:26.896091+00:00", + "ended_at": "2026-05-26T00:23:42.628022+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_627b873a60db3623", + "problem_id": "v2p_m11_69cf8b6bf30eafd2", + "dataset_id": "m11", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Policy_Sales_Channel, measure_col=Vintage.", + "bindings": { + "group_col": "Policy_Sales_Channel", + "measure_col": "Vintage", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 64.16, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=137" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_627b873a60db3623.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_627b873a60db3623", + "api_calls": 0, + "input_tokens": 25481, + "cached_input_tokens": 24960, + "output_tokens": 634, + "total_tokens": 26115, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2186, + "estimated_output_tokens": 112, + "estimated_total_tokens": 2298, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15283.81, + "sql_execution_elapsed_ms_total": 431.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5cdde71e64c18f046fa82c0a508fcf8e53f0e2f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:23:42.188776+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15283.81, "started_at": "2026-05-26T00:23:26.902015+00:00", "ended_at": "2026-05-26T00:23:42.186072+00:00", "prompt_metrics": {"chars": 7899, "bytes_utf8": 7899, "lines": 240, "estimated_tokens": 2186}, "response_metrics": {"chars": 479, "bytes_utf8": 479, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 25481, "cached_input_tokens": 24960, "output_tokens": 634, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Policy_Sales_Channel\\\",\\n AVG(CAST(\\\"Vintage\\\" AS REAL)) OVER (PARTITION BY \\\"Policy_Sales_Channel\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Instantiated the provided Window Partition Average template with \\\"Policy_Sales_Channel\\\" as the group column and \\\"Vintage\\\" as the measure column. \\\"Vintage\\\" is cast to REAL because the schema snapshot stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1a6c6571f402fbaf1608ca11b7f7aa67710d825a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_627b873a60db3623", + "api_calls": 0, + "input_tokens": 25481, + "cached_input_tokens": 24960, + "output_tokens": 634, + "total_tokens": 26115, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2186, + "estimated_output_tokens": 112, + "estimated_total_tokens": 2298, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15283.81, + "sql_execution_elapsed_ms_total": 431.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_627b873a60db3623/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/conversation.jsonl new file mode 100644 index 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a40daf2503f50adec4520f9df9d748a8f04a5b84 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_6334518922ab7063", + "api_calls": 0, + "input_tokens": 25685, + "cached_input_tokens": 22912, + "output_tokens": 688, + "total_tokens": 26373, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2390, + "estimated_output_tokens": 188, + "estimated_total_tokens": 2578, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16202.83, + "sql_execution_elapsed_ms_total": 105.07, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/sql_attempt_1.metadata.json new file mode 100644 index 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"chars": 740, + "bytes_utf8": 740, + "lines": 1, + "estimated_tokens": 188 + }, + "usage": { + "input_tokens": 25685, + "cached_input_tokens": 22912, + "output_tokens": 688, + "reasoning_output_tokens": 494 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5a509bba0b6c261fed8cffbeea1abe8f370429ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Previously_Insured, condition_col=Previously_Insured.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Previously_Insured", + "condition_col": "Previously_Insured", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2241250599752ebf7842d799c665641c001667e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61aa-7952-7b00-9144-9962906f1c8a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Previously_Insured\\\",\\n SUM(CASE WHEN \\\"Previously_Insured\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Previously_Insured\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Previously_Insured\\\"\\n)\\nSELECT \\\"Previously_Insured\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Instantiated the planned grouped-ratio template exactly with group_col and condition_col both bound to \\\"Previously_Insured\\\", using '0' as the numerator condition and '1' as the denominator condition.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25685,"cached_input_tokens":22912,"output_tokens":688,"reasoning_output_tokens":494}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..22699a623ccf60a79855a3aa3b7dcc3ed043cf38 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Previously_Insured\",\n SUM(CASE WHEN \"Previously_Insured\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Previously_Insured\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m11\"\n GROUP BY \"Previously_Insured\"\n)\nSELECT \"Previously_Insured\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Instantiated the planned grouped-ratio template exactly with group_col and condition_col both bound to \"Previously_Insured\", using '0' as the numerator condition and '1' as the denominator condition."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3895f485a372f49c7662634fe685c2d2fedb182f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Previously_Insured, condition_col=Previously_Insured. +Result preview: [{"Previously_Insured": "1", "condition_ratio": 0.0}, {"Previously_Insured": "0", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c81f5e57fa4c5cdeb1b7852466feb64d49404681 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m11_6334518922ab7063 +-- problem_id: v2p_m11_de748477ace9a3b7 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Previously_Insured", + SUM(CASE WHEN "Previously_Insured" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Previously_Insured" = '1' THEN 1 ELSE 0 END) AS denominator_count + FROM "m11" + GROUP BY "Previously_Insured" +) +SELECT "Previously_Insured", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1fddf89466a01e21a07d50897496a11a5bea0314 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Previously_Insured\",\n SUM(CASE WHEN \"Previously_Insured\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Previously_Insured\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m11\"\n GROUP BY \"Previously_Insured\"\n)\nSELECT \"Previously_Insured\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Previously_Insured\\\",\\n SUM(CASE WHEN \\\"Previously_Insured\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Previously_Insured\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Previously_Insured\\\"\\n)\\nSELECT \\\"Previously_Insured\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"Previously_Insured\", \"condition_ratio\"], \"rows\": [{\"Previously_Insured\": \"1\", \"condition_ratio\": 0.0}, {\"Previously_Insured\": \"0\", \"condition_ratio\": null}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 105.07}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..55d1a43a6ee91def8bbcefc54b9a9704fdda730b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:23:42.628446+00:00", + "ended_at": "2026-05-26T00:23:58.946349+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_6334518922ab7063", + "problem_id": "v2p_m11_de748477ace9a3b7", + "dataset_id": "m11", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Previously_Insured, condition_col=Previously_Insured.", + "bindings": { + "group_col": "Previously_Insured", + "condition_col": "Previously_Insured", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/1", + "binding_index=44" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_6334518922ab7063.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_6334518922ab7063", + "api_calls": 0, + "input_tokens": 25685, + "cached_input_tokens": 22912, + "output_tokens": 688, + "total_tokens": 26373, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2390, + "estimated_output_tokens": 188, + "estimated_total_tokens": 2578, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16202.83, + "sql_execution_elapsed_ms_total": 105.07, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d6285caaa54f975312864c786a9dcfb06671ea86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:23:58.839771+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16202.83, "started_at": "2026-05-26T00:23:42.633394+00:00", "ended_at": "2026-05-26T00:23:58.836466+00:00", "prompt_metrics": {"chars": 8636, "bytes_utf8": 8636, "lines": 243, "estimated_tokens": 2390}, "response_metrics": {"chars": 740, "bytes_utf8": 740, "lines": 1, "estimated_tokens": 188}, "usage": {"input_tokens": 25685, "cached_input_tokens": 22912, "output_tokens": 688, "reasoning_output_tokens": 494}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Previously_Insured\\\",\\n SUM(CASE WHEN \\\"Previously_Insured\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Previously_Insured\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Previously_Insured\\\"\\n)\\nSELECT \\\"Previously_Insured\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Instantiated the planned grouped-ratio template exactly with group_col and condition_col both bound to \\\"Previously_Insured\\\", using '0' as the numerator condition and '1' as the denominator condition.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ea4bf89a67fbe97a8f14b71fb35a3012f3d8ebd0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_6334518922ab7063", + "api_calls": 0, + "input_tokens": 25685, + "cached_input_tokens": 22912, + "output_tokens": 688, + "total_tokens": 26373, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2390, + "estimated_output_tokens": 188, + "estimated_total_tokens": 2578, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16202.83, + "sql_execution_elapsed_ms_total": 105.07, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6334518922ab7063/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1d09c0a3b76af6b8e1eccdba62817366b9d7a3ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8246, "bytes_utf8": 8246, "lines": 242, "estimated_tokens": 2300}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 765, "bytes_utf8": 765, "lines": 1, "estimated_tokens": 202}, "usage": {"input_tokens": 25595, "cached_input_tokens": 24960, "output_tokens": 1928, "reasoning_output_tokens": 1720}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7ab2f861ac50ed90a6fab3b2cf36afd1ac7f9821 --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6b3733804be8f6334b5b82f9e13a803af5fcd2a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:23:58.952705+00:00", + "ended_at": "2026-05-26T00:24:37.809180+00:00", + "elapsed_ms": 38855.94, + "prompt_metrics": { + "chars": 8246, + "bytes_utf8": 8246, + "lines": 242, + "estimated_tokens": 2300 + }, + "stdout_metrics": { + "chars": 1169, + "bytes_utf8": 1169, + "lines": 4, + "estimated_tokens": 341 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 765, + "bytes_utf8": 765, + "lines": 1, + "estimated_tokens": 202 + }, + "usage": { + "input_tokens": 25595, + "cached_input_tokens": 24960, + "output_tokens": 1928, + "reasoning_output_tokens": 1720 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..663f0848d74a9bea7f692260dfe842d787fe34e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Policy_Sales_Channel, measure_col=Annual_Premium.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Policy_Sales_Channel", + "measure_col": "Annual_Premium", + "item_col": "Policy_Sales_Channel", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 51539.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..203946573dcbb20e95579e13e45532f2da576669 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61aa-b910-7330-8724-8667041f82d9"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Policy_Sales_Channel\\\" AS \\\"group_col\\\",\\n \\\"Policy_Sales_Channel\\\" AS \\\"item_col\\\",\\n SUM(CAST(\\\"Annual_Premium\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Annual_Premium\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Annual_Premium\\\" AS REAL))) OVER (PARTITION BY \\\"Policy_Sales_Channel\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Policy_Sales_Channel\\\", \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the provided template and bindings exactly. CAST to REAL is included because \\\"Annual_Premium\\\" is stored as TEXT in the schema. Since the bound \\\"item_col\\\" equals the bound \\\"group_col\\\", each distinct channel will produce a within-group share of 100%.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25595,"cached_input_tokens":24960,"output_tokens":1928,"reasoning_output_tokens":1720}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8caaa8503d03f7677e8f5da13dce426c7b3afa5c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Policy_Sales_Channel\" AS \"group_col\",\n \"Policy_Sales_Channel\" AS \"item_col\",\n SUM(CAST(\"Annual_Premium\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Annual_Premium\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Annual_Premium\" AS REAL))) OVER (PARTITION BY \"Policy_Sales_Channel\") AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Policy_Sales_Channel\", \"Policy_Sales_Channel\"\nORDER BY \"share_within_group\" DESC;","notes":"Used the provided template and bindings exactly. CAST to REAL is included because \"Annual_Premium\" is stored as TEXT in the schema. Since the bound \"item_col\" equals the bound \"group_col\", each distinct channel will produce a within-group share of 100%."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d8f4d30d4c034e969d6bc3fcefd97c4a0da20888 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Policy_Sales_Channel, measure_col=Annual_Premium. +Result preview: [{"group_col": "1.0", "item_col": "1.0", "total_measure": 3188453.0, "share_within_group": 100.0}, {"group_col": "10.0", "item_col": "10.0", "total_measure": 8260045.0, "share_within_group": 100.0}, {"group_col": "100.0", "item_col": "100.0", "total_measure": 252382.0, "share_within_group": 100.0}, {"group_col": "101.0", "item_col": "101.0", "total_measure": 159041.0, "share_within_group": 100.0}, {"group_col": "102.0", "item_col": "102.0", "total_measure": 51321.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f9be0e58fe6817199e7a9e946b6a8ee581c7f0d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_66d254db12068bc4 +-- problem_id: v2p_m11_c9ff4ebb42b0ca5d +-- realization_mode: agent +-- source_kind: agent +SELECT + "Policy_Sales_Channel" AS "group_col", + "Policy_Sales_Channel" AS "item_col", + SUM(CAST("Annual_Premium" AS REAL)) AS "total_measure", + SUM(CAST("Annual_Premium" AS REAL)) * 100.0 / SUM(SUM(CAST("Annual_Premium" AS REAL))) OVER (PARTITION BY "Policy_Sales_Channel") AS "share_within_group" +FROM "m11" +GROUP BY "Policy_Sales_Channel", "Policy_Sales_Channel" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d82196f0e0ddfa59a6532b1f91050b9f1e11d635 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Policy_Sales_Channel\" AS \"group_col\",\n \"Policy_Sales_Channel\" AS \"item_col\",\n SUM(CAST(\"Annual_Premium\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Annual_Premium\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Annual_Premium\" AS REAL))) OVER (PARTITION BY \"Policy_Sales_Channel\") AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Policy_Sales_Channel\", \"Policy_Sales_Channel\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Policy_Sales_Channel\\\" AS \\\"group_col\\\",\\n \\\"Policy_Sales_Channel\\\" AS \\\"item_col\\\",\\n SUM(CAST(\\\"Annual_Premium\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Annual_Premium\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Annual_Premium\\\" AS REAL))) OVER (PARTITION BY \\\"Policy_Sales_Channel\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Policy_Sales_Channel\\\", \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"group_col\", \"item_col\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"group_col\": \"1.0\", \"item_col\": \"1.0\", \"total_measure\": 3188453.0, \"share_within_group\": 100.0}, {\"group_col\": \"10.0\", \"item_col\": \"10.0\", \"total_measure\": 8260045.0, \"share_within_group\": 100.0}, {\"group_col\": \"100.0\", \"item_col\": \"100.0\", \"total_measure\": 252382.0, \"share_within_group\": 100.0}, {\"group_col\": \"101.0\", \"item_col\": \"101.0\", \"total_measure\": 159041.0, \"share_within_group\": 100.0}, {\"group_col\": \"102.0\", \"item_col\": \"102.0\", \"total_measure\": 51321.0, \"share_within_group\": 100.0}, {\"group_col\": \"103.0\", \"item_col\": \"103.0\", \"total_measure\": 429719.0, \"share_within_group\": 100.0}, {\"group_col\": \"104.0\", \"item_col\": \"104.0\", \"total_measure\": 13150.0, \"share_within_group\": 100.0}, {\"group_col\": \"105.0\", \"item_col\": \"105.0\", \"total_measure\": 119129.0, \"share_within_group\": 100.0}, {\"group_col\": \"106.0\", \"item_col\": \"106.0\", \"total_measure\": 1593364.0, \"share_within_group\": 100.0}, {\"group_col\": \"107.0\", \"item_col\": \"107.0\", \"total_measure\": 1392385.0, \"share_within_group\": 100.0}, {\"group_col\": \"108.0\", \"item_col\": \"108.0\", \"total_measure\": 950055.0, \"share_within_group\": 100.0}, {\"group_col\": \"109.0\", \"item_col\": \"109.0\", \"total_measure\": 5259370.0, \"share_within_group\": 100.0}, {\"group_col\": \"11.0\", \"item_col\": \"11.0\", \"total_measure\": 36758662.0, \"share_within_group\": 100.0}, {\"group_col\": \"110.0\", \"item_col\": \"110.0\", \"total_measure\": 412360.0, \"share_within_group\": 100.0}, {\"group_col\": \"111.0\", \"item_col\": \"111.0\", \"total_measure\": 2034450.0, \"share_within_group\": 100.0}, {\"group_col\": \"112.0\", \"item_col\": \"112.0\", \"total_measure\": 5260.0, \"share_within_group\": 100.0}, {\"group_col\": \"113.0\", \"item_col\": \"113.0\", \"total_measure\": 3111611.0, \"share_within_group\": 100.0}, {\"group_col\": \"114.0\", \"item_col\": \"114.0\", \"total_measure\": 813869.0, \"share_within_group\": 100.0}, {\"group_col\": \"115.0\", \"item_col\": \"115.0\", \"total_measure\": 190204.0, \"share_within_group\": 100.0}, {\"group_col\": \"116.0\", \"item_col\": \"116.0\", \"total_measure\": 4928888.0, \"share_within_group\": 100.0}, {\"group_col\": \"117.0\", \"item_col\": \"117.0\", \"total_measure\": 238417.0, \"share_within_group\": 100.0}, {\"group_col\": \"118.0\", \"item_col\": \"118.0\", \"total_measure\": 302393.0, \"share_within_group\": 100.0}, {\"group_col\": \"119.0\", \"item_col\": \"119.0\", \"total_measure\": 2594291.0, \"share_within_group\": 100.0}, {\"group_col\": \"12.0\", \"item_col\": \"12.0\", \"total_measure\": 26287258.0, \"share_within_group\": 100.0}, {\"group_col\": \"120.0\", \"item_col\": \"120.0\", \"total_measure\": 22340023.0, \"share_within_group\": 100.0}, {\"group_col\": \"121.0\", \"item_col\": \"121.0\", \"total_measure\": 2252961.0, \"share_within_group\": 100.0}, {\"group_col\": \"122.0\", \"item_col\": \"122.0\", \"total_measure\": 366799032.0, \"share_within_group\": 100.0}, {\"group_col\": \"123.0\", \"item_col\": \"123.0\", \"total_measure\": 47383.0, \"share_within_group\": 100.0}, {\"group_col\": \"124.0\", \"item_col\": \"124.0\", \"total_measure\": 2346395595.0, \"share_within_group\": 100.0}, {\"group_col\": \"125.0\", \"item_col\": \"125.0\", \"total_measure\": 38632027.0, \"share_within_group\": 100.0}, {\"group_col\": \"126.0\", \"item_col\": \"126.0\", \"total_measure\": 135898.0, \"share_within_group\": 100.0}, {\"group_col\": \"127.0\", \"item_col\": \"127.0\", \"total_measure\": 3530965.0, \"share_within_group\": 100.0}, {\"group_col\": \"128.0\", \"item_col\": \"128.0\", \"total_measure\": 4071586.0, \"share_within_group\": 100.0}, {\"group_col\": \"129.0\", \"item_col\": \"129.0\", \"total_measure\": 1046005.0, \"share_within_group\": 100.0}, {\"group_col\": \"13.0\", \"item_col\": \"13.0\", \"total_measure\": 70309493.0, \"share_within_group\": 100.0}, {\"group_col\": \"130.0\", \"item_col\": \"130.0\", \"total_measure\": 687891.0, \"share_within_group\": 100.0}, {\"group_col\": \"131.0\", \"item_col\": \"131.0\", \"total_measure\": 3641266.0, \"share_within_group\": 100.0}, {\"group_col\": \"132.0\", \"item_col\": \"132.0\", \"total_measure\": 1691060.0, \"share_within_group\": 100.0}, {\"group_col\": \"133.0\", \"item_col\": \"133.0\", \"total_measure\": 223550.0, \"share_within_group\": 100.0}, {\"group_col\": \"134.0\", \"item_col\": \"134.0\", \"total_measure\": 249718.0, \"share_within_group\": 100.0}, {\"group_col\": \"135.0\", \"item_col\": \"135.0\", \"total_measure\": 3050089.0, \"share_within_group\": 100.0}, {\"group_col\": \"136.0\", \"item_col\": \"136.0\", \"total_measure\": 5782904.0, \"share_within_group\": 100.0}, {\"group_col\": \"137.0\", \"item_col\": \"137.0\", \"total_measure\": 21040.0, \"share_within_group\": 100.0}, {\"group_col\": \"138.0\", \"item_col\": \"138.0\", \"total_measure\": 3454665.0, \"share_within_group\": 100.0}, {\"group_col\": \"139.0\", \"item_col\": \"139.0\", \"total_measure\": 4982446.0, \"share_within_group\": 100.0}, {\"group_col\": \"14.0\", \"item_col\": \"14.0\", \"total_measure\": 21071656.0, \"share_within_group\": 100.0}, {\"group_col\": \"140.0\", \"item_col\": \"140.0\", \"total_measure\": 2842404.0, \"share_within_group\": 100.0}, {\"group_col\": \"143.0\", \"item_col\": \"143.0\", \"total_measure\": 2630.0, \"share_within_group\": 100.0}, {\"group_col\": \"144.0\", \"item_col\": \"144.0\", \"total_measure\": 33236.0, \"share_within_group\": 100.0}, {\"group_col\": \"145.0\", \"item_col\": \"145.0\", \"total_measure\": 5047360.0, \"share_within_group\": 100.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 166.4}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f87c3cd1d654ec43534ac813962a9d34f6e7a51f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:23:58.946801+00:00", + "ended_at": "2026-05-26T00:24:37.987988+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_66d254db12068bc4", + "problem_id": "v2p_m11_c9ff4ebb42b0ca5d", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Policy_Sales_Channel, measure_col=Annual_Premium.", + "bindings": { + "group_col": "Policy_Sales_Channel", + "measure_col": "Annual_Premium", + "item_col": "Policy_Sales_Channel", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 51539.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=27" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_66d254db12068bc4.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_66d254db12068bc4", + "api_calls": 0, + "input_tokens": 25595, + "cached_input_tokens": 24960, + "output_tokens": 1928, + "total_tokens": 27523, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2300, + "estimated_output_tokens": 202, + "estimated_total_tokens": 2502, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 38855.94, + "sql_execution_elapsed_ms_total": 166.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b537f86aed782ec9c3f9cc1d789cacdf91ce4bde --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:24:37.811570+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 38855.94, "started_at": "2026-05-26T00:23:58.952705+00:00", "ended_at": "2026-05-26T00:24:37.809180+00:00", "prompt_metrics": {"chars": 8246, "bytes_utf8": 8246, "lines": 242, "estimated_tokens": 2300}, "response_metrics": {"chars": 765, "bytes_utf8": 765, "lines": 1, "estimated_tokens": 202}, "usage": {"input_tokens": 25595, "cached_input_tokens": 24960, "output_tokens": 1928, "reasoning_output_tokens": 1720}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Policy_Sales_Channel\\\" AS \\\"group_col\\\",\\n \\\"Policy_Sales_Channel\\\" AS \\\"item_col\\\",\\n SUM(CAST(\\\"Annual_Premium\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Annual_Premium\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Annual_Premium\\\" AS REAL))) OVER (PARTITION BY \\\"Policy_Sales_Channel\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Policy_Sales_Channel\\\", \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the provided template and bindings exactly. CAST to REAL is included because \\\"Annual_Premium\\\" is stored as TEXT in the schema. Since the bound \\\"item_col\\\" equals the bound \\\"group_col\\\", each distinct channel will produce a within-group share of 100%.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d3defa30c95faeae3690d89cb33491105c45eaea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_66d254db12068bc4/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_66d254db12068bc4", + "api_calls": 0, + "input_tokens": 25595, + "cached_input_tokens": 24960, + "output_tokens": 1928, + "total_tokens": 27523, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2300, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d3794712b9cad680687d038c3a8a4a5386ee815e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_68b8e7747f757e05", + "api_calls": 0, + "input_tokens": 25562, + "cached_input_tokens": 24960, + "output_tokens": 611, + "total_tokens": 26173, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2267, + "estimated_output_tokens": 123, + "estimated_total_tokens": 2390, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16881.14, + "sql_execution_elapsed_ms_total": 57.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e4cf5c7eedd3c392f08be44a27cf7cad0229cf27 --- /dev/null +++ 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"input_tokens": 25562, + "cached_input_tokens": 24960, + "output_tokens": 611, + "reasoning_output_tokens": 482 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b3cf8997a1edb0384fa77a4d143082ee30c1ae08 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,244 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Gender, group_col_2=Vehicle_Damage.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Gender", + "group_col_2": "Vehicle_Damage", + "predicate_col": "Age", + "predicate_op": ">=", + "predicate_value": 49.0, + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c5ac95f1cf96051631d27c71493c79837d9750d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ab-5193-7003-a29e-a830f9ab3126"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Gender\\\", \\\"Vehicle_Damage\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nWHERE CAST(\\\"Age\\\" AS REAL) >= 49.0\\nGROUP BY \\\"Gender\\\", \\\"Vehicle_Damage\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the bound template with group_col=\\\"Gender\\\", group_col_2=\\\"Vehicle_Damage\\\", and predicate on \\\"Age\\\" >= 49.0. \\\"Age\\\" is CAST to REAL because the schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25562,"cached_input_tokens":24960,"output_tokens":611,"reasoning_output_tokens":482}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a70cc4cd1029436d6c8150ccc912c4bf4012128c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Gender\", \"Vehicle_Damage\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nWHERE CAST(\"Age\" AS REAL) >= 49.0\nGROUP BY \"Gender\", \"Vehicle_Damage\"\nORDER BY \"row_count\" DESC;","notes":"Applied the bound template with group_col=\"Gender\", group_col_2=\"Vehicle_Damage\", and predicate on \"Age\" >= 49.0. \"Age\" is CAST to REAL because the schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1cd036d084b777257f1b086d540bef698ddffe42 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Gender, group_col_2=Vehicle_Damage. +Result preview: [{"Gender": "Male", "Vehicle_Damage": "Yes", "row_count": 42707}, {"Gender": "Female", "Vehicle_Damage": "Yes", "row_count": 23200}, {"Gender": "Male", "Vehicle_Damage": "No", "row_count": 21762}, {"Gender": "Female", "Vehicle_Damage": "No", "row_count": 13753}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..bbb1b3eafb81fc22300f9b437d91323243fa0c37 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m11_68b8e7747f757e05 +-- problem_id: v2p_m11_ebeefdf75efe7db5 +-- realization_mode: agent +-- source_kind: agent +SELECT "Gender", "Vehicle_Damage", COUNT(*) AS "row_count" +FROM "m11" +WHERE CAST("Age" AS REAL) >= 49.0 +GROUP BY "Gender", "Vehicle_Damage" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7c9481d28f20cdfe25a80ac7e5d77a80bb9d4645 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Gender\", \"Vehicle_Damage\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nWHERE CAST(\"Age\" AS REAL) >= 49.0\nGROUP BY \"Gender\", \"Vehicle_Damage\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Gender\\\", \\\"Vehicle_Damage\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nWHERE CAST(\\\"Age\\\" AS REAL) >= 49.0\\nGROUP BY \\\"Gender\\\", \\\"Vehicle_Damage\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Gender\", \"Vehicle_Damage\", \"row_count\"], \"rows\": [{\"Gender\": \"Male\", \"Vehicle_Damage\": \"Yes\", \"row_count\": 42707}, {\"Gender\": \"Female\", \"Vehicle_Damage\": \"Yes\", \"row_count\": 23200}, {\"Gender\": \"Male\", \"Vehicle_Damage\": \"No\", \"row_count\": 21762}, {\"Gender\": \"Female\", \"Vehicle_Damage\": \"No\", \"row_count\": 13753}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 57.86}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..cbd2c1a5cc241ea87b95149d4e6a6f769d4cd38f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:24:37.988864+00:00", + "ended_at": "2026-05-26T00:24:54.937875+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_68b8e7747f757e05", + "problem_id": "v2p_m11_ebeefdf75efe7db5", + "dataset_id": "m11", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Gender, group_col_2=Vehicle_Damage.", + "bindings": { + "group_col": "Gender", + "group_col_2": "Vehicle_Damage", + "predicate_col": "Age", + "predicate_op": ">=", + "predicate_value": 49.0, + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=50" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_68b8e7747f757e05.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_68b8e7747f757e05", + "api_calls": 0, + "input_tokens": 25562, + "cached_input_tokens": 24960, + "output_tokens": 611, + "total_tokens": 26173, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2267, + "estimated_output_tokens": 123, + "estimated_total_tokens": 2390, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16881.14, + "sql_execution_elapsed_ms_total": 57.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..abfdef004dd2d250fc5600f7fa622d891a4a6281 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:24:54.878479+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16881.14, "started_at": "2026-05-26T00:24:37.993737+00:00", "ended_at": "2026-05-26T00:24:54.875128+00:00", "prompt_metrics": {"chars": 8104, "bytes_utf8": 8104, "lines": 244, "estimated_tokens": 2267}, "response_metrics": {"chars": 436, "bytes_utf8": 436, "lines": 1, "estimated_tokens": 123}, "usage": {"input_tokens": 25562, "cached_input_tokens": 24960, "output_tokens": 611, "reasoning_output_tokens": 482}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Gender\\\", \\\"Vehicle_Damage\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nWHERE CAST(\\\"Age\\\" AS REAL) >= 49.0\\nGROUP BY \\\"Gender\\\", \\\"Vehicle_Damage\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the bound template with group_col=\\\"Gender\\\", group_col_2=\\\"Vehicle_Damage\\\", and predicate on \\\"Age\\\" >= 49.0. \\\"Age\\\" is CAST to REAL because the schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b8b5b0bb5876f923525ed7229ca2dfb2e31be087 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_68b8e7747f757e05", + "api_calls": 0, + "input_tokens": 25562, + "cached_input_tokens": 24960, + "output_tokens": 611, + "total_tokens": 26173, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2267, + "estimated_output_tokens": 123, + "estimated_total_tokens": 2390, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16881.14, + "sql_execution_elapsed_ms_total": 57.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_68b8e7747f757e05/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..51c8b79cf3fabab849b12e84aa6fb3ba8502ba29 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7720, "bytes_utf8": 7720, "lines": 238, "estimated_tokens": 2150}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 305, "bytes_utf8": 305, "lines": 1, "estimated_tokens": 75}, "usage": {"input_tokens": 25445, "cached_input_tokens": 22912, "output_tokens": 210, "reasoning_output_tokens": 129}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..61381e5e69ecfb15d0e443da162fc405a92fd06f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_6b738f2d586e8136", + "api_calls": 0, + "input_tokens": 25445, + "cached_input_tokens": 22912, + "output_tokens": 210, + "total_tokens": 25655, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2150, + "estimated_output_tokens": 75, + "estimated_total_tokens": 2225, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9987.59, + "sql_execution_elapsed_ms_total": 69.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..81b51721c3fe8279c30a51e8564b07b10c57c34b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:24:54.944090+00:00", + "ended_at": "2026-05-26T00:25:04.931849+00:00", + "elapsed_ms": 9987.59, + "prompt_metrics": { + "chars": 7720, + "bytes_utf8": 7720, + "lines": 238, + "estimated_tokens": 2150 + }, + "stdout_metrics": { + "chars": 659, + "bytes_utf8": 659, + "lines": 4, + "estimated_tokens": 186 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 305, + "bytes_utf8": 305, + "lines": 1, + "estimated_tokens": 75 + }, + "usage": { + "input_tokens": 25445, + "cached_input_tokens": 22912, + "output_tokens": 210, + "reasoning_output_tokens": 129 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0b632ce981d57f25fdba88c88ca06556fa10673a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,238 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Previously_Insured.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Previously_Insured", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5543da11b2655fe5bf12d0092bfa4fbb93e74bae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ab-93d8-7b22-a289-93d9d0edb969"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Previously_Insured\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Previously_Insured\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Implements the planned grouped-count template on \\\"Previously_Insured\\\" to show subgroup size distribution.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25445,"cached_input_tokens":22912,"output_tokens":210,"reasoning_output_tokens":129}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3aaac9d42647a26fc4e6e64f81dcfaa686e9d2eb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"Previously_Insured\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nGROUP BY \"Previously_Insured\"\nORDER BY \"row_count\" DESC;","notes":"Implements the planned grouped-count template on \"Previously_Insured\" to show subgroup size distribution."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ae6a4bdf0142cefdd2867c3495ba6baccd5778e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Previously_Insured. +Result preview: [{"Previously_Insured": "0", "row_count": 206481}, {"Previously_Insured": "1", "row_count": 174628}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2e41ab3fa685dd705504b1874881dcbcbc6d9191 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m11_6b738f2d586e8136 +-- problem_id: v2p_m11_7b61a08ff6504402 +-- realization_mode: agent +-- source_kind: agent +SELECT "Previously_Insured", COUNT(*) AS "row_count" +FROM "m11" +GROUP BY "Previously_Insured" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..74f86973b7b3e367aa586574fb8349a15c946935 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"Previously_Insured\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nGROUP BY \"Previously_Insured\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Previously_Insured\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Previously_Insured\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Previously_Insured\", \"row_count\"], \"rows\": [{\"Previously_Insured\": \"0\", \"row_count\": 206481}, {\"Previously_Insured\": \"1\", \"row_count\": 174628}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 69.67}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4de90a4180fed62a469cec085cb1791cc0356b9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:24:54.938314+00:00", + "ended_at": "2026-05-26T00:25:05.006905+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_6b738f2d586e8136", + "problem_id": "v2p_m11_7b61a08ff6504402", + "dataset_id": "m11", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Previously_Insured.", + "bindings": { + "group_col": "Previously_Insured", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=14" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_6b738f2d586e8136.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_6b738f2d586e8136", + "api_calls": 0, + "input_tokens": 25445, + "cached_input_tokens": 22912, + "output_tokens": 210, + "total_tokens": 25655, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2150, + "estimated_output_tokens": 75, + "estimated_total_tokens": 2225, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9987.59, + "sql_execution_elapsed_ms_total": 69.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0218e029ddea1db27e234f5d0706b5fc6e3c1223 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:25:04.933986+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 9987.59, "started_at": "2026-05-26T00:24:54.944090+00:00", "ended_at": "2026-05-26T00:25:04.931849+00:00", "prompt_metrics": {"chars": 7720, "bytes_utf8": 7720, "lines": 238, "estimated_tokens": 2150}, "response_metrics": {"chars": 305, "bytes_utf8": 305, "lines": 1, "estimated_tokens": 75}, "usage": {"input_tokens": 25445, "cached_input_tokens": 22912, "output_tokens": 210, "reasoning_output_tokens": 129}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Previously_Insured\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Previously_Insured\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Implements the planned grouped-count template on \\\"Previously_Insured\\\" to show subgroup size distribution.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..badc05d913c2673c68d1a1e192610b3f830e4dce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_6b738f2d586e8136", + "api_calls": 0, + "input_tokens": 25445, + "cached_input_tokens": 22912, + "output_tokens": 210, + "total_tokens": 25655, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2150, + "estimated_output_tokens": 75, + "estimated_total_tokens": 2225, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9987.59, + "sql_execution_elapsed_ms_total": 69.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6b738f2d586e8136/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5ee26f22722b60b3f152131ad25799fffb93df35 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7892, "bytes_utf8": 7892, "lines": 240, "estimated_tokens": 2188}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 426, "bytes_utf8": 426, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 25483, "cached_input_tokens": 24960, "output_tokens": 299, "reasoning_output_tokens": 189}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b2a0fa3d158a3d5de1c1db199e01e69db02bee7d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_6e6d95f455df2d28", + "api_calls": 0, + "input_tokens": 25483, + "cached_input_tokens": 24960, + "output_tokens": 299, + "total_tokens": 25782, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2188, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2292, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10370.04, + "sql_execution_elapsed_ms_total": 483.97, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c012afcd6a281067985a20a134938965eff55cca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:25:05.011888+00:00", + "ended_at": "2026-05-26T00:25:15.382096+00:00", + "elapsed_ms": 10370.04, + "prompt_metrics": { + "chars": 7892, + "bytes_utf8": 7892, + "lines": 240, + "estimated_tokens": 2188 + }, + "stdout_metrics": { + "chars": 784, + "bytes_utf8": 784, + "lines": 4, + "estimated_tokens": 219 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 426, + "bytes_utf8": 426, + "lines": 1, + "estimated_tokens": 104 + }, + "usage": { + "input_tokens": 25483, + "cached_input_tokens": 24960, + "output_tokens": 299, + "reasoning_output_tokens": 189 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..07644af51d758b5b3209070f61dfccd88ad2157c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Vehicle_Age, measure_col=Annual_Premium.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Vehicle_Age", + "measure_col": "Annual_Premium", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 51539.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bb6ed1052858935b5d8547c8e2b1f7ab9b08723b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ab-bb1b-7401-b373-9b3fc1375c52"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Vehicle_Age\\\",\\n AVG(CAST(\\\"Annual_Premium\\\" AS REAL)) OVER (PARTITION BY \\\"Vehicle_Age\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the requested Window Partition Average template with group_col=\\\"Vehicle_Age\\\" and measure_col=\\\"Annual_Premium\\\". Cast \\\"Annual_Premium\\\" to REAL because the schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25483,"cached_input_tokens":24960,"output_tokens":299,"reasoning_output_tokens":189}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..66eb6a6d115515d58fa5103b39292428e158fc8a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Vehicle_Age\",\n AVG(CAST(\"Annual_Premium\" AS REAL)) OVER (PARTITION BY \"Vehicle_Age\") AS avg_measure\nFROM \"m11\"\nORDER BY avg_measure DESC;","notes":"Used the requested Window Partition Average template with group_col=\"Vehicle_Age\" and measure_col=\"Annual_Premium\". Cast \"Annual_Premium\" to REAL because the schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..39e669a30b9feb6c4acb6cf27b078740cd21133c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Vehicle_Age, measure_col=Annual_Premium. +Result preview: [{"Vehicle_Age": "> 2 Years", "avg_measure": 35654.49946898232}, {"Vehicle_Age": "1-2 Year", "avg_measure": 30523.582120250005}, {"Vehicle_Age": "< 1 Year", "avg_measure": 30119.55202505067}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7919c926af76deb518732502a3677f98acebe2ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_6e6d95f455df2d28 +-- problem_id: v2p_m11_9ff0506575326ec6 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Vehicle_Age", + AVG(CAST("Annual_Premium" AS REAL)) OVER (PARTITION BY "Vehicle_Age") AS avg_measure +FROM "m11" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6c613af6e7388e820eff13620af072a0d94ea6f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Vehicle_Age\",\n AVG(CAST(\"Annual_Premium\" AS REAL)) OVER (PARTITION BY \"Vehicle_Age\") AS avg_measure\nFROM \"m11\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Vehicle_Age\\\",\\n AVG(CAST(\\\"Annual_Premium\\\" AS REAL)) OVER (PARTITION BY \\\"Vehicle_Age\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"Vehicle_Age\", \"avg_measure\"], \"rows\": [{\"Vehicle_Age\": \"> 2 Years\", \"avg_measure\": 35654.49946898232}, {\"Vehicle_Age\": \"1-2 Year\", \"avg_measure\": 30523.582120250005}, {\"Vehicle_Age\": \"< 1 Year\", \"avg_measure\": 30119.55202505067}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 483.97}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..090088fc8b4ed5b9dd956c8d6685ca1ce78b6b6d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:25:05.007264+00:00", + "ended_at": "2026-05-26T00:25:15.870249+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_6e6d95f455df2d28", + "problem_id": "v2p_m11_9ff0506575326ec6", + "dataset_id": "m11", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Vehicle_Age, measure_col=Annual_Premium.", + "bindings": { + "group_col": "Vehicle_Age", + "measure_col": "Annual_Premium", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 51539.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=135" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_6e6d95f455df2d28.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_6e6d95f455df2d28", + "api_calls": 0, + "input_tokens": 25483, + "cached_input_tokens": 24960, + "output_tokens": 299, + "total_tokens": 25782, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2188, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2292, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10370.04, + "sql_execution_elapsed_ms_total": 483.97, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..98224cfec48bf658cb56cc9b501821f75f697cd8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:25:15.384261+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10370.04, "started_at": "2026-05-26T00:25:05.011888+00:00", "ended_at": "2026-05-26T00:25:15.382096+00:00", "prompt_metrics": {"chars": 7892, "bytes_utf8": 7892, "lines": 240, "estimated_tokens": 2188}, "response_metrics": {"chars": 426, "bytes_utf8": 426, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 25483, "cached_input_tokens": 24960, "output_tokens": 299, "reasoning_output_tokens": 189}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Vehicle_Age\\\",\\n AVG(CAST(\\\"Annual_Premium\\\" AS REAL)) OVER (PARTITION BY \\\"Vehicle_Age\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the requested Window Partition Average template with group_col=\\\"Vehicle_Age\\\" and measure_col=\\\"Annual_Premium\\\". Cast \\\"Annual_Premium\\\" to REAL because the schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d06a5e33a97903b66fd39d8009541fa0a95c0919 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_6e6d95f455df2d28", + "api_calls": 0, + "input_tokens": 25483, + "cached_input_tokens": 24960, + "output_tokens": 299, + "total_tokens": 25782, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2188, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2292, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10370.04, + "sql_execution_elapsed_ms_total": 483.97, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_6e6d95f455df2d28/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..543423c3f63cc79d803ba283375f96ea19b678b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7861, "bytes_utf8": 7861, "lines": 240, "estimated_tokens": 2179}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 395, "bytes_utf8": 395, "lines": 1, "estimated_tokens": 96}, "usage": {"input_tokens": 25474, "cached_input_tokens": 24960, "output_tokens": 618, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6ca919407df78bd718c7ac6035fb85bf9465c94d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_721c3878c28924b3", + "api_calls": 0, + "input_tokens": 25474, + "cached_input_tokens": 24960, + "output_tokens": 618, + "total_tokens": 26092, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2179, + "estimated_output_tokens": 96, + "estimated_total_tokens": 2275, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17279.85, + "sql_execution_elapsed_ms_total": 376.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..29ee1622c126304777b23f47af3613e74df63d90 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:25:15.877056+00:00", + "ended_at": "2026-05-26T00:25:33.157169+00:00", + "elapsed_ms": 17279.85, + "prompt_metrics": { + "chars": 7861, + "bytes_utf8": 7861, + "lines": 240, + "estimated_tokens": 2179 + }, + "stdout_metrics": { + "chars": 761, + "bytes_utf8": 761, + "lines": 4, + "estimated_tokens": 215 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 395, + "bytes_utf8": 395, + "lines": 1, + "estimated_tokens": 96 + }, + "usage": { + "input_tokens": 25474, + "cached_input_tokens": 24960, + "output_tokens": 618, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..068087da5247c319e81d55e79a21a7af8d3ea9fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Response, measure_col=Age.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Response", + "measure_col": "Age", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7b5277739d2d3b2ac71566d6f75925e4148ccb67 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ab-e58e-7b60-8e45-7f372510574c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Response\\\",\\n AVG(CAST(\\\"Age\\\" AS REAL)) OVER (PARTITION BY \\\"Response\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"Response\\\" and measure_col=\\\"Age\\\". Cast \\\"Age\\\" from TEXT to REAL so SQLite computes a numeric average.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25474,"cached_input_tokens":24960,"output_tokens":618,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ab61029ce32d56f1e5c9743176367117f1748e5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Response\",\n AVG(CAST(\"Age\" AS REAL)) OVER (PARTITION BY \"Response\") AS \"avg_measure\"\nFROM \"m11\"\nORDER BY \"avg_measure\" DESC;","notes":"Applied the Window Partition Average template with group_col=\"Response\" and measure_col=\"Age\". Cast \"Age\" from TEXT to REAL so SQLite computes a numeric average."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..edee7a16f8a3aef576c179bea3c92e0cece2c98b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Response, measure_col=Age. +Result preview: [{"Response": "1", "avg_measure": 43.435559837293944}, {"Response": "0", "avg_measure": 38.17822720761725}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..8cafeb624b50bb9bdc4fc8a7531b5a1c5e94ad57 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_721c3878c28924b3 +-- problem_id: v2p_m11_792f335a49549775 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Response", + AVG(CAST("Age" AS REAL)) OVER (PARTITION BY "Response") AS "avg_measure" +FROM "m11" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..445e1a53739d2ff25ea5b6b72b2cb9313a8b8740 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Response\",\n AVG(CAST(\"Age\" AS REAL)) OVER (PARTITION BY \"Response\") AS \"avg_measure\"\nFROM \"m11\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Response\\\",\\n AVG(CAST(\\\"Age\\\" AS REAL)) OVER (PARTITION BY \\\"Response\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Response\", \"avg_measure\"], \"rows\": [{\"Response\": \"1\", \"avg_measure\": 43.435559837293944}, {\"Response\": \"0\", \"avg_measure\": 38.17822720761725}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 376.25}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b9ae5cbc3133d47331ffb55558a26f86e5d3b063 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:25:15.871316+00:00", + "ended_at": "2026-05-26T00:25:33.537993+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_721c3878c28924b3", + "problem_id": "v2p_m11_792f335a49549775", + "dataset_id": "m11", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Response, measure_col=Age.", + "bindings": { + "group_col": "Response", + "measure_col": "Age", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=139" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_721c3878c28924b3.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_721c3878c28924b3", + "api_calls": 0, + "input_tokens": 25474, + "cached_input_tokens": 24960, + "output_tokens": 618, + "total_tokens": 26092, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2179, + "estimated_output_tokens": 96, + "estimated_total_tokens": 2275, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17279.85, + "sql_execution_elapsed_ms_total": 376.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..db3024c6776ce54440bb5b675ad8d652138b5b16 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:25:33.159664+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17279.85, "started_at": "2026-05-26T00:25:15.877056+00:00", "ended_at": "2026-05-26T00:25:33.157169+00:00", "prompt_metrics": {"chars": 7861, "bytes_utf8": 7861, "lines": 240, "estimated_tokens": 2179}, "response_metrics": {"chars": 395, "bytes_utf8": 395, "lines": 1, "estimated_tokens": 96}, "usage": {"input_tokens": 25474, "cached_input_tokens": 24960, "output_tokens": 618, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Response\\\",\\n AVG(CAST(\\\"Age\\\" AS REAL)) OVER (PARTITION BY \\\"Response\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"Response\\\" and measure_col=\\\"Age\\\". Cast \\\"Age\\\" from TEXT to REAL so SQLite computes a numeric average.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5b1d99ab1f49186af4d980ca2defb41776982987 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_721c3878c28924b3", + "api_calls": 0, + "input_tokens": 25474, + "cached_input_tokens": 24960, + "output_tokens": 618, + "total_tokens": 26092, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2179, + "estimated_output_tokens": 96, + "estimated_total_tokens": 2275, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17279.85, + "sql_execution_elapsed_ms_total": 376.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_721c3878c28924b3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..848c0dbaeacf6854857b8a78522f0c9f086417a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8063, "bytes_utf8": 8063, "lines": 243, "estimated_tokens": 2243}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 385, "bytes_utf8": 385, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 25538, "cached_input_tokens": 22912, "output_tokens": 432, "reasoning_output_tokens": 325}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f8cadbfe4dfd71b5204e354e4f6e0f25bc0e3d42 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_76b66e8018ebb098", + "api_calls": 0, + "input_tokens": 25538, + "cached_input_tokens": 22912, + "output_tokens": 432, + "total_tokens": 25970, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2243, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2344, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13678.19, + "sql_execution_elapsed_ms_total": 89.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ed144ecf06d57555873685d4121805bc3fd58f00 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:25:33.543607+00:00", + "ended_at": "2026-05-26T00:25:47.222013+00:00", + "elapsed_ms": 13678.19, + "prompt_metrics": { + "chars": 8063, + "bytes_utf8": 8063, + "lines": 243, + "estimated_tokens": 2243 + }, + "stdout_metrics": { + "chars": 748, + "bytes_utf8": 748, + "lines": 4, + "estimated_tokens": 219 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 385, + "bytes_utf8": 385, + "lines": 1, + "estimated_tokens": 101 + }, + "usage": { + "input_tokens": 25538, + "cached_input_tokens": 22912, + "output_tokens": 432, + "reasoning_output_tokens": 325 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9134409d058d0af30398f10e1e8f4ec77de0f8a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Response, condition_col=Vehicle_Age.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Response", + "condition_col": "Vehicle_Age", + "condition_value": "< 1 Year", + "positive_value": "1-2 Year", + "negative_value": "< 1 Year", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 51539.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..83bff237d4bc39c24e728ace55f790b6e26f09e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ac-2a93-7c03-a298-8d38e1cfe244"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Response\\\",\\n AVG(CASE WHEN \\\"Vehicle_Age\\\" = '< 1 Year' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Response\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the grouped condition rate template with group_col=\\\"Response\\\", condition_col=\\\"Vehicle_Age\\\", and condition_value='< 1 Year'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25538,"cached_input_tokens":22912,"output_tokens":432,"reasoning_output_tokens":325}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e0c6d9b42311ff54604e873bb63fca1252f35921 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Response\",\n AVG(CASE WHEN \"Vehicle_Age\" = '< 1 Year' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Response\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the grouped condition rate template with group_col=\"Response\", condition_col=\"Vehicle_Age\", and condition_value='< 1 Year'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..7bb291ba62939a7b359c1b4e83aa533c7c3672e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Response, condition_col=Vehicle_Age. +Result preview: [{"Response": "0", "condition_rate": 0.4712454283655155}, {"Response": "1", "condition_rate": 0.15418539927210448}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e13ce758df7a1d44fec05727ea241ec27196da9f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_76b66e8018ebb098 +-- problem_id: v2p_m11_6342d77a94826509 +-- realization_mode: agent +-- source_kind: agent +SELECT "Response", + AVG(CASE WHEN "Vehicle_Age" = '< 1 Year' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Response" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1173bf27732dc3011bc654a0f3258e49565d5c3a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Response\",\n AVG(CASE WHEN \"Vehicle_Age\" = '< 1 Year' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Response\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Response\\\",\\n AVG(CASE WHEN \\\"Vehicle_Age\\\" = '< 1 Year' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Response\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Response\", \"condition_rate\"], \"rows\": [{\"Response\": \"0\", \"condition_rate\": 0.4712454283655155}, {\"Response\": \"1\", \"condition_rate\": 0.15418539927210448}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 89.0}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7aca53293739497333e6def4143170b1bb25e1ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:25:33.538383+00:00", + "ended_at": "2026-05-26T00:25:47.314588+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_76b66e8018ebb098", + "problem_id": "v2p_m11_6342d77a94826509", + "dataset_id": "m11", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Response, condition_col=Vehicle_Age.", + "bindings": { + "group_col": "Response", + "condition_col": "Vehicle_Age", + "condition_value": "< 1 Year", + "positive_value": "1-2 Year", + "negative_value": "< 1 Year", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 51539.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=99" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_76b66e8018ebb098.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_76b66e8018ebb098", + "api_calls": 0, + "input_tokens": 25538, + "cached_input_tokens": 22912, + "output_tokens": 432, + "total_tokens": 25970, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2243, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2344, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13678.19, + "sql_execution_elapsed_ms_total": 89.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..47ead7a9b46660835dff0d099903efe4683ba96f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:25:47.224209+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13678.19, "started_at": "2026-05-26T00:25:33.543607+00:00", "ended_at": "2026-05-26T00:25:47.222013+00:00", "prompt_metrics": {"chars": 8063, "bytes_utf8": 8063, "lines": 243, "estimated_tokens": 2243}, "response_metrics": {"chars": 385, "bytes_utf8": 385, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 25538, "cached_input_tokens": 22912, "output_tokens": 432, "reasoning_output_tokens": 325}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Response\\\",\\n AVG(CASE WHEN \\\"Vehicle_Age\\\" = '< 1 Year' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Response\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the grouped condition rate template with group_col=\\\"Response\\\", condition_col=\\\"Vehicle_Age\\\", and condition_value='< 1 Year'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..28add96fc8f0f611753c5a27326324ba597b8c0e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_76b66e8018ebb098", + "api_calls": 0, + "input_tokens": 25538, + "cached_input_tokens": 22912, + "output_tokens": 432, + "total_tokens": 25970, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2243, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2344, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13678.19, + "sql_execution_elapsed_ms_total": 89.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_76b66e8018ebb098/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..958b3891cd5849143b850edbb0abb8f5bc42fe20 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8178, "bytes_utf8": 8178, "lines": 242, "estimated_tokens": 2287}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 653, "bytes_utf8": 653, "lines": 1, "estimated_tokens": 181}, "usage": {"input_tokens": 25582, "cached_input_tokens": 24960, "output_tokens": 703, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c1cc75e34d85a9ae5d27ec45c9377d4d322fc1d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_7a29bf71458d836f", + "api_calls": 0, + "input_tokens": 25582, + "cached_input_tokens": 24960, + "output_tokens": 703, + "total_tokens": 26285, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2287, + "estimated_output_tokens": 181, + "estimated_total_tokens": 2468, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17316.44, + "sql_execution_elapsed_ms_total": 208.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5c5446f4a1a350ab07394f30669799e4d906269f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:25:47.320380+00:00", + "ended_at": "2026-05-26T00:26:04.623373+00:00", + "elapsed_ms": 17316.44, + "prompt_metrics": { + "chars": 8178, + "bytes_utf8": 8178, + "lines": 242, + "estimated_tokens": 2287 + }, + "stdout_metrics": { + "chars": 1049, + "bytes_utf8": 1049, + "lines": 4, + "estimated_tokens": 320 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 101 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 653, + "bytes_utf8": 653, + "lines": 1, + "estimated_tokens": 181 + }, + "usage": { + "input_tokens": 25582, + "cached_input_tokens": 24960, + "output_tokens": 703, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..20cede709112a4cbb699b434417c5375bd53d440 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Age, measure_col=Age.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Age", + "measure_col": "Age", + "item_col": "Region_Code", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1c888c0ff2bebae18faafdd0396cd84e38653cd5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ac-605e-7233-acf7-56cc3443c452"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Age\\\",\\n \\\"Region_Code\\\",\\n SUM(CAST(\\\"Age\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Age\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Age\\\" AS REAL))) OVER (PARTITION BY \\\"Age\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nWHERE \\\"Age\\\" IS NOT NULL\\n AND \\\"Region_Code\\\" IS NOT NULL\\nGROUP BY \\\"Age\\\", \\\"Region_Code\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"Age\\\", item_col=\\\"Region_Code\\\", and measure_col=\\\"Age\\\". CAST(\\\"Age\\\" AS REAL) is used for SQLite-safe aggregation because the schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25582,"cached_input_tokens":24960,"output_tokens":703,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..19cf61dfc6ae87870ba210f5c23b25d00d278d93 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Age\",\n \"Region_Code\",\n SUM(CAST(\"Age\" AS REAL)) AS total_measure,\n SUM(CAST(\"Age\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Age\" AS REAL))) OVER (PARTITION BY \"Age\") AS share_within_group\nFROM \"m11\"\nWHERE \"Age\" IS NOT NULL\n AND \"Region_Code\" IS NOT NULL\nGROUP BY \"Age\", \"Region_Code\"\nORDER BY share_within_group DESC;","notes":"Applied the provided Within-Group Share of Total template with group_col=\"Age\", item_col=\"Region_Code\", and measure_col=\"Age\". CAST(\"Age\" AS REAL) is used for SQLite-safe aggregation because the schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..16c831f4840593d6bfb43c31471b3bf0802ab013 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:26:03.998951Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61ac-605e-7233-acf7-56cc3443c452.1779755147358495000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..660ba6be08b91e651977b344cedc2d1c18316bae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Age, measure_col=Age. +Result preview: [{"Age": "81", "Region_Code": "28.0", "total_measure": 2673.0, "share_within_group": 58.92857142857143}, {"Age": "83", "Region_Code": "28.0", "total_measure": 996.0, "share_within_group": 54.54545454545455}, {"Age": "84", "Region_Code": "28.0", "total_measure": 504.0, "share_within_group": 54.54545454545455}, {"Age": "85", "Region_Code": "28.0", "total_measure": 510.0, "share_within_group": 54.54545454545455}, {"Age": "82", "Region_Code": "28.0", "total_measure": 1230.0, "share_within_group": 51.724137931034484}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..932e1a589f8177b936d277a903d260b855bec6f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/generated_sql.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_7a29bf71458d836f +-- problem_id: v2p_m11_1ae9b24ff3af0c53 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Age", + "Region_Code", + SUM(CAST("Age" AS REAL)) AS total_measure, + SUM(CAST("Age" AS REAL)) * 100.0 / SUM(SUM(CAST("Age" AS REAL))) OVER (PARTITION BY "Age") AS share_within_group +FROM "m11" +WHERE "Age" IS NOT NULL + AND "Region_Code" IS NOT NULL +GROUP BY "Age", "Region_Code" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b8953eda3b4df7329157766b395bf221d5ca0973 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Age\",\n \"Region_Code\",\n SUM(CAST(\"Age\" AS REAL)) AS total_measure,\n SUM(CAST(\"Age\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Age\" AS REAL))) OVER (PARTITION BY \"Age\") AS share_within_group\nFROM \"m11\"\nWHERE \"Age\" IS NOT NULL\n AND \"Region_Code\" IS NOT NULL\nGROUP BY \"Age\", \"Region_Code\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Age\\\",\\n \\\"Region_Code\\\",\\n SUM(CAST(\\\"Age\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Age\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Age\\\" AS REAL))) OVER (PARTITION BY \\\"Age\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nWHERE \\\"Age\\\" IS NOT NULL\\n AND \\\"Region_Code\\\" IS NOT NULL\\nGROUP BY \\\"Age\\\", \\\"Region_Code\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"Age\", \"Region_Code\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Age\": \"81\", \"Region_Code\": \"28.0\", \"total_measure\": 2673.0, \"share_within_group\": 58.92857142857143}, {\"Age\": \"83\", \"Region_Code\": \"28.0\", \"total_measure\": 996.0, \"share_within_group\": 54.54545454545455}, {\"Age\": \"84\", \"Region_Code\": \"28.0\", \"total_measure\": 504.0, \"share_within_group\": 54.54545454545455}, {\"Age\": \"85\", \"Region_Code\": \"28.0\", \"total_measure\": 510.0, \"share_within_group\": 54.54545454545455}, {\"Age\": \"82\", \"Region_Code\": \"28.0\", \"total_measure\": 1230.0, \"share_within_group\": 51.724137931034484}, {\"Age\": \"77\", \"Region_Code\": \"28.0\", \"total_measure\": 51975.0, \"share_within_group\": 48.63112391930836}, {\"Age\": \"80\", \"Region_Code\": \"28.0\", \"total_measure\": 35200.0, \"share_within_group\": 48.40484048404841}, {\"Age\": \"76\", \"Region_Code\": \"28.0\", \"total_measure\": 51224.0, \"share_within_group\": 48.28080229226361}, {\"Age\": \"79\", \"Region_Code\": \"28.0\", \"total_measure\": 34523.0, \"share_within_group\": 47.759562841530055}, {\"Age\": \"78\", \"Region_Code\": \"28.0\", \"total_measure\": 45084.0, \"share_within_group\": 47.5328947368421}, {\"Age\": \"69\", \"Region_Code\": \"28.0\", \"total_measure\": 81903.0, \"share_within_group\": 46.91699604743083}, {\"Age\": \"73\", \"Region_Code\": \"28.0\", \"total_measure\": 65773.0, \"share_within_group\": 46.8051948051948}, {\"Age\": \"72\", \"Region_Code\": \"28.0\", \"total_measure\": 67824.0, \"share_within_group\": 46.28992628992629}, {\"Age\": \"71\", \"Region_Code\": \"28.0\", \"total_measure\": 67379.0, \"share_within_group\": 46.27011214041931}, {\"Age\": \"75\", \"Region_Code\": \"28.0\", \"total_measure\": 55125.0, \"share_within_group\": 45.794392523364486}, {\"Age\": \"67\", \"Region_Code\": \"28.0\", \"total_measure\": 79596.0, \"share_within_group\": 45.27439024390244}, {\"Age\": \"74\", \"Region_Code\": \"28.0\", \"total_measure\": 61198.0, \"share_within_group\": 45.14192139737991}, {\"Age\": \"70\", \"Region_Code\": \"28.0\", \"total_measure\": 74200.0, \"share_within_group\": 45.12558535547041}, {\"Age\": \"45\", \"Region_Code\": \"28.0\", \"total_measure\": 165105.0, \"share_within_group\": 44.836856898448005}, {\"Age\": \"44\", \"Region_Code\": \"28.0\", \"total_measure\": 163944.0, \"share_within_group\": 44.58537752782099}, {\"Age\": \"43\", \"Region_Code\": \"28.0\", \"total_measure\": 160261.0, \"share_within_group\": 44.174469598198414}, {\"Age\": \"47\", \"Region_Code\": \"28.0\", \"total_measure\": 150071.0, \"share_within_group\": 43.43626717453408}, {\"Age\": \"48\", \"Region_Code\": \"28.0\", \"total_measure\": 148128.0, \"share_within_group\": 43.38535076620273}, {\"Age\": \"66\", \"Region_Code\": \"28.0\", \"total_measure\": 78012.0, \"share_within_group\": 43.37614678899082}, {\"Age\": \"68\", \"Region_Code\": \"28.0\", \"total_measure\": 71944.0, \"share_within_group\": 43.36065573770492}, {\"Age\": \"46\", \"Region_Code\": \"28.0\", \"total_measure\": 156952.0, \"share_within_group\": 43.304987942632316}, {\"Age\": \"64\", \"Region_Code\": \"28.0\", \"total_measure\": 77760.0, \"share_within_group\": 42.63157894736842}, {\"Age\": \"63\", \"Region_Code\": \"28.0\", \"total_measure\": 82467.0, \"share_within_group\": 42.444876783398186}, {\"Age\": \"65\", \"Region_Code\": \"28.0\", \"total_measure\": 76245.0, \"share_within_group\": 42.02794697241132}, {\"Age\": \"49\", \"Region_Code\": \"28.0\", \"total_measure\": 136024.0, \"share_within_group\": 41.96523053665911}, {\"Age\": \"42\", \"Region_Code\": \"28.0\", \"total_measure\": 140532.0, \"share_within_group\": 41.78843511927064}, {\"Age\": \"56\", \"Region_Code\": \"28.0\", \"total_measure\": 94864.0, \"share_within_group\": 41.69333005168595}, {\"Age\": \"51\", \"Region_Code\": \"28.0\", \"total_measure\": 124899.0, \"share_within_group\": 41.40321217244294}, {\"Age\": \"55\", \"Region_Code\": \"28.0\", \"total_measure\": 102355.0, \"share_within_group\": 41.401557285873196}, {\"Age\": \"62\", \"Region_Code\": \"28.0\", \"total_measure\": 79050.0, \"share_within_group\": 41.07603092783505}, {\"Age\": \"58\", \"Region_Code\": \"28.0\", \"total_measure\": 90538.0, \"share_within_group\": 40.84249084249084}, {\"Age\": \"41\", \"Region_Code\": \"28.0\", \"total_measure\": 129437.0, \"share_within_group\": 40.809203722854186}, {\"Age\": \"54\", \"Region_Code\": \"28.0\", \"total_measure\": 109836.0, \"share_within_group\": 40.704422653592154}, {\"Age\": \"53\", \"Region_Code\": \"28.0\", \"total_measure\": 114904.0, \"share_within_group\": 40.66779215906959}, {\"Age\": \"50\", \"Region_Code\": \"28.0\", \"total_measure\": 127250.0, \"share_within_group\": 40.63547820533291}, {\"Age\": \"61\", \"Region_Code\": \"28.0\", \"total_measure\": 82777.0, \"share_within_group\": 40.616581861718046}, {\"Age\": \"60\", \"Region_Code\": \"28.0\", \"total_measure\": 85980.0, \"share_within_group\": 40.54895302773062}, {\"Age\": \"57\", \"Region_Code\": \"28.0\", \"total_measure\": 90459.0, \"share_within_group\": 40.23833671399594}, {\"Age\": \"52\", \"Region_Code\": \"28.0\", \"total_measure\": 116480.0, \"share_within_group\": 40.07155635062612}, {\"Age\": \"59\", \"Region_Code\": \"28.0\", \"total_measure\": 85432.0, \"share_within_group\": 40.066408411732155}, {\"Age\": \"40\", \"Region_Code\": \"28.0\", \"total_measure\": 112280.0, \"share_within_group\": 39.16015625}, {\"Age\": \"39\", \"Region_Code\": \"28.0\", \"total_measure\": 98280.0, \"share_within_group\": 39.0092879256966}, {\"Age\": \"38\", \"Region_Code\": \"28.0\", \"total_measure\": 78850.0, \"share_within_group\": 36.339754816112084}, {\"Age\": \"37\", \"Region_Code\": \"28.0\", \"total_measure\": 67858.0, \"share_within_group\": 33.912721893491124}, {\"Age\": \"36\", \"Region_Code\": \"28.0\", \"total_measure\": 60084.0, \"share_within_group\": 32.94512435846822}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 208.0}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3a60b8776260678d56c26cb9400e7bacbe620103 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:25:47.315604+00:00", + "ended_at": "2026-05-26T00:26:04.837190+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_7a29bf71458d836f", + "problem_id": "v2p_m11_1ae9b24ff3af0c53", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Age, measure_col=Age.", + "bindings": { + "group_col": "Age", + "measure_col": "Age", + "item_col": "Region_Code", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=31" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_7a29bf71458d836f.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_7a29bf71458d836f", + "api_calls": 0, + "input_tokens": 25582, + "cached_input_tokens": 24960, + "output_tokens": 703, + "total_tokens": 26285, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2287, + "estimated_output_tokens": 181, + "estimated_total_tokens": 2468, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17316.44, + "sql_execution_elapsed_ms_total": 208.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6421347877b6cdcc52df78b7f043690daad1cc43 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:26:04.626144+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17316.44, "started_at": "2026-05-26T00:25:47.320380+00:00", "ended_at": "2026-05-26T00:26:04.623373+00:00", "prompt_metrics": {"chars": 8178, "bytes_utf8": 8178, "lines": 242, "estimated_tokens": 2287}, "response_metrics": {"chars": 653, "bytes_utf8": 653, "lines": 1, "estimated_tokens": 181}, "usage": {"input_tokens": 25582, "cached_input_tokens": 24960, "output_tokens": 703, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:26:03.998951Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61ac-605e-7233-acf7-56cc3443c452.1779755147358495000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Age\\\",\\n \\\"Region_Code\\\",\\n SUM(CAST(\\\"Age\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Age\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Age\\\" AS REAL))) OVER (PARTITION BY \\\"Age\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nWHERE \\\"Age\\\" IS NOT NULL\\n AND \\\"Region_Code\\\" IS NOT NULL\\nGROUP BY \\\"Age\\\", \\\"Region_Code\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"Age\\\", item_col=\\\"Region_Code\\\", and measure_col=\\\"Age\\\". CAST(\\\"Age\\\" AS REAL) is used for SQLite-safe aggregation because the schema stores values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f18885e602128a70a1e1adcf22427c222d59da4e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7a29bf71458d836f/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_7a29bf71458d836f", + "api_calls": 0, + "input_tokens": 25582, + "cached_input_tokens": 24960, + "output_tokens": 703, + "total_tokens": 26285, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2287, + "estimated_output_tokens": 181, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..58880d0ec4a0d8135b58990909d14d7de9c82bcd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_7badb766e4c68962", + "api_calls": 0, + "input_tokens": 25477, + "cached_input_tokens": 24960, + "output_tokens": 332, + "total_tokens": 25809, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2182, + "estimated_output_tokens": 108, + "estimated_total_tokens": 2290, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13279.3, + "sql_execution_elapsed_ms_total": 384.37, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c2a3606eb766645cd9daec7aaaba1387f84f3297 --- /dev/null +++ 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"input_tokens": 25477, + "cached_input_tokens": 24960, + "output_tokens": 332, + "reasoning_output_tokens": 218 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..76a1f59c672a0a982c00493016d30dcd286d4aa2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Gender, measure_col=Region_Code.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Gender", + "measure_col": "Region_Code", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 20.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4745d9db68a0e1b51bb15ff33ac3d80102450427 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ac-a4d6-7cf3-af42-c43475718e4c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Gender\\\",\\n AVG(CAST(\\\"Region_Code\\\" AS REAL)) OVER (PARTITION BY \\\"Gender\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the requested Window Partition Average template with group_col=\\\"Gender\\\" and measure_col=\\\"Region_Code\\\". Cast \\\"Region_Code\\\" to REAL because the schema stores it as TEXT, and SQLite AVG should operate on numeric values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25477,"cached_input_tokens":24960,"output_tokens":332,"reasoning_output_tokens":218}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..85b225e646b858e52bdd83d8579566382056f83f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Gender\",\n AVG(CAST(\"Region_Code\" AS REAL)) OVER (PARTITION BY \"Gender\") AS \"avg_measure\"\nFROM \"m11\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the requested Window Partition Average template with group_col=\"Gender\" and measure_col=\"Region_Code\". Cast \"Region_Code\" to REAL because the schema stores it as TEXT, and SQLite AVG should operate on numeric values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..7acc4621ac55f7b2e4d73d925a150f3288096784 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Gender, measure_col=Region_Code. +Result preview: [{"Gender": "Male", "avg_measure": 26.39617349785772}, {"Gender": "Female", "avg_measure": 26.380133699005828}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..67ba77fc02d673a28bc7a91cf062133c73b9420f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_7badb766e4c68962 +-- problem_id: v2p_m11_0ff8558db5c3d1c5 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Gender", + AVG(CAST("Region_Code" AS REAL)) OVER (PARTITION BY "Gender") AS "avg_measure" +FROM "m11" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..46555227f5a70e3a6e16e63f101f29705b560697 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Gender\",\n AVG(CAST(\"Region_Code\" AS REAL)) OVER (PARTITION BY \"Gender\") AS \"avg_measure\"\nFROM \"m11\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Gender\\\",\\n AVG(CAST(\\\"Region_Code\\\" AS REAL)) OVER (PARTITION BY \\\"Gender\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Gender\", \"avg_measure\"], \"rows\": [{\"Gender\": \"Male\", \"avg_measure\": 26.39617349785772}, {\"Gender\": \"Female\", \"avg_measure\": 26.380133699005828}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 384.37}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ec52a502de5a5f7b34fd3d4b38c3ef8d013f530b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:26:04.837624+00:00", + "ended_at": "2026-05-26T00:26:18.506085+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_7badb766e4c68962", + "problem_id": "v2p_m11_0ff8558db5c3d1c5", + "dataset_id": "m11", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Gender, measure_col=Region_Code.", + "bindings": { + "group_col": "Gender", + "measure_col": "Region_Code", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 20.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=140" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_7badb766e4c68962.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_7badb766e4c68962", + "api_calls": 0, + "input_tokens": 25477, + "cached_input_tokens": 24960, + "output_tokens": 332, + "total_tokens": 25809, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2182, + "estimated_output_tokens": 108, + "estimated_total_tokens": 2290, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13279.3, + "sql_execution_elapsed_ms_total": 384.37, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5b67c3588db09278c4479010b109646c7fe60ca6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:26:18.119005+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13279.3, "started_at": "2026-05-26T00:26:04.842235+00:00", "ended_at": "2026-05-26T00:26:18.116803+00:00", "prompt_metrics": {"chars": 7878, "bytes_utf8": 7878, "lines": 240, "estimated_tokens": 2182}, "response_metrics": {"chars": 459, "bytes_utf8": 459, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 25477, "cached_input_tokens": 24960, "output_tokens": 332, "reasoning_output_tokens": 218}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Gender\\\",\\n AVG(CAST(\\\"Region_Code\\\" AS REAL)) OVER (PARTITION BY \\\"Gender\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the requested Window Partition Average template with group_col=\\\"Gender\\\" and measure_col=\\\"Region_Code\\\". Cast \\\"Region_Code\\\" to REAL because the schema stores it as TEXT, and SQLite AVG should operate on numeric values.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4a4d4abda08370795a6ddda85a028d5813303cd5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_7badb766e4c68962", + "api_calls": 0, + "input_tokens": 25477, + "cached_input_tokens": 24960, + "output_tokens": 332, + "total_tokens": 25809, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2182, + "estimated_output_tokens": 108, + "estimated_total_tokens": 2290, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13279.3, + "sql_execution_elapsed_ms_total": 384.37, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7badb766e4c68962/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0ab31e7fe7062c9b24b4aac6fc605ea295e462f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8633, "bytes_utf8": 8633, "lines": 243, "estimated_tokens": 2388}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 773, "bytes_utf8": 773, "lines": 1, "estimated_tokens": 206}, "usage": {"input_tokens": 25683, "cached_input_tokens": 22912, "output_tokens": 1756, "reasoning_output_tokens": 1544}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..dd2f7a7a0648cbf52254c66abd80ac247b6e85d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_7fb21f3136667084", + "api_calls": 0, + "input_tokens": 25683, + "cached_input_tokens": 22912, + "output_tokens": 1756, + "total_tokens": 27439, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2388, + "estimated_output_tokens": 206, + "estimated_total_tokens": 2594, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 37486.2, + "sql_execution_elapsed_ms_total": 134.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..46b8055242f375d0c8546272a7e96475bcbe593a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:26:18.512451+00:00", + "ended_at": "2026-05-26T00:26:55.995826+00:00", + "elapsed_ms": 37486.2, + "prompt_metrics": { + "chars": 8633, + "bytes_utf8": 8633, + "lines": 243, + "estimated_tokens": 2388 + }, + "stdout_metrics": { + "chars": 1176, + "bytes_utf8": 1176, + "lines": 4, + "estimated_tokens": 345 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 773, + "bytes_utf8": 773, + "lines": 1, + "estimated_tokens": 206 + }, + "usage": { + "input_tokens": 25683, + "cached_input_tokens": 22912, + "output_tokens": 1756, + "reasoning_output_tokens": 1544 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0334b57fa2d0018f2a231cdc9e11c09c0b42a36b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Policy_Sales_Channel, condition_col=Driving_License.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Policy_Sales_Channel", + "condition_col": "Driving_License", + "condition_value": "1", + "positive_value": "1", + "negative_value": "0", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..552df2d6a4bf49d1d462a72b1c23e93de24d035f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ac-da39-74c2-ace0-b6acbb969c61"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"Policy_Sales_Channel\\\",\\n SUM(CASE WHEN \\\"Driving_License\\\" = '1' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Driving_License\\\" = '0' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Policy_Sales_Channel\\\"\\n)\\nSELECT \\\"Policy_Sales_Channel\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Instantiated the planned grouped-ratio template using \\\"Policy_Sales_Channel\\\" as the grouping column and text comparisons on \\\"Driving_License\\\" values '1' and '0' to match the provided SQLite schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25683,"cached_input_tokens":22912,"output_tokens":1756,"reasoning_output_tokens":1544}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3ab99debcd7170493bb21590713f44e92b7cc256 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT \"Policy_Sales_Channel\",\n SUM(CASE WHEN \"Driving_License\" = '1' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Driving_License\" = '0' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m11\"\n GROUP BY \"Policy_Sales_Channel\"\n)\nSELECT \"Policy_Sales_Channel\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Instantiated the planned grouped-ratio template using \"Policy_Sales_Channel\" as the grouping column and text comparisons on \"Driving_License\" values '1' and '0' to match the provided SQLite schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..695d520ca107dfeef1a4a3a53968b40c0c499bd5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Policy_Sales_Channel, condition_col=Driving_License. +Result preview: [{"Policy_Sales_Channel": "152.0", "condition_ratio": 26955.8}, {"Policy_Sales_Channel": "156.0", "condition_ratio": 5329.5}, {"Policy_Sales_Channel": "157.0", "condition_ratio": 3341.0}, {"Policy_Sales_Channel": "154.0", "condition_ratio": 1996.6666666666667}, {"Policy_Sales_Channel": "163.0", "condition_ratio": 1445.5}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5b7bfa813d77a34a4f1a9fc2ad83aaa1c0ea1d1c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m11_7fb21f3136667084 +-- problem_id: v2p_m11_e834d1e9915332a7 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "Policy_Sales_Channel", + SUM(CASE WHEN "Driving_License" = '1' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Driving_License" = '0' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m11" + GROUP BY "Policy_Sales_Channel" +) +SELECT "Policy_Sales_Channel", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4416d009ac1d5c19eaebc5b3c0a3a2970051dcae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT \"Policy_Sales_Channel\",\n SUM(CASE WHEN \"Driving_License\" = '1' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Driving_License\" = '0' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m11\"\n GROUP BY \"Policy_Sales_Channel\"\n)\nSELECT \"Policy_Sales_Channel\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"Policy_Sales_Channel\\\",\\n SUM(CASE WHEN \\\"Driving_License\\\" = '1' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Driving_License\\\" = '0' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Policy_Sales_Channel\\\"\\n)\\nSELECT \\\"Policy_Sales_Channel\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"Policy_Sales_Channel\", \"condition_ratio\"], \"rows\": [{\"Policy_Sales_Channel\": \"152.0\", \"condition_ratio\": 26955.8}, {\"Policy_Sales_Channel\": \"156.0\", \"condition_ratio\": 5329.5}, {\"Policy_Sales_Channel\": \"157.0\", \"condition_ratio\": 3341.0}, {\"Policy_Sales_Channel\": \"154.0\", \"condition_ratio\": 1996.6666666666667}, {\"Policy_Sales_Channel\": \"163.0\", \"condition_ratio\": 1445.5}, {\"Policy_Sales_Channel\": \"29.0\", \"condition_ratio\": 842.0}, {\"Policy_Sales_Channel\": \"12.0\", \"condition_ratio\": 782.0}, {\"Policy_Sales_Channel\": \"155.0\", \"condition_ratio\": 616.0}, {\"Policy_Sales_Channel\": \"52.0\", \"condition_ratio\": 526.5}, {\"Policy_Sales_Channel\": \"124.0\", \"condition_ratio\": 390.5079365079365}, {\"Policy_Sales_Channel\": \"8.0\", \"condition_ratio\": 377.75}, {\"Policy_Sales_Channel\": \"24.0\", \"condition_ratio\": 374.0}, {\"Policy_Sales_Channel\": \"125.0\", \"condition_ratio\": 341.0}, {\"Policy_Sales_Channel\": \"31.0\", \"condition_ratio\": 314.5}, {\"Policy_Sales_Channel\": \"61.0\", \"condition_ratio\": 288.5}, {\"Policy_Sales_Channel\": \"120.0\", \"condition_ratio\": 255.33333333333334}, {\"Policy_Sales_Channel\": \"55.0\", \"condition_ratio\": 251.8}, {\"Policy_Sales_Channel\": \"11.0\", \"condition_ratio\": 239.6}, {\"Policy_Sales_Channel\": \"15.0\", \"condition_ratio\": 221.0}, {\"Policy_Sales_Channel\": \"23.0\", \"condition_ratio\": 210.0}, {\"Policy_Sales_Channel\": \"26.0\", \"condition_ratio\": 195.30541871921181}, {\"Policy_Sales_Channel\": \"136.0\", \"condition_ratio\": 184.0}, {\"Policy_Sales_Channel\": \"16.0\", \"condition_ratio\": 173.33333333333334}, {\"Policy_Sales_Channel\": \"4.0\", \"condition_ratio\": 168.66666666666666}, {\"Policy_Sales_Channel\": \"18.0\", \"condition_ratio\": 166.0}, {\"Policy_Sales_Channel\": \"22.0\", \"condition_ratio\": 165.0}, {\"Policy_Sales_Channel\": \"116.0\", \"condition_ratio\": 153.0}, {\"Policy_Sales_Channel\": \"122.0\", \"condition_ratio\": 151.76923076923077}, {\"Policy_Sales_Channel\": \"3.0\", \"condition_ratio\": 129.75}, {\"Policy_Sales_Channel\": \"30.0\", \"condition_ratio\": 127.18181818181819}, {\"Policy_Sales_Channel\": \"59.0\", \"condition_ratio\": 126.0}, {\"Policy_Sales_Channel\": \"13.0\", \"condition_ratio\": 123.33333333333333}, {\"Policy_Sales_Channel\": \"25.0\", \"condition_ratio\": 122.2}, {\"Policy_Sales_Channel\": \"7.0\", \"condition_ratio\": 113.14285714285714}, {\"Policy_Sales_Channel\": \"127.0\", \"condition_ratio\": 109.0}, {\"Policy_Sales_Channel\": \"14.0\", \"condition_ratio\": 102.66666666666667}, {\"Policy_Sales_Channel\": \"135.0\", \"condition_ratio\": 100.0}, {\"Policy_Sales_Channel\": \"147.0\", \"condition_ratio\": 91.0}, {\"Policy_Sales_Channel\": \"64.0\", \"condition_ratio\": 88.0}, {\"Policy_Sales_Channel\": \"10.0\", \"condition_ratio\": 87.0}, {\"Policy_Sales_Channel\": \"9.0\", \"condition_ratio\": 83.5}, {\"Policy_Sales_Channel\": \"42.0\", \"condition_ratio\": 65.0}, {\"Policy_Sales_Channel\": \"145.0\", \"condition_ratio\": 57.0}, {\"Policy_Sales_Channel\": \"106.0\", \"condition_ratio\": 51.0}, {\"Policy_Sales_Channel\": \"119.0\", \"condition_ratio\": 50.5}, {\"Policy_Sales_Channel\": \"45.0\", \"condition_ratio\": 46.0}, {\"Policy_Sales_Channel\": \"53.0\", \"condition_ratio\": 31.0}, {\"Policy_Sales_Channel\": \"98.0\", \"condition_ratio\": 20.0}, {\"Policy_Sales_Channel\": \"51.0\", \"condition_ratio\": 11.0}, {\"Policy_Sales_Channel\": \"27.0\", \"condition_ratio\": 2.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 134.55}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6faed187d75eb9695d2db5a95531186c1210955d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_7fb21f3136667084/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:26:18.506459+00:00", + "ended_at": "2026-05-26T00:26:56.137194+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_7fb21f3136667084", + "problem_id": "v2p_m11_e834d1e9915332a7", + "dataset_id": "m11", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Policy_Sales_Channel, condition_col=Driving_License.", + "bindings": { + "group_col": "Policy_Sales_Channel", + "condition_col": "Driving_License", + "condition_value": "1", + "positive_value": "1", + "negative_value": "0", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=37" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_7fb21f3136667084.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", 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"estimated_tokens": 206}, "usage": {"input_tokens": 25683, "cached_input_tokens": 22912, "output_tokens": 1756, "reasoning_output_tokens": 1544}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"Policy_Sales_Channel\\\",\\n SUM(CASE WHEN \\\"Driving_License\\\" = '1' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Driving_License\\\" = '0' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Policy_Sales_Channel\\\"\\n)\\nSELECT \\\"Policy_Sales_Channel\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Instantiated the planned grouped-ratio template using \\\"Policy_Sales_Channel\\\" as the grouping column and text comparisons on \\\"Driving_License\\\" values '1' and '0' to match the provided SQLite 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"content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8058, "bytes_utf8": 8058, "lines": 243, "estimated_tokens": 2237}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 445, "bytes_utf8": 445, "lines": 1, "estimated_tokens": 113}, "usage": {"input_tokens": 25532, "cached_input_tokens": 24960, "output_tokens": 635, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a2b5319b56026acfd96d43ab0a329c6e6983d7d4 --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..91d00475bbb6a5f7720a4e1ef7f15ae1a4ed939e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:26:56.144596+00:00", + "ended_at": "2026-05-26T00:27:11.844448+00:00", + "elapsed_ms": 15699.84, + "prompt_metrics": { + "chars": 8058, + "bytes_utf8": 8058, + "lines": 243, + "estimated_tokens": 2237 + }, + "stdout_metrics": { + "chars": 808, + "bytes_utf8": 808, + "lines": 4, + "estimated_tokens": 230 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 445, + "bytes_utf8": 445, + "lines": 1, + "estimated_tokens": 113 + }, + "usage": { + "input_tokens": 25532, + "cached_input_tokens": 24960, + "output_tokens": 635, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..aebc6fab205df3559457a4bdfad5350a84cf4b6a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Vintage, condition_col=Previously_Insured.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Vintage", + "condition_col": "Previously_Insured", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f616bb388801ea01d12ac0990a28ff42a593130a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ad-6d38-7e43-9542-83caa435310f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Vintage\\\",\\n AVG(CASE WHEN \\\"Previously_Insured\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vintage\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the requested Grouped Condition Rate template with group_col=\\\"Vintage\\\" and condition_col=\\\"Previously_Insured\\\" to measure the within-group proportion of rows where Previously_Insured = '0'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25532,"cached_input_tokens":24960,"output_tokens":635,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..36923c4ba4b502c5641cce58760420a222152392 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Vintage\",\n AVG(CASE WHEN \"Previously_Insured\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Vintage\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the requested Grouped Condition Rate template with group_col=\"Vintage\" and condition_col=\"Previously_Insured\" to measure the within-group proportion of rows where Previously_Insured = '0'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c7e0676ceab3ba4952025449beb4e3a0c7c86173 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Vintage, condition_col=Previously_Insured. +Result preview: [{"Vintage": "252", "condition_rate": 0.5877742946708464}, {"Vintage": "84", "condition_rate": 0.5819793205317577}, {"Vintage": "210", "condition_rate": 0.5793588741204065}, {"Vintage": "295", "condition_rate": 0.5764705882352941}, {"Vintage": "146", "condition_rate": 0.574468085106383}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..54837b537d133fb124e9ae9863129974b8ae8d29 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_81843a68ee6d078f +-- problem_id: v2p_m11_89ba993e7c078f22 +-- realization_mode: agent +-- source_kind: agent +SELECT "Vintage", + AVG(CASE WHEN "Previously_Insured" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Vintage" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9f202a9c99bffa692712c959efc3831681315788 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Vintage\",\n AVG(CASE WHEN \"Previously_Insured\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Vintage\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Vintage\\\",\\n AVG(CASE WHEN \\\"Previously_Insured\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vintage\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Vintage\", \"condition_rate\"], \"rows\": [{\"Vintage\": \"252\", \"condition_rate\": 0.5877742946708464}, {\"Vintage\": \"84\", \"condition_rate\": 0.5819793205317577}, {\"Vintage\": \"210\", \"condition_rate\": 0.5793588741204065}, {\"Vintage\": \"295\", \"condition_rate\": 0.5764705882352941}, {\"Vintage\": \"146\", \"condition_rate\": 0.574468085106383}, {\"Vintage\": \"127\", \"condition_rate\": 0.5744514106583072}, {\"Vintage\": \"11\", \"condition_rate\": 0.5714285714285714}, {\"Vintage\": \"12\", \"condition_rate\": 0.5704057279236276}, {\"Vintage\": \"289\", \"condition_rate\": 0.5691946833463644}, {\"Vintage\": \"108\", \"condition_rate\": 0.5681458003169572}, {\"Vintage\": \"21\", \"condition_rate\": 0.5676691729323309}, {\"Vintage\": \"35\", \"condition_rate\": 0.5674242424242424}, {\"Vintage\": \"283\", \"condition_rate\": 0.5666156202143952}, {\"Vintage\": \"220\", \"condition_rate\": 0.5657998423955871}, {\"Vintage\": \"188\", \"condition_rate\": 0.5657587548638132}, {\"Vintage\": \"249\", \"condition_rate\": 0.564963503649635}, {\"Vintage\": \"20\", \"condition_rate\": 0.5646879756468798}, {\"Vintage\": \"189\", \"condition_rate\": 0.5646359583952452}, {\"Vintage\": \"165\", \"condition_rate\": 0.5642909625275533}, {\"Vintage\": \"132\", \"condition_rate\": 0.5642023346303502}, {\"Vintage\": \"53\", \"condition_rate\": 0.5640243902439024}, {\"Vintage\": \"64\", \"condition_rate\": 0.5637181409295352}, {\"Vintage\": \"118\", \"condition_rate\": 0.5632}, {\"Vintage\": \"120\", \"condition_rate\": 0.5626911314984709}, {\"Vintage\": \"114\", \"condition_rate\": 0.5622641509433962}, {\"Vintage\": \"72\", \"condition_rate\": 0.56215360253365}, {\"Vintage\": \"45\", \"condition_rate\": 0.5616757176105508}, {\"Vintage\": \"27\", \"condition_rate\": 0.5615050651230101}, {\"Vintage\": \"131\", \"condition_rate\": 0.5609228550829127}, {\"Vintage\": \"183\", \"condition_rate\": 0.5606891151135474}, {\"Vintage\": \"102\", \"condition_rate\": 0.5606508875739645}, {\"Vintage\": \"149\", \"condition_rate\": 0.5600309837335399}, {\"Vintage\": \"48\", \"condition_rate\": 0.5589414595028067}, {\"Vintage\": \"73\", \"condition_rate\": 0.5588652482269504}, {\"Vintage\": \"242\", \"condition_rate\": 0.5586258401792382}, {\"Vintage\": \"19\", \"condition_rate\": 0.5585874799357945}, {\"Vintage\": \"292\", \"condition_rate\": 0.5583272193690388}, {\"Vintage\": \"29\", \"condition_rate\": 0.5582450832072617}, {\"Vintage\": \"76\", \"condition_rate\": 0.5582417582417583}, {\"Vintage\": \"52\", \"condition_rate\": 0.5581929555895865}, {\"Vintage\": \"159\", \"condition_rate\": 0.5580495356037152}, {\"Vintage\": \"34\", \"condition_rate\": 0.5578330893118595}, {\"Vintage\": \"47\", \"condition_rate\": 0.5575896262395118}, {\"Vintage\": \"152\", \"condition_rate\": 0.5575896262395118}, {\"Vintage\": \"194\", \"condition_rate\": 0.5575352635486266}, {\"Vintage\": \"135\", \"condition_rate\": 0.5571321882001493}, {\"Vintage\": \"83\", \"condition_rate\": 0.5570272259013981}, {\"Vintage\": \"46\", \"condition_rate\": 0.5569136745607334}, {\"Vintage\": \"181\", \"condition_rate\": 0.5567176186645213}, {\"Vintage\": \"186\", \"condition_rate\": 0.5559701492537313}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 166.48}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6af4f78df84fe8aa9e6fd020e063f152c04584a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:26:56.138920+00:00", + "ended_at": "2026-05-26T00:27:12.017872+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_81843a68ee6d078f", + "problem_id": "v2p_m11_89ba993e7c078f22", + "dataset_id": "m11", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Vintage, condition_col=Previously_Insured.", + "bindings": { + "group_col": "Vintage", + "condition_col": "Previously_Insured", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=98" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_81843a68ee6d078f.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_81843a68ee6d078f", + "api_calls": 0, + "input_tokens": 25532, + "cached_input_tokens": 24960, + "output_tokens": 635, + "total_tokens": 26167, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2237, + "estimated_output_tokens": 113, + "estimated_total_tokens": 2350, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15699.84, + "sql_execution_elapsed_ms_total": 166.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..df75b2e3f903f86a1319a710edc9a5836fee4ba8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:27:11.848288+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15699.84, "started_at": "2026-05-26T00:26:56.144596+00:00", "ended_at": "2026-05-26T00:27:11.844448+00:00", "prompt_metrics": {"chars": 8058, "bytes_utf8": 8058, "lines": 243, "estimated_tokens": 2237}, "response_metrics": {"chars": 445, "bytes_utf8": 445, "lines": 1, "estimated_tokens": 113}, "usage": {"input_tokens": 25532, "cached_input_tokens": 24960, "output_tokens": 635, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Vintage\\\",\\n AVG(CASE WHEN \\\"Previously_Insured\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vintage\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the requested Grouped Condition Rate template with group_col=\\\"Vintage\\\" and condition_col=\\\"Previously_Insured\\\" to measure the within-group proportion of rows where Previously_Insured = '0'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..644ace7ba368cc2118f1284a28ffb259826c0454 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_81843a68ee6d078f", + "api_calls": 0, + "input_tokens": 25532, + "cached_input_tokens": 24960, + "output_tokens": 635, + "total_tokens": 26167, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2237, + "estimated_output_tokens": 113, + "estimated_total_tokens": 2350, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15699.84, + "sql_execution_elapsed_ms_total": 166.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_81843a68ee6d078f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..578a1e47200151599d95248e22357de36af22be7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8120, "bytes_utf8": 8120, "lines": 244, "estimated_tokens": 2272}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 427, "bytes_utf8": 427, "lines": 1, "estimated_tokens": 117}, "usage": {"input_tokens": 25567, "cached_input_tokens": 24960, "output_tokens": 639, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..34ab1f9795d63bf54f30f5a1b0319790aecd3747 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_8527f97900fdc723", + "api_calls": 0, + "input_tokens": 25567, + "cached_input_tokens": 24960, + "output_tokens": 639, + "total_tokens": 26206, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2272, + "estimated_output_tokens": 117, + "estimated_total_tokens": 2389, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16957.16, + "sql_execution_elapsed_ms_total": 29.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e59d816973a0bc33e974ee30f64b9bbef7a2cff3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:27:12.024943+00:00", + "ended_at": "2026-05-26T00:27:28.982201+00:00", + "elapsed_ms": 16957.16, + "prompt_metrics": { + "chars": 8120, + "bytes_utf8": 8120, + "lines": 244, + "estimated_tokens": 2272 + }, + "stdout_metrics": { + "chars": 794, + "bytes_utf8": 794, + "lines": 4, + "estimated_tokens": 233 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 427, + "bytes_utf8": 427, + "lines": 1, + "estimated_tokens": 117 + }, + "usage": { + "input_tokens": 25567, + "cached_input_tokens": 24960, + "output_tokens": 639, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..10b82c8517a3012a3a9a104ce1c82fa3c333d7af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,244 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Age, group_col_2=Previously_Insured.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Age", + "group_col_2": "Previously_Insured", + "predicate_col": "Annual_Premium", + "predicate_op": ">=", + "predicate_value": 51539.0, + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d94d975bf9e6ca7c065b29aa671e019d085dec20 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ad-ab3c-7853-b635-787d05082a6f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Age\\\", \\\"Previously_Insured\\\", COUNT(*) AS row_count\\nFROM \\\"m11\\\"\\nWHERE CAST(\\\"Annual_Premium\\\" AS REAL) >= 51539.0\\nGROUP BY \\\"Age\\\", \\\"Previously_Insured\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Applied the planned filtered 2D group-count template with \\\"Age\\\" and \\\"Previously_Insured\\\". Cast \\\"Annual_Premium\\\" to REAL because the schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25567,"cached_input_tokens":24960,"output_tokens":639,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a7a05a848e40ee41932f769e0987f4dcc77d54fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"Age\", \"Previously_Insured\", COUNT(*) AS row_count\nFROM \"m11\"\nWHERE CAST(\"Annual_Premium\" AS REAL) >= 51539.0\nGROUP BY \"Age\", \"Previously_Insured\"\nORDER BY row_count DESC;","notes":"Applied the planned filtered 2D group-count template with \"Age\" and \"Previously_Insured\". Cast \"Annual_Premium\" to REAL because the schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2d64005fa479a906ae0012e2877bea7d6024cefd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Age, group_col_2=Previously_Insured. +Result preview: [{"Age": "24", "Previously_Insured": "1", "row_count": 1075}, {"Age": "25", "Previously_Insured": "1", "row_count": 864}, {"Age": "23", "Previously_Insured": "1", "row_count": 830}, {"Age": "22", "Previously_Insured": "1", "row_count": 662}, {"Age": "26", "Previously_Insured": "1", "row_count": 528}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ac7f08217ef1e2233f9ff6de192b9c65135569f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m11_8527f97900fdc723 +-- problem_id: v2p_m11_7b537506898702e8 +-- realization_mode: agent +-- source_kind: agent +SELECT "Age", "Previously_Insured", COUNT(*) AS row_count +FROM "m11" +WHERE CAST("Annual_Premium" AS REAL) >= 51539.0 +GROUP BY "Age", "Previously_Insured" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..caeb93ff71661f490173e31927e422a889be1b81 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"Age\", \"Previously_Insured\", COUNT(*) AS row_count\nFROM \"m11\"\nWHERE CAST(\"Annual_Premium\" AS REAL) >= 51539.0\nGROUP BY \"Age\", \"Previously_Insured\"\nORDER BY row_count DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Age\\\", \\\"Previously_Insured\\\", COUNT(*) AS row_count\\nFROM \\\"m11\\\"\\nWHERE CAST(\\\"Annual_Premium\\\" AS REAL) >= 51539.0\\nGROUP BY \\\"Age\\\", \\\"Previously_Insured\\\"\\nORDER BY row_count DESC;\", \"columns\": [\"Age\", \"Previously_Insured\", \"row_count\"], \"rows\": [{\"Age\": \"24\", \"Previously_Insured\": \"1\", \"row_count\": 1075}, {\"Age\": \"25\", \"Previously_Insured\": \"1\", \"row_count\": 864}, {\"Age\": \"23\", \"Previously_Insured\": \"1\", \"row_count\": 830}, {\"Age\": \"22\", \"Previously_Insured\": \"1\", \"row_count\": 662}, {\"Age\": \"26\", \"Previously_Insured\": \"1\", \"row_count\": 528}, {\"Age\": \"46\", \"Previously_Insured\": \"0\", \"row_count\": 504}, {\"Age\": \"45\", \"Previously_Insured\": \"0\", \"row_count\": 500}, {\"Age\": \"44\", \"Previously_Insured\": \"0\", \"row_count\": 491}, {\"Age\": \"48\", \"Previously_Insured\": \"0\", \"row_count\": 472}, {\"Age\": \"43\", \"Previously_Insured\": \"0\", \"row_count\": 442}, {\"Age\": \"49\", \"Previously_Insured\": \"0\", \"row_count\": 442}, {\"Age\": \"21\", \"Previously_Insured\": \"1\", \"row_count\": 441}, {\"Age\": \"47\", \"Previously_Insured\": \"0\", \"row_count\": 440}, {\"Age\": \"50\", \"Previously_Insured\": \"0\", \"row_count\": 422}, {\"Age\": \"52\", \"Previously_Insured\": \"0\", \"row_count\": 420}, {\"Age\": \"23\", \"Previously_Insured\": \"0\", \"row_count\": 414}, {\"Age\": \"27\", \"Previously_Insured\": \"1\", \"row_count\": 414}, {\"Age\": \"51\", \"Previously_Insured\": \"0\", \"row_count\": 406}, {\"Age\": \"22\", \"Previously_Insured\": \"0\", \"row_count\": 402}, {\"Age\": \"24\", \"Previously_Insured\": \"0\", \"row_count\": 397}, {\"Age\": \"53\", \"Previously_Insured\": \"0\", \"row_count\": 384}, {\"Age\": \"21\", \"Previously_Insured\": \"0\", \"row_count\": 373}, {\"Age\": \"42\", \"Previously_Insured\": \"0\", \"row_count\": 373}, {\"Age\": \"54\", \"Previously_Insured\": \"0\", \"row_count\": 368}, {\"Age\": \"41\", \"Previously_Insured\": \"0\", \"row_count\": 367}, {\"Age\": \"40\", \"Previously_Insured\": \"0\", \"row_count\": 330}, {\"Age\": \"55\", \"Previously_Insured\": \"0\", \"row_count\": 329}, {\"Age\": \"39\", \"Previously_Insured\": \"0\", \"row_count\": 320}, {\"Age\": \"25\", \"Previously_Insured\": \"0\", \"row_count\": 319}, {\"Age\": \"56\", \"Previously_Insured\": \"0\", \"row_count\": 316}, {\"Age\": \"58\", \"Previously_Insured\": \"0\", \"row_count\": 310}, {\"Age\": \"28\", \"Previously_Insured\": \"1\", \"row_count\": 306}, {\"Age\": \"59\", \"Previously_Insured\": \"0\", \"row_count\": 294}, {\"Age\": \"57\", \"Previously_Insured\": \"0\", \"row_count\": 291}, {\"Age\": \"63\", \"Previously_Insured\": \"0\", \"row_count\": 268}, {\"Age\": \"64\", \"Previously_Insured\": \"0\", \"row_count\": 265}, {\"Age\": \"61\", \"Previously_Insured\": \"0\", \"row_count\": 260}, {\"Age\": \"66\", \"Previously_Insured\": \"0\", \"row_count\": 254}, {\"Age\": \"67\", \"Previously_Insured\": \"0\", \"row_count\": 251}, {\"Age\": \"60\", \"Previously_Insured\": \"0\", \"row_count\": 250}, {\"Age\": \"62\", \"Previously_Insured\": \"0\", \"row_count\": 247}, {\"Age\": \"69\", \"Previously_Insured\": \"0\", \"row_count\": 247}, {\"Age\": \"38\", \"Previously_Insured\": \"0\", \"row_count\": 241}, {\"Age\": \"65\", \"Previously_Insured\": \"0\", \"row_count\": 239}, {\"Age\": \"29\", \"Previously_Insured\": \"1\", \"row_count\": 219}, {\"Age\": \"36\", \"Previously_Insured\": \"0\", \"row_count\": 216}, {\"Age\": \"37\", \"Previously_Insured\": \"0\", \"row_count\": 213}, {\"Age\": \"68\", \"Previously_Insured\": \"0\", \"row_count\": 202}, {\"Age\": \"72\", \"Previously_Insured\": \"0\", \"row_count\": 197}, {\"Age\": \"35\", \"Previously_Insured\": \"0\", \"row_count\": 190}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 29.79}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f78b7204a7bb7e1eb1f671e451c22e3f8f9e5f70 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:27:12.018331+00:00", + "ended_at": "2026-05-26T00:27:29.016342+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_8527f97900fdc723", + "problem_id": "v2p_m11_7b537506898702e8", + "dataset_id": "m11", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Age, group_col_2=Previously_Insured.", + "bindings": { + "group_col": "Age", + "group_col_2": "Previously_Insured", + "predicate_col": "Annual_Premium", + "predicate_op": ">=", + "predicate_value": 51539.0, + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/1", + "binding_index=56" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8527f97900fdc723.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_8527f97900fdc723", + "api_calls": 0, + "input_tokens": 25567, + "cached_input_tokens": 24960, + "output_tokens": 639, + "total_tokens": 26206, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2272, + "estimated_output_tokens": 117, + "estimated_total_tokens": 2389, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16957.16, + "sql_execution_elapsed_ms_total": 29.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e2d5f1ca0aef9e1e3d416df647b027e21e37a760 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8527f97900fdc723/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:27:28.985072+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16957.16, "started_at": "2026-05-26T00:27:12.024943+00:00", "ended_at": "2026-05-26T00:27:28.982201+00:00", "prompt_metrics": {"chars": 8120, "bytes_utf8": 8120, "lines": 244, "estimated_tokens": 2272}, "response_metrics": {"chars": 427, "bytes_utf8": 427, "lines": 1, "estimated_tokens": 117}, "usage": {"input_tokens": 25567, "cached_input_tokens": 24960, "output_tokens": 639, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Age\\\", \\\"Previously_Insured\\\", COUNT(*) AS row_count\\nFROM \\\"m11\\\"\\nWHERE CAST(\\\"Annual_Premium\\\" AS REAL) >= 51539.0\\nGROUP BY \\\"Age\\\", \\\"Previously_Insured\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Applied the planned filtered 2D group-count template with \\\"Age\\\" and \\\"Previously_Insured\\\". 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@@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8222, "bytes_utf8": 8222, "lines": 242, "estimated_tokens": 2294}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 668, "bytes_utf8": 668, "lines": 1, "estimated_tokens": 177}, "usage": {"input_tokens": 25589, "cached_input_tokens": 22912, "output_tokens": 699, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/session_summary.json new file mode 100644 index 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"conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ec7c4c893a1b920dd8697f54d46b82ea4ccc90a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:27:29.022337+00:00", + "ended_at": "2026-05-26T00:27:46.757495+00:00", + "elapsed_ms": 17735.0, + "prompt_metrics": { + "chars": 8222, + "bytes_utf8": 8222, + "lines": 242, + "estimated_tokens": 2294 + }, + "stdout_metrics": { + "chars": 1052, + "bytes_utf8": 1052, + "lines": 4, + "estimated_tokens": 315 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 668, + "bytes_utf8": 668, + "lines": 1, + "estimated_tokens": 177 + }, + "usage": { + "input_tokens": 25589, + "cached_input_tokens": 22912, + "output_tokens": 699, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..633ba5b8dee88c9b3d6e79b6aed7368a84c3e458 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Vehicle_Damage, measure_col=Region_Code.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Vehicle_Damage", + "measure_col": "Region_Code", + "item_col": "Annual_Premium", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 20.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..076fcda18c629cdfc37f41337c9f625f99870945 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ad-eda6-76d2-8f9a-78f5f1ce6fd5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Vehicle_Damage\\\",\\n \\\"Annual_Premium\\\",\\n SUM(CAST(\\\"Region_Code\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Region_Code\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"Region_Code\\\" AS REAL))) OVER (PARTITION BY \\\"Vehicle_Damage\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vehicle_Damage\\\", \\\"Annual_Premium\\\"\\nORDER BY share_within_group DESC\\nLIMIT 16;\",\"notes\":\"Used the provided template and bindings directly: group_col=\\\"Vehicle_Damage\\\", item_col=\\\"Annual_Premium\\\", measure_col=\\\"Region_Code\\\". CAST to REAL is included because the schema stores numeric-looking fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25589,"cached_input_tokens":22912,"output_tokens":699,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..899631f74e0e8e77b8355a4a6c2e91a76586a55a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Vehicle_Damage\",\n \"Annual_Premium\",\n SUM(CAST(\"Region_Code\" AS REAL)) AS total_measure,\n SUM(CAST(\"Region_Code\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"Region_Code\" AS REAL))) OVER (PARTITION BY \"Vehicle_Damage\") AS share_within_group\nFROM \"m11\"\nGROUP BY \"Vehicle_Damage\", \"Annual_Premium\"\nORDER BY share_within_group DESC\nLIMIT 16;","notes":"Used the provided template and bindings directly: group_col=\"Vehicle_Damage\", item_col=\"Annual_Premium\", measure_col=\"Region_Code\". CAST to REAL is included because the schema stores numeric-looking fields as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..10be682bcdc27fae0b7fd09c9748aa93dace5115 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Vehicle_Damage, measure_col=Region_Code. +Result preview: [{"Vehicle_Damage": "Yes", "Annual_Premium": "2630.0", "total_measure": 1003199.0, "share_within_group": 19.48440847611458}, {"Vehicle_Damage": "No", "Annual_Premium": "2630.0", "total_measure": 700742.0, "share_within_group": 14.276717835252027}, {"Vehicle_Damage": "Yes", "Annual_Premium": "69856.0", "total_measure": 2584.0, "share_within_group": 0.05018716276858338}, {"Vehicle_Damage": "No", "Annual_Premium": "69856.0", "total_measure": 1296.0, "share_within_group": 0.026404334711615157}, {"Vehicle_Damage": "Yes", "Annual_Premium": "43707.0", "total_measure": 913.0, "share_within_group": 0.01773253854787795}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..389f6e1367dc72ee6e060ab37289feb658b2d8e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/generated_sql.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_8834a732f16ff060 +-- problem_id: v2p_m11_8278bb74c617fc8b +-- realization_mode: agent +-- source_kind: agent +SELECT + "Vehicle_Damage", + "Annual_Premium", + SUM(CAST("Region_Code" AS REAL)) AS total_measure, + SUM(CAST("Region_Code" AS REAL)) * 100.0 + / SUM(SUM(CAST("Region_Code" AS REAL))) OVER (PARTITION BY "Vehicle_Damage") AS share_within_group +FROM "m11" +GROUP BY "Vehicle_Damage", "Annual_Premium" +ORDER BY share_within_group DESC +LIMIT 16; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b6b647fd42218560c897bec2471737928b118ef8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Vehicle_Damage\",\n \"Annual_Premium\",\n SUM(CAST(\"Region_Code\" AS REAL)) AS total_measure,\n SUM(CAST(\"Region_Code\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"Region_Code\" AS REAL))) OVER (PARTITION BY \"Vehicle_Damage\") AS share_within_group\nFROM \"m11\"\nGROUP BY \"Vehicle_Damage\", \"Annual_Premium\"\nORDER BY share_within_group DESC\nLIMIT 16;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Vehicle_Damage\\\",\\n \\\"Annual_Premium\\\",\\n SUM(CAST(\\\"Region_Code\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Region_Code\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"Region_Code\\\" AS REAL))) OVER (PARTITION BY \\\"Vehicle_Damage\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vehicle_Damage\\\", \\\"Annual_Premium\\\"\\nORDER BY share_within_group DESC\\nLIMIT 16;\", \"columns\": [\"Vehicle_Damage\", \"Annual_Premium\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"2630.0\", \"total_measure\": 1003199.0, \"share_within_group\": 19.48440847611458}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"2630.0\", \"total_measure\": 700742.0, \"share_within_group\": 14.276717835252027}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"69856.0\", \"total_measure\": 2584.0, \"share_within_group\": 0.05018716276858338}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"69856.0\", \"total_measure\": 1296.0, \"share_within_group\": 0.026404334711615157}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"43707.0\", \"total_measure\": 913.0, \"share_within_group\": 0.01773253854787795}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"33877.0\", \"total_measure\": 763.0, \"share_within_group\": 0.015545144587162319}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"45179.0\", \"total_measure\": 795.0, \"share_within_group\": 0.015440709907516946}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"28905.0\", \"total_measure\": 718.0, \"share_within_group\": 0.01462832740967568}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"39008.0\", \"total_measure\": 753.0, \"share_within_group\": 0.014624974289761334}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"33436.0\", \"total_measure\": 705.0, \"share_within_group\": 0.013692705012326348}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"24436.0\", \"total_measure\": 664.0, \"share_within_group\": 0.013528146796691716}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"38287.0\", \"total_measure\": 646.0, \"share_within_group\": 0.012546790692145844}, {\"Vehicle_Damage\": \"Yes\", \"Annual_Premium\": \"42063.0\", \"total_measure\": 638.0, \"share_within_group\": 0.012391412479240015}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"31739.0\", \"total_measure\": 602.0, \"share_within_group\": 0.012264976463265683}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"31470.0\", \"total_measure\": 598.0, \"share_within_group\": 0.012183481603044648}, {\"Vehicle_Damage\": \"No\", \"Annual_Premium\": \"33209.0\", \"total_measure\": 597.0, \"share_within_group\": 0.01216310788798939}], \"row_count_returned\": 16, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 485.51}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..40aa8a06bdcd936bdad6775d71f3d22f9ada335d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:27:29.016711+00:00", + "ended_at": "2026-05-26T00:27:47.248968+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_8834a732f16ff060", + "problem_id": "v2p_m11_8278bb74c617fc8b", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Vehicle_Damage, measure_col=Region_Code.", + "bindings": { + "group_col": "Vehicle_Damage", + "measure_col": "Region_Code", + "item_col": "Annual_Premium", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 20.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8834a732f16ff060.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_8834a732f16ff060", + "api_calls": 0, + "input_tokens": 25589, + "cached_input_tokens": 22912, + "output_tokens": 699, + "total_tokens": 26288, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2294, + "estimated_output_tokens": 177, + "estimated_total_tokens": 2471, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17735.0, + "sql_execution_elapsed_ms_total": 485.51, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..051931784ee55fb1cb662c7397e13275e602e6c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:27:46.760855+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17735.0, "started_at": "2026-05-26T00:27:29.022337+00:00", "ended_at": "2026-05-26T00:27:46.757495+00:00", "prompt_metrics": {"chars": 8222, "bytes_utf8": 8222, "lines": 242, "estimated_tokens": 2294}, "response_metrics": {"chars": 668, "bytes_utf8": 668, "lines": 1, "estimated_tokens": 177}, "usage": {"input_tokens": 25589, "cached_input_tokens": 22912, "output_tokens": 699, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Vehicle_Damage\\\",\\n \\\"Annual_Premium\\\",\\n SUM(CAST(\\\"Region_Code\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Region_Code\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"Region_Code\\\" AS REAL))) OVER (PARTITION BY \\\"Vehicle_Damage\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vehicle_Damage\\\", \\\"Annual_Premium\\\"\\nORDER BY share_within_group DESC\\nLIMIT 16;\",\"notes\":\"Used the provided template and bindings directly: group_col=\\\"Vehicle_Damage\\\", item_col=\\\"Annual_Premium\\\", measure_col=\\\"Region_Code\\\". CAST to REAL is included because the schema stores numeric-looking fields as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..08c3ba977dbca352e9dbc83b4c407f0ff41dc171 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_8834a732f16ff060", + "api_calls": 0, + "input_tokens": 25589, + "cached_input_tokens": 22912, + "output_tokens": 699, + "total_tokens": 26288, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2294, + "estimated_output_tokens": 177, + "estimated_total_tokens": 2471, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17735.0, + "sql_execution_elapsed_ms_total": 485.51, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8834a732f16ff060/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d79dc56ce1ad788ccba814dc8ccb9a5315f6b4c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8119, "bytes_utf8": 8119, "lines": 244, "estimated_tokens": 2271}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 495, "bytes_utf8": 495, "lines": 1, "estimated_tokens": 134}, "usage": {"input_tokens": 25566, "cached_input_tokens": 24960, "output_tokens": 846, "reasoning_output_tokens": 706}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ce5cccaf65255ea6cdb576ddace4fbb9c2b693d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_8a3460e94d70db06", + "api_calls": 0, + "input_tokens": 25566, + "cached_input_tokens": 24960, + "output_tokens": 846, + "total_tokens": 26412, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2271, + "estimated_output_tokens": 134, + "estimated_total_tokens": 2405, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18885.18, + "sql_execution_elapsed_ms_total": 32.01, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..af024a89658984dc66e86b5e866cfbbf2efaa2bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:27:47.254362+00:00", + "ended_at": "2026-05-26T00:28:06.139726+00:00", + "elapsed_ms": 18885.18, + "prompt_metrics": { + "chars": 8119, + "bytes_utf8": 8119, + "lines": 244, + "estimated_tokens": 2271 + }, + "stdout_metrics": { + "chars": 874, + "bytes_utf8": 874, + "lines": 4, + "estimated_tokens": 262 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 495, + "bytes_utf8": 495, + "lines": 1, + "estimated_tokens": 134 + }, + "usage": { + "input_tokens": 25566, + "cached_input_tokens": 24960, + "output_tokens": 846, + "reasoning_output_tokens": 706 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cc46a86dba6c47983cd2ce693a5555b3f57d2217 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,244 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Gender, group_col_2=Previously_Insured.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Gender", + "group_col_2": "Previously_Insured", + "predicate_col": "id", + "predicate_op": ">=", + "predicate_value": 340589.0, + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..73cb4961ce921a251642c95ba57d1b3ceced1ecb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ae-34e3-7580-9f8e-d98f565cbb36"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Gender\\\", \\\"Previously_Insured\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nWHERE CAST(\\\"id\\\" AS REAL) >= 340589.0\\nGROUP BY \\\"Gender\\\", \\\"Previously_Insured\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered 2D group-count template with group_col=\\\"Gender\\\" and group_col_2=\\\"Previously_Insured\\\". CAST(\\\"id\\\" AS REAL) is used because the schema stores \\\"id\\\" as TEXT while the bound predicate value is numeric.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25566,"cached_input_tokens":24960,"output_tokens":846,"reasoning_output_tokens":706}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2c391bd2ffd5515cc180e74d7dcf911ae5f2587e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Gender\", \"Previously_Insured\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nWHERE CAST(\"id\" AS REAL) >= 340589.0\nGROUP BY \"Gender\", \"Previously_Insured\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned filtered 2D group-count template with group_col=\"Gender\" and group_col_2=\"Previously_Insured\". CAST(\"id\" AS REAL) is used because the schema stores \"id\" as TEXT while the bound predicate value is numeric."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f2355fe161291f26d2e3e481a6d725e7d2d757b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Gender, group_col_2=Previously_Insured. +Result preview: [{"Gender": "Male", "Previously_Insured": "0", "row_count": 12644}, {"Gender": "Female", "Previously_Insured": "1", "row_count": 9481}, {"Gender": "Female", "Previously_Insured": "0", "row_count": 9250}, {"Gender": "Male", "Previously_Insured": "1", "row_count": 9146}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..cb8c46851ddf9b987838fb79c64a1f78d8321933 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m11_8a3460e94d70db06 +-- problem_id: v2p_m11_cbff4aa5790e688c +-- realization_mode: agent +-- source_kind: agent +SELECT "Gender", "Previously_Insured", COUNT(*) AS "row_count" +FROM "m11" +WHERE CAST("id" AS REAL) >= 340589.0 +GROUP BY "Gender", "Previously_Insured" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..144a2c32d2f156e8302b3bc78239fb822fbe069f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Gender\", \"Previously_Insured\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nWHERE CAST(\"id\" AS REAL) >= 340589.0\nGROUP BY \"Gender\", \"Previously_Insured\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Gender\\\", \\\"Previously_Insured\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nWHERE CAST(\\\"id\\\" AS REAL) >= 340589.0\\nGROUP BY \\\"Gender\\\", \\\"Previously_Insured\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Gender\", \"Previously_Insured\", \"row_count\"], \"rows\": [{\"Gender\": \"Male\", \"Previously_Insured\": \"0\", \"row_count\": 12644}, {\"Gender\": \"Female\", \"Previously_Insured\": \"1\", \"row_count\": 9481}, {\"Gender\": \"Female\", \"Previously_Insured\": \"0\", \"row_count\": 9250}, {\"Gender\": \"Male\", \"Previously_Insured\": \"1\", \"row_count\": 9146}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 32.01}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0fa5f6f1f7b18d87883d090c3d294a2d5156b061 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:27:47.249370+00:00", + "ended_at": "2026-05-26T00:28:06.176506+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_8a3460e94d70db06", + "problem_id": "v2p_m11_cbff4aa5790e688c", + "dataset_id": "m11", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Gender, group_col_2=Previously_Insured.", + "bindings": { + "group_col": "Gender", + "group_col_2": "Previously_Insured", + "predicate_col": "id", + "predicate_op": ">=", + "predicate_value": 340589.0, + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=48" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8a3460e94d70db06.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_8a3460e94d70db06", + "api_calls": 0, + "input_tokens": 25566, + "cached_input_tokens": 24960, + "output_tokens": 846, + "total_tokens": 26412, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2271, + "estimated_output_tokens": 134, + "estimated_total_tokens": 2405, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18885.18, + "sql_execution_elapsed_ms_total": 32.01, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..acf1adb262845b9587cb0665b028f73ae6ae3e7d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:28:06.142356+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18885.18, "started_at": "2026-05-26T00:27:47.254362+00:00", "ended_at": "2026-05-26T00:28:06.139726+00:00", "prompt_metrics": {"chars": 8119, "bytes_utf8": 8119, "lines": 244, "estimated_tokens": 2271}, "response_metrics": {"chars": 495, "bytes_utf8": 495, "lines": 1, "estimated_tokens": 134}, "usage": {"input_tokens": 25566, "cached_input_tokens": 24960, "output_tokens": 846, "reasoning_output_tokens": 706}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Gender\\\", \\\"Previously_Insured\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nWHERE CAST(\\\"id\\\" AS REAL) >= 340589.0\\nGROUP BY \\\"Gender\\\", \\\"Previously_Insured\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered 2D group-count template with group_col=\\\"Gender\\\" and group_col_2=\\\"Previously_Insured\\\". CAST(\\\"id\\\" AS REAL) is used because the schema stores \\\"id\\\" as TEXT while the bound predicate value is numeric.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..09c5deec9f79bfed1107d39f3d99b32fa39e1ae2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_8a3460e94d70db06", + "api_calls": 0, + "input_tokens": 25566, + "cached_input_tokens": 24960, + "output_tokens": 846, + "total_tokens": 26412, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2271, + "estimated_output_tokens": 134, + "estimated_total_tokens": 2405, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18885.18, + "sql_execution_elapsed_ms_total": 32.01, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8a3460e94d70db06/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e7b826dbd2c38320cc2062626c2dc3f5230fe0e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8104, "bytes_utf8": 8104, "lines": 244, "estimated_tokens": 2263}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 461, "bytes_utf8": 461, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 25558, "cached_input_tokens": 24960, "output_tokens": 308, "reasoning_output_tokens": 190}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5e00393c19ce712a9801204bdecf731f53949485 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_8c5f957515432c81", + "api_calls": 0, + "input_tokens": 25558, + "cached_input_tokens": 24960, + "output_tokens": 308, + "total_tokens": 25866, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2263, + "estimated_output_tokens": 112, + "estimated_total_tokens": 2375, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10753.16, + "sql_execution_elapsed_ms_total": 80.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..33e75c357bad15fe71d6621ea9d91408e1272850 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:28:06.183312+00:00", + "ended_at": "2026-05-26T00:28:16.936599+00:00", + "elapsed_ms": 10753.16, + "prompt_metrics": { + "chars": 8104, + "bytes_utf8": 8104, + "lines": 244, + "estimated_tokens": 2263 + }, + "stdout_metrics": { + "chars": 816, + "bytes_utf8": 816, + "lines": 4, + "estimated_tokens": 224 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 461, + "bytes_utf8": 461, + "lines": 1, + "estimated_tokens": 112 + }, + "usage": { + "input_tokens": 25558, + "cached_input_tokens": 24960, + "output_tokens": 308, + "reasoning_output_tokens": 190 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9c50a7304a8ddc7163616b1b713a47f0f6330cd6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,244 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Gender, group_col_2=Response.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Gender", + "group_col_2": "Response", + "predicate_col": "Previously_Insured", + "predicate_op": "=", + "predicate_value": "1", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 71.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..749579692e868daf6eff30571aa59e2dd2d4a906 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ae-7ed2-73f3-924f-ed30d5c24c11"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Gender\\\", \\\"Response\\\", COUNT(*) AS row_count\\nFROM \\\"m11\\\"\\nWHERE \\\"Previously_Insured\\\" = '1'\\nGROUP BY \\\"Gender\\\", \\\"Response\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Applied the planned filtered two-dimensional group count template with group_col=Gender, group_col_2=Response, and predicate Previously_Insured = '1'. Used a quoted string literal because the schema snapshot shows TEXT columns.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25558,"cached_input_tokens":24960,"output_tokens":308,"reasoning_output_tokens":190}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4060c8f45f46162d44335914733f21305b4af810 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Gender\", \"Response\", COUNT(*) AS row_count\nFROM \"m11\"\nWHERE \"Previously_Insured\" = '1'\nGROUP BY \"Gender\", \"Response\"\nORDER BY row_count DESC;","notes":"Applied the planned filtered two-dimensional group count template with group_col=Gender, group_col_2=Response, and predicate Previously_Insured = '1'. Used a quoted string literal because the schema snapshot shows TEXT columns."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f893d4bc1525f41d68a34a48fc9a7ac017350137 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Gender, group_col_2=Response. +Result preview: [{"Gender": "Female", "Response": "0", "row_count": 87887}, {"Gender": "Male", "Response": "0", "row_count": 86583}, {"Gender": "Male", "Response": "1", "row_count": 96}, {"Gender": "Female", "Response": "1", "row_count": 62}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d97143b3c220dcbe25b65e0e6a8c6d42fcacf8d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m11_8c5f957515432c81 +-- problem_id: v2p_m11_6981ca42de303da7 +-- realization_mode: agent +-- source_kind: agent +SELECT "Gender", "Response", COUNT(*) AS row_count +FROM "m11" +WHERE "Previously_Insured" = '1' +GROUP BY "Gender", "Response" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4a149d34649e89a81237c2c60d17d793feea88f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Gender\", \"Response\", COUNT(*) AS row_count\nFROM \"m11\"\nWHERE \"Previously_Insured\" = '1'\nGROUP BY \"Gender\", \"Response\"\nORDER BY row_count DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Gender\\\", \\\"Response\\\", COUNT(*) AS row_count\\nFROM \\\"m11\\\"\\nWHERE \\\"Previously_Insured\\\" = '1'\\nGROUP BY \\\"Gender\\\", \\\"Response\\\"\\nORDER BY row_count DESC;\", \"columns\": [\"Gender\", \"Response\", \"row_count\"], \"rows\": [{\"Gender\": \"Female\", \"Response\": \"0\", \"row_count\": 87887}, {\"Gender\": \"Male\", \"Response\": \"0\", \"row_count\": 86583}, {\"Gender\": \"Male\", \"Response\": \"1\", \"row_count\": 96}, {\"Gender\": \"Female\", \"Response\": \"1\", \"row_count\": 62}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 80.65}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..af7f3102455c86b3ba13685304c0a04b2a2a34ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:28:06.176923+00:00", + "ended_at": "2026-05-26T00:28:17.020902+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_8c5f957515432c81", + "problem_id": "v2p_m11_6981ca42de303da7", + "dataset_id": "m11", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Gender, group_col_2=Response.", + "bindings": { + "group_col": "Gender", + "group_col_2": "Response", + "predicate_col": "Previously_Insured", + "predicate_op": "=", + "predicate_value": "1", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 71.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=53" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8c5f957515432c81.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_8c5f957515432c81", + "api_calls": 0, + "input_tokens": 25558, + "cached_input_tokens": 24960, + "output_tokens": 308, + "total_tokens": 25866, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2263, + "estimated_output_tokens": 112, + "estimated_total_tokens": 2375, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10753.16, + "sql_execution_elapsed_ms_total": 80.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..73d0ad6c9db0db8b41828978e0f94f685d69f194 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:28:16.938785+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10753.16, "started_at": "2026-05-26T00:28:06.183312+00:00", "ended_at": "2026-05-26T00:28:16.936599+00:00", "prompt_metrics": {"chars": 8104, "bytes_utf8": 8104, "lines": 244, "estimated_tokens": 2263}, "response_metrics": {"chars": 461, "bytes_utf8": 461, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 25558, "cached_input_tokens": 24960, "output_tokens": 308, "reasoning_output_tokens": 190}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Gender\\\", \\\"Response\\\", COUNT(*) AS row_count\\nFROM \\\"m11\\\"\\nWHERE \\\"Previously_Insured\\\" = '1'\\nGROUP BY \\\"Gender\\\", \\\"Response\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Applied the planned filtered two-dimensional group count template with group_col=Gender, group_col_2=Response, and predicate Previously_Insured = '1'. Used a quoted string literal because the schema snapshot shows TEXT columns.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f20199b5f874276ea420764bc5d5421c991426a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_8c5f957515432c81", + "api_calls": 0, + "input_tokens": 25558, + "cached_input_tokens": 24960, + "output_tokens": 308, + "total_tokens": 25866, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2263, + "estimated_output_tokens": 112, + "estimated_total_tokens": 2375, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10753.16, + "sql_execution_elapsed_ms_total": 80.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8c5f957515432c81/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f1c37d7792a55809b71ea134669f819991867f84 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8236, "bytes_utf8": 8236, "lines": 242, "estimated_tokens": 2297}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 674, "bytes_utf8": 674, "lines": 1, "estimated_tokens": 189}, "usage": {"input_tokens": 25592, "cached_input_tokens": 24960, "output_tokens": 2050, "reasoning_output_tokens": 1855}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/session_summary.json new file mode 100644 index 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"conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3fd5fe8ee3cf739919028a62c19ec4f64db49e03 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:28:17.026049+00:00", + "ended_at": "2026-05-26T00:28:57.529552+00:00", + "elapsed_ms": 40503.15, + "prompt_metrics": { + "chars": 8236, + "bytes_utf8": 8236, + "lines": 242, + "estimated_tokens": 2297 + }, + "stdout_metrics": { + "chars": 1070, + "bytes_utf8": 1070, + "lines": 4, + "estimated_tokens": 322 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 99 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 674, + "bytes_utf8": 674, + "lines": 1, + "estimated_tokens": 189 + }, + "usage": { + "input_tokens": 25592, + "cached_input_tokens": 24960, + "output_tokens": 2050, + "reasoning_output_tokens": 1855 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8fa58efa98359f2af0e342ec59ff1afa133b826f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Region_Code, measure_col=Annual_Premium.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Region_Code", + "measure_col": "Annual_Premium", + "item_col": "Policy_Sales_Channel", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 43912.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e4d358ee48153961c37c0eb047246ddcf30c480e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ae-a927-7d73-a115-b1821c444298"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Region_Code\\\",\\n \\\"Policy_Sales_Channel\\\",\\n SUM(CAST(NULLIF(\\\"Annual_Premium\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"Annual_Premium\\\", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF(\\\"Annual_Premium\\\", '') AS REAL))) OVER (PARTITION BY \\\"Region_Code\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Region_Code\\\", \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the Within-Group Share of Total template with \\\"Region_Code\\\" as the group, \\\"Policy_Sales_Channel\\\" as the item, and \\\"Annual_Premium\\\" cast from TEXT to REAL for aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25592,"cached_input_tokens":24960,"output_tokens":2050,"reasoning_output_tokens":1855}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..78815b4c7ad35a4832193b0810ee76b8746ae26e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Region_Code\",\n \"Policy_Sales_Channel\",\n SUM(CAST(NULLIF(\"Annual_Premium\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"Annual_Premium\", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF(\"Annual_Premium\", '') AS REAL))) OVER (PARTITION BY \"Region_Code\"), 0) AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Region_Code\", \"Policy_Sales_Channel\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the Within-Group Share of Total template with \"Region_Code\" as the group, \"Policy_Sales_Channel\" as the item, and \"Annual_Premium\" cast from TEXT to REAL for aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..79515d8f533cc505f1599233fe107a59d97183e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:28:56.989029Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61ae-a927-7d73-a115-b1821c444298.1779755297063982000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..dc367c8d96e0ff4270ae67bd4d07bc0a4e4fbd1a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Region_Code, measure_col=Annual_Premium. +Result preview: [{"Region_Code": "10.0", "Policy_Sales_Channel": "152.0", "total_measure": 80262586.0, "share_within_group": 73.32369156941655}, {"Region_Code": "21.0", "Policy_Sales_Channel": "152.0", "total_measure": 77944119.0, "share_within_group": 72.48130657194119}, {"Region_Code": "6.0", "Policy_Sales_Channel": "152.0", "total_measure": 114242244.0, "share_within_group": 72.38428701813312}, {"Region_Code": "44.0", "Policy_Sales_Channel": "152.0", "total_measure": 13665075.0, "share_within_group": 69.19448541460156}, {"Region_Code": "30.0", "Policy_Sales_Channel": "152.0", "total_measure": 213684391.0, "share_within_group": 68.78234213302613}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..cb01b1a6c80bc30356bd97354e139aca99d265b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_8ee4f86bff5ab54b +-- problem_id: v2p_m11_b3825d47a775a12d +-- realization_mode: agent +-- source_kind: agent +SELECT + "Region_Code", + "Policy_Sales_Channel", + SUM(CAST(NULLIF("Annual_Premium", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("Annual_Premium", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF("Annual_Premium", '') AS REAL))) OVER (PARTITION BY "Region_Code"), 0) AS "share_within_group" +FROM "m11" +GROUP BY "Region_Code", "Policy_Sales_Channel" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f42d4025a00bac88d4f7ef229877c6d8e1da5143 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Region_Code\",\n \"Policy_Sales_Channel\",\n SUM(CAST(NULLIF(\"Annual_Premium\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"Annual_Premium\", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF(\"Annual_Premium\", '') AS REAL))) OVER (PARTITION BY \"Region_Code\"), 0) AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Region_Code\", \"Policy_Sales_Channel\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Region_Code\\\",\\n \\\"Policy_Sales_Channel\\\",\\n SUM(CAST(NULLIF(\\\"Annual_Premium\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"Annual_Premium\\\", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF(\\\"Annual_Premium\\\", '') AS REAL))) OVER (PARTITION BY \\\"Region_Code\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Region_Code\\\", \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Region_Code\", \"Policy_Sales_Channel\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Region_Code\": \"10.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 80262586.0, \"share_within_group\": 73.32369156941655}, {\"Region_Code\": \"21.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 77944119.0, \"share_within_group\": 72.48130657194119}, {\"Region_Code\": \"6.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 114242244.0, \"share_within_group\": 72.38428701813312}, {\"Region_Code\": \"44.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 13665075.0, \"share_within_group\": 69.19448541460156}, {\"Region_Code\": \"30.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 213684391.0, \"share_within_group\": 68.78234213302613}, {\"Region_Code\": \"16.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 30515267.0, \"share_within_group\": 65.92989100716593}, {\"Region_Code\": \"32.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 43045414.0, \"share_within_group\": 64.08015955620186}, {\"Region_Code\": \"27.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 39812881.0, \"share_within_group\": 61.696672076551025}, {\"Region_Code\": \"25.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 38727422.0, \"share_within_group\": 60.22874668231899}, {\"Region_Code\": \"36.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 153482168.0, \"share_within_group\": 59.391835115611414}, {\"Region_Code\": \"2.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 63964367.0, \"share_within_group\": 58.76639206033886}, {\"Region_Code\": \"11.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 149233721.0, \"share_within_group\": 58.552777705824006}, {\"Region_Code\": \"15.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 227148136.0, \"share_within_group\": 57.616258280299796}, {\"Region_Code\": \"37.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 89567606.0, \"share_within_group\": 57.12613277653137}, {\"Region_Code\": \"14.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 68292731.0, \"share_within_group\": 56.56857810148683}, {\"Region_Code\": \"49.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 24386433.0, \"share_within_group\": 56.53664813134}, {\"Region_Code\": \"34.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 23541515.0, \"share_within_group\": 52.98879552671896}, {\"Region_Code\": \"29.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 171699244.0, \"share_within_group\": 52.75399089922978}, {\"Region_Code\": \"13.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 52205578.0, \"share_within_group\": 52.34328585702983}, {\"Region_Code\": \"22.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 16180590.0, \"share_within_group\": 49.85302520727226}, {\"Region_Code\": \"5.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 15325435.0, \"share_within_group\": 49.78307377408235}, {\"Region_Code\": \"18.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 68314495.0, \"share_within_group\": 49.4442666533415}, {\"Region_Code\": \"41.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 279004185.0, \"share_within_group\": 49.361709155565364}, {\"Region_Code\": \"17.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 40591353.0, \"share_within_group\": 49.25971451652146}, {\"Region_Code\": \"12.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 35947006.0, \"share_within_group\": 47.941948148018334}, {\"Region_Code\": \"33.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 100627847.0, \"share_within_group\": 47.35225047667603}, {\"Region_Code\": \"45.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 66514141.0, \"share_within_group\": 46.967784506606776}, {\"Region_Code\": \"9.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 41229773.0, \"share_within_group\": 46.866558317892554}, {\"Region_Code\": \"35.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 87003278.0, \"share_within_group\": 46.707098601648596}, {\"Region_Code\": \"47.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 102367874.0, \"share_within_group\": 45.547370226564716}, {\"Region_Code\": \"50.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 143025134.0, \"share_within_group\": 45.107939500206456}, {\"Region_Code\": \"38.0\", \"Policy_Sales_Channel\": \"124.0\", \"total_measure\": 21067131.0, \"share_within_group\": 44.44609543047106}, {\"Region_Code\": \"40.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 14478177.0, \"share_within_group\": 42.368450539623424}, {\"Region_Code\": \"0.0\", \"Policy_Sales_Channel\": \"26.0\", \"total_measure\": 2519592.0, \"share_within_group\": 40.90847098340406}, {\"Region_Code\": \"20.0\", \"Policy_Sales_Channel\": \"124.0\", \"total_measure\": 2151612.0, \"share_within_group\": 39.97433898072693}, {\"Region_Code\": \"3.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 87758056.0, \"share_within_group\": 38.68107108319077}, {\"Region_Code\": \"1.0\", \"Policy_Sales_Channel\": \"124.0\", \"total_measure\": 1052406.0, \"share_within_group\": 38.507692712998576}, {\"Region_Code\": \"26.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 28051689.0, \"share_within_group\": 37.14246079131002}, {\"Region_Code\": \"8.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 458537097.0, \"share_within_group\": 37.11570913628609}, {\"Region_Code\": \"28.0\", \"Policy_Sales_Channel\": \"26.0\", \"total_measure\": 1509651298.0, \"share_within_group\": 36.68701418932754}, {\"Region_Code\": \"42.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 5326910.0, \"share_within_group\": 36.455861040803335}, {\"Region_Code\": \"51.0\", \"Policy_Sales_Channel\": \"26.0\", \"total_measure\": 1845042.0, \"share_within_group\": 35.99101591059294}, {\"Region_Code\": \"52.0\", \"Policy_Sales_Channel\": \"26.0\", \"total_measure\": 2884341.0, \"share_within_group\": 35.61224333571708}, {\"Region_Code\": \"46.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 188785904.0, \"share_within_group\": 35.13528368755883}, {\"Region_Code\": \"48.0\", \"Policy_Sales_Channel\": \"124.0\", \"total_measure\": 4230428.0, \"share_within_group\": 33.50946863557783}, {\"Region_Code\": \"23.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 15049911.0, \"share_within_group\": 32.990204679016344}, {\"Region_Code\": \"19.0\", \"Policy_Sales_Channel\": \"124.0\", \"total_measure\": 13266399.0, \"share_within_group\": 32.52098043909357}, {\"Region_Code\": \"43.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 22103601.0, \"share_within_group\": 32.12943973234519}, {\"Region_Code\": \"4.0\", \"Policy_Sales_Channel\": \"152.0\", \"total_measure\": 13530936.0, \"share_within_group\": 31.839621109775702}, {\"Region_Code\": \"19.0\", \"Policy_Sales_Channel\": \"26.0\", \"total_measure\": 12284097.0, \"share_within_group\": 30.112985313416853}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 257.77}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2ebbf800b7355543864ac8d81f56f41507760855 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:28:17.021348+00:00", + "ended_at": "2026-05-26T00:28:57.793578+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_8ee4f86bff5ab54b", + "problem_id": "v2p_m11_b3825d47a775a12d", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Region_Code, measure_col=Annual_Premium.", + "bindings": { + "group_col": "Region_Code", + "measure_col": "Annual_Premium", + "item_col": "Policy_Sales_Channel", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 43912.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=2/2", + "binding_index=33" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 10, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8ee4f86bff5ab54b.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_8ee4f86bff5ab54b", + "api_calls": 0, + "input_tokens": 25592, + "cached_input_tokens": 24960, + "output_tokens": 2050, + "total_tokens": 27642, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2297, + "estimated_output_tokens": 189, + "estimated_total_tokens": 2486, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 40503.15, + "sql_execution_elapsed_ms_total": 257.77, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..52905e1cd154ca28417a73af232c5b63829791f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:28:57.532056+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 40503.15, "started_at": "2026-05-26T00:28:17.026049+00:00", "ended_at": "2026-05-26T00:28:57.529552+00:00", "prompt_metrics": {"chars": 8236, "bytes_utf8": 8236, "lines": 242, "estimated_tokens": 2297}, "response_metrics": {"chars": 674, "bytes_utf8": 674, "lines": 1, "estimated_tokens": 189}, "usage": {"input_tokens": 25592, "cached_input_tokens": 24960, "output_tokens": 2050, "reasoning_output_tokens": 1855}, "stderr_preview": "2026-05-26T00:28:56.989029Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61ae-a927-7d73-a115-b1821c444298.1779755297063982000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Region_Code\\\",\\n \\\"Policy_Sales_Channel\\\",\\n SUM(CAST(NULLIF(\\\"Annual_Premium\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"Annual_Premium\\\", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF(\\\"Annual_Premium\\\", '') AS REAL))) OVER (PARTITION BY \\\"Region_Code\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Region_Code\\\", \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the Within-Group Share of Total template with \\\"Region_Code\\\" as the group, \\\"Policy_Sales_Channel\\\" as the item, and \\\"Annual_Premium\\\" cast from TEXT to REAL for aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..93471114d67a2b9f9cc7231e1e0f370fbbdde680 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_8ee4f86bff5ab54b", + "api_calls": 0, + "input_tokens": 25592, + "cached_input_tokens": 24960, + "output_tokens": 2050, + "total_tokens": 27642, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2297, + "estimated_output_tokens": 189, + "estimated_total_tokens": 2486, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 40503.15, + "sql_execution_elapsed_ms_total": 257.77, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_8ee4f86bff5ab54b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6e3a6e73f852561a4fa5d61a94ab78cd47abd2fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8610, "bytes_utf8": 8610, "lines": 243, "estimated_tokens": 2382}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 693, "bytes_utf8": 693, "lines": 1, "estimated_tokens": 195}, "usage": {"input_tokens": 25677, "cached_input_tokens": 24960, "output_tokens": 1012, "reasoning_output_tokens": 811}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ef8fcba99acaad233d2b4486d2721b028ff5cca7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_96bfa03281b0c4c2", + "api_calls": 0, + "input_tokens": 25677, + "cached_input_tokens": 24960, + "output_tokens": 1012, + "total_tokens": 26689, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2382, + "estimated_output_tokens": 195, + "estimated_total_tokens": 2577, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22475.26, + "sql_execution_elapsed_ms_total": 150.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f8c1ccbe5f2936b0f16a7eb618a5eb61c5c7f27a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:28:57.799234+00:00", + "ended_at": "2026-05-26T00:29:20.274711+00:00", + "elapsed_ms": 22475.26, + "prompt_metrics": { + "chars": 8610, + "bytes_utf8": 8610, + "lines": 243, + "estimated_tokens": 2382 + }, + "stdout_metrics": { + "chars": 1093, + "bytes_utf8": 1093, + "lines": 4, + "estimated_tokens": 334 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 693, + "bytes_utf8": 693, + "lines": 1, + "estimated_tokens": 195 + }, + "usage": { + "input_tokens": 25677, + "cached_input_tokens": 24960, + "output_tokens": 1012, + "reasoning_output_tokens": 811 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..29eea30b56f91d88f94d72944c9321f627c67fe5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Gender, condition_col=Vehicle_Damage.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Gender", + "condition_col": "Vehicle_Damage", + "condition_value": "Yes", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 152.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1211f3e82a62ccdbc9784533c30b9b578d5301fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61af-487c-70b3-8feb-54d75cea958b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Gender\\\" AS \\\"Gender\\\",\\n SUM(CASE WHEN \\\"Vehicle_Damage\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Vehicle_Damage\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Gender\\\"\\n)\\nSELECT\\n \\\"Gender\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the planned grouped-ratio template with group_col=Gender and condition_col=Vehicle_Damage, computing the ratio of 'Yes' to 'No' per gender.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25677,"cached_input_tokens":24960,"output_tokens":1012,"reasoning_output_tokens":811}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..73e32c34a7a09c88a0003bea91d6cef7c379fae5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT\n \"Gender\" AS \"Gender\",\n SUM(CASE WHEN \"Vehicle_Damage\" = 'Yes' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Vehicle_Damage\" = 'No' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m11\"\n GROUP BY \"Gender\"\n)\nSELECT\n \"Gender\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Uses the planned grouped-ratio template with group_col=Gender and condition_col=Vehicle_Damage, computing the ratio of 'Yes' to 'No' per gender."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2f969eaf2fbf312a31b3e814582ca1b6549b525c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:29:19.522499Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61af-487c-70b3-8feb-54d75cea958b.1779755337853235000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3dd63af1a56733e9df45ecac72125a2dc494a1b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Gender, condition_col=Vehicle_Damage. +Result preview: [{"Gender": "Male", "condition_ratio": 1.207915064119733}, {"Gender": "Female", "condition_ratio": 0.835456976561271}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..541189e30b76dd0d7485e3b55e2ba166c92d1c89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/generated_sql.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m11_96bfa03281b0c4c2 +-- problem_id: v2p_m11_d55e341d1962039a +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "Gender" AS "Gender", + SUM(CASE WHEN "Vehicle_Damage" = 'Yes' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Vehicle_Damage" = 'No' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m11" + GROUP BY "Gender" +) +SELECT + "Gender", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c32eb98827877291ebe9177c2eaf58ff8c57bb13 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT\n \"Gender\" AS \"Gender\",\n SUM(CASE WHEN \"Vehicle_Damage\" = 'Yes' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Vehicle_Damage\" = 'No' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m11\"\n GROUP BY \"Gender\"\n)\nSELECT\n \"Gender\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Gender\\\" AS \\\"Gender\\\",\\n SUM(CASE WHEN \\\"Vehicle_Damage\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Vehicle_Damage\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Gender\\\"\\n)\\nSELECT\\n \\\"Gender\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"Gender\", \"condition_ratio\"], \"rows\": [{\"Gender\": \"Male\", \"condition_ratio\": 1.207915064119733}, {\"Gender\": \"Female\", \"condition_ratio\": 0.835456976561271}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 150.64}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2a95ec4eb3719bb991ea49d46fd9e6bfef45535e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:28:57.793988+00:00", + "ended_at": "2026-05-26T00:29:20.430269+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_96bfa03281b0c4c2", + "problem_id": "v2p_m11_d55e341d1962039a", + "dataset_id": "m11", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Gender, condition_col=Vehicle_Damage.", + "bindings": { + "group_col": "Gender", + "condition_col": "Vehicle_Damage", + "condition_value": "Yes", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 152.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=40" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_96bfa03281b0c4c2.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_96bfa03281b0c4c2", + "api_calls": 0, + "input_tokens": 25677, + "cached_input_tokens": 24960, + "output_tokens": 1012, + "total_tokens": 26689, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2382, + "estimated_output_tokens": 195, + "estimated_total_tokens": 2577, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22475.26, + "sql_execution_elapsed_ms_total": 150.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0e08273a2a4eba892e55fe82de83a5296b1198ca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:29:20.278052+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 22475.26, "started_at": "2026-05-26T00:28:57.799234+00:00", "ended_at": "2026-05-26T00:29:20.274711+00:00", "prompt_metrics": {"chars": 8610, "bytes_utf8": 8610, "lines": 243, "estimated_tokens": 2382}, "response_metrics": {"chars": 693, "bytes_utf8": 693, "lines": 1, "estimated_tokens": 195}, "usage": {"input_tokens": 25677, "cached_input_tokens": 24960, "output_tokens": 1012, "reasoning_output_tokens": 811}, "stderr_preview": "2026-05-26T00:29:19.522499Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61af-487c-70b3-8feb-54d75cea958b.1779755337853235000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Gender\\\" AS \\\"Gender\\\",\\n SUM(CASE WHEN \\\"Vehicle_Damage\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Vehicle_Damage\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Gender\\\"\\n)\\nSELECT\\n \\\"Gender\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the planned grouped-ratio template with group_col=Gender and condition_col=Vehicle_Damage, computing the ratio of 'Yes' to 'No' per gender.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..184bff0afef71f9c05d19acc0ad721ee6675114c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_96bfa03281b0c4c2", + "api_calls": 0, + "input_tokens": 25677, + "cached_input_tokens": 24960, + "output_tokens": 1012, + "total_tokens": 26689, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2382, + "estimated_output_tokens": 195, + "estimated_total_tokens": 2577, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22475.26, + "sql_execution_elapsed_ms_total": 150.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_96bfa03281b0c4c2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8a5f8d0e5c853810466fcf60b1905206ba59ab4e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8625, "bytes_utf8": 8625, "lines": 243, "estimated_tokens": 2391}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 683, "bytes_utf8": 683, "lines": 1, "estimated_tokens": 189}, "usage": {"input_tokens": 25686, "cached_input_tokens": 24960, "output_tokens": 654, "reasoning_output_tokens": 459}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..678a5ccb6c60a1405c874841548a14e690d27ea6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_98502acef1da7ba7", + "api_calls": 0, + "input_tokens": 25686, + "cached_input_tokens": 24960, + "output_tokens": 654, + "total_tokens": 26340, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2391, + "estimated_output_tokens": 189, + "estimated_total_tokens": 2580, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15567.14, + "sql_execution_elapsed_ms_total": 111.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c7dc3cefce1385fb320cce61071dd2ffbcec5fc5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:29:20.435375+00:00", + "ended_at": "2026-05-26T00:29:36.002684+00:00", + "elapsed_ms": 15567.14, + "prompt_metrics": { + "chars": 8625, + "bytes_utf8": 8625, + "lines": 243, + "estimated_tokens": 2391 + }, + "stdout_metrics": { + "chars": 1056, + "bytes_utf8": 1056, + "lines": 4, + "estimated_tokens": 313 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 683, + "bytes_utf8": 683, + "lines": 1, + "estimated_tokens": 189 + }, + "usage": { + "input_tokens": 25686, + "cached_input_tokens": 24960, + "output_tokens": 654, + "reasoning_output_tokens": 459 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9083b62decbbec4c5f580280746b4e83ae728914 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Response, condition_col=Vehicle_Age.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Response", + "condition_col": "Vehicle_Age", + "condition_value": "1-2 Year", + "positive_value": "1-2 Year", + "negative_value": "< 1 Year", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 51539.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1accee7049ac7ec54ceb276014bd63a62ce98428 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61af-a0d9-70f3-99d4-80ef55959d87"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Response\\\",\\n SUM(CASE WHEN \\\"Vehicle_Age\\\" = '1-2 Year' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Vehicle_Age\\\" = '< 1 Year' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Response\\\"\\n)\\nSELECT \\\"Response\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Computes, for each \\\"Response\\\" group, the ratio of rows with \\\"Vehicle_Age\\\" = '1-2 Year' to rows with \\\"Vehicle_Age\\\" = '< 1 Year' using the planned grouped ratio template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25686,"cached_input_tokens":24960,"output_tokens":654,"reasoning_output_tokens":459}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7395b5f80267c19eb9b60031d5dd2dbe2badd4fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Response\",\n SUM(CASE WHEN \"Vehicle_Age\" = '1-2 Year' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Vehicle_Age\" = '< 1 Year' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m11\"\n GROUP BY \"Response\"\n)\nSELECT \"Response\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Computes, for each \"Response\" group, the ratio of rows with \"Vehicle_Age\" = '1-2 Year' to rows with \"Vehicle_Age\" = '< 1 Year' using the planned grouped ratio template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..69e97b0882f9d6720dd78cf3543afa5ffffecb76 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Response, condition_col=Vehicle_Age. +Result preview: [{"Response": "1", "condition_ratio": 4.8328242154956955}, {"Response": "0", "condition_ratio": 1.050296984465428}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f5fbde36f0b5ab645e67700263d6254b1661f7b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m11_98502acef1da7ba7 +-- problem_id: v2p_m11_abeb5bb50f7975fa +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Response", + SUM(CASE WHEN "Vehicle_Age" = '1-2 Year' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Vehicle_Age" = '< 1 Year' THEN 1 ELSE 0 END) AS denominator_count + FROM "m11" + GROUP BY "Response" +) +SELECT "Response", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..59724b5353206fbaefdec985324ca9ebcd4ced68 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Response\",\n SUM(CASE WHEN \"Vehicle_Age\" = '1-2 Year' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Vehicle_Age\" = '< 1 Year' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m11\"\n GROUP BY \"Response\"\n)\nSELECT \"Response\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Response\\\",\\n SUM(CASE WHEN \\\"Vehicle_Age\\\" = '1-2 Year' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Vehicle_Age\\\" = '< 1 Year' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Response\\\"\\n)\\nSELECT \\\"Response\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"Response\", \"condition_ratio\"], \"rows\": [{\"Response\": \"1\", \"condition_ratio\": 4.8328242154956955}, {\"Response\": \"0\", \"condition_ratio\": 1.050296984465428}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 111.23}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..07dc43d7d96191535471183d3557baf0c1fc9616 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:29:20.430695+00:00", + "ended_at": "2026-05-26T00:29:36.118379+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_98502acef1da7ba7", + "problem_id": "v2p_m11_abeb5bb50f7975fa", + "dataset_id": "m11", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Response, condition_col=Vehicle_Age.", + "bindings": { + "group_col": "Response", + "condition_col": "Vehicle_Age", + "condition_value": "1-2 Year", + "positive_value": "1-2 Year", + "negative_value": "< 1 Year", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 51539.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=39" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_98502acef1da7ba7.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_98502acef1da7ba7", + "api_calls": 0, + "input_tokens": 25686, + "cached_input_tokens": 24960, + "output_tokens": 654, + "total_tokens": 26340, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2391, + "estimated_output_tokens": 189, + "estimated_total_tokens": 2580, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15567.14, + "sql_execution_elapsed_ms_total": 111.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1b294000df639ec785042b7dc3dadfe504fee84f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:29:36.005384+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15567.14, "started_at": "2026-05-26T00:29:20.435375+00:00", "ended_at": "2026-05-26T00:29:36.002684+00:00", "prompt_metrics": {"chars": 8625, "bytes_utf8": 8625, "lines": 243, "estimated_tokens": 2391}, "response_metrics": {"chars": 683, "bytes_utf8": 683, "lines": 1, "estimated_tokens": 189}, "usage": {"input_tokens": 25686, "cached_input_tokens": 24960, "output_tokens": 654, "reasoning_output_tokens": 459}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Response\\\",\\n SUM(CASE WHEN \\\"Vehicle_Age\\\" = '1-2 Year' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Vehicle_Age\\\" = '< 1 Year' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Response\\\"\\n)\\nSELECT \\\"Response\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Computes, for each \\\"Response\\\" group, the ratio of rows with \\\"Vehicle_Age\\\" = '1-2 Year' to rows with \\\"Vehicle_Age\\\" = '< 1 Year' using the planned grouped ratio template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5186c4d266224c3d9f74b7985724356fcfb5f17b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_98502acef1da7ba7", + "api_calls": 0, + "input_tokens": 25686, + "cached_input_tokens": 24960, + "output_tokens": 654, + "total_tokens": 26340, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2391, + "estimated_output_tokens": 189, + "estimated_total_tokens": 2580, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15567.14, + "sql_execution_elapsed_ms_total": 111.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_98502acef1da7ba7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3d68bef423f620ac61ace0dfd574e19fa4ec30ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7866, "bytes_utf8": 7866, "lines": 240, "estimated_tokens": 2180}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 384, "bytes_utf8": 384, "lines": 1, "estimated_tokens": 94}, "usage": {"input_tokens": 25475, "cached_input_tokens": 24960, "output_tokens": 616, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fc2b0bf4781b883f9850f6f4a30b58964fa9e525 --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..537471028897b39c05cedeec7da7f0b80d85ce5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:29:36.123476+00:00", + "ended_at": "2026-05-26T00:29:51.540546+00:00", + "elapsed_ms": 15416.91, + "prompt_metrics": { + "chars": 7866, + "bytes_utf8": 7866, + "lines": 240, + "estimated_tokens": 2180 + }, + "stdout_metrics": { + "chars": 742, + "bytes_utf8": 742, + "lines": 4, + "estimated_tokens": 207 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 384, + "bytes_utf8": 384, + "lines": 1, + "estimated_tokens": 94 + }, + "usage": { + "input_tokens": 25475, + "cached_input_tokens": 24960, + "output_tokens": 616, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bd473b9ce55e0affde29f1bce4025074d530f0a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Vintage, measure_col=id.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Vintage", + "measure_col": "id", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 300232.64, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f37cce4e36db2cea4c7f8e8fc77fec02fbf09600 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61af-de27-73a1-8043-68e31577eaff"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Vintage\\\",\\n AVG(CAST(\\\"id\\\" AS REAL)) OVER (PARTITION BY \\\"Vintage\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the window partition average template with group_col=\\\"Vintage\\\" and measure_col=\\\"id\\\". CAST was added because \\\"id\\\" is stored as TEXT in the SQLite schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25475,"cached_input_tokens":24960,"output_tokens":616,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..26da6764f34d51bad4a47d49ea30ca1e483be34f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"Vintage\",\n AVG(CAST(\"id\" AS REAL)) OVER (PARTITION BY \"Vintage\") AS avg_measure\nFROM \"m11\"\nORDER BY avg_measure DESC;","notes":"Applied the window partition average template with group_col=\"Vintage\" and measure_col=\"id\". CAST was added because \"id\" is stored as TEXT in the SQLite schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e190c0815f5c9a8c4d709c83b08dc64330213097 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Vintage, measure_col=id. +Result preview: [{"Vintage": "169", "avg_measure": 199074.23402617397}, {"Vintage": "275", "avg_measure": 197721.40523882897}, {"Vintage": "31", "avg_measure": 197322.3544668588}, {"Vintage": "203", "avg_measure": 196641.24844720497}, {"Vintage": "114", "avg_measure": 196254.04226415095}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..35d0abb1a06d06d1c6e6191b5fc4ad45350acf72 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_986505c27512414b +-- problem_id: v2p_m11_702f9ecb1c414d47 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Vintage", + AVG(CAST("id" AS REAL)) OVER (PARTITION BY "Vintage") AS avg_measure +FROM "m11" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..499c8747713fb1a7ab2cd4d6ae35d9b18feea0a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"Vintage\",\n AVG(CAST(\"id\" AS REAL)) OVER (PARTITION BY \"Vintage\") AS avg_measure\nFROM \"m11\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Vintage\\\",\\n AVG(CAST(\\\"id\\\" AS REAL)) OVER (PARTITION BY \\\"Vintage\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"Vintage\", \"avg_measure\"], \"rows\": [{\"Vintage\": \"169\", \"avg_measure\": 199074.23402617397}, {\"Vintage\": \"275\", \"avg_measure\": 197721.40523882897}, {\"Vintage\": \"31\", \"avg_measure\": 197322.3544668588}, {\"Vintage\": \"203\", \"avg_measure\": 196641.24844720497}, {\"Vintage\": \"114\", \"avg_measure\": 196254.04226415095}, {\"Vintage\": \"154\", \"avg_measure\": 196175.57298985167}, {\"Vintage\": \"120\", \"avg_measure\": 196114.02293577982}, {\"Vintage\": \"290\", \"avg_measure\": 196041.18991331756}, {\"Vintage\": \"144\", \"avg_measure\": 195801.18289085545}, {\"Vintage\": \"221\", \"avg_measure\": 195794.66129032258}, {\"Vintage\": \"222\", \"avg_measure\": 195737.65877128052}, {\"Vintage\": \"230\", \"avg_measure\": 195642.6035767511}, {\"Vintage\": \"94\", \"avg_measure\": 195487.38934122873}, {\"Vintage\": \"20\", \"avg_measure\": 195470.08523592085}, {\"Vintage\": \"157\", \"avg_measure\": 195327.3154311649}, {\"Vintage\": \"85\", \"avg_measure\": 195318.25097427904}, {\"Vintage\": \"228\", \"avg_measure\": 195144.7815249267}, {\"Vintage\": \"202\", \"avg_measure\": 195143.14843152257}, {\"Vintage\": \"159\", \"avg_measure\": 195029.20897832818}, {\"Vintage\": \"15\", \"avg_measure\": 194926.19845559847}, {\"Vintage\": \"84\", \"avg_measure\": 194901.58788774002}, {\"Vintage\": \"218\", \"avg_measure\": 194839.3700075358}, {\"Vintage\": \"170\", \"avg_measure\": 194697.39453125}, {\"Vintage\": \"68\", \"avg_measure\": 194692.7752293578}, {\"Vintage\": \"183\", \"avg_measure\": 194656.18872357087}, {\"Vintage\": \"52\", \"avg_measure\": 194504.67075038285}, {\"Vintage\": \"236\", \"avg_measure\": 194339.79969064193}, {\"Vintage\": \"197\", \"avg_measure\": 194308.176}, {\"Vintage\": \"57\", \"avg_measure\": 194266.9778625954}, {\"Vintage\": \"105\", \"avg_measure\": 194260.4071588367}, {\"Vintage\": \"101\", \"avg_measure\": 194232.06744186048}, {\"Vintage\": \"195\", \"avg_measure\": 194171.3661764706}, {\"Vintage\": \"21\", \"avg_measure\": 194008.69097744362}, {\"Vintage\": \"109\", \"avg_measure\": 194006.42748671223}, {\"Vintage\": \"219\", \"avg_measure\": 193941.60914454277}, {\"Vintage\": \"43\", \"avg_measure\": 193884.68899153193}, {\"Vintage\": \"173\", \"avg_measure\": 193871.23516320475}, {\"Vintage\": \"72\", \"avg_measure\": 193746.1100554236}, {\"Vintage\": \"97\", \"avg_measure\": 193717.4263074485}, {\"Vintage\": \"100\", \"avg_measure\": 193577.00376506025}, {\"Vintage\": \"265\", \"avg_measure\": 193509.83870967742}, {\"Vintage\": \"119\", \"avg_measure\": 193497.00228484388}, {\"Vintage\": \"190\", \"avg_measure\": 193493.6052027544}, {\"Vintage\": \"245\", \"avg_measure\": 193475.70656092284}, {\"Vintage\": \"131\", \"avg_measure\": 193415.58399423215}, {\"Vintage\": \"86\", \"avg_measure\": 193415.1026234568}, {\"Vintage\": \"145\", \"avg_measure\": 193414.53769992385}, {\"Vintage\": \"207\", \"avg_measure\": 193372.57}, {\"Vintage\": \"247\", \"avg_measure\": 193361.2871754524}, {\"Vintage\": \"71\", \"avg_measure\": 193329.25484351715}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 427.88}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..630556e6a088ad9116ad1920659892ab25ca4ad7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:29:36.118739+00:00", + "ended_at": "2026-05-26T00:29:51.972735+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_986505c27512414b", + "problem_id": "v2p_m11_702f9ecb1c414d47", + "dataset_id": "m11", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Vintage, measure_col=id.", + "bindings": { + "group_col": "Vintage", + "measure_col": "id", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 300232.64, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=138" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_986505c27512414b.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_986505c27512414b", + "api_calls": 0, + "input_tokens": 25475, + "cached_input_tokens": 24960, + "output_tokens": 616, + "total_tokens": 26091, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2180, + "estimated_output_tokens": 94, + "estimated_total_tokens": 2274, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15416.91, + "sql_execution_elapsed_ms_total": 427.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ca1d182f5b391a4a861ae8018c6c7c8ce2633146 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:29:51.542711+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15416.91, "started_at": "2026-05-26T00:29:36.123476+00:00", "ended_at": "2026-05-26T00:29:51.540546+00:00", "prompt_metrics": {"chars": 7866, "bytes_utf8": 7866, "lines": 240, "estimated_tokens": 2180}, "response_metrics": {"chars": 384, "bytes_utf8": 384, "lines": 1, "estimated_tokens": 94}, "usage": {"input_tokens": 25475, "cached_input_tokens": 24960, "output_tokens": 616, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Vintage\\\",\\n AVG(CAST(\\\"id\\\" AS REAL)) OVER (PARTITION BY \\\"Vintage\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the window partition average template with group_col=\\\"Vintage\\\" and measure_col=\\\"id\\\". CAST was added because \\\"id\\\" is stored as TEXT in the SQLite schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..df1237625a03fe047e337cd335f195d0d2c7ea5b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_986505c27512414b", + "api_calls": 0, + "input_tokens": 25475, + "cached_input_tokens": 24960, + "output_tokens": 616, + "total_tokens": 26091, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2180, + "estimated_output_tokens": 94, + "estimated_total_tokens": 2274, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15416.91, + "sql_execution_elapsed_ms_total": 427.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_986505c27512414b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..517404b034109898ae682512954190716c9ec06f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8242, "bytes_utf8": 8242, "lines": 242, "estimated_tokens": 2298}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 675, "bytes_utf8": 675, "lines": 1, "estimated_tokens": 178}, "usage": {"input_tokens": 25593, "cached_input_tokens": 24960, "output_tokens": 2127, "reasoning_output_tokens": 1943}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..77dfb7efbca1502ccfc4c026b2d28d10778ceac3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_9ac4939bc9df35f6", + "api_calls": 0, + "input_tokens": 25593, + "cached_input_tokens": 24960, + "output_tokens": 2127, + "total_tokens": 27720, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2298, + "estimated_output_tokens": 178, + "estimated_total_tokens": 2476, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 41870.46, + "sql_execution_elapsed_ms_total": 240.39, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c1b07a3a89abc9e6e09f9e6e402e61a2723b3a32 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:29:51.979822+00:00", + "ended_at": "2026-05-26T00:30:33.850659+00:00", + "elapsed_ms": 41870.46, + "prompt_metrics": { + "chars": 8242, + "bytes_utf8": 8242, + "lines": 242, + "estimated_tokens": 2298 + }, + "stdout_metrics": { + "chars": 1071, + "bytes_utf8": 1071, + "lines": 4, + "estimated_tokens": 319 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 675, + "bytes_utf8": 675, + "lines": 1, + "estimated_tokens": 178 + }, + "usage": { + "input_tokens": 25593, + "cached_input_tokens": 24960, + "output_tokens": 2127, + "reasoning_output_tokens": 1943 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8f008b6b87d16a4ae7bea64512f01321669f3465 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Previously_Insured, measure_col=Policy_Sales_Channel.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Previously_Insured", + "measure_col": "Policy_Sales_Channel", + "item_col": "Vintage", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 140.48, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0065ae9c3a5cd552c3ad0fd0f11a07f678fba71d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b0-1c18-7b43-853c-122c64aeb660"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Previously_Insured\\\",\\n \\\"Vintage\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL))) OVER (PARTITION BY \\\"Previously_Insured\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Previously_Insured\\\", \\\"Vintage\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the requested template with group_col=\\\"Previously_Insured\\\", item_col=\\\"Vintage\\\", and measure_col=\\\"Policy_Sales_Channel\\\". The measure is cast to REAL because the schema stores numeric-looking values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25593,"cached_input_tokens":24960,"output_tokens":2127,"reasoning_output_tokens":1943}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a047e76c33bb5b0fa1e5b6393f220d1aa361d784 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Previously_Insured\",\n \"Vintage\",\n SUM(CAST(\"Policy_Sales_Channel\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Policy_Sales_Channel\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Policy_Sales_Channel\" AS REAL))) OVER (PARTITION BY \"Previously_Insured\") AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Previously_Insured\", \"Vintage\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the requested template with group_col=\"Previously_Insured\", item_col=\"Vintage\", and measure_col=\"Policy_Sales_Channel\". The measure is cast to REAL because the schema stores numeric-looking values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b0354ceef18eead91b2d14a07c4ab227c5087e32 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Previously_Insured, measure_col=Policy_Sales_Channel. +Result preview: [{"Previously_Insured": "1", "Vintage": "256", "total_measure": 85374.0, "share_within_group": 0.3912229394281273}, {"Previously_Insured": "0", "Vintage": "27", "total_measure": 81301.0, "share_within_group": 0.3894670250038587}, {"Previously_Insured": "0", "Vintage": "73", "total_measure": 81133.0, "share_within_group": 0.3886622321944142}, {"Previously_Insured": "1", "Vintage": "31", "total_measure": 84314.0, "share_within_group": 0.3863655318357243}, {"Previously_Insured": "1", "Vintage": "110", "total_measure": 84290.0, "share_within_group": 0.3862555527958963}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0c76a921a71fa4529a5a66f8b41b55c4b007051b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_9ac4939bc9df35f6 +-- problem_id: v2p_m11_c900b95a44d801f9 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Previously_Insured", + "Vintage", + SUM(CAST("Policy_Sales_Channel" AS REAL)) AS "total_measure", + SUM(CAST("Policy_Sales_Channel" AS REAL)) * 100.0 / SUM(SUM(CAST("Policy_Sales_Channel" AS REAL))) OVER (PARTITION BY "Previously_Insured") AS "share_within_group" +FROM "m11" +GROUP BY "Previously_Insured", "Vintage" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b69e5f4e17bf7fa78d8985d9b9ad27eafe7ef2d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Previously_Insured\",\n \"Vintage\",\n SUM(CAST(\"Policy_Sales_Channel\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Policy_Sales_Channel\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Policy_Sales_Channel\" AS REAL))) OVER (PARTITION BY \"Previously_Insured\") AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Previously_Insured\", \"Vintage\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Previously_Insured\\\",\\n \\\"Vintage\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL))) OVER (PARTITION BY \\\"Previously_Insured\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Previously_Insured\\\", \\\"Vintage\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Previously_Insured\", \"Vintage\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Previously_Insured\": \"1\", \"Vintage\": \"256\", \"total_measure\": 85374.0, \"share_within_group\": 0.3912229394281273}, {\"Previously_Insured\": \"0\", \"Vintage\": \"27\", \"total_measure\": 81301.0, \"share_within_group\": 0.3894670250038587}, {\"Previously_Insured\": \"0\", \"Vintage\": \"73\", \"total_measure\": 81133.0, \"share_within_group\": 0.3886622321944142}, {\"Previously_Insured\": \"1\", \"Vintage\": \"31\", \"total_measure\": 84314.0, \"share_within_group\": 0.3863655318357243}, {\"Previously_Insured\": \"1\", \"Vintage\": \"110\", \"total_measure\": 84290.0, \"share_within_group\": 0.3862555527958963}, {\"Previously_Insured\": \"0\", \"Vintage\": \"165\", \"total_measure\": 80262.0, \"share_within_group\": 0.38448976471211554}, {\"Previously_Insured\": \"1\", \"Vintage\": \"219\", \"total_measure\": 83531.0, \"share_within_group\": 0.382777465661336}, {\"Previously_Insured\": \"1\", \"Vintage\": \"273\", \"total_measure\": 83511.0, \"share_within_group\": 0.38268581646147937}, {\"Previously_Insured\": \"0\", \"Vintage\": \"189\", \"total_measure\": 79771.0, \"share_within_group\": 0.38213766191784615}, {\"Previously_Insured\": \"0\", \"Vintage\": \"249\", \"total_measure\": 79333.0, \"share_within_group\": 0.380039452093223}, {\"Previously_Insured\": \"1\", \"Vintage\": \"92\", \"total_measure\": 82811.0, \"share_within_group\": 0.3794780944664963}, {\"Previously_Insured\": \"1\", \"Vintage\": \"195\", \"total_measure\": 82642.0, \"share_within_group\": 0.3787036587277075}, {\"Previously_Insured\": \"0\", \"Vintage\": \"53\", \"total_measure\": 78865.0, \"share_within_group\": 0.3777975292669133}, {\"Previously_Insured\": \"0\", \"Vintage\": \"76\", \"total_measure\": 78765.0, \"share_within_group\": 0.3773184859279582}, {\"Previously_Insured\": \"1\", \"Vintage\": \"191\", \"total_measure\": 82303.0, \"share_within_group\": 0.37715020479013706}, {\"Previously_Insured\": \"0\", \"Vintage\": \"130\", \"total_measure\": 78694.0, \"share_within_group\": 0.3769783651573001}, {\"Previously_Insured\": \"1\", \"Vintage\": \"24\", \"total_measure\": 82173.0, \"share_within_group\": 0.3765544849910688}, {\"Previously_Insured\": \"0\", \"Vintage\": \"83\", \"total_measure\": 78550.0, \"share_within_group\": 0.3762885427492048}, {\"Previously_Insured\": \"0\", \"Vintage\": \"282\", \"total_measure\": 78480.0, \"share_within_group\": 0.37595321241193624}, {\"Previously_Insured\": \"0\", \"Vintage\": \"117\", \"total_measure\": 78432.0, \"share_within_group\": 0.37572327160923785}, {\"Previously_Insured\": \"1\", \"Vintage\": \"263\", \"total_measure\": 81949.0, \"share_within_group\": 0.3755280139526742}, {\"Previously_Insured\": \"0\", \"Vintage\": \"197\", \"total_measure\": 78360.0, \"share_within_group\": 0.3753783604051902}, {\"Previously_Insured\": \"0\", \"Vintage\": \"37\", \"total_measure\": 78298.0, \"share_within_group\": 0.375081353535038}, {\"Previously_Insured\": \"0\", \"Vintage\": \"131\", \"total_measure\": 78251.0, \"share_within_group\": 0.37485620316572915}, {\"Previously_Insured\": \"1\", \"Vintage\": \"185\", \"total_measure\": 81801.0, \"share_within_group\": 0.3748498098737349}, {\"Previously_Insured\": \"0\", \"Vintage\": \"65\", \"total_measure\": 78137.0, \"share_within_group\": 0.3743100937593204}, {\"Previously_Insured\": \"0\", \"Vintage\": \"292\", \"total_measure\": 78131.0, \"share_within_group\": 0.3742813511589831}, {\"Previously_Insured\": \"1\", \"Vintage\": \"78\", \"total_measure\": 81617.0, \"share_within_group\": 0.3740066372350536}, {\"Previously_Insured\": \"1\", \"Vintage\": \"33\", \"total_measure\": 81490.0, \"share_within_group\": 0.3734246648159638}, {\"Previously_Insured\": \"1\", \"Vintage\": \"245\", \"total_measure\": 81457.0, \"share_within_group\": 0.37327344363620035}, {\"Previously_Insured\": \"0\", \"Vintage\": \"84\", \"total_measure\": 77811.0, \"share_within_group\": 0.3727484124743269}, {\"Previously_Insured\": \"1\", \"Vintage\": \"257\", \"total_measure\": 81309.0, \"share_within_group\": 0.37259523955726104}, {\"Previously_Insured\": \"0\", \"Vintage\": \"232\", \"total_measure\": 77559.0, \"share_within_group\": 0.3715412232601601}, {\"Previously_Insured\": \"1\", \"Vintage\": \"37\", \"total_measure\": 80934.0, \"share_within_group\": 0.3708768170599487}, {\"Previously_Insured\": \"0\", \"Vintage\": \"21\", \"total_measure\": 77413.0, \"share_within_group\": 0.3708418199852857}, {\"Previously_Insured\": \"1\", \"Vintage\": \"74\", \"total_measure\": 80865.0, \"share_within_group\": 0.3705606273204432}, {\"Previously_Insured\": \"1\", \"Vintage\": \"88\", \"total_measure\": 80831.0, \"share_within_group\": 0.37040482368068683}, {\"Previously_Insured\": \"1\", \"Vintage\": \"126\", \"total_measure\": 80760.0, \"share_within_group\": 0.3700794690211957}, {\"Previously_Insured\": \"0\", \"Vintage\": \"215\", \"total_measure\": 77223.0, \"share_within_group\": 0.36993163764127107}, {\"Previously_Insured\": \"1\", \"Vintage\": \"248\", \"total_measure\": 80677.0, \"share_within_group\": 0.36969912484179057}, {\"Previously_Insured\": \"1\", \"Vintage\": \"228\", \"total_measure\": 80606.0, \"share_within_group\": 0.36937377018229944}, {\"Previously_Insured\": \"1\", \"Vintage\": \"13\", \"total_measure\": 80597.0, \"share_within_group\": 0.36933252804236394}, {\"Previously_Insured\": \"1\", \"Vintage\": \"187\", \"total_measure\": 80574.0, \"share_within_group\": 0.3692271314625288}, {\"Previously_Insured\": \"1\", \"Vintage\": \"40\", \"total_measure\": 80573.0, \"share_within_group\": 0.3692225490025359}, {\"Previously_Insured\": \"0\", \"Vintage\": \"64\", \"total_measure\": 77072.0, \"share_within_group\": 0.3692082821994489}, {\"Previously_Insured\": \"1\", \"Vintage\": \"226\", \"total_measure\": 80554.0, \"share_within_group\": 0.3691354822626721}, {\"Previously_Insured\": \"0\", \"Vintage\": \"256\", \"total_measure\": 77007.0, \"share_within_group\": 0.3688969040291281}, {\"Previously_Insured\": \"1\", \"Vintage\": \"298\", \"total_measure\": 80477.0, \"share_within_group\": 0.368782632843224}, {\"Previously_Insured\": \"0\", \"Vintage\": \"42\", \"total_measure\": 76917.0, \"share_within_group\": 0.3684657650240686}, {\"Previously_Insured\": \"1\", \"Vintage\": \"282\", \"total_measure\": 80286.0, \"share_within_group\": 0.36790738298459286}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 240.39}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0abef3d803f78f0b99762a030670ceee20fb4136 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:29:51.973207+00:00", + "ended_at": "2026-05-26T00:30:34.096827+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_9ac4939bc9df35f6", + "problem_id": "v2p_m11_c900b95a44d801f9", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Previously_Insured, measure_col=Policy_Sales_Channel.", + "bindings": { + "group_col": "Previously_Insured", + "measure_col": "Policy_Sales_Channel", + "item_col": "Vintage", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 140.48, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=11", + "sql_variant_index=2/2", + "binding_index=34" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 11, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_9ac4939bc9df35f6.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_9ac4939bc9df35f6", + "api_calls": 0, + "input_tokens": 25593, + "cached_input_tokens": 24960, + "output_tokens": 2127, + "total_tokens": 27720, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2298, + "estimated_output_tokens": 178, + "estimated_total_tokens": 2476, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 41870.46, + "sql_execution_elapsed_ms_total": 240.39, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8998be516d76b91bdea72436a05ab93cf2fe60a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:30:33.852990+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 41870.46, "started_at": "2026-05-26T00:29:51.979822+00:00", "ended_at": "2026-05-26T00:30:33.850659+00:00", "prompt_metrics": {"chars": 8242, "bytes_utf8": 8242, "lines": 242, "estimated_tokens": 2298}, "response_metrics": {"chars": 675, "bytes_utf8": 675, "lines": 1, "estimated_tokens": 178}, "usage": {"input_tokens": 25593, "cached_input_tokens": 24960, "output_tokens": 2127, "reasoning_output_tokens": 1943}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Previously_Insured\\\",\\n \\\"Vintage\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL))) OVER (PARTITION BY \\\"Previously_Insured\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Previously_Insured\\\", \\\"Vintage\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the requested template with group_col=\\\"Previously_Insured\\\", item_col=\\\"Vintage\\\", and measure_col=\\\"Policy_Sales_Channel\\\". The measure is cast to REAL because the schema stores numeric-looking values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ab019e0fad238aa58ec6579984f0072c5bae9eea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9ac4939bc9df35f6/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_9ac4939bc9df35f6", + "api_calls": 0, + "input_tokens": 25593, + "cached_input_tokens": 24960, + "output_tokens": 2127, + "total_tokens": 27720, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2298, + "estimated_output_tokens": 178, + "estimated_total_tokens": 2476, + 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@@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8016, "bytes_utf8": 8016, "lines": 243, "estimated_tokens": 2230}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 379, "bytes_utf8": 379, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 25525, "cached_input_tokens": 24960, "output_tokens": 624, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/session_summary.json new file mode 100644 index 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"conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ecda0db462ac53eb945053191389e7f56038c28d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:30:34.102418+00:00", + "ended_at": "2026-05-26T00:30:49.847125+00:00", + "elapsed_ms": 15744.53, + "prompt_metrics": { + "chars": 8016, + "bytes_utf8": 8016, + "lines": 243, + "estimated_tokens": 2230 + }, + "stdout_metrics": { + "chars": 742, + "bytes_utf8": 742, + "lines": 4, + "estimated_tokens": 218 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 379, + "bytes_utf8": 379, + "lines": 1, + "estimated_tokens": 102 + }, + "usage": { + "input_tokens": 25525, + "cached_input_tokens": 24960, + "output_tokens": 624, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..80363da21ae8ff096ec42482fc190a59ded1fc60 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Age, condition_col=Response.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Age", + "condition_col": "Response", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 71.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad216b5813c16f12325db55c2ab017a0970b15da --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b0-c0a6-7120-b067-0a6a050de91b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Age\\\",\\n AVG(CASE WHEN \\\"Response\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Age\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the grouped condition rate template using \\\"Age\\\" as the grouping column and the share of rows with \\\"Response\\\" = '0' as the condition rate.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25525,"cached_input_tokens":24960,"output_tokens":624,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad1e87558ee8d3fb78da4b6560a20a74afc10617 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Age\",\n AVG(CASE WHEN \"Response\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Age\"\nORDER BY \"condition_rate\" DESC;","notes":"Applies the grouped condition rate template using \"Age\" as the grouping column and the share of rows with \"Response\" = '0' as the condition rate."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e97c620a0730cfc35927581e3f464a1696ebabf9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Age, condition_col=Response. +Result preview: [{"Age": "85", "condition_rate": 1.0}, {"Age": "84", "condition_rate": 1.0}, {"Age": "20", "condition_rate": 0.9725609756097561}, {"Age": "82", "condition_rate": 0.9655172413793104}, {"Age": "21", "condition_rate": 0.9651212250106338}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..bb189c199ea5a96e8fac510c2875102a106683fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_9e40b09c9e6ed0d0 +-- problem_id: v2p_m11_c4847bb7e80db4c4 +-- realization_mode: agent +-- source_kind: agent +SELECT "Age", + AVG(CASE WHEN "Response" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Age" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b21f0e18894395be0cc808ed1510836a7db9e399 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Age\",\n AVG(CASE WHEN \"Response\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Age\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Age\\\",\\n AVG(CASE WHEN \\\"Response\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Age\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Age\", \"condition_rate\"], \"rows\": [{\"Age\": \"85\", \"condition_rate\": 1.0}, {\"Age\": \"84\", \"condition_rate\": 1.0}, {\"Age\": \"20\", \"condition_rate\": 0.9725609756097561}, {\"Age\": \"82\", \"condition_rate\": 0.9655172413793104}, {\"Age\": \"21\", \"condition_rate\": 0.9651212250106338}, {\"Age\": \"24\", \"condition_rate\": 0.9648305084745763}, {\"Age\": \"25\", \"condition_rate\": 0.964431091296763}, {\"Age\": \"26\", \"condition_rate\": 0.9642408570373107}, {\"Age\": \"22\", \"condition_rate\": 0.9636042739935127}, {\"Age\": \"23\", \"condition_rate\": 0.9632255936675461}, {\"Age\": \"27\", \"condition_rate\": 0.9562267657992565}, {\"Age\": \"83\", \"condition_rate\": 0.9545454545454546}, {\"Age\": \"77\", \"condition_rate\": 0.9380403458213257}, {\"Age\": \"78\", \"condition_rate\": 0.9358552631578947}, {\"Age\": \"80\", \"condition_rate\": 0.935093509350935}, {\"Age\": \"79\", \"condition_rate\": 0.9344262295081968}, {\"Age\": \"75\", \"condition_rate\": 0.9339563862928348}, {\"Age\": \"28\", \"condition_rate\": 0.9312458212614219}, {\"Age\": \"81\", \"condition_rate\": 0.9285714285714286}, {\"Age\": \"76\", \"condition_rate\": 0.9226361031518625}, {\"Age\": \"74\", \"condition_rate\": 0.9213973799126638}, {\"Age\": \"73\", \"condition_rate\": 0.9179220779220779}, {\"Age\": \"70\", \"condition_rate\": 0.9178373776074925}, {\"Age\": \"72\", \"condition_rate\": 0.9169533169533169}, {\"Age\": \"71\", \"condition_rate\": 0.9161384690394929}, {\"Age\": \"68\", \"condition_rate\": 0.9098360655737705}, {\"Age\": \"69\", \"condition_rate\": 0.908300395256917}, {\"Age\": \"66\", \"condition_rate\": 0.901651376146789}, {\"Age\": \"29\", \"condition_rate\": 0.8983712478126262}, {\"Age\": \"67\", \"condition_rate\": 0.8948170731707317}, {\"Age\": \"64\", \"condition_rate\": 0.8849122807017544}, {\"Age\": \"63\", \"condition_rate\": 0.8848897535667963}, {\"Age\": \"65\", \"condition_rate\": 0.8835542816194912}, {\"Age\": \"30\", \"condition_rate\": 0.8707254713966124}, {\"Age\": \"61\", \"condition_rate\": 0.8700987728225082}, {\"Age\": \"62\", \"condition_rate\": 0.8672680412371134}, {\"Age\": \"60\", \"condition_rate\": 0.8655913978494624}, {\"Age\": \"59\", \"condition_rate\": 0.8508577753182069}, {\"Age\": \"58\", \"condition_rate\": 0.8409209837781266}, {\"Age\": \"31\", \"condition_rate\": 0.839622641509434}, {\"Age\": \"55\", \"condition_rate\": 0.8362625139043381}, {\"Age\": \"56\", \"condition_rate\": 0.8338666010337189}, {\"Age\": \"57\", \"condition_rate\": 0.8316430020283976}, {\"Age\": \"53\", \"condition_rate\": 0.8246107672106546}, {\"Age\": \"32\", \"condition_rate\": 0.8191276510604242}, {\"Age\": \"54\", \"condition_rate\": 0.814888933360016}, {\"Age\": \"52\", \"condition_rate\": 0.813953488372093}, {\"Age\": \"51\", \"condition_rate\": 0.8108199492814877}, {\"Age\": \"49\", \"condition_rate\": 0.8037792894935752}, {\"Age\": \"50\", \"condition_rate\": 0.7994571291713236}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 139.51}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..84f0d7b3493bff9effe4bba8f831c9558d83ac0c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:30:34.097633+00:00", + "ended_at": "2026-05-26T00:30:49.991930+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_9e40b09c9e6ed0d0", + "problem_id": "v2p_m11_c4847bb7e80db4c4", + "dataset_id": "m11", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Age, condition_col=Response.", + "bindings": { + "group_col": "Age", + "condition_col": "Response", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 71.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=101" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_9e40b09c9e6ed0d0.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_9e40b09c9e6ed0d0", + "api_calls": 0, + "input_tokens": 25525, + "cached_input_tokens": 24960, + "output_tokens": 624, + "total_tokens": 26149, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2230, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2332, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15744.53, + "sql_execution_elapsed_ms_total": 139.51, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fa783e2ccacb5dd2a48f1d98d6b65aac40961e7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:30:49.850126+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15744.53, "started_at": "2026-05-26T00:30:34.102418+00:00", "ended_at": "2026-05-26T00:30:49.847125+00:00", "prompt_metrics": {"chars": 8016, "bytes_utf8": 8016, "lines": 243, "estimated_tokens": 2230}, "response_metrics": {"chars": 379, "bytes_utf8": 379, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 25525, "cached_input_tokens": 24960, "output_tokens": 624, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Age\\\",\\n AVG(CASE WHEN \\\"Response\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Age\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the grouped condition rate template using \\\"Age\\\" as the grouping column and the share of rows with \\\"Response\\\" = '0' as the condition rate.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..36c6789764d7d74efa1e8c42c653852d341b1eca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_9e40b09c9e6ed0d0", + "api_calls": 0, + "input_tokens": 25525, + "cached_input_tokens": 24960, + "output_tokens": 624, + "total_tokens": 26149, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2230, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2332, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15744.53, + "sql_execution_elapsed_ms_total": 139.51, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_9e40b09c9e6ed0d0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4457a0fa7499d9968aee9ffcc23aec07eb0f9172 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7713, "bytes_utf8": 7713, "lines": 238, "estimated_tokens": 2148}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 290, "bytes_utf8": 290, "lines": 1, "estimated_tokens": 75}, "usage": {"input_tokens": 25443, "cached_input_tokens": 22912, "output_tokens": 336, "reasoning_output_tokens": 255}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..056ff610067216acf8826040dcffffbe0db00acd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_a343c28c3cec51f0", + "api_calls": 0, + "input_tokens": 25443, + "cached_input_tokens": 22912, + "output_tokens": 336, + "total_tokens": 25779, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2148, + "estimated_output_tokens": 75, + "estimated_total_tokens": 2223, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10586.39, + "sql_execution_elapsed_ms_total": 83.9, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5509e7a50f2f014647bdfe8bc29794c098f696de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:30:49.998322+00:00", + "ended_at": "2026-05-26T00:31:00.584842+00:00", + "elapsed_ms": 10586.39, + "prompt_metrics": { + "chars": 7713, + "bytes_utf8": 7713, + "lines": 238, + "estimated_tokens": 2148 + }, + "stdout_metrics": { + "chars": 640, + "bytes_utf8": 640, + "lines": 4, + "estimated_tokens": 183 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 290, + "bytes_utf8": 290, + "lines": 1, + "estimated_tokens": 75 + }, + "usage": { + "input_tokens": 25443, + "cached_input_tokens": 22912, + "output_tokens": 336, + "reasoning_output_tokens": 255 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3b18c659070916177f50ee1d84e44ccdd2aaba4d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,238 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Vehicle_Damage.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Vehicle_Damage", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 152.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..739112f94afc8f7c8a65c5910c474f1bf991471a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b0-febe-7db1-b4ea-d67d1ec5ef27"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"Vehicle_Damage\\\", COUNT(*) AS row_count\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vehicle_Damage\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Applied the Grouped Count by Category template with group_col bound to \\\"Vehicle_Damage\\\" on table \\\"m11\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25443,"cached_input_tokens":22912,"output_tokens":336,"reasoning_output_tokens":255}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2599f9fbbe448f26e7a9ab58307fc0e4656eaeaf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count.\nSELECT \"Vehicle_Damage\", COUNT(*) AS row_count\nFROM \"m11\"\nGROUP BY \"Vehicle_Damage\"\nORDER BY row_count DESC;","notes":"Applied the Grouped Count by Category template with group_col bound to \"Vehicle_Damage\" on table \"m11\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6060fc7ed6888e3a09f87b868c1c6a8b03bd09f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Vehicle_Damage. +Result preview: [{"Vehicle_Damage": "Yes", "row_count": 192413}, {"Vehicle_Damage": "No", "row_count": 188696}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a98acda21e500687922df2364d9d6863ae428829 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m11_a343c28c3cec51f0 +-- problem_id: v2p_m11_b99963fd2a1e6a19 +-- realization_mode: agent +-- source_kind: agent +SELECT "Vehicle_Damage", COUNT(*) AS row_count +FROM "m11" +GROUP BY "Vehicle_Damage" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b12815b3ed3421e99e51630d15c3a10e0968360d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count.\nSELECT \"Vehicle_Damage\", COUNT(*) AS row_count\nFROM \"m11\"\nGROUP BY \"Vehicle_Damage\"\nORDER BY row_count DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"Vehicle_Damage\\\", COUNT(*) AS row_count\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vehicle_Damage\\\"\\nORDER BY row_count DESC;\", \"columns\": [\"Vehicle_Damage\", \"row_count\"], \"rows\": [{\"Vehicle_Damage\": \"Yes\", \"row_count\": 192413}, {\"Vehicle_Damage\": \"No\", \"row_count\": 188696}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 83.9}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4eef524b9d53f80669268adf660821fcd4113691 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:30:49.992260+00:00", + "ended_at": "2026-05-26T00:31:00.673095+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_a343c28c3cec51f0", + "problem_id": "v2p_m11_b99963fd2a1e6a19", + "dataset_id": "m11", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Vehicle_Damage.", + "bindings": { + "group_col": "Vehicle_Damage", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 152.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=16" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_a343c28c3cec51f0.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_a343c28c3cec51f0", + "api_calls": 0, + "input_tokens": 25443, + "cached_input_tokens": 22912, + "output_tokens": 336, + "total_tokens": 25779, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2148, + "estimated_output_tokens": 75, + "estimated_total_tokens": 2223, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10586.39, + "sql_execution_elapsed_ms_total": 83.9, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b4f7dd4d564c15c50e8c621ce92d67237d32b109 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:31:00.586954+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10586.39, "started_at": "2026-05-26T00:30:49.998322+00:00", "ended_at": "2026-05-26T00:31:00.584842+00:00", "prompt_metrics": {"chars": 7713, "bytes_utf8": 7713, "lines": 238, "estimated_tokens": 2148}, "response_metrics": {"chars": 290, "bytes_utf8": 290, "lines": 1, "estimated_tokens": 75}, "usage": {"input_tokens": 25443, "cached_input_tokens": 22912, "output_tokens": 336, "reasoning_output_tokens": 255}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"Vehicle_Damage\\\", COUNT(*) AS row_count\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vehicle_Damage\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Applied the Grouped Count by Category template with group_col bound to \\\"Vehicle_Damage\\\" on table \\\"m11\\\".\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..52d8295f461ae88d48838b5d5ab5ceb9889703e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_a343c28c3cec51f0", + "api_calls": 0, + "input_tokens": 25443, + "cached_input_tokens": 22912, + "output_tokens": 336, + "total_tokens": 25779, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2148, + "estimated_output_tokens": 75, + "estimated_total_tokens": 2223, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10586.39, + "sql_execution_elapsed_ms_total": 83.9, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a343c28c3cec51f0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..58e3773fc55228fbc459d6ac76670268a5e31253 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8615, "bytes_utf8": 8615, "lines": 243, "estimated_tokens": 2384}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 821, "bytes_utf8": 821, "lines": 1, "estimated_tokens": 214}, "usage": {"input_tokens": 25679, "cached_input_tokens": 24960, "output_tokens": 1143, "reasoning_output_tokens": 923}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b67bc07a417fbadfdafc074b81cb8877004ba5de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_a42e63a7bae2d2ef", + "api_calls": 0, + "input_tokens": 25679, + "cached_input_tokens": 24960, + "output_tokens": 1143, + "total_tokens": 26822, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2384, + "estimated_output_tokens": 214, + "estimated_total_tokens": 2598, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25619.24, + "sql_execution_elapsed_ms_total": 142.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9e98f69929f437cd72265b2a95944d82b364d7e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:31:00.678490+00:00", + "ended_at": "2026-05-26T00:31:26.297981+00:00", + "elapsed_ms": 25619.24, + "prompt_metrics": { + "chars": 8615, + "bytes_utf8": 8615, + "lines": 243, + "estimated_tokens": 2384 + }, + "stdout_metrics": { + "chars": 1223, + "bytes_utf8": 1223, + "lines": 4, + "estimated_tokens": 355 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 821, + "bytes_utf8": 821, + "lines": 1, + "estimated_tokens": 214 + }, + "usage": { + "input_tokens": 25679, + "cached_input_tokens": 24960, + "output_tokens": 1143, + "reasoning_output_tokens": 923 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..aa6730db4f2f0dba4bb977cb912326f1c4bb4420 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Region_Code, condition_col=Driving_License.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Region_Code", + "condition_col": "Driving_License", + "condition_value": "1", + "positive_value": "1", + "negative_value": "0", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..32197abd6c8c8aab4f6a932b38ee38ad3c7325df --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b1-286a-75b0-8661-f10854314c64"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"Region_Code\\\",\\n SUM(CASE WHEN \\\"Driving_License\\\" = '1' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Driving_License\\\" = '0' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Region_Code\\\"\\n)\\nSELECT \\\"Region_Code\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Filled the provided grouped-ratio template exactly for group_col=\\\"Region_Code\\\" and condition_col=\\\"Driving_License\\\", comparing text values '1' and '0'. Unused bindings such as top_k and min_group_size were not added because they are not present in the supplied SQL skeleton.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25679,"cached_input_tokens":24960,"output_tokens":1143,"reasoning_output_tokens":923}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ef651dbeb08b668b341fb69125df8453daa509d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT \"Region_Code\",\n SUM(CASE WHEN \"Driving_License\" = '1' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Driving_License\" = '0' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m11\"\n GROUP BY \"Region_Code\"\n)\nSELECT \"Region_Code\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Filled the provided grouped-ratio template exactly for group_col=\"Region_Code\" and condition_col=\"Driving_License\", comparing text values '1' and '0'. Unused bindings such as top_k and min_group_size were not added because they are not present in the supplied SQL skeleton."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..7db5d59dda6cafad30a57c0e788fe3f0e532677e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Region_Code, condition_col=Driving_License. +Result preview: [{"Region_Code": "25.0", "condition_ratio": 2502.0}, {"Region_Code": "30.0", "condition_ratio": 2437.2}, {"Region_Code": "21.0", "condition_ratio": 2132.0}, {"Region_Code": "23.0", "condition_ratio": 1959.0}, {"Region_Code": "34.0", "condition_ratio": 1663.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..54677f2b55208a1ccb39e5c2dc753cf28076f548 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m11_a42e63a7bae2d2ef +-- problem_id: v2p_m11_3ee9a33fcaf00745 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "Region_Code", + SUM(CASE WHEN "Driving_License" = '1' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Driving_License" = '0' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m11" + GROUP BY "Region_Code" +) +SELECT "Region_Code", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1ae4cafe51107987808dafba9de3b4a6a8f553ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT \"Region_Code\",\n SUM(CASE WHEN \"Driving_License\" = '1' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Driving_License\" = '0' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m11\"\n GROUP BY \"Region_Code\"\n)\nSELECT \"Region_Code\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"Region_Code\\\",\\n SUM(CASE WHEN \\\"Driving_License\\\" = '1' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Driving_License\\\" = '0' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Region_Code\\\"\\n)\\nSELECT \\\"Region_Code\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"Region_Code\", \"condition_ratio\"], \"rows\": [{\"Region_Code\": \"25.0\", \"condition_ratio\": 2502.0}, {\"Region_Code\": \"30.0\", \"condition_ratio\": 2437.2}, {\"Region_Code\": \"21.0\", \"condition_ratio\": 2132.0}, {\"Region_Code\": \"23.0\", \"condition_ratio\": 1959.0}, {\"Region_Code\": \"34.0\", \"condition_ratio\": 1663.0}, {\"Region_Code\": \"19.0\", \"condition_ratio\": 1534.0}, {\"Region_Code\": \"32.0\", \"condition_ratio\": 1392.5}, {\"Region_Code\": \"43.0\", \"condition_ratio\": 1318.5}, {\"Region_Code\": \"5.0\", \"condition_ratio\": 1278.0}, {\"Region_Code\": \"6.0\", \"condition_ratio\": 1255.0}, {\"Region_Code\": \"45.0\", \"condition_ratio\": 1120.0}, {\"Region_Code\": \"11.0\", \"condition_ratio\": 1024.7777777777778}, {\"Region_Code\": \"2.0\", \"condition_ratio\": 1008.5}, {\"Region_Code\": \"16.0\", \"condition_ratio\": 1002.5}, {\"Region_Code\": \"37.0\", \"condition_ratio\": 915.8333333333334}, {\"Region_Code\": \"36.0\", \"condition_ratio\": 878.7}, {\"Region_Code\": \"10.0\", \"condition_ratio\": 873.8}, {\"Region_Code\": \"44.0\", \"condition_ratio\": 807.0}, {\"Region_Code\": \"13.0\", \"condition_ratio\": 806.2}, {\"Region_Code\": \"12.0\", \"condition_ratio\": 798.5}, {\"Region_Code\": \"50.0\", \"condition_ratio\": 730.6428571428571}, {\"Region_Code\": \"38.0\", \"condition_ratio\": 674.3333333333334}, {\"Region_Code\": \"46.0\", \"condition_ratio\": 657.3}, {\"Region_Code\": \"22.0\", \"condition_ratio\": 653.5}, {\"Region_Code\": \"17.0\", \"condition_ratio\": 653.25}, {\"Region_Code\": \"40.0\", \"condition_ratio\": 646.5}, {\"Region_Code\": \"26.0\", \"condition_ratio\": 645.75}, {\"Region_Code\": \"18.0\", \"condition_ratio\": 643.125}, {\"Region_Code\": \"35.0\", \"condition_ratio\": 630.0909090909091}, {\"Region_Code\": \"3.0\", \"condition_ratio\": 615.7333333333333}, {\"Region_Code\": \"49.0\", \"condition_ratio\": 609.6666666666666}, {\"Region_Code\": \"15.0\", \"condition_ratio\": 603.9090909090909}, {\"Region_Code\": \"41.0\", \"condition_ratio\": 569.71875}, {\"Region_Code\": \"33.0\", \"condition_ratio\": 545.7142857142857}, {\"Region_Code\": \"47.0\", \"condition_ratio\": 530.1428571428571}, {\"Region_Code\": \"14.0\", \"condition_ratio\": 518.7777777777778}, {\"Region_Code\": \"1.0\", \"condition_ratio\": 503.0}, {\"Region_Code\": \"20.0\", \"condition_ratio\": 482.75}, {\"Region_Code\": \"7.0\", \"condition_ratio\": 467.42857142857144}, {\"Region_Code\": \"29.0\", \"condition_ratio\": 460.0416666666667}, {\"Region_Code\": \"8.0\", \"condition_ratio\": 450.6933333333333}, {\"Region_Code\": \"9.0\", \"condition_ratio\": 442.0}, {\"Region_Code\": \"4.0\", \"condition_ratio\": 359.2}, {\"Region_Code\": \"39.0\", \"condition_ratio\": 356.2307692307692}, {\"Region_Code\": \"27.0\", \"condition_ratio\": 351.875}, {\"Region_Code\": \"28.0\", \"condition_ratio\": 300.4589235127479}, {\"Region_Code\": \"0.0\", \"condition_ratio\": 287.7142857142857}, {\"Region_Code\": \"31.0\", \"condition_ratio\": 244.0}, {\"Region_Code\": \"48.0\", \"condition_ratio\": 179.03846153846155}, {\"Region_Code\": \"24.0\", \"condition_ratio\": 171.5}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 142.24}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5850fed55328e9f2d14b2f2c18c67489579b545d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:31:00.673570+00:00", + "ended_at": "2026-05-26T00:31:26.445478+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_a42e63a7bae2d2ef", + "problem_id": "v2p_m11_3ee9a33fcaf00745", + "dataset_id": "m11", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Region_Code, condition_col=Driving_License.", + "bindings": { + "group_col": "Region_Code", + "condition_col": "Driving_License", + "condition_value": "1", + "positive_value": "1", + "negative_value": "0", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=43" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_a42e63a7bae2d2ef.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_a42e63a7bae2d2ef", + "api_calls": 0, + "input_tokens": 25679, + "cached_input_tokens": 24960, + "output_tokens": 1143, + "total_tokens": 26822, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2384, + "estimated_output_tokens": 214, + "estimated_total_tokens": 2598, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25619.24, + "sql_execution_elapsed_ms_total": 142.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fb8bb393e179ff6ae63507a401df4747448f450d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:31:26.300435+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 25619.24, "started_at": "2026-05-26T00:31:00.678490+00:00", "ended_at": "2026-05-26T00:31:26.297981+00:00", "prompt_metrics": {"chars": 8615, "bytes_utf8": 8615, "lines": 243, "estimated_tokens": 2384}, "response_metrics": {"chars": 821, "bytes_utf8": 821, "lines": 1, "estimated_tokens": 214}, "usage": {"input_tokens": 25679, "cached_input_tokens": 24960, "output_tokens": 1143, "reasoning_output_tokens": 923}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"Region_Code\\\",\\n SUM(CASE WHEN \\\"Driving_License\\\" = '1' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Driving_License\\\" = '0' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Region_Code\\\"\\n)\\nSELECT \\\"Region_Code\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Filled the provided grouped-ratio template exactly for group_col=\\\"Region_Code\\\" and condition_col=\\\"Driving_License\\\", comparing text values '1' and '0'. Unused bindings such as top_k and min_group_size were not added because they are not present in the supplied SQL skeleton.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..88138c9bcf408b3df3a5d4dd462e7be7da0b8c39 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a42e63a7bae2d2ef/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_a42e63a7bae2d2ef", + "api_calls": 0, + "input_tokens": 25679, + "cached_input_tokens": 24960, + "output_tokens": 1143, + "total_tokens": 26822, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2384, + "estimated_output_tokens": 214, 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..22cb99be482f3885875a19fd18be6c59a23ff87c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_a5b87b6336fe0a0c", + "api_calls": 0, + "input_tokens": 25477, + "cached_input_tokens": 24960, + "output_tokens": 640, + "total_tokens": 26117, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2182, + "estimated_output_tokens": 118, + "estimated_total_tokens": 2300, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15929.27, + "sql_execution_elapsed_ms_total": 397.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4f1ed6a1c25b498a2e286f76f96777ad72fda60f --- /dev/null +++ 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"input_tokens": 25477, + "cached_input_tokens": 24960, + "output_tokens": 640, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69bdd153673afe53c4fc17755a1c3f982252b2c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Region_Code, measure_col=Age.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Region_Code", + "measure_col": "Age", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 46.84, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d07b3713d823ea63d885f42e0e6bd1b015126564 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b1-8d1d-72a1-837a-36c85702bd78"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Region_Code\\\",\\n AVG(CAST(\\\"Age\\\" AS REAL)) OVER (PARTITION BY \\\"Region_Code\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nWHERE \\\"Region_Code\\\" IS NOT NULL\\n AND \\\"Age\\\" IS NOT NULL\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the planned Window Partition Average template with group_col=\\\"Region_Code\\\" and measure_col=\\\"Age\\\". CAST(\\\"Age\\\" AS REAL) is used because the schema stores Age as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25477,"cached_input_tokens":24960,"output_tokens":640,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6dc5dfcd161b91564bbd7ae8e56df4c38c5f659e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Region_Code\",\n AVG(CAST(\"Age\" AS REAL)) OVER (PARTITION BY \"Region_Code\") AS avg_measure\nFROM \"m11\"\nWHERE \"Region_Code\" IS NOT NULL\n AND \"Age\" IS NOT NULL\nORDER BY avg_measure DESC;","notes":"Applied the planned Window Partition Average template with group_col=\"Region_Code\" and measure_col=\"Age\". CAST(\"Age\" AS REAL) is used because the schema stores Age as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8679ae818b2878fabff8087ba91a231edf210bd3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Region_Code, measure_col=Age. +Result preview: [{"Region_Code": "48.0", "avg_measure": 49.77333903012177}, {"Region_Code": "0.0", "avg_measure": 47.98466105888174}, {"Region_Code": "20.0", "avg_measure": 47.39793281653747}, {"Region_Code": "28.0", "avg_measure": 46.25685288728093}, {"Region_Code": "1.0", "avg_measure": 45.08134920634921}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..846bbad60ef1b0a9bc72e06d999ad98f611c8800 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_a5b87b6336fe0a0c +-- problem_id: v2p_m11_99c2efe9eb56ed34 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Region_Code", + AVG(CAST("Age" AS REAL)) OVER (PARTITION BY "Region_Code") AS avg_measure +FROM "m11" +WHERE "Region_Code" IS NOT NULL + AND "Age" IS NOT NULL +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7ade4bcf185ce552caf5b40087401039ec8c5688 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Region_Code\",\n AVG(CAST(\"Age\" AS REAL)) OVER (PARTITION BY \"Region_Code\") AS avg_measure\nFROM \"m11\"\nWHERE \"Region_Code\" IS NOT NULL\n AND \"Age\" IS NOT NULL\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Region_Code\\\",\\n AVG(CAST(\\\"Age\\\" AS REAL)) OVER (PARTITION BY \\\"Region_Code\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nWHERE \\\"Region_Code\\\" IS NOT NULL\\n AND \\\"Age\\\" IS NOT NULL\\nORDER BY avg_measure DESC;\", \"columns\": [\"Region_Code\", \"avg_measure\"], \"rows\": [{\"Region_Code\": \"48.0\", \"avg_measure\": 49.77333903012177}, {\"Region_Code\": \"0.0\", \"avg_measure\": 47.98466105888174}, {\"Region_Code\": \"20.0\", \"avg_measure\": 47.39793281653747}, {\"Region_Code\": \"28.0\", \"avg_measure\": 46.25685288728093}, {\"Region_Code\": \"1.0\", \"avg_measure\": 45.08134920634921}, {\"Region_Code\": \"38.0\", \"avg_measure\": 44.86179664363277}, {\"Region_Code\": \"52.0\", \"avg_measure\": 44.57303370786517}, {\"Region_Code\": \"51.0\", \"avg_measure\": 44.16393442622951}, {\"Region_Code\": \"31.0\", \"avg_measure\": 43.821938775510205}, {\"Region_Code\": \"19.0\", \"avg_measure\": 42.58501628664495}, {\"Region_Code\": \"7.0\", \"avg_measure\": 40.66605672461116}, {\"Region_Code\": \"24.0\", \"avg_measure\": 40.33871635610766}, {\"Region_Code\": \"39.0\", \"avg_measure\": 39.80577088716623}, {\"Region_Code\": \"23.0\", \"avg_measure\": 38.671938775510206}, {\"Region_Code\": \"4.0\", \"avg_measure\": 38.65186007773459}, {\"Region_Code\": \"8.0\", \"avg_measure\": 38.57956725802167}, {\"Region_Code\": \"43.0\", \"avg_measure\": 38.500189465706704}, {\"Region_Code\": \"33.0\", \"avg_measure\": 37.80389338907761}, {\"Region_Code\": \"50.0\", \"avg_measure\": 37.78580493995899}, {\"Region_Code\": \"46.0\", \"avg_measure\": 37.15185579016659}, {\"Region_Code\": \"26.0\", \"avg_measure\": 37.05836876691148}, {\"Region_Code\": \"3.0\", \"avg_measure\": 36.838936331207435}, {\"Region_Code\": \"18.0\", \"avg_measure\": 36.81641762080341}, {\"Region_Code\": \"41.0\", \"avg_measure\": 36.45118545693479}, {\"Region_Code\": \"29.0\", \"avg_measure\": 36.183732489832806}, {\"Region_Code\": \"35.0\", \"avg_measure\": 36.135263612791704}, {\"Region_Code\": \"40.0\", \"avg_measure\": 35.908880308880306}, {\"Region_Code\": \"9.0\", \"avg_measure\": 35.33247339567881}, {\"Region_Code\": \"42.0\", \"avg_measure\": 35.04906937394247}, {\"Region_Code\": \"47.0\", \"avg_measure\": 34.89806347498655}, {\"Region_Code\": \"45.0\", \"avg_measure\": 34.653702051739515}, {\"Region_Code\": \"17.0\", \"avg_measure\": 34.47802827665266}, {\"Region_Code\": \"11.0\", \"avg_measure\": 34.37456672443674}, {\"Region_Code\": \"14.0\", \"avg_measure\": 33.993373236425825}, {\"Region_Code\": \"12.0\", \"avg_measure\": 33.87085678549093}, {\"Region_Code\": \"22.0\", \"avg_measure\": 33.491214667685256}, {\"Region_Code\": \"5.0\", \"avg_measure\": 33.24784988272088}, {\"Region_Code\": \"15.0\", \"avg_measure\": 32.60587616471295}, {\"Region_Code\": \"37.0\", \"avg_measure\": 32.496273404835485}, {\"Region_Code\": \"34.0\", \"avg_measure\": 32.45913461538461}, {\"Region_Code\": \"21.0\", \"avg_measure\": 31.980543834974213}, {\"Region_Code\": \"30.0\", \"avg_measure\": 31.778607169223196}, {\"Region_Code\": \"13.0\", \"avg_measure\": 31.48860257680872}, {\"Region_Code\": \"49.0\", \"avg_measure\": 31.445960698689955}, {\"Region_Code\": \"36.0\", \"avg_measure\": 31.31499374786859}, {\"Region_Code\": \"16.0\", \"avg_measure\": 30.951170901843547}, {\"Region_Code\": \"2.0\", \"avg_measure\": 30.826151560178307}, {\"Region_Code\": \"25.0\", \"avg_measure\": 30.66719936076708}, {\"Region_Code\": \"27.0\", \"avg_measure\": 30.293304994686505}, {\"Region_Code\": \"44.0\", \"avg_measure\": 30.26608910891089}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 397.54}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e46313f54739c959deea482b6fd7b878572422a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:31:26.445844+00:00", + "ended_at": "2026-05-26T00:31:42.788468+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_a5b87b6336fe0a0c", + "problem_id": "v2p_m11_99c2efe9eb56ed34", + "dataset_id": "m11", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Region_Code, measure_col=Age.", + "bindings": { + "group_col": "Region_Code", + "measure_col": "Age", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 46.84, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=133" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_a5b87b6336fe0a0c.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_a5b87b6336fe0a0c", + "api_calls": 0, + "input_tokens": 25477, + "cached_input_tokens": 24960, + "output_tokens": 640, + "total_tokens": 26117, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2182, + "estimated_output_tokens": 118, + "estimated_total_tokens": 2300, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15929.27, + "sql_execution_elapsed_ms_total": 397.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7d9df1c4be9f951dae372376847d440212dd5e4d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:31:42.384324+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15929.27, "started_at": "2026-05-26T00:31:26.451627+00:00", "ended_at": "2026-05-26T00:31:42.381064+00:00", "prompt_metrics": {"chars": 7873, "bytes_utf8": 7873, "lines": 240, "estimated_tokens": 2182}, "response_metrics": {"chars": 464, "bytes_utf8": 464, "lines": 1, "estimated_tokens": 118}, "usage": {"input_tokens": 25477, "cached_input_tokens": 24960, "output_tokens": 640, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Region_Code\\\",\\n AVG(CAST(\\\"Age\\\" AS REAL)) OVER (PARTITION BY \\\"Region_Code\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nWHERE \\\"Region_Code\\\" IS NOT NULL\\n AND \\\"Age\\\" IS NOT NULL\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the planned Window Partition Average template with group_col=\\\"Region_Code\\\" and measure_col=\\\"Age\\\". CAST(\\\"Age\\\" AS REAL) is used because the schema stores Age as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..74fd4d46e5a916eca3c728ce19418d0455889acd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_a5b87b6336fe0a0c", + "api_calls": 0, + "input_tokens": 25477, + "cached_input_tokens": 24960, + "output_tokens": 640, + "total_tokens": 26117, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2182, + "estimated_output_tokens": 118, + "estimated_total_tokens": 2300, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15929.27, + "sql_execution_elapsed_ms_total": 397.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_a5b87b6336fe0a0c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ef3bc65019fbcd15627f6aab19510a5c5e6f1252 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8065, "bytes_utf8": 8065, "lines": 243, "estimated_tokens": 2236}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 396, "bytes_utf8": 396, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 25531, "cached_input_tokens": 22912, "output_tokens": 428, "reasoning_output_tokens": 318}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0e90e826fe00d3210c34a9d1bd5c7c6372d80fff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_b30b6e407be496d9", + "api_calls": 0, + "input_tokens": 25531, + "cached_input_tokens": 22912, + "output_tokens": 428, + "total_tokens": 25959, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2236, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2340, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12153.55, + "sql_execution_elapsed_ms_total": 127.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8e8d6f24b1be4a6482d920d927047e92d84b6263 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:31:42.795062+00:00", + "ended_at": "2026-05-26T00:31:54.948756+00:00", + "elapsed_ms": 12153.55, + "prompt_metrics": { + "chars": 8065, + "bytes_utf8": 8065, + "lines": 243, + "estimated_tokens": 2236 + }, + "stdout_metrics": { + "chars": 752, + "bytes_utf8": 752, + "lines": 4, + "estimated_tokens": 217 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 396, + "bytes_utf8": 396, + "lines": 1, + "estimated_tokens": 104 + }, + "usage": { + "input_tokens": 25531, + "cached_input_tokens": 22912, + "output_tokens": 428, + "reasoning_output_tokens": 318 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d86c1d0905f37537fee6a16b00bde9c317211bba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Driving_License, condition_col=Gender.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Driving_License", + "condition_col": "Gender", + "condition_value": "Male", + "positive_value": "Male", + "negative_value": "Female", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6b93e5a2c1bd0eb632ad5eb0121545f7f70b1ad3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b1-ccf5-7153-89e3-ccabe61e9861"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"Driving_License\\\",\\n AVG(CASE WHEN \\\"Gender\\\" = 'Male' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Driving_License\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the proportion of rows with Gender = 'Male' within each Driving_License group, following the planned Grouped Condition Rate template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25531,"cached_input_tokens":22912,"output_tokens":428,"reasoning_output_tokens":318}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..119301fa3c62bdd1de390a119cf3d672b8143bc6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT\n \"Driving_License\",\n AVG(CASE WHEN \"Gender\" = 'Male' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Driving_License\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the proportion of rows with Gender = 'Male' within each Driving_License group, following the planned Grouped Condition Rate template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e33718caff670ad2e5eb5ef65746c4bcf175e2bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:31:54.403593Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61b1-ccf5-7153-89e3-ccabe61e9861.1779755502837966000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..687e8315afab0271354e6aa9e5779d90fe3dfb56 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Driving_License, condition_col=Gender. +Result preview: [{"Driving_License": "0", "condition_rate": 0.7389162561576355}, {"Driving_License": "1", "condition_rate": 0.5403382093469051}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ae73e10f3fdaa0ee32a957edd2ee0f6020c15e8c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_b30b6e407be496d9 +-- problem_id: v2p_m11_7fd373ab19240f48 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Driving_License", + AVG(CASE WHEN "Gender" = 'Male' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Driving_License" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..74d5cd914af5ab483f06952d143227699530cd6a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT\n \"Driving_License\",\n AVG(CASE WHEN \"Gender\" = 'Male' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Driving_License\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"Driving_License\\\",\\n AVG(CASE WHEN \\\"Gender\\\" = 'Male' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Driving_License\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Driving_License\", \"condition_rate\"], \"rows\": [{\"Driving_License\": \"0\", \"condition_rate\": 0.7389162561576355}, {\"Driving_License\": \"1\", \"condition_rate\": 0.5403382093469051}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 127.2}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..964bfde14aa4c34229ee69ff35f47b72edb6c6d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:31:42.788880+00:00", + "ended_at": "2026-05-26T00:31:55.080093+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_b30b6e407be496d9", + "problem_id": "v2p_m11_7fd373ab19240f48", + "dataset_id": "m11", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Driving_License, condition_col=Gender.", + "bindings": { + "group_col": "Driving_License", + "condition_col": "Gender", + "condition_value": "Male", + "positive_value": "Male", + "negative_value": "Female", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_b30b6e407be496d9.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_b30b6e407be496d9", + "api_calls": 0, + "input_tokens": 25531, + "cached_input_tokens": 22912, + "output_tokens": 428, + "total_tokens": 25959, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2236, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2340, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12153.55, + "sql_execution_elapsed_ms_total": 127.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e0953c7de26be4dcf22628b8ffbd2db621c2eae0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:31:54.951305+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12153.55, "started_at": "2026-05-26T00:31:42.795062+00:00", "ended_at": "2026-05-26T00:31:54.948756+00:00", "prompt_metrics": {"chars": 8065, "bytes_utf8": 8065, "lines": 243, "estimated_tokens": 2236}, "response_metrics": {"chars": 396, "bytes_utf8": 396, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 25531, "cached_input_tokens": 22912, "output_tokens": 428, "reasoning_output_tokens": 318}, "stderr_preview": "2026-05-26T00:31:54.403593Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61b1-ccf5-7153-89e3-ccabe61e9861.1779755502837966000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"Driving_License\\\",\\n AVG(CASE WHEN \\\"Gender\\\" = 'Male' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Driving_License\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the proportion of rows with Gender = 'Male' within each Driving_License group, following the planned Grouped Condition Rate template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6a2c56b20ca853410765aee690192b6d46643cfe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_b30b6e407be496d9", + "api_calls": 0, + "input_tokens": 25531, + "cached_input_tokens": 22912, + "output_tokens": 428, + "total_tokens": 25959, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2236, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2340, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12153.55, + "sql_execution_elapsed_ms_total": 127.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b30b6e407be496d9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5b53b69e8cec4cf3c1d5068341c1d3d588e4115d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8187, "bytes_utf8": 8187, "lines": 242, "estimated_tokens": 2286}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 570, "bytes_utf8": 570, "lines": 1, "estimated_tokens": 150}, "usage": {"input_tokens": 25581, "cached_input_tokens": 24960, "output_tokens": 2320, "reasoning_output_tokens": 2164}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c249feb7a6886f5f9ecadf5d184cdc71176e1437 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_b3a29de4d23e15c6", + "api_calls": 0, + "input_tokens": 25581, + "cached_input_tokens": 24960, + "output_tokens": 2320, + "total_tokens": 27901, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2286, + "estimated_output_tokens": 150, + "estimated_total_tokens": 2436, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 45634.72, + "sql_execution_elapsed_ms_total": 915.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f77578b21da2400e2705fbcc813bf655b958ad2b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:31:55.086291+00:00", + "ended_at": "2026-05-26T00:32:40.721416+00:00", + "elapsed_ms": 45634.72, + "prompt_metrics": { + "chars": 8187, + "bytes_utf8": 8187, + "lines": 242, + "estimated_tokens": 2286 + }, + "stdout_metrics": { + "chars": 956, + "bytes_utf8": 956, + "lines": 4, + "estimated_tokens": 283 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 570, + "bytes_utf8": 570, + "lines": 1, + "estimated_tokens": 150 + }, + "usage": { + "input_tokens": 25581, + "cached_input_tokens": 24960, + "output_tokens": 2320, + "reasoning_output_tokens": 2164 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9e8ac29034d6584edf1e6b662a55bf2f55f34ac8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Response, measure_col=Vintage.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Response", + "measure_col": "Vintage", + "item_col": "id", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 71.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8c2622791a0d33b8a22a5ee3271bc5b52f6d4c64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b1-fd01-7a13-a162-410dbdcfbf28"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Response\\\", \\\"id\\\",\\n SUM(CAST(\\\"Vintage\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Vintage\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Vintage\\\" AS REAL))) OVER (PARTITION BY \\\"Response\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Response\\\", \\\"id\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with bound roles group_col=\\\"Response\\\", item_col=\\\"id\\\", and measure_col=\\\"Vintage\\\". \\\"Vintage\\\" is cast from TEXT to REAL for SQLite aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25581,"cached_input_tokens":24960,"output_tokens":2320,"reasoning_output_tokens":2164}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c1bcae6c015e4e9bd9f164587bdc197685d01ff2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT \"Response\", \"id\",\n SUM(CAST(\"Vintage\" AS REAL)) AS total_measure,\n SUM(CAST(\"Vintage\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Vintage\" AS REAL))) OVER (PARTITION BY \"Response\") AS share_within_group\nFROM \"m11\"\nGROUP BY \"Response\", \"id\"\nORDER BY share_within_group DESC;","notes":"Applied the Within-Group Share of Total template with bound roles group_col=\"Response\", item_col=\"id\", and measure_col=\"Vintage\". \"Vintage\" is cast from TEXT to REAL for SQLite aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ddc00690e5ac1ba6c8c7811fcdf042cef2d92eb4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Response, measure_col=Vintage. +Result preview: [{"Response": "1", "id": "103181", "total_measure": 299.0, "share_within_group": 0.004153595228394254}, {"Response": "1", "id": "103280", "total_measure": 299.0, "share_within_group": 0.004153595228394254}, {"Response": "1", "id": "106965", "total_measure": 299.0, "share_within_group": 0.004153595228394254}, {"Response": "1", "id": "110123", "total_measure": 299.0, "share_within_group": 0.004153595228394254}, {"Response": "1", "id": "11339", "total_measure": 299.0, "share_within_group": 0.004153595228394254}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7479569416805d547aa1c83a4ecb29d051c781ca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_b3a29de4d23e15c6 +-- problem_id: v2p_m11_ff18d49b05c58d22 +-- realization_mode: agent +-- source_kind: agent +SELECT "Response", "id", + SUM(CAST("Vintage" AS REAL)) AS total_measure, + SUM(CAST("Vintage" AS REAL)) * 100.0 / SUM(SUM(CAST("Vintage" AS REAL))) OVER (PARTITION BY "Response") AS share_within_group +FROM "m11" +GROUP BY "Response", "id" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..999abb63c9beeba1437e159ee935795dba66ba95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT \"Response\", \"id\",\n SUM(CAST(\"Vintage\" AS REAL)) AS total_measure,\n SUM(CAST(\"Vintage\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Vintage\" AS REAL))) OVER (PARTITION BY \"Response\") AS share_within_group\nFROM \"m11\"\nGROUP BY \"Response\", \"id\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Response\\\", \\\"id\\\",\\n SUM(CAST(\\\"Vintage\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Vintage\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Vintage\\\" AS REAL))) OVER (PARTITION BY \\\"Response\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Response\\\", \\\"id\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"Response\", \"id\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Response\": \"1\", \"id\": \"103181\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"103280\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"106965\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"110123\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"11339\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"114314\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"114963\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"116441\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"117594\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"120279\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"123448\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"126012\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"128260\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"128772\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"129547\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"129703\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"129789\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"132355\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"132962\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"134228\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"134845\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"137304\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"137313\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"137589\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"138525\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"143026\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"143533\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"144725\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"150503\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"151342\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"153308\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"155895\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"15868\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"159597\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"162734\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"163728\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"164983\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"171981\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"173204\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"174189\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"174875\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"175459\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"177702\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"178177\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"179807\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"179932\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"180172\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"181130\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"18225\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}, {\"Response\": \"1\", \"id\": \"183289\", \"total_measure\": 299.0, \"share_within_group\": 0.004153595228394254}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 915.25}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6a85c1e1783e175089eb438c907794d6280dd1b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:31:55.080938+00:00", + "ended_at": "2026-05-26T00:32:41.655330+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_b3a29de4d23e15c6", + "problem_id": "v2p_m11_ff18d49b05c58d22", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Response, measure_col=Vintage.", + "bindings": { + "group_col": "Response", + "measure_col": "Vintage", + "item_col": "id", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 71.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=29" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_b3a29de4d23e15c6.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_b3a29de4d23e15c6", + "api_calls": 0, + "input_tokens": 25581, + "cached_input_tokens": 24960, + "output_tokens": 2320, + "total_tokens": 27901, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2286, + "estimated_output_tokens": 150, + "estimated_total_tokens": 2436, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 45634.72, + "sql_execution_elapsed_ms_total": 915.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..784151ebf74db165c96a229e32faf310e911a3be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:32:40.723662+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 45634.72, "started_at": "2026-05-26T00:31:55.086291+00:00", "ended_at": "2026-05-26T00:32:40.721416+00:00", "prompt_metrics": {"chars": 8187, "bytes_utf8": 8187, "lines": 242, "estimated_tokens": 2286}, "response_metrics": {"chars": 570, "bytes_utf8": 570, "lines": 1, "estimated_tokens": 150}, "usage": {"input_tokens": 25581, "cached_input_tokens": 24960, "output_tokens": 2320, "reasoning_output_tokens": 2164}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Response\\\", \\\"id\\\",\\n SUM(CAST(\\\"Vintage\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Vintage\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Vintage\\\" AS REAL))) OVER (PARTITION BY \\\"Response\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Response\\\", \\\"id\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with bound roles group_col=\\\"Response\\\", item_col=\\\"id\\\", and measure_col=\\\"Vintage\\\". \\\"Vintage\\\" is cast from TEXT to REAL for SQLite aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b3a29de4d23e15c6/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bdf424d447b04dcea6936f8032cc8b70d3cd62ba --- /dev/null +++ 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..86fae5ba4ee8f2ae46ea39790b65be297e2a455f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8181, "bytes_utf8": 8181, "lines": 242, "estimated_tokens": 2286}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 511, "bytes_utf8": 511, "lines": 1, "estimated_tokens": 134}, "usage": {"input_tokens": 25581, "cached_input_tokens": 24960, "output_tokens": 1624, "reasoning_output_tokens": 1484}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..06bf6db356bc7f161604ad74d9ebe85fc6f64885 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_b4055d71dbd73125", + "api_calls": 0, + "input_tokens": 25581, + "cached_input_tokens": 24960, + "output_tokens": 1624, + "total_tokens": 27205, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2286, + "estimated_output_tokens": 134, + "estimated_total_tokens": 2420, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34304.92, + "sql_execution_elapsed_ms_total": 240.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0d03588314021cd10fa6995e19e2517874fa4c40 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:32:41.661760+00:00", + "ended_at": "2026-05-26T00:33:15.967002+00:00", + "elapsed_ms": 34304.92, + "prompt_metrics": { + "chars": 8181, + "bytes_utf8": 8181, + "lines": 242, + "estimated_tokens": 2286 + }, + "stdout_metrics": { + "chars": 881, + "bytes_utf8": 881, + "lines": 4, + "estimated_tokens": 256 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 511, + "bytes_utf8": 511, + "lines": 1, + "estimated_tokens": 134 + }, + "usage": { + "input_tokens": 25581, + "cached_input_tokens": 24960, + "output_tokens": 1624, + "reasoning_output_tokens": 1484 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..43f4212b37d24f34dfd5617a37a1be30d5d29af0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Gender, measure_col=id.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Gender", + "measure_col": "id", + "item_col": "Age", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 300232.64, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f447810fb7a69be4c0b81b0ff47678db0b0b3990 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b2-b2e8-7be1-a952-c528292b014a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Gender\\\", \\\"Age\\\",\\n COUNT(\\\"id\\\") AS total_measure,\\n COUNT(\\\"id\\\") * 100.0 / SUM(COUNT(\\\"id\\\")) OVER (PARTITION BY \\\"Gender\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Gender\\\", \\\"Age\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the planned template with Gender as the group and Age as the item. Counted id rows as the measure because id is an identifier stored as text, so counting is more meaningful than summing it.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25581,"cached_input_tokens":24960,"output_tokens":1624,"reasoning_output_tokens":1484}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..69b10a5b0cf998efed8e6c53fff3680dea8640f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Gender\", \"Age\",\n COUNT(\"id\") AS total_measure,\n COUNT(\"id\") * 100.0 / SUM(COUNT(\"id\")) OVER (PARTITION BY \"Gender\") AS share_within_group\nFROM \"m11\"\nGROUP BY \"Gender\", \"Age\"\nORDER BY share_within_group DESC;","notes":"Used the planned template with Gender as the group and Age as the item. Counted id rows as the measure because id is an identifier stored as text, so counting is more meaningful than summing it."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..334ee07000dbf57b6c0c834da1fd0be66d7117ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Gender, measure_col=id. +Result preview: [{"Gender": "Female", "Age": "24", "total_measure": 14633, "share_within_group": 8.360758770426237}, {"Gender": "Female", "Age": "23", "total_measure": 13729, "share_within_group": 7.844246371843218}, {"Gender": "Female", "Age": "22", "total_measure": 11767, "share_within_group": 6.723231630670781}, {"Gender": "Female", "Age": "25", "total_measure": 11691, "share_within_group": 6.6798080219403495}, {"Gender": "Male", "Age": "24", "total_measure": 11327, "share_within_group": 5.496169130812416}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..cebef17757a07bb8f345c04b40d24431928e076d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_b4055d71dbd73125 +-- problem_id: v2p_m11_edc6cd6554f1eceb +-- realization_mode: agent +-- source_kind: agent +SELECT "Gender", "Age", + COUNT("id") AS total_measure, + COUNT("id") * 100.0 / SUM(COUNT("id")) OVER (PARTITION BY "Gender") AS share_within_group +FROM "m11" +GROUP BY "Gender", "Age" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d1ce2894e8599890af3ebf150df590378d226e1a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Gender\", \"Age\",\n COUNT(\"id\") AS total_measure,\n COUNT(\"id\") * 100.0 / SUM(COUNT(\"id\")) OVER (PARTITION BY \"Gender\") AS share_within_group\nFROM \"m11\"\nGROUP BY \"Gender\", \"Age\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Gender\\\", \\\"Age\\\",\\n COUNT(\\\"id\\\") AS total_measure,\\n COUNT(\\\"id\\\") * 100.0 / SUM(COUNT(\\\"id\\\")) OVER (PARTITION BY \\\"Gender\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Gender\\\", \\\"Age\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"Gender\", \"Age\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Gender\": \"Female\", \"Age\": \"24\", \"total_measure\": 14633, \"share_within_group\": 8.360758770426237}, {\"Gender\": \"Female\", \"Age\": \"23\", \"total_measure\": 13729, \"share_within_group\": 7.844246371843218}, {\"Gender\": \"Female\", \"Age\": \"22\", \"total_measure\": 11767, \"share_within_group\": 6.723231630670781}, {\"Gender\": \"Female\", \"Age\": \"25\", \"total_measure\": 11691, \"share_within_group\": 6.6798080219403495}, {\"Gender\": \"Male\", \"Age\": \"24\", \"total_measure\": 11327, \"share_within_group\": 5.496169130812416}, {\"Gender\": \"Female\", \"Age\": \"21\", \"total_measure\": 8954, \"share_within_group\": 5.115986744372072}, {\"Gender\": \"Male\", \"Age\": \"23\", \"total_measure\": 10527, \"share_within_group\": 5.107987325864069}, {\"Gender\": \"Male\", \"Age\": \"22\", \"total_measure\": 9197, \"share_within_group\": 4.462635075137441}, {\"Gender\": \"Male\", \"Age\": \"25\", \"total_measure\": 8945, \"share_within_group\": 4.340357806578711}, {\"Gender\": \"Female\", \"Age\": \"26\", \"total_measure\": 7531, \"share_within_group\": 4.302936807222032}, {\"Gender\": \"Male\", \"Age\": \"21\", \"total_measure\": 7503, \"share_within_group\": 3.640660103159315}, {\"Gender\": \"Female\", \"Age\": \"27\", \"total_measure\": 5908, \"share_within_group\": 3.3756142155182265}, {\"Gender\": \"Male\", \"Age\": \"26\", \"total_measure\": 6004, \"share_within_group\": 2.9133044461373485}, {\"Gender\": \"Female\", \"Age\": \"28\", \"total_measure\": 4820, \"share_within_group\": 2.7539709747457435}, {\"Gender\": \"Male\", \"Age\": \"45\", \"total_measure\": 5169, \"share_within_group\": 2.508139687222511}, {\"Gender\": \"Male\", \"Age\": \"44\", \"total_measure\": 5146, \"share_within_group\": 2.4969794603302455}, {\"Gender\": \"Male\", \"Age\": \"43\", \"total_measure\": 5111, \"share_within_group\": 2.4799965063637557}, {\"Gender\": \"Male\", \"Age\": \"46\", \"total_measure\": 4898, \"share_within_group\": 2.376643100796258}, {\"Gender\": \"Male\", \"Age\": \"27\", \"total_measure\": 4852, \"share_within_group\": 2.354322647011728}, {\"Gender\": \"Male\", \"Age\": \"42\", \"total_measure\": 4791, \"share_within_group\": 2.3247237843844166}, {\"Gender\": \"Male\", \"Age\": \"47\", \"total_measure\": 4648, \"share_within_group\": 2.255336286749899}, {\"Gender\": \"Male\", \"Age\": \"41\", \"total_measure\": 4518, \"share_within_group\": 2.192256743445793}, {\"Gender\": \"Male\", \"Age\": \"48\", \"total_measure\": 4493, \"share_within_group\": 2.180126062041157}, {\"Gender\": \"Female\", \"Age\": \"29\", \"total_measure\": 3765, \"share_within_group\": 2.1511827219746316}, {\"Gender\": \"Male\", \"Age\": \"49\", \"total_measure\": 4210, \"share_within_group\": 2.042806748540679}, {\"Gender\": \"Male\", \"Age\": \"40\", \"total_measure\": 4164, \"share_within_group\": 2.020486294756149}, {\"Gender\": \"Male\", \"Age\": \"28\", \"total_measure\": 4154, \"share_within_group\": 2.0156340221942948}, {\"Gender\": \"Male\", \"Age\": \"50\", \"total_measure\": 4116, \"share_within_group\": 1.9971953864592482}, {\"Gender\": \"Female\", \"Age\": \"43\", \"total_measure\": 3326, \"share_within_group\": 1.9003542452291167}, {\"Gender\": \"Male\", \"Age\": \"51\", \"total_measure\": 3887, \"share_within_group\": 1.8860783447927838}, {\"Gender\": \"Female\", \"Age\": \"20\", \"total_measure\": 3300, \"share_within_group\": 1.8854988001371271}, {\"Gender\": \"Female\", \"Age\": \"41\", \"total_measure\": 3218, \"share_within_group\": 1.8386470117700835}, {\"Gender\": \"Female\", \"Age\": \"42\", \"total_measure\": 3216, \"share_within_group\": 1.8375042852245458}, {\"Gender\": \"Female\", \"Age\": \"44\", \"total_measure\": 3211, \"share_within_group\": 1.8346474688607017}, {\"Gender\": \"Male\", \"Age\": \"39\", \"total_measure\": 3726, \"share_within_group\": 1.8079567565469288}, {\"Gender\": \"Male\", \"Age\": \"52\", \"total_measure\": 3669, \"share_within_group\": 1.780298802944359}, {\"Gender\": \"Male\", \"Age\": \"29\", \"total_measure\": 3664, \"share_within_group\": 1.777872666663432}, {\"Gender\": \"Female\", \"Age\": \"30\", \"total_measure\": 3081, \"share_within_group\": 1.7603702434007542}, {\"Gender\": \"Male\", \"Age\": \"53\", \"total_measure\": 3567, \"share_within_group\": 1.7308056228134447}, {\"Gender\": \"Female\", \"Age\": \"45\", \"total_measure\": 3014, \"share_within_group\": 1.7220889041252427}, {\"Gender\": \"Female\", \"Age\": \"40\", \"total_measure\": 3004, \"share_within_group\": 1.7163752713975546}, {\"Gender\": \"Female\", \"Age\": \"46\", \"total_measure\": 2981, \"share_within_group\": 1.7032339161238716}, {\"Gender\": \"Male\", \"Age\": \"54\", \"total_measure\": 3352, \"share_within_group\": 1.6264817627335764}, {\"Gender\": \"Male\", \"Age\": \"38\", \"total_measure\": 3278, \"share_within_group\": 1.5905749457758542}, {\"Gender\": \"Female\", \"Age\": \"39\", \"total_measure\": 2734, \"share_within_group\": 1.5621071877499715}, {\"Gender\": \"Female\", \"Age\": \"47\", \"total_measure\": 2703, \"share_within_group\": 1.5443949262941379}, {\"Gender\": \"Male\", \"Age\": \"30\", \"total_measure\": 3177, \"share_within_group\": 1.5415669929011253}, {\"Gender\": \"Female\", \"Age\": \"48\", \"total_measure\": 2620, \"share_within_group\": 1.4969717746543252}, {\"Gender\": \"Female\", \"Age\": \"31\", \"total_measure\": 2618, \"share_within_group\": 1.4958290481087875}, {\"Gender\": \"Male\", \"Age\": \"37\", \"total_measure\": 3030, \"share_within_group\": 1.4702385862418663}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 240.68}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3eb6e70571e7b887f61cf23b21a39508534404a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:32:41.656469+00:00", + "ended_at": "2026-05-26T00:33:16.214202+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_b4055d71dbd73125", + "problem_id": "v2p_m11_edc6cd6554f1eceb", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Gender, measure_col=id.", + "bindings": { + "group_col": "Gender", + "measure_col": "id", + "item_col": "Age", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 300232.64, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=30" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_b4055d71dbd73125.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_b4055d71dbd73125", + "api_calls": 0, + "input_tokens": 25581, + "cached_input_tokens": 24960, + "output_tokens": 1624, + "total_tokens": 27205, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2286, + "estimated_output_tokens": 134, + "estimated_total_tokens": 2420, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34304.92, + "sql_execution_elapsed_ms_total": 240.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..aefbd7d5df2ea04dba91585d8e340b80112a96d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:33:15.969968+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 34304.92, "started_at": "2026-05-26T00:32:41.661760+00:00", "ended_at": "2026-05-26T00:33:15.967002+00:00", "prompt_metrics": {"chars": 8181, "bytes_utf8": 8181, "lines": 242, "estimated_tokens": 2286}, "response_metrics": {"chars": 511, "bytes_utf8": 511, "lines": 1, "estimated_tokens": 134}, "usage": {"input_tokens": 25581, "cached_input_tokens": 24960, "output_tokens": 1624, "reasoning_output_tokens": 1484}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Gender\\\", \\\"Age\\\",\\n COUNT(\\\"id\\\") AS total_measure,\\n COUNT(\\\"id\\\") * 100.0 / SUM(COUNT(\\\"id\\\")) OVER (PARTITION BY \\\"Gender\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Gender\\\", \\\"Age\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the planned template with Gender as the group and Age as the item. Counted id rows as the measure because id is an identifier stored as text, so counting is more meaningful than summing it.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7c4de62b8236a2b55774e9675f00e12fab9519c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_b4055d71dbd73125", + "api_calls": 0, + "input_tokens": 25581, + "cached_input_tokens": 24960, + "output_tokens": 1624, + "total_tokens": 27205, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2286, + "estimated_output_tokens": 134, + "estimated_total_tokens": 2420, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34304.92, + "sql_execution_elapsed_ms_total": 240.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_b4055d71dbd73125/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d5e44d89fd4a878ec383f45ad020e0f8170d0646 --- /dev/null +++ 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..96bff0f1fd284021ec08dffc9b7e2c32acdba4c2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_baefa1fa43882c47", + "api_calls": 0, + "input_tokens": 25678, + "cached_input_tokens": 24960, + "output_tokens": 700, + "total_tokens": 26378, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2383, + "estimated_output_tokens": 178, + "estimated_total_tokens": 2561, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17893.91, + "sql_execution_elapsed_ms_total": 94.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..cf56017a6b0b91f6edfe01a9b2bc546a203f1e40 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:33:16.219498+00:00", + "ended_at": "2026-05-26T00:33:34.113604+00:00", + "elapsed_ms": 17893.91, + "prompt_metrics": { + "chars": 8621, + "bytes_utf8": 8621, + "lines": 243, + "estimated_tokens": 2383 + }, + "stdout_metrics": { + "chars": 1069, + "bytes_utf8": 1069, + "lines": 4, + "estimated_tokens": 311 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 680, + "bytes_utf8": 680, + "lines": 1, + "estimated_tokens": 178 + }, + "usage": { + "input_tokens": 25678, + "cached_input_tokens": 24960, + "output_tokens": 700, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c1b2a872d965f1869a057d4d6e2159a198e872ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Driving_License, condition_col=Gender.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Driving_License", + "condition_col": "Gender", + "condition_value": "Male", + "positive_value": "Male", + "negative_value": "Female", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e71c58aacc13d1077118c1ce0d0b1a64a085a3bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b3-39eb-7272-a2d3-a394e53f0535"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Driving_License\\\",\\n SUM(CASE WHEN \\\"Gender\\\" = 'Male' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Gender\\\" = 'Female' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Driving_License\\\"\\n)\\nSELECT \\\"Driving_License\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM grouped\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Applies the grouped ratio template with \\\"Driving_License\\\" as the group column and computes the Male-to-Female count ratio within each group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25678,"cached_input_tokens":24960,"output_tokens":700,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2dadcb1b8488517406c26297f5cbf5641341dc62 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Driving_License\",\n SUM(CASE WHEN \"Gender\" = 'Male' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Gender\" = 'Female' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m11\"\n GROUP BY \"Driving_License\"\n)\nSELECT \"Driving_License\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM grouped\nORDER BY \"condition_ratio\" DESC;","notes":"Applies the grouped ratio template with \"Driving_License\" as the group column and computes the Male-to-Female count ratio within each group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6dd0c5f1d662b5df856a205078f93bc378216b81 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Driving_License, condition_col=Gender. +Result preview: [{"Driving_License": "0", "condition_ratio": 2.830188679245283}, {"Driving_License": "1", "condition_ratio": 1.1755125623541256}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..63c908396c34e253932b03e49dc06976a710ae83 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m11_baefa1fa43882c47 +-- problem_id: v2p_m11_22a40f6c9c79c1ea +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Driving_License", + SUM(CASE WHEN "Gender" = 'Male' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Gender" = 'Female' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m11" + GROUP BY "Driving_License" +) +SELECT "Driving_License", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM grouped +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4608c3bc3e3815a47733b681137ee75763566f1a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Driving_License\",\n SUM(CASE WHEN \"Gender\" = 'Male' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Gender\" = 'Female' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m11\"\n GROUP BY \"Driving_License\"\n)\nSELECT \"Driving_License\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM grouped\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Driving_License\\\",\\n SUM(CASE WHEN \\\"Gender\\\" = 'Male' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Gender\\\" = 'Female' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Driving_License\\\"\\n)\\nSELECT \\\"Driving_License\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM grouped\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"Driving_License\", \"condition_ratio\"], \"rows\": [{\"Driving_License\": \"0\", \"condition_ratio\": 2.830188679245283}, {\"Driving_License\": \"1\", \"condition_ratio\": 1.1755125623541256}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 94.18}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f80a4d97412e9430d580d835e0c4f07dc513a086 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:33:16.214567+00:00", + "ended_at": "2026-05-26T00:33:34.211814+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_baefa1fa43882c47", + "problem_id": "v2p_m11_22a40f6c9c79c1ea", + "dataset_id": "m11", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Driving_License, condition_col=Gender.", + "bindings": { + "group_col": "Driving_License", + "condition_col": "Gender", + "condition_value": "Male", + "positive_value": "Male", + "negative_value": "Female", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=42" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_baefa1fa43882c47.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_baefa1fa43882c47", + "api_calls": 0, + "input_tokens": 25678, + "cached_input_tokens": 24960, + "output_tokens": 700, + "total_tokens": 26378, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2383, + "estimated_output_tokens": 178, + "estimated_total_tokens": 2561, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17893.91, + "sql_execution_elapsed_ms_total": 94.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fbf04fa74b0be82d63513368b713f8363c9bea0c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_baefa1fa43882c47/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:33:34.116138+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17893.91, "started_at": "2026-05-26T00:33:16.219498+00:00", "ended_at": "2026-05-26T00:33:34.113604+00:00", "prompt_metrics": {"chars": 8621, "bytes_utf8": 8621, "lines": 243, "estimated_tokens": 2383}, "response_metrics": {"chars": 680, "bytes_utf8": 680, "lines": 1, "estimated_tokens": 178}, "usage": {"input_tokens": 25678, "cached_input_tokens": 24960, "output_tokens": 700, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Driving_License\\\",\\n SUM(CASE WHEN \\\"Gender\\\" = 'Male' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Gender\\\" = 'Female' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Driving_License\\\"\\n)\\nSELECT \\\"Driving_License\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM grouped\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Applies the grouped ratio template with \\\"Driving_License\\\" as the group column and computes the Male-to-Female count ratio within each group.\"}"} diff --git 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"content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8054, "bytes_utf8": 8054, "lines": 243, "estimated_tokens": 2235}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 452, "bytes_utf8": 452, "lines": 1, "estimated_tokens": 113}, "usage": {"input_tokens": 25530, "cached_input_tokens": 5504, "output_tokens": 635, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..dfa19aa636d0a8b3dd4399f8b919768c80d33c2d --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f234eed30d2f185fbfd551fbe48cbfc1e844a9b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:33:34.218370+00:00", + "ended_at": "2026-05-26T00:33:49.809954+00:00", + "elapsed_ms": 15591.41, + "prompt_metrics": { + "chars": 8054, + "bytes_utf8": 8054, + "lines": 243, + "estimated_tokens": 2235 + }, + "stdout_metrics": { + "chars": 815, + "bytes_utf8": 815, + "lines": 4, + "estimated_tokens": 235 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 452, + "bytes_utf8": 452, + "lines": 1, + "estimated_tokens": 113 + }, + "usage": { + "input_tokens": 25530, + "cached_input_tokens": 5504, + "output_tokens": 635, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..86481868939d4bb108df8972e8b449e2dbe56f04 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Gender, condition_col=Vehicle_Damage.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Gender", + "condition_col": "Vehicle_Damage", + "condition_value": "Yes", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 152.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2937cdadccfe1dcbdb341c49211fdf95e9b44b88 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b3-8032-76c2-b3c2-9810a77f9f1e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"Gender\\\",\\n AVG(CASE WHEN \\\"Vehicle_Damage\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Gender\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col=\\\"Gender\\\", condition_col=\\\"Vehicle_Damage\\\", and condition_value='Yes' to compute the within-group proportion of damaged vehicles by gender.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25530,"cached_input_tokens":5504,"output_tokens":635,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1d0565fc1011404fceb2247ee308bac114d612e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT\n \"Gender\",\n AVG(CASE WHEN \"Vehicle_Damage\" = 'Yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Gender\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the provided Grouped Condition Rate template with group_col=\"Gender\", condition_col=\"Vehicle_Damage\", and condition_value='Yes' to compute the within-group proportion of damaged vehicles by gender."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..61b8c91e8e7f0430003cbabe84d350353d4b4565 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Gender, condition_col=Vehicle_Damage. +Result preview: [{"Gender": "Male", "condition_rate": 0.5470840268039536}, {"Gender": "Female", "condition_rate": 0.4551765512512856}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2a56ebc222368a9e70220d2564ee1f3decfec304 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_bc5f24f2b41c97fc +-- problem_id: v2p_m11_861fabe360c690ef +-- realization_mode: agent +-- source_kind: agent +SELECT + "Gender", + AVG(CASE WHEN "Vehicle_Damage" = 'Yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Gender" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7a6876f46e45ea3a740b8aea053934f54334154c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT\n \"Gender\",\n AVG(CASE WHEN \"Vehicle_Damage\" = 'Yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Gender\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"Gender\\\",\\n AVG(CASE WHEN \\\"Vehicle_Damage\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Gender\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Gender\", \"condition_rate\"], \"rows\": [{\"Gender\": \"Male\", \"condition_rate\": 0.5470840268039536}, {\"Gender\": \"Female\", \"condition_rate\": 0.4551765512512856}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 118.17}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..dd6d8f72dbd1974ab0d97c5ded6ee4604762d212 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:33:34.212240+00:00", + "ended_at": "2026-05-26T00:33:49.932268+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_bc5f24f2b41c97fc", + "problem_id": "v2p_m11_861fabe360c690ef", + "dataset_id": "m11", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Gender, condition_col=Vehicle_Damage.", + "bindings": { + "group_col": "Gender", + "condition_col": "Vehicle_Damage", + "condition_value": "Yes", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 152.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=100" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_bc5f24f2b41c97fc.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_bc5f24f2b41c97fc", + "api_calls": 0, + "input_tokens": 25530, + "cached_input_tokens": 5504, + "output_tokens": 635, + "total_tokens": 26165, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2235, + "estimated_output_tokens": 113, + "estimated_total_tokens": 2348, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15591.41, + "sql_execution_elapsed_ms_total": 118.17, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fb9edaa304a1eab1c30a2080bc1775eac8d5eb77 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:33:49.812201+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15591.41, "started_at": "2026-05-26T00:33:34.218370+00:00", "ended_at": "2026-05-26T00:33:49.809954+00:00", "prompt_metrics": {"chars": 8054, "bytes_utf8": 8054, "lines": 243, "estimated_tokens": 2235}, "response_metrics": {"chars": 452, "bytes_utf8": 452, "lines": 1, "estimated_tokens": 113}, "usage": {"input_tokens": 25530, "cached_input_tokens": 5504, "output_tokens": 635, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"Gender\\\",\\n AVG(CASE WHEN \\\"Vehicle_Damage\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Gender\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col=\\\"Gender\\\", condition_col=\\\"Vehicle_Damage\\\", and condition_value='Yes' to compute the within-group proportion of damaged vehicles by gender.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..22b8fbb1086403b90f641c51b162949de9b6cad3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_bc5f24f2b41c97fc", + "api_calls": 0, + "input_tokens": 25530, + "cached_input_tokens": 5504, + "output_tokens": 635, + "total_tokens": 26165, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2235, + "estimated_output_tokens": 113, + "estimated_total_tokens": 2348, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15591.41, + "sql_execution_elapsed_ms_total": 118.17, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bc5f24f2b41c97fc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..418454765a7292054046c18e025d67b061635699 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7867, "bytes_utf8": 7867, "lines": 240, "estimated_tokens": 2180}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 379, "bytes_utf8": 379, "lines": 1, "estimated_tokens": 91}, "usage": {"input_tokens": 25475, "cached_input_tokens": 24960, "output_tokens": 613, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b6e7abeacc8ad26722f4c5d13796a8fcbb92ea37 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_bcfefac98b22c991", + "api_calls": 0, + "input_tokens": 25475, + "cached_input_tokens": 24960, + "output_tokens": 613, + "total_tokens": 26088, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2180, + "estimated_output_tokens": 91, + "estimated_total_tokens": 2271, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15281.55, + "sql_execution_elapsed_ms_total": 376.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7fdc2beb96d557f48593ba8935bda56826f1fd3b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:33:49.940378+00:00", + "ended_at": "2026-05-26T00:34:05.222092+00:00", + "elapsed_ms": 15281.55, + "prompt_metrics": { + "chars": 7867, + "bytes_utf8": 7867, + "lines": 240, + "estimated_tokens": 2180 + }, + "stdout_metrics": { + "chars": 733, + "bytes_utf8": 733, + "lines": 4, + "estimated_tokens": 202 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 379, + "bytes_utf8": 379, + "lines": 1, + "estimated_tokens": 91 + }, + "usage": { + "input_tokens": 25475, + "cached_input_tokens": 24960, + "output_tokens": 613, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2f5dcdd8cb48113ce1453c86b112dbf88ea438a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Response, measure_col=Age.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Response", + "measure_col": "Age", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 46.84, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a84708c027f7f03fc60b5438c4f49845232e960d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b3-bd9c-7071-87d0-6979831ae453"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Response\\\",\\n AVG(CAST(\\\"Age\\\" AS REAL)) OVER (PARTITION BY \\\"Response\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the required window partition average template with \\\"Response\\\" as the group column and cast \\\"Age\\\" to REAL because it is stored as TEXT in the schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25475,"cached_input_tokens":24960,"output_tokens":613,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f73f30e549a758674a102fcd3457c9fd99e000c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"Response\",\n AVG(CAST(\"Age\" AS REAL)) OVER (PARTITION BY \"Response\") AS avg_measure\nFROM \"m11\"\nORDER BY avg_measure DESC;","notes":"Used the required window partition average template with \"Response\" as the group column and cast \"Age\" to REAL because it is stored as TEXT in the schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..563dfafabce91bb459cec4ca07e303cb5ffcc26b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Response, measure_col=Age. +Result preview: [{"Response": "1", "avg_measure": 43.435559837293944}, {"Response": "0", "avg_measure": 38.17822720761725}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..bdfddcd06e9d9f014a393ed3dd702430326a56b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_bcfefac98b22c991 +-- problem_id: v2p_m11_7a395a40e29fd9d6 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Response", + AVG(CAST("Age" AS REAL)) OVER (PARTITION BY "Response") AS avg_measure +FROM "m11" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1862d6f0de5be1187a76ffe2636690c4d40c023a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"Response\",\n AVG(CAST(\"Age\" AS REAL)) OVER (PARTITION BY \"Response\") AS avg_measure\nFROM \"m11\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Response\\\",\\n AVG(CAST(\\\"Age\\\" AS REAL)) OVER (PARTITION BY \\\"Response\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"Response\", \"avg_measure\"], \"rows\": [{\"Response\": \"1\", \"avg_measure\": 43.435559837293944}, {\"Response\": \"0\", \"avg_measure\": 38.17822720761725}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 376.7}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2143a3e0736fde244c09415ee5db45760048e535 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:33:49.935368+00:00", + "ended_at": "2026-05-26T00:34:05.603345+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_bcfefac98b22c991", + "problem_id": "v2p_m11_7a395a40e29fd9d6", + "dataset_id": "m11", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Response, measure_col=Age.", + "bindings": { + "group_col": "Response", + "measure_col": "Age", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 46.84, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=139" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_bcfefac98b22c991.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_bcfefac98b22c991", + "api_calls": 0, + "input_tokens": 25475, + "cached_input_tokens": 24960, + "output_tokens": 613, + "total_tokens": 26088, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2180, + "estimated_output_tokens": 91, + "estimated_total_tokens": 2271, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15281.55, + "sql_execution_elapsed_ms_total": 376.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c65b64cd172d6f2289b674c191506c78741b2133 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:34:05.224282+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15281.55, "started_at": "2026-05-26T00:33:49.940378+00:00", "ended_at": "2026-05-26T00:34:05.222092+00:00", "prompt_metrics": {"chars": 7867, "bytes_utf8": 7867, "lines": 240, "estimated_tokens": 2180}, "response_metrics": {"chars": 379, "bytes_utf8": 379, "lines": 1, "estimated_tokens": 91}, "usage": {"input_tokens": 25475, "cached_input_tokens": 24960, "output_tokens": 613, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Response\\\",\\n AVG(CAST(\\\"Age\\\" AS REAL)) OVER (PARTITION BY \\\"Response\\\") AS avg_measure\\nFROM \\\"m11\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the required window partition average template with \\\"Response\\\" as the group column and cast \\\"Age\\\" to REAL because it is stored as TEXT in the schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..35e91700688ea32c420877993da590d68b9fcca1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_bcfefac98b22c991", + "api_calls": 0, + "input_tokens": 25475, + "cached_input_tokens": 24960, + "output_tokens": 613, + "total_tokens": 26088, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2180, + "estimated_output_tokens": 91, + "estimated_total_tokens": 2271, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15281.55, + "sql_execution_elapsed_ms_total": 376.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bcfefac98b22c991/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..eff9dfb7508d69072d542d87037403ceebffb447 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8220, "bytes_utf8": 8220, "lines": 242, "estimated_tokens": 2292}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 744, "bytes_utf8": 744, "lines": 1, "estimated_tokens": 186}, "usage": {"input_tokens": 25587, "cached_input_tokens": 24960, "output_tokens": 2642, "reasoning_output_tokens": 2450}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0064e44f351c1c8858b9e9fc2744b29cdff295b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_bde7975967f51452", + "api_calls": 0, + "input_tokens": 25587, + "cached_input_tokens": 24960, + "output_tokens": 2642, + "total_tokens": 28229, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2292, + "estimated_output_tokens": 186, + "estimated_total_tokens": 2478, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 52858.65, + "sql_execution_elapsed_ms_total": 183.74, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..26263bf01365f9f0296961661095fabee5c59fa1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:34:05.608710+00:00", + "ended_at": "2026-05-26T00:34:58.467825+00:00", + "elapsed_ms": 52858.65, + "prompt_metrics": { + "chars": 8220, + "bytes_utf8": 8220, + "lines": 242, + "estimated_tokens": 2292 + }, + "stdout_metrics": { + "chars": 1143, + "bytes_utf8": 1143, + "lines": 4, + "estimated_tokens": 326 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 744, + "bytes_utf8": 744, + "lines": 1, + "estimated_tokens": 186 + }, + "usage": { + "input_tokens": 25587, + "cached_input_tokens": 24960, + "output_tokens": 2642, + "reasoning_output_tokens": 2450 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..07c77cd8acf9781b6ea3e26a09f80d5f484fd74d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Vintage, measure_col=Policy_Sales_Channel.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Vintage", + "measure_col": "Policy_Sales_Channel", + "item_col": "Vintage", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 140.48, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c5d7cd8432b1b79a2432b22f685544822fec0b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b3-fad0-71a0-9801-f230ae8f6c83"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Vintage\\\" AS \\\"group_col\\\",\\n \\\"Vintage\\\" AS \\\"item_col\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL))) OVER (PARTITION BY \\\"Vintage\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vintage\\\", \\\"Vintage\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the requested template and bindings directly. CAST(\\\"Policy_Sales_Channel\\\" AS REAL) is necessary because the schema stores numeric-looking values as TEXT; with both group_col and item_col bound to \\\"Vintage\\\", each grouped row represents its full within-group share.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25587,"cached_input_tokens":24960,"output_tokens":2642,"reasoning_output_tokens":2450}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0e04da2aab4f275e4159bcd5feffcd9804b51ec5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT \"Vintage\" AS \"group_col\",\n \"Vintage\" AS \"item_col\",\n SUM(CAST(\"Policy_Sales_Channel\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Policy_Sales_Channel\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Policy_Sales_Channel\" AS REAL))) OVER (PARTITION BY \"Vintage\") AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Vintage\", \"Vintage\"\nORDER BY \"share_within_group\" DESC;","notes":"Used the requested template and bindings directly. CAST(\"Policy_Sales_Channel\" AS REAL) is necessary because the schema stores numeric-looking values as TEXT; with both group_col and item_col bound to \"Vintage\", each grouped row represents its full within-group share."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..7e2dc8078c392f648de99cf097362ffdf64c2f86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Vintage, measure_col=Policy_Sales_Channel. +Result preview: [{"group_col": "10", "item_col": "10", "total_measure": 147800.0, "share_within_group": 100.0}, {"group_col": "100", "item_col": "100", "total_measure": 147199.0, "share_within_group": 100.0}, {"group_col": "101", "item_col": "101", "total_measure": 147231.0, "share_within_group": 100.0}, {"group_col": "102", "item_col": "102", "total_measure": 149088.0, "share_within_group": 100.0}, {"group_col": "103", "item_col": "103", "total_measure": 153092.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0d9614fd8e86c52ee9d884dc12b65ec05ed61e36 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_bde7975967f51452 +-- problem_id: v2p_m11_02abcd30f3d9dc6e +-- realization_mode: agent +-- source_kind: agent +SELECT "Vintage" AS "group_col", + "Vintage" AS "item_col", + SUM(CAST("Policy_Sales_Channel" AS REAL)) AS "total_measure", + SUM(CAST("Policy_Sales_Channel" AS REAL)) * 100.0 / SUM(SUM(CAST("Policy_Sales_Channel" AS REAL))) OVER (PARTITION BY "Vintage") AS "share_within_group" +FROM "m11" +GROUP BY "Vintage", "Vintage" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9fbab2e75d9701308a9520313f95d66432d6839b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT \"Vintage\" AS \"group_col\",\n \"Vintage\" AS \"item_col\",\n SUM(CAST(\"Policy_Sales_Channel\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Policy_Sales_Channel\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Policy_Sales_Channel\" AS REAL))) OVER (PARTITION BY \"Vintage\") AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Vintage\", \"Vintage\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Vintage\\\" AS \\\"group_col\\\",\\n \\\"Vintage\\\" AS \\\"item_col\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL))) OVER (PARTITION BY \\\"Vintage\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vintage\\\", \\\"Vintage\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"group_col\", \"item_col\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"group_col\": \"10\", \"item_col\": \"10\", \"total_measure\": 147800.0, \"share_within_group\": 100.0}, {\"group_col\": \"100\", \"item_col\": \"100\", \"total_measure\": 147199.0, \"share_within_group\": 100.0}, {\"group_col\": \"101\", \"item_col\": \"101\", \"total_measure\": 147231.0, \"share_within_group\": 100.0}, {\"group_col\": \"102\", \"item_col\": \"102\", \"total_measure\": 149088.0, \"share_within_group\": 100.0}, {\"group_col\": \"103\", \"item_col\": \"103\", \"total_measure\": 153092.0, \"share_within_group\": 100.0}, {\"group_col\": \"104\", \"item_col\": \"104\", \"total_measure\": 142546.0, \"share_within_group\": 100.0}, {\"group_col\": \"105\", \"item_col\": \"105\", \"total_measure\": 150594.0, \"share_within_group\": 100.0}, {\"group_col\": \"106\", \"item_col\": \"106\", \"total_measure\": 150933.0, \"share_within_group\": 100.0}, {\"group_col\": \"107\", \"item_col\": \"107\", \"total_measure\": 145045.0, \"share_within_group\": 100.0}, {\"group_col\": \"108\", \"item_col\": \"108\", \"total_measure\": 143263.0, \"share_within_group\": 100.0}, {\"group_col\": \"109\", \"item_col\": \"109\", \"total_measure\": 147302.0, \"share_within_group\": 100.0}, {\"group_col\": \"11\", \"item_col\": \"11\", \"total_measure\": 147738.0, \"share_within_group\": 100.0}, {\"group_col\": \"110\", \"item_col\": \"110\", \"total_measure\": 155189.0, \"share_within_group\": 100.0}, {\"group_col\": \"111\", \"item_col\": \"111\", \"total_measure\": 146524.0, \"share_within_group\": 100.0}, {\"group_col\": \"112\", \"item_col\": \"112\", \"total_measure\": 142976.0, \"share_within_group\": 100.0}, {\"group_col\": \"113\", \"item_col\": \"113\", \"total_measure\": 153407.0, \"share_within_group\": 100.0}, {\"group_col\": \"114\", \"item_col\": \"114\", \"total_measure\": 144941.0, \"share_within_group\": 100.0}, {\"group_col\": \"115\", \"item_col\": \"115\", \"total_measure\": 147824.0, \"share_within_group\": 100.0}, {\"group_col\": \"116\", \"item_col\": \"116\", \"total_measure\": 148669.0, \"share_within_group\": 100.0}, {\"group_col\": \"117\", \"item_col\": \"117\", \"total_measure\": 155961.0, \"share_within_group\": 100.0}, {\"group_col\": \"118\", \"item_col\": \"118\", \"total_measure\": 137777.0, \"share_within_group\": 100.0}, {\"group_col\": \"119\", \"item_col\": \"119\", \"total_measure\": 149968.0, \"share_within_group\": 100.0}, {\"group_col\": \"12\", \"item_col\": \"12\", \"total_measure\": 141548.0, \"share_within_group\": 100.0}, {\"group_col\": \"120\", \"item_col\": \"120\", \"total_measure\": 144349.0, \"share_within_group\": 100.0}, {\"group_col\": \"121\", \"item_col\": \"121\", \"total_measure\": 144877.0, \"share_within_group\": 100.0}, {\"group_col\": \"122\", \"item_col\": \"122\", \"total_measure\": 149602.0, \"share_within_group\": 100.0}, {\"group_col\": \"123\", \"item_col\": \"123\", \"total_measure\": 147729.0, \"share_within_group\": 100.0}, {\"group_col\": \"124\", \"item_col\": \"124\", \"total_measure\": 153083.0, \"share_within_group\": 100.0}, {\"group_col\": \"125\", \"item_col\": \"125\", \"total_measure\": 146404.0, \"share_within_group\": 100.0}, {\"group_col\": \"126\", \"item_col\": \"126\", \"total_measure\": 155372.0, \"share_within_group\": 100.0}, {\"group_col\": \"127\", \"item_col\": \"127\", \"total_measure\": 140358.0, \"share_within_group\": 100.0}, {\"group_col\": \"128\", \"item_col\": \"128\", \"total_measure\": 148432.0, \"share_within_group\": 100.0}, {\"group_col\": \"129\", \"item_col\": \"129\", \"total_measure\": 142936.0, \"share_within_group\": 100.0}, {\"group_col\": \"13\", \"item_col\": \"13\", \"total_measure\": 148353.0, \"share_within_group\": 100.0}, {\"group_col\": \"130\", \"item_col\": \"130\", \"total_measure\": 158506.0, \"share_within_group\": 100.0}, {\"group_col\": \"131\", \"item_col\": \"131\", \"total_measure\": 155982.0, \"share_within_group\": 100.0}, {\"group_col\": \"132\", \"item_col\": \"132\", \"total_measure\": 144512.0, \"share_within_group\": 100.0}, {\"group_col\": \"133\", \"item_col\": \"133\", \"total_measure\": 144071.0, \"share_within_group\": 100.0}, {\"group_col\": \"134\", \"item_col\": \"134\", \"total_measure\": 144751.0, \"share_within_group\": 100.0}, {\"group_col\": \"135\", \"item_col\": \"135\", \"total_measure\": 150727.0, \"share_within_group\": 100.0}, {\"group_col\": \"136\", \"item_col\": \"136\", \"total_measure\": 146271.0, \"share_within_group\": 100.0}, {\"group_col\": \"137\", \"item_col\": \"137\", \"total_measure\": 140868.0, \"share_within_group\": 100.0}, {\"group_col\": \"138\", \"item_col\": \"138\", \"total_measure\": 141282.0, \"share_within_group\": 100.0}, {\"group_col\": \"139\", \"item_col\": \"139\", \"total_measure\": 143362.0, \"share_within_group\": 100.0}, {\"group_col\": \"14\", \"item_col\": \"14\", \"total_measure\": 140831.0, \"share_within_group\": 100.0}, {\"group_col\": \"140\", \"item_col\": \"140\", \"total_measure\": 148309.0, \"share_within_group\": 100.0}, {\"group_col\": \"141\", \"item_col\": \"141\", \"total_measure\": 149387.0, \"share_within_group\": 100.0}, {\"group_col\": \"142\", \"item_col\": \"142\", \"total_measure\": 149753.0, \"share_within_group\": 100.0}, {\"group_col\": \"143\", \"item_col\": \"143\", \"total_measure\": 144532.0, \"share_within_group\": 100.0}, {\"group_col\": \"144\", \"item_col\": \"144\", \"total_measure\": 152692.0, \"share_within_group\": 100.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 183.74}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..db72eab5a012d444be2ccc2c90f0fe77fb7f62b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:34:05.603728+00:00", + "ended_at": "2026-05-26T00:34:58.658633+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_bde7975967f51452", + "problem_id": "v2p_m11_02abcd30f3d9dc6e", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Vintage, measure_col=Policy_Sales_Channel.", + "bindings": { + "group_col": "Vintage", + "measure_col": "Policy_Sales_Channel", + "item_col": "Vintage", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 140.48, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=28" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_bde7975967f51452.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_bde7975967f51452", + "api_calls": 0, + "input_tokens": 25587, + "cached_input_tokens": 24960, + "output_tokens": 2642, + "total_tokens": 28229, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2292, + "estimated_output_tokens": 186, + "estimated_total_tokens": 2478, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 52858.65, + "sql_execution_elapsed_ms_total": 183.74, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..057d5cb15993e53b880f53c50cc6c76ca5a28b26 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:34:58.470605+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 52858.65, "started_at": "2026-05-26T00:34:05.608710+00:00", "ended_at": "2026-05-26T00:34:58.467825+00:00", "prompt_metrics": {"chars": 8220, "bytes_utf8": 8220, "lines": 242, "estimated_tokens": 2292}, "response_metrics": {"chars": 744, "bytes_utf8": 744, "lines": 1, "estimated_tokens": 186}, "usage": {"input_tokens": 25587, "cached_input_tokens": 24960, "output_tokens": 2642, "reasoning_output_tokens": 2450}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Vintage\\\" AS \\\"group_col\\\",\\n \\\"Vintage\\\" AS \\\"item_col\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL))) OVER (PARTITION BY \\\"Vintage\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vintage\\\", \\\"Vintage\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the requested template and bindings directly. CAST(\\\"Policy_Sales_Channel\\\" AS REAL) is necessary because the schema stores numeric-looking values as TEXT; with both group_col and item_col bound to \\\"Vintage\\\", each grouped row represents its full within-group share.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c45c2c173c2749d5f0311e9c7b76d1d49a435522 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bde7975967f51452/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_bde7975967f51452", + "api_calls": 0, + "input_tokens": 25587, + "cached_input_tokens": 24960, + "output_tokens": 2642, + "total_tokens": 28229, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..32e39a5ece6fcac73cb9d830fe04e8ec12aa4d57 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_bf75330a359d4a49", + "api_calls": 0, + "input_tokens": 25536, + "cached_input_tokens": 24960, + "output_tokens": 552, + "total_tokens": 26088, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2241, + "estimated_output_tokens": 133, + "estimated_total_tokens": 2374, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16060.97, + "sql_execution_elapsed_ms_total": 110.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..727ecd8b9e814242dd271675bf9c036c302ede73 --- /dev/null +++ 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"input_tokens": 25536, + "cached_input_tokens": 24960, + "output_tokens": 552, + "reasoning_output_tokens": 413 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c5c769b894b459fe1064c29cbf08336c526556a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Policy_Sales_Channel, condition_col=Driving_License.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Policy_Sales_Channel", + "condition_col": "Driving_License", + "condition_value": "0", + "positive_value": "1", + "negative_value": "0", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..87aa1191da8c0950ea67dce8a7f89b519fd5ee2a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b4-ca16-7723-8d7f-812f1b9950bc"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"Policy_Sales_Channel\\\",\\n AVG(CASE WHEN \\\"Driving_License\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"Policy_Sales_Channel\\\" and condition_col=\\\"Driving_License\\\", measuring the within-group proportion where Driving_License = '0'. The condition value is quoted as text because the SQLite schema stores columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25536,"cached_input_tokens":24960,"output_tokens":552,"reasoning_output_tokens":413}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c05e8ebf7f3f211b30a153c65f6b84fd2d1ff80a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"Policy_Sales_Channel\",\n AVG(CASE WHEN \"Driving_License\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Policy_Sales_Channel\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned Grouped Condition Rate template with group_col=\"Policy_Sales_Channel\" and condition_col=\"Driving_License\", measuring the within-group proportion where Driving_License = '0'. The condition value is quoted as text because the SQLite schema stores columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2f42e166815ca9de6b912ba2135cec2cb4b4d4fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Policy_Sales_Channel, condition_col=Driving_License. +Result preview: [{"Policy_Sales_Channel": "27.0", "condition_rate": 0.3333333333333333}, {"Policy_Sales_Channel": "51.0", "condition_rate": 0.08333333333333333}, {"Policy_Sales_Channel": "98.0", "condition_rate": 0.047619047619047616}, {"Policy_Sales_Channel": "53.0", "condition_rate": 0.03125}, {"Policy_Sales_Channel": "45.0", "condition_rate": 0.02127659574468085}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..71fe43f6e87e711505df60b9fc7b5df1a542d4b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_bf75330a359d4a49 +-- problem_id: v2p_m11_2d9a59e952b1880e +-- realization_mode: agent +-- source_kind: agent +SELECT + "Policy_Sales_Channel", + AVG(CASE WHEN "Driving_License" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Policy_Sales_Channel" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..70353002870a407466928409370375587d064284 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"Policy_Sales_Channel\",\n AVG(CASE WHEN \"Driving_License\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Policy_Sales_Channel\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"Policy_Sales_Channel\\\",\\n AVG(CASE WHEN \\\"Driving_License\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Policy_Sales_Channel\", \"condition_rate\"], \"rows\": [{\"Policy_Sales_Channel\": \"27.0\", \"condition_rate\": 0.3333333333333333}, {\"Policy_Sales_Channel\": \"51.0\", \"condition_rate\": 0.08333333333333333}, {\"Policy_Sales_Channel\": \"98.0\", \"condition_rate\": 0.047619047619047616}, {\"Policy_Sales_Channel\": \"53.0\", \"condition_rate\": 0.03125}, {\"Policy_Sales_Channel\": \"45.0\", \"condition_rate\": 0.02127659574468085}, {\"Policy_Sales_Channel\": \"119.0\", \"condition_rate\": 0.019417475728155338}, {\"Policy_Sales_Channel\": \"106.0\", \"condition_rate\": 0.019230769230769232}, {\"Policy_Sales_Channel\": \"145.0\", \"condition_rate\": 0.017241379310344827}, {\"Policy_Sales_Channel\": \"42.0\", \"condition_rate\": 0.015151515151515152}, {\"Policy_Sales_Channel\": \"9.0\", \"condition_rate\": 0.011834319526627219}, {\"Policy_Sales_Channel\": \"10.0\", \"condition_rate\": 0.011363636363636364}, {\"Policy_Sales_Channel\": \"64.0\", \"condition_rate\": 0.011235955056179775}, {\"Policy_Sales_Channel\": \"147.0\", \"condition_rate\": 0.010869565217391304}, {\"Policy_Sales_Channel\": \"135.0\", \"condition_rate\": 0.009900990099009901}, {\"Policy_Sales_Channel\": \"14.0\", \"condition_rate\": 0.00964630225080386}, {\"Policy_Sales_Channel\": \"127.0\", \"condition_rate\": 0.00909090909090909}, {\"Policy_Sales_Channel\": \"7.0\", \"condition_rate\": 0.008760951188986232}, {\"Policy_Sales_Channel\": \"25.0\", \"condition_rate\": 0.008116883116883116}, {\"Policy_Sales_Channel\": \"13.0\", \"condition_rate\": 0.00804289544235925}, {\"Policy_Sales_Channel\": \"59.0\", \"condition_rate\": 0.007874015748031496}, {\"Policy_Sales_Channel\": \"30.0\", \"condition_rate\": 0.007801418439716312}, {\"Policy_Sales_Channel\": \"3.0\", \"condition_rate\": 0.0076481835564053535}, {\"Policy_Sales_Channel\": \"122.0\", \"condition_rate\": 0.006545820745216516}, {\"Policy_Sales_Channel\": \"116.0\", \"condition_rate\": 0.006493506493506494}, {\"Policy_Sales_Channel\": \"22.0\", \"condition_rate\": 0.006024096385542169}, {\"Policy_Sales_Channel\": \"18.0\", \"condition_rate\": 0.005988023952095809}, {\"Policy_Sales_Channel\": \"4.0\", \"condition_rate\": 0.005893909626719057}, {\"Policy_Sales_Channel\": \"16.0\", \"condition_rate\": 0.0057361376673040155}, {\"Policy_Sales_Channel\": \"136.0\", \"condition_rate\": 0.005405405405405406}, {\"Policy_Sales_Channel\": \"26.0\", \"condition_rate\": 0.005094102885821832}, {\"Policy_Sales_Channel\": \"23.0\", \"condition_rate\": 0.004739336492890996}, {\"Policy_Sales_Channel\": \"15.0\", \"condition_rate\": 0.0045045045045045045}, {\"Policy_Sales_Channel\": \"11.0\", \"condition_rate\": 0.004156275976724855}, {\"Policy_Sales_Channel\": \"55.0\", \"condition_rate\": 0.003955696202531646}, {\"Policy_Sales_Channel\": \"120.0\", \"condition_rate\": 0.0039011703511053317}, {\"Policy_Sales_Channel\": \"61.0\", \"condition_rate\": 0.0034542314335060447}, {\"Policy_Sales_Channel\": \"31.0\", \"condition_rate\": 0.003169572107765452}, {\"Policy_Sales_Channel\": \"125.0\", \"condition_rate\": 0.0029239766081871343}, {\"Policy_Sales_Channel\": \"24.0\", \"condition_rate\": 0.0026666666666666666}, {\"Policy_Sales_Channel\": \"8.0\", \"condition_rate\": 0.0026402640264026403}, {\"Policy_Sales_Channel\": \"124.0\", \"condition_rate\": 0.002554226636934928}, {\"Policy_Sales_Channel\": \"52.0\", \"condition_rate\": 0.0018957345971563982}, {\"Policy_Sales_Channel\": \"155.0\", \"condition_rate\": 0.0016207455429497568}, {\"Policy_Sales_Channel\": \"12.0\", \"condition_rate\": 0.001277139208173691}, {\"Policy_Sales_Channel\": \"29.0\", \"condition_rate\": 0.0011862396204033216}, {\"Policy_Sales_Channel\": \"163.0\", \"condition_rate\": 0.000691323885240235}, {\"Policy_Sales_Channel\": \"154.0\", \"condition_rate\": 0.0005005840146837978}, {\"Policy_Sales_Channel\": \"157.0\", \"condition_rate\": 0.0002992220227408737}, {\"Policy_Sales_Channel\": \"156.0\", \"condition_rate\": 0.00018759966232060783}, {\"Policy_Sales_Channel\": \"152.0\", \"condition_rate\": 3.709639126305793e-05}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 110.36}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..66737cab4f84bafb4deaaf0c3a38fab22b81e939 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:34:58.659152+00:00", + "ended_at": "2026-05-26T00:35:14.842062+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_bf75330a359d4a49", + "problem_id": "v2p_m11_2d9a59e952b1880e", + "dataset_id": "m11", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Policy_Sales_Channel, condition_col=Driving_License.", + "bindings": { + "group_col": "Policy_Sales_Channel", + "condition_col": "Driving_License", + "condition_value": "0", + "positive_value": "1", + "negative_value": "0", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=97" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_bf75330a359d4a49.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_bf75330a359d4a49", + "api_calls": 0, + "input_tokens": 25536, + "cached_input_tokens": 24960, + "output_tokens": 552, + "total_tokens": 26088, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2241, + "estimated_output_tokens": 133, + "estimated_total_tokens": 2374, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16060.97, + "sql_execution_elapsed_ms_total": 110.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5b6b6394fb1108cd009012a7c05090240a695ebf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:35:14.729025+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16060.97, "started_at": "2026-05-26T00:34:58.665365+00:00", "ended_at": "2026-05-26T00:35:14.726519+00:00", "prompt_metrics": {"chars": 8071, "bytes_utf8": 8071, "lines": 243, "estimated_tokens": 2241}, "response_metrics": {"chars": 551, "bytes_utf8": 551, "lines": 1, "estimated_tokens": 133}, "usage": {"input_tokens": 25536, "cached_input_tokens": 24960, "output_tokens": 552, "reasoning_output_tokens": 413}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"Policy_Sales_Channel\\\",\\n AVG(CASE WHEN \\\"Driving_License\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"Policy_Sales_Channel\\\" and condition_col=\\\"Driving_License\\\", measuring the within-group proportion where Driving_License = '0'. The condition value is quoted as text because the SQLite schema stores columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..dc008887f0d558358ff9afe22d66d70900e3caa2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_bf75330a359d4a49", + "api_calls": 0, + "input_tokens": 25536, + "cached_input_tokens": 24960, + "output_tokens": 552, + "total_tokens": 26088, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2241, + "estimated_output_tokens": 133, + "estimated_total_tokens": 2374, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16060.97, + "sql_execution_elapsed_ms_total": 110.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_bf75330a359d4a49/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..998ee839bcccee94e2417f3af55b661518385192 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8080, "bytes_utf8": 8080, "lines": 243, "estimated_tokens": 2243}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 563, "bytes_utf8": 563, "lines": 1, "estimated_tokens": 145}, "usage": {"input_tokens": 25538, "cached_input_tokens": 24960, "output_tokens": 386, "reasoning_output_tokens": 235}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..786e70cde606ff58b147e7a76c3dd576f5219a0d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_c07c14bc3e3b5b0c", + "api_calls": 0, + "input_tokens": 25538, + "cached_input_tokens": 24960, + "output_tokens": 386, + "total_tokens": 25924, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2243, + "estimated_output_tokens": 145, + "estimated_total_tokens": 2388, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10600.42, + "sql_execution_elapsed_ms_total": 92.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7ee8577c9cd5f3f55d96ee582576dc6dd9f5584f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:35:14.847492+00:00", + "ended_at": "2026-05-26T00:35:25.448074+00:00", + "elapsed_ms": 10600.42, + "prompt_metrics": { + "chars": 8080, + "bytes_utf8": 8080, + "lines": 243, + "estimated_tokens": 2243 + }, + "stdout_metrics": { + "chars": 922, + "bytes_utf8": 922, + "lines": 4, + "estimated_tokens": 260 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 563, + "bytes_utf8": 563, + "lines": 1, + "estimated_tokens": 145 + }, + "usage": { + "input_tokens": 25538, + "cached_input_tokens": 24960, + "output_tokens": 386, + "reasoning_output_tokens": 235 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..27286dbc625ddf6d6170f69c8e7cb499d3954c72 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Previously_Insured, condition_col=Previously_Insured.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Previously_Insured", + "condition_col": "Previously_Insured", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cc83874f324d09b2a42f10b61cc6c7f03f63d281 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b5-0946-7d83-aff8-0a94e8d2563a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"Previously_Insured\\\",\\n AVG(CASE WHEN \\\"Previously_Insured\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Previously_Insured\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the requested template with group_col and condition_col both bound to \\\"Previously_Insured\\\". Because the grouping column matches the condition column, the result is a trivial within-group proportion: groups with value '0' will have rate 1.0 and groups with value '1' will have rate 0.0.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25538,"cached_input_tokens":24960,"output_tokens":386,"reasoning_output_tokens":235}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4b6a6ab280fb0f4ecbc781f977c6db65db190e28 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"Previously_Insured\",\n AVG(CASE WHEN \"Previously_Insured\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Previously_Insured\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the requested template with group_col and condition_col both bound to \"Previously_Insured\". Because the grouping column matches the condition column, the result is a trivial within-group proportion: groups with value '0' will have rate 1.0 and groups with value '1' will have rate 0.0."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f8888623a0a69071df1e8345a9abef0491018320 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Previously_Insured, condition_col=Previously_Insured. +Result preview: [{"Previously_Insured": "0", "condition_rate": 1.0}, {"Previously_Insured": "1", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..831e034fcb4ca475d225c0705368b0a8f2d47788 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_c07c14bc3e3b5b0c +-- problem_id: v2p_m11_aa0f30611de60244 +-- realization_mode: agent +-- source_kind: agent +SELECT "Previously_Insured", + AVG(CASE WHEN "Previously_Insured" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Previously_Insured" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5ca210118cac8699f423ea7036cb23957f33116f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"Previously_Insured\",\n AVG(CASE WHEN \"Previously_Insured\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Previously_Insured\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"Previously_Insured\\\",\\n AVG(CASE WHEN \\\"Previously_Insured\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Previously_Insured\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Previously_Insured\", \"condition_rate\"], \"rows\": [{\"Previously_Insured\": \"0\", \"condition_rate\": 1.0}, {\"Previously_Insured\": \"1\", \"condition_rate\": 0.0}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 92.31}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1d96dbbb23d14cea3d7ae1f862d25d53317d51f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:35:14.842427+00:00", + "ended_at": "2026-05-26T00:35:25.544982+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_c07c14bc3e3b5b0c", + "problem_id": "v2p_m11_aa0f30611de60244", + "dataset_id": "m11", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Previously_Insured, condition_col=Previously_Insured.", + "bindings": { + "group_col": "Previously_Insured", + "condition_col": "Previously_Insured", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=104" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_c07c14bc3e3b5b0c.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_c07c14bc3e3b5b0c", + "api_calls": 0, + "input_tokens": 25538, + "cached_input_tokens": 24960, + "output_tokens": 386, + "total_tokens": 25924, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2243, + "estimated_output_tokens": 145, + "estimated_total_tokens": 2388, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10600.42, + "sql_execution_elapsed_ms_total": 92.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..99766d3b125fefa85a5f5f6b02981164c0348ec3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:35:25.451041+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10600.42, "started_at": "2026-05-26T00:35:14.847492+00:00", "ended_at": "2026-05-26T00:35:25.448074+00:00", "prompt_metrics": {"chars": 8080, "bytes_utf8": 8080, "lines": 243, "estimated_tokens": 2243}, "response_metrics": {"chars": 563, "bytes_utf8": 563, "lines": 1, "estimated_tokens": 145}, "usage": {"input_tokens": 25538, "cached_input_tokens": 24960, "output_tokens": 386, "reasoning_output_tokens": 235}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"Previously_Insured\\\",\\n AVG(CASE WHEN \\\"Previously_Insured\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Previously_Insured\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the requested template with group_col and condition_col both bound to \\\"Previously_Insured\\\". Because the grouping column matches the condition column, the result is a trivial within-group proportion: groups with value '0' will have rate 1.0 and groups with value '1' will have rate 0.0.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c5d60ce0dfa59cf3dcdf9f056e8cd2df638112ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_c07c14bc3e3b5b0c", + "api_calls": 0, + "input_tokens": 25538, + "cached_input_tokens": 24960, + "output_tokens": 386, + "total_tokens": 25924, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2243, + "estimated_output_tokens": 145, + "estimated_total_tokens": 2388, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10600.42, + "sql_execution_elapsed_ms_total": 92.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c07c14bc3e3b5b0c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e129e0c48c4f3a3f85eb2aad3d7a92e646e07b35 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8224, "bytes_utf8": 8224, "lines": 242, "estimated_tokens": 2294}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 658, "bytes_utf8": 658, "lines": 1, "estimated_tokens": 177}, "usage": {"input_tokens": 25589, "cached_input_tokens": 24960, "output_tokens": 1256, "reasoning_output_tokens": 1073}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e463db2269aa977196410acd2eab0eac837c33c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_c1f99b2f404384cf", + "api_calls": 0, + "input_tokens": 25589, + "cached_input_tokens": 24960, + "output_tokens": 1256, + "total_tokens": 26845, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2294, + "estimated_output_tokens": 177, + "estimated_total_tokens": 2471, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 29705.55, + "sql_execution_elapsed_ms_total": 350.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..743207176cd2639cb9ab25d663a7180427f06443 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:35:25.552281+00:00", + "ended_at": "2026-05-26T00:35:55.258108+00:00", + "elapsed_ms": 29705.55, + "prompt_metrics": { + "chars": 8224, + "bytes_utf8": 8224, + "lines": 242, + "estimated_tokens": 2294 + }, + "stdout_metrics": { + "chars": 1058, + "bytes_utf8": 1058, + "lines": 4, + "estimated_tokens": 321 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 658, + "bytes_utf8": 658, + "lines": 1, + "estimated_tokens": 177 + }, + "usage": { + "input_tokens": 25589, + "cached_input_tokens": 24960, + "output_tokens": 1256, + "reasoning_output_tokens": 1073 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..83559792c2c22f7555a9f4cbe3a240affc4bbc0a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Driving_License, measure_col=Region_Code.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Driving_License", + "measure_col": "Region_Code", + "item_col": "Annual_Premium", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 20.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..10f7389b3a841fbd142161b738488d3da0f2e98b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b5-3318-7e53-9d8a-4cce86bee877"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Driving_License\\\",\\n \\\"Annual_Premium\\\",\\n SUM(CAST(\\\"Region_Code\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Region_Code\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Region_Code\\\" AS REAL))) OVER (PARTITION BY \\\"Driving_License\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Driving_License\\\", \\\"Annual_Premium\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned Within-Group Share of Total template with group_col=\\\"Driving_License\\\", item_col=\\\"Annual_Premium\\\", and measure_col=\\\"Region_Code\\\". \\\"Region_Code\\\" is cast from TEXT to REAL for SQLite aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25589,"cached_input_tokens":24960,"output_tokens":1256,"reasoning_output_tokens":1073}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..149748d6df64b3dd9cacbda4bb53ebd7986d0712 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Driving_License\",\n \"Annual_Premium\",\n SUM(CAST(\"Region_Code\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Region_Code\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Region_Code\" AS REAL))) OVER (PARTITION BY \"Driving_License\") AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Driving_License\", \"Annual_Premium\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the planned Within-Group Share of Total template with group_col=\"Driving_License\", item_col=\"Annual_Premium\", and measure_col=\"Region_Code\". \"Region_Code\" is cast from TEXT to REAL for SQLite aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4321dcafe012aa7bb57236142d5d02ad80b739b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Driving_License, measure_col=Region_Code. +Result preview: [{"Driving_License": "1", "Annual_Premium": "2630.0", "total_measure": 1700535.0, "share_within_group": 16.945476547713962}, {"Driving_License": "0", "Annual_Premium": "2630.0", "total_measure": 3406.0, "share_within_group": 15.711056783061949}, {"Driving_License": "0", "Annual_Premium": "15770.0", "total_measure": 82.0, "share_within_group": 0.37824622906960653}, {"Driving_License": "0", "Annual_Premium": "41643.0", "total_measure": 69.0, "share_within_group": 0.3182803634854006}, {"Driving_License": "0", "Annual_Premium": "27147.0", "total_measure": 56.0, "share_within_group": 0.2583144979011947}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..13323eb76262e1ca633689a98949dc55141720a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_c1f99b2f404384cf +-- problem_id: v2p_m11_11b6892d9a4c3c96 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Driving_License", + "Annual_Premium", + SUM(CAST("Region_Code" AS REAL)) AS "total_measure", + SUM(CAST("Region_Code" AS REAL)) * 100.0 / SUM(SUM(CAST("Region_Code" AS REAL))) OVER (PARTITION BY "Driving_License") AS "share_within_group" +FROM "m11" +GROUP BY "Driving_License", "Annual_Premium" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a170e9879505b66fec0dc7f1aab33005996ed803 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Driving_License\",\n \"Annual_Premium\",\n SUM(CAST(\"Region_Code\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Region_Code\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Region_Code\" AS REAL))) OVER (PARTITION BY \"Driving_License\") AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Driving_License\", \"Annual_Premium\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Driving_License\\\",\\n \\\"Annual_Premium\\\",\\n SUM(CAST(\\\"Region_Code\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Region_Code\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Region_Code\\\" AS REAL))) OVER (PARTITION BY \\\"Driving_License\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Driving_License\\\", \\\"Annual_Premium\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Driving_License\", \"Annual_Premium\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Driving_License\": \"1\", \"Annual_Premium\": \"2630.0\", \"total_measure\": 1700535.0, \"share_within_group\": 16.945476547713962}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"2630.0\", \"total_measure\": 3406.0, \"share_within_group\": 15.711056783061949}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"15770.0\", \"total_measure\": 82.0, \"share_within_group\": 0.37824622906960653}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"41643.0\", \"total_measure\": 69.0, \"share_within_group\": 0.3182803634854006}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"27147.0\", \"total_measure\": 56.0, \"share_within_group\": 0.2583144979011947}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"111683.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"17250.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"23891.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"29057.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"31120.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"32018.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"33569.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"33818.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"38196.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"39217.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"39684.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"41107.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"45532.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"55651.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"24042.0\", \"total_measure\": 49.0, \"share_within_group\": 0.22602518566354537}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"35257.0\", \"total_measure\": 49.0, \"share_within_group\": 0.22602518566354537}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"25499.0\", \"total_measure\": 47.0, \"share_within_group\": 0.21679966788135985}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"29840.0\", \"total_measure\": 47.0, \"share_within_group\": 0.21679966788135985}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"31845.0\", \"total_measure\": 47.0, \"share_within_group\": 0.21679966788135985}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"31957.0\", \"total_measure\": 47.0, \"share_within_group\": 0.21679966788135985}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"34334.0\", \"total_measure\": 47.0, \"share_within_group\": 0.21679966788135985}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"35348.0\", \"total_measure\": 47.0, \"share_within_group\": 0.21679966788135985}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"35958.0\", \"total_measure\": 47.0, \"share_within_group\": 0.21679966788135985}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"38410.0\", \"total_measure\": 47.0, \"share_within_group\": 0.21679966788135985}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"39256.0\", \"total_measure\": 47.0, \"share_within_group\": 0.21679966788135985}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"41035.0\", \"total_measure\": 47.0, \"share_within_group\": 0.21679966788135985}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"42075.0\", \"total_measure\": 47.0, \"share_within_group\": 0.21679966788135985}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"49262.0\", \"total_measure\": 47.0, \"share_within_group\": 0.21679966788135985}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"50974.0\", \"total_measure\": 47.0, \"share_within_group\": 0.21679966788135985}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"60436.0\", \"total_measure\": 47.0, \"share_within_group\": 0.21679966788135985}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"22563.0\", \"total_measure\": 46.0, \"share_within_group\": 0.21218690899026707}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"22981.0\", \"total_measure\": 46.0, \"share_within_group\": 0.21218690899026707}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"24328.0\", \"total_measure\": 46.0, \"share_within_group\": 0.21218690899026707}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"24803.0\", \"total_measure\": 46.0, \"share_within_group\": 0.21218690899026707}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"25527.0\", \"total_measure\": 46.0, \"share_within_group\": 0.21218690899026707}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"25936.0\", \"total_measure\": 46.0, \"share_within_group\": 0.21218690899026707}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"27248.0\", \"total_measure\": 46.0, \"share_within_group\": 0.21218690899026707}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"27625.0\", \"total_measure\": 46.0, \"share_within_group\": 0.21218690899026707}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"27724.0\", \"total_measure\": 46.0, \"share_within_group\": 0.21218690899026707}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"27942.0\", \"total_measure\": 46.0, \"share_within_group\": 0.21218690899026707}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"27994.0\", \"total_measure\": 46.0, \"share_within_group\": 0.21218690899026707}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"29375.0\", \"total_measure\": 46.0, \"share_within_group\": 0.21218690899026707}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"32154.0\", \"total_measure\": 46.0, \"share_within_group\": 0.21218690899026707}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"32918.0\", \"total_measure\": 46.0, \"share_within_group\": 0.21218690899026707}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"33702.0\", \"total_measure\": 46.0, \"share_within_group\": 0.21218690899026707}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 350.05}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f497d5a6044c0228c684714a4ffe5b91bb48dcb8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:35:25.545486+00:00", + "ended_at": "2026-05-26T00:35:55.619713+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_c1f99b2f404384cf", + "problem_id": "v2p_m11_11b6892d9a4c3c96", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Driving_License, measure_col=Region_Code.", + "bindings": { + "group_col": "Driving_License", + "measure_col": "Region_Code", + "item_col": "Annual_Premium", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 20.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=32" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_c1f99b2f404384cf.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_c1f99b2f404384cf", + "api_calls": 0, + "input_tokens": 25589, + "cached_input_tokens": 24960, + "output_tokens": 1256, + "total_tokens": 26845, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2294, + "estimated_output_tokens": 177, + "estimated_total_tokens": 2471, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 29705.55, + "sql_execution_elapsed_ms_total": 350.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..221ae07ad23dedbc672a4221cd5bdf6b2b226a7b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:35:55.260535+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 29705.55, "started_at": "2026-05-26T00:35:25.552281+00:00", "ended_at": "2026-05-26T00:35:55.258108+00:00", "prompt_metrics": {"chars": 8224, "bytes_utf8": 8224, "lines": 242, "estimated_tokens": 2294}, "response_metrics": {"chars": 658, "bytes_utf8": 658, "lines": 1, "estimated_tokens": 177}, "usage": {"input_tokens": 25589, "cached_input_tokens": 24960, "output_tokens": 1256, "reasoning_output_tokens": 1073}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Driving_License\\\",\\n \\\"Annual_Premium\\\",\\n SUM(CAST(\\\"Region_Code\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Region_Code\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Region_Code\\\" AS REAL))) OVER (PARTITION BY \\\"Driving_License\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Driving_License\\\", \\\"Annual_Premium\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned Within-Group Share of Total template with group_col=\\\"Driving_License\\\", item_col=\\\"Annual_Premium\\\", and measure_col=\\\"Region_Code\\\". \\\"Region_Code\\\" is cast from TEXT to REAL for SQLite aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e995b8e3e6b88bc9e534066568df935b42cef1ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_c1f99b2f404384cf", + "api_calls": 0, + "input_tokens": 25589, + "cached_input_tokens": 24960, + "output_tokens": 1256, + "total_tokens": 26845, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2294, + "estimated_output_tokens": 177, + "estimated_total_tokens": 2471, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 29705.55, + "sql_execution_elapsed_ms_total": 350.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_c1f99b2f404384cf/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ef31e6d5d2d960bd21d523416715d264a42db830 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7902, "bytes_utf8": 7902, "lines": 240, "estimated_tokens": 2189}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 553, "bytes_utf8": 553, "lines": 1, "estimated_tokens": 135}, "usage": {"input_tokens": 25484, "cached_input_tokens": 24960, "output_tokens": 1045, "reasoning_output_tokens": 904}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3ccdce1f6e5d73ed6417ee8a485d7bf5820dbba5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_cbf3de95d072a918", + "api_calls": 0, + "input_tokens": 25484, + "cached_input_tokens": 24960, + "output_tokens": 1045, + "total_tokens": 26529, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2189, + "estimated_output_tokens": 135, + "estimated_total_tokens": 2324, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22257.01, + "sql_execution_elapsed_ms_total": 402.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3724141adaafb6a680dc93620fb4ab69f2e3ee8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:35:55.625704+00:00", + "ended_at": "2026-05-26T00:36:17.882939+00:00", + "elapsed_ms": 22257.01, + "prompt_metrics": { + "chars": 7902, + "bytes_utf8": 7902, + "lines": 240, + "estimated_tokens": 2189 + }, + "stdout_metrics": { + "chars": 930, + "bytes_utf8": 930, + "lines": 4, + "estimated_tokens": 262 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 553, + "bytes_utf8": 553, + "lines": 1, + "estimated_tokens": 135 + }, + "usage": { + "input_tokens": 25484, + "cached_input_tokens": 24960, + "output_tokens": 1045, + "reasoning_output_tokens": 904 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..be7d292128bbfc6862acb36a6bc4b2f91ac71829 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Previously_Insured, measure_col=Region_Code.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Previously_Insured", + "measure_col": "Region_Code", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..01c8ab748d74966759990b7c4a709fe4ffb04bd9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b5-a894-7a80-9c26-11a940a298b6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Previously_Insured\\\",\\n AVG(CAST(\\\"Region_Code\\\" AS REAL)) OVER (PARTITION BY \\\"Previously_Insured\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nWHERE \\\"Previously_Insured\\\" IS NOT NULL\\n AND \\\"Region_Code\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"Previously_Insured\\\" and measure_col=\\\"Region_Code\\\". Cast \\\"Region_Code\\\" from TEXT to REAL for SQLite averaging and filtered NULLs to keep the view stable.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25484,"cached_input_tokens":24960,"output_tokens":1045,"reasoning_output_tokens":904}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7da8163d161652a39abb7a7c143ce410a90b375c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Previously_Insured\",\n AVG(CAST(\"Region_Code\" AS REAL)) OVER (PARTITION BY \"Previously_Insured\") AS \"avg_measure\"\nFROM \"m11\"\nWHERE \"Previously_Insured\" IS NOT NULL\n AND \"Region_Code\" IS NOT NULL\nORDER BY \"avg_measure\" DESC;","notes":"Applied the Window Partition Average template with group_col=\"Previously_Insured\" and measure_col=\"Region_Code\". Cast \"Region_Code\" from TEXT to REAL for SQLite averaging and filtered NULLs to keep the view stable."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..cb18df59681400842f42f107138d8d7c7e9bd24d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Previously_Insured, measure_col=Region_Code. +Result preview: [{"Previously_Insured": "0", "avg_measure": 26.688823669005863}, {"Previously_Insured": "1", "avg_measure": 26.034066701788944}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0152083d10ea69d197939d6fa44dacb8b99492b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_cbf3de95d072a918 +-- problem_id: v2p_m11_9ec636081971ea62 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Previously_Insured", + AVG(CAST("Region_Code" AS REAL)) OVER (PARTITION BY "Previously_Insured") AS "avg_measure" +FROM "m11" +WHERE "Previously_Insured" IS NOT NULL + AND "Region_Code" IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b8f4bb1223882bf3eeeb0e1084102ecc1fd5e3b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Previously_Insured\",\n AVG(CAST(\"Region_Code\" AS REAL)) OVER (PARTITION BY \"Previously_Insured\") AS \"avg_measure\"\nFROM \"m11\"\nWHERE \"Previously_Insured\" IS NOT NULL\n AND \"Region_Code\" IS NOT NULL\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Previously_Insured\\\",\\n AVG(CAST(\\\"Region_Code\\\" AS REAL)) OVER (PARTITION BY \\\"Previously_Insured\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nWHERE \\\"Previously_Insured\\\" IS NOT NULL\\n AND \\\"Region_Code\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Previously_Insured\", \"avg_measure\"], \"rows\": [{\"Previously_Insured\": \"0\", \"avg_measure\": 26.688823669005863}, {\"Previously_Insured\": \"1\", \"avg_measure\": 26.034066701788944}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 402.3}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c1a873e365ee3e93a113a752ef4190b9f0c73154 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:35:55.620099+00:00", + "ended_at": "2026-05-26T00:36:18.288890+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_cbf3de95d072a918", + "problem_id": "v2p_m11_9ec636081971ea62", + "dataset_id": "m11", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Previously_Insured, measure_col=Region_Code.", + "bindings": { + "group_col": "Previously_Insured", + "measure_col": "Region_Code", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=134" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_cbf3de95d072a918.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_cbf3de95d072a918", + "api_calls": 0, + "input_tokens": 25484, + "cached_input_tokens": 24960, + "output_tokens": 1045, + "total_tokens": 26529, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2189, + "estimated_output_tokens": 135, + "estimated_total_tokens": 2324, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22257.01, + "sql_execution_elapsed_ms_total": 402.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..efb8bb469d9edfe5be4f2e5c43f2f9b86accd5a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:36:17.885175+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 22257.01, "started_at": "2026-05-26T00:35:55.625704+00:00", "ended_at": "2026-05-26T00:36:17.882939+00:00", "prompt_metrics": {"chars": 7902, "bytes_utf8": 7902, "lines": 240, "estimated_tokens": 2189}, "response_metrics": {"chars": 553, "bytes_utf8": 553, "lines": 1, "estimated_tokens": 135}, "usage": {"input_tokens": 25484, "cached_input_tokens": 24960, "output_tokens": 1045, "reasoning_output_tokens": 904}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Previously_Insured\\\",\\n AVG(CAST(\\\"Region_Code\\\" AS REAL)) OVER (PARTITION BY \\\"Previously_Insured\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nWHERE \\\"Previously_Insured\\\" IS NOT NULL\\n AND \\\"Region_Code\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"Previously_Insured\\\" and measure_col=\\\"Region_Code\\\". Cast \\\"Region_Code\\\" from TEXT to REAL for SQLite averaging and filtered NULLs to keep the view stable.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1a4246b48b4b9cedcba5bb52e348cef3524f10cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_cbf3de95d072a918", + "api_calls": 0, + "input_tokens": 25484, + "cached_input_tokens": 24960, + "output_tokens": 1045, + "total_tokens": 26529, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2189, + "estimated_output_tokens": 135, + "estimated_total_tokens": 2324, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22257.01, + "sql_execution_elapsed_ms_total": 402.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_cbf3de95d072a918/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b6586365fb29050e407a7a5ae894c27ad8a1f5d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8050, "bytes_utf8": 8050, "lines": 243, "estimated_tokens": 2234}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 422, "bytes_utf8": 422, "lines": 1, "estimated_tokens": 109}, "usage": {"input_tokens": 25529, "cached_input_tokens": 24960, "output_tokens": 412, "reasoning_output_tokens": 297}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..676d95bd069ca440c3b69fc1abebed7cf9e56569 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_d05fe77b76a18866", + "api_calls": 0, + "input_tokens": 25529, + "cached_input_tokens": 24960, + "output_tokens": 412, + "total_tokens": 25941, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2234, + "estimated_output_tokens": 109, + "estimated_total_tokens": 2343, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11934.03, + "sql_execution_elapsed_ms_total": 100.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8ea02bf0f105c734a8319f137bf28683dedae138 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:36:18.295397+00:00", + "ended_at": "2026-05-26T00:36:30.229573+00:00", + "elapsed_ms": 11934.03, + "prompt_metrics": { + "chars": 8050, + "bytes_utf8": 8050, + "lines": 243, + "estimated_tokens": 2234 + }, + "stdout_metrics": { + "chars": 785, + "bytes_utf8": 785, + "lines": 4, + "estimated_tokens": 228 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 422, + "bytes_utf8": 422, + "lines": 1, + "estimated_tokens": 109 + }, + "usage": { + "input_tokens": 25529, + "cached_input_tokens": 24960, + "output_tokens": 412, + "reasoning_output_tokens": 297 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c00ee54bfad7f2cfb0e70de0ef863aea59d540f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Gender, condition_col=Vehicle_Damage.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Gender", + "condition_col": "Vehicle_Damage", + "condition_value": "No", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 152.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..39f9e7b1c16d4d6b9e6f11708d121d3058ddfc58 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b6-0127-7173-a9b3-6e872bdb80f9"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Gender\\\",\\n AVG(CASE WHEN \\\"Vehicle_Damage\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Gender\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template with group_col=\\\"Gender\\\" and condition_col=\\\"Vehicle_Damage\\\", measuring the rate of rows where Vehicle_Damage = 'No' within each gender.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25529,"cached_input_tokens":24960,"output_tokens":412,"reasoning_output_tokens":297}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e59cf08f1e1eb4b48b82bbe31fd73c32796b5515 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Gender\",\n AVG(CASE WHEN \"Vehicle_Damage\" = 'No' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Gender\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the Grouped Condition Rate template with group_col=\"Gender\" and condition_col=\"Vehicle_Damage\", measuring the rate of rows where Vehicle_Damage = 'No' within each gender."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d474dd56bc2f9bea01d9b959ba8f6fba1b0f8ba4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Gender, condition_col=Vehicle_Damage. +Result preview: [{"Gender": "Female", "condition_rate": 0.5448234487487145}, {"Gender": "Male", "condition_rate": 0.4529159731960464}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a59291b8463c86d4acf2fa38e0254d2afadc2ef0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_d05fe77b76a18866 +-- problem_id: v2p_m11_29bfa2bc7acd2120 +-- realization_mode: agent +-- source_kind: agent +SELECT "Gender", + AVG(CASE WHEN "Vehicle_Damage" = 'No' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Gender" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b300ece69afdb3805546e61af7202b08a896a454 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Gender\",\n AVG(CASE WHEN \"Vehicle_Damage\" = 'No' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Gender\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Gender\\\",\\n AVG(CASE WHEN \\\"Vehicle_Damage\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Gender\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Gender\", \"condition_rate\"], \"rows\": [{\"Gender\": \"Female\", \"condition_rate\": 0.5448234487487145}, {\"Gender\": \"Male\", \"condition_rate\": 0.4529159731960464}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 100.25}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4f5e089f96daf1c3f3586de2a812748239337ba0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:36:18.289282+00:00", + "ended_at": "2026-05-26T00:36:30.334003+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_d05fe77b76a18866", + "problem_id": "v2p_m11_29bfa2bc7acd2120", + "dataset_id": "m11", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Gender, condition_col=Vehicle_Damage.", + "bindings": { + "group_col": "Gender", + "condition_col": "Vehicle_Damage", + "condition_value": "No", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 152.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=100" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_d05fe77b76a18866.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_d05fe77b76a18866", + "api_calls": 0, + "input_tokens": 25529, + "cached_input_tokens": 24960, + "output_tokens": 412, + "total_tokens": 25941, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2234, + "estimated_output_tokens": 109, + "estimated_total_tokens": 2343, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11934.03, + "sql_execution_elapsed_ms_total": 100.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c0e06300f0376f0430891cfe0c758f4e9051050f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:36:30.231838+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11934.03, "started_at": "2026-05-26T00:36:18.295397+00:00", "ended_at": "2026-05-26T00:36:30.229573+00:00", "prompt_metrics": {"chars": 8050, "bytes_utf8": 8050, "lines": 243, "estimated_tokens": 2234}, "response_metrics": {"chars": 422, "bytes_utf8": 422, "lines": 1, "estimated_tokens": 109}, "usage": {"input_tokens": 25529, "cached_input_tokens": 24960, "output_tokens": 412, "reasoning_output_tokens": 297}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Gender\\\",\\n AVG(CASE WHEN \\\"Vehicle_Damage\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Gender\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template with group_col=\\\"Gender\\\" and condition_col=\\\"Vehicle_Damage\\\", measuring the rate of rows where Vehicle_Damage = 'No' within each gender.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fc8d45c5895ee81bd8bb74814bd213d66cc59437 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_d05fe77b76a18866", + "api_calls": 0, + "input_tokens": 25529, + "cached_input_tokens": 24960, + "output_tokens": 412, + "total_tokens": 25941, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2234, + "estimated_output_tokens": 109, + "estimated_total_tokens": 2343, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11934.03, + "sql_execution_elapsed_ms_total": 100.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d05fe77b76a18866/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6ef743410fe3ea1c0789788b94a477a0f16be879 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7902, "bytes_utf8": 7902, "lines": 240, "estimated_tokens": 2188}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 450, "bytes_utf8": 450, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 25483, "cached_input_tokens": 24960, "output_tokens": 633, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3d919f29889e9cefae72deec3d7122753e0290eb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_d06fd8ea6c8e31af", + "api_calls": 0, + "input_tokens": 25483, + "cached_input_tokens": 24960, + "output_tokens": 633, + "total_tokens": 26116, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2188, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2299, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15313.73, + "sql_execution_elapsed_ms_total": 379.94, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..bef0662911589ca631556c82f5b8e2d4fee72b9f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:36:30.339217+00:00", + "ended_at": "2026-05-26T00:36:45.653117+00:00", + "elapsed_ms": 15313.73, + "prompt_metrics": { + "chars": 7902, + "bytes_utf8": 7902, + "lines": 240, + "estimated_tokens": 2188 + }, + "stdout_metrics": { + "chars": 817, + "bytes_utf8": 817, + "lines": 4, + "estimated_tokens": 228 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 450, + "bytes_utf8": 450, + "lines": 1, + "estimated_tokens": 111 + }, + "usage": { + "input_tokens": 25483, + "cached_input_tokens": 24960, + "output_tokens": 633, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3ca5544c4849a5f7ec6d42906bd7f544f4f07dc2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Previously_Insured, measure_col=Region_Code.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Previously_Insured", + "measure_col": "Region_Code", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 20.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..99c64472fe1d6d8724c2c8f2f9564ca4c1a0b16c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b6-302d-7992-a907-06418f404819"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Previously_Insured\\\",\\n AVG(CAST(\\\"Region_Code\\\" AS REAL)) OVER (PARTITION BY \\\"Previously_Insured\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the required Window Partition Average template with group_col=\\\"Previously_Insured\\\" and measure_col=\\\"Region_Code\\\". Cast \\\"Region_Code\\\" to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25483,"cached_input_tokens":24960,"output_tokens":633,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3a4cf4041b65fb9f4fda901a8bcc0631360ca0a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Previously_Insured\",\n AVG(CAST(\"Region_Code\" AS REAL)) OVER (PARTITION BY \"Previously_Insured\") AS \"avg_measure\"\nFROM \"m11\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the required Window Partition Average template with group_col=\"Previously_Insured\" and measure_col=\"Region_Code\". Cast \"Region_Code\" to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ec6da0d8cf30dbabd4f25243c8afa522db21f07e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Previously_Insured, measure_col=Region_Code. +Result preview: [{"Previously_Insured": "0", "avg_measure": 26.688823669005863}, {"Previously_Insured": "1", "avg_measure": 26.034066701788944}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2ac7b5f88c02706d500c874b096c3436ec1fe549 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_d06fd8ea6c8e31af +-- problem_id: v2p_m11_3c492f7ae4f6ffe4 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Previously_Insured", + AVG(CAST("Region_Code" AS REAL)) OVER (PARTITION BY "Previously_Insured") AS "avg_measure" +FROM "m11" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..51bec43451832a4a6c603ebd41b1cf5a7589ca3a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Previously_Insured\",\n AVG(CAST(\"Region_Code\" AS REAL)) OVER (PARTITION BY \"Previously_Insured\") AS \"avg_measure\"\nFROM \"m11\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Previously_Insured\\\",\\n AVG(CAST(\\\"Region_Code\\\" AS REAL)) OVER (PARTITION BY \\\"Previously_Insured\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Previously_Insured\", \"avg_measure\"], \"rows\": [{\"Previously_Insured\": \"0\", \"avg_measure\": 26.688823669005863}, {\"Previously_Insured\": \"1\", \"avg_measure\": 26.034066701788944}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 379.94}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..cfabbe2a6bec3105147210685b1e0e08f83577eb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:36:30.334489+00:00", + "ended_at": "2026-05-26T00:36:46.037346+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_d06fd8ea6c8e31af", + "problem_id": "v2p_m11_3c492f7ae4f6ffe4", + "dataset_id": "m11", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Previously_Insured, measure_col=Region_Code.", + "bindings": { + "group_col": "Previously_Insured", + "measure_col": "Region_Code", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 20.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=134" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_d06fd8ea6c8e31af.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_d06fd8ea6c8e31af", + "api_calls": 0, + "input_tokens": 25483, + "cached_input_tokens": 24960, + "output_tokens": 633, + "total_tokens": 26116, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2188, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2299, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15313.73, + "sql_execution_elapsed_ms_total": 379.94, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b7081e802b9f3f94d9779e6ab3aa0aae5e0d3b58 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:36:45.655536+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15313.73, "started_at": "2026-05-26T00:36:30.339217+00:00", "ended_at": "2026-05-26T00:36:45.653117+00:00", "prompt_metrics": {"chars": 7902, "bytes_utf8": 7902, "lines": 240, "estimated_tokens": 2188}, "response_metrics": {"chars": 450, "bytes_utf8": 450, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 25483, "cached_input_tokens": 24960, "output_tokens": 633, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Previously_Insured\\\",\\n AVG(CAST(\\\"Region_Code\\\" AS REAL)) OVER (PARTITION BY \\\"Previously_Insured\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the required Window Partition Average template with group_col=\\\"Previously_Insured\\\" and measure_col=\\\"Region_Code\\\". Cast \\\"Region_Code\\\" to REAL because the SQLite schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2cf04bbc935672b490cdb11faa38e8984a3b727e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_d06fd8ea6c8e31af", + "api_calls": 0, + "input_tokens": 25483, + "cached_input_tokens": 24960, + "output_tokens": 633, + "total_tokens": 26116, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2188, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2299, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15313.73, + "sql_execution_elapsed_ms_total": 379.94, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d06fd8ea6c8e31af/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d79c6decbd14dd5491ac0e3b24177e8c086dabac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8186, "bytes_utf8": 8186, "lines": 242, "estimated_tokens": 2288}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 762, "bytes_utf8": 762, "lines": 1, "estimated_tokens": 205}, "usage": {"input_tokens": 25583, "cached_input_tokens": 24960, "output_tokens": 1763, "reasoning_output_tokens": 1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/session_summary.json new file mode 100644 index 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"conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0935fef0af3a7cd9e34956568cc44cc70007097d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:36:46.042765+00:00", + "ended_at": "2026-05-26T00:37:21.216004+00:00", + "elapsed_ms": 35172.92, + "prompt_metrics": { + "chars": 8186, + "bytes_utf8": 8186, + "lines": 242, + "estimated_tokens": 2288 + }, + "stdout_metrics": { + "chars": 1173, + "bytes_utf8": 1173, + "lines": 4, + "estimated_tokens": 355 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 762, + "bytes_utf8": 762, + "lines": 1, + "estimated_tokens": 205 + }, + "usage": { + "input_tokens": 25583, + "cached_input_tokens": 24960, + "output_tokens": 1763, + "reasoning_output_tokens": 1552 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d4c6264067df870c0c50ee9acb325fd31e267978 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Age, measure_col=Age.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Age", + "measure_col": "Age", + "item_col": "Region_Code", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 46.84, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..963c99dc9045af1e1684a720d2a139e2a20e96ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b6-6d87-7763-9a7c-d5be83878219"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Age\\\",\\n \\\"Region_Code\\\",\\n SUM(CAST(\\\"Age\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Age\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Age\\\" AS REAL))) OVER (PARTITION BY \\\"Age\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nWHERE \\\"Age\\\" IS NOT NULL\\n AND \\\"Region_Code\\\" IS NOT NULL\\nGROUP BY \\\"Age\\\", \\\"Region_Code\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 16;\",\"notes\":\"Uses the requested within-group share template with group_col=\\\"Age\\\", item_col=\\\"Region_Code\\\", and measure_col=\\\"Age\\\". \\\"Age\\\" is cast to REAL because the schema stores it as TEXT; since the measure equals the grouping field, the resulting shares are effectively each Region_Code's proportion within each Age group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25583,"cached_input_tokens":24960,"output_tokens":1763,"reasoning_output_tokens":1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e534c74b7d04e3d05a949de14d429408eb0613a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Age\",\n \"Region_Code\",\n SUM(CAST(\"Age\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Age\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Age\" AS REAL))) OVER (PARTITION BY \"Age\") AS \"share_within_group\"\nFROM \"m11\"\nWHERE \"Age\" IS NOT NULL\n AND \"Region_Code\" IS NOT NULL\nGROUP BY \"Age\", \"Region_Code\"\nORDER BY \"share_within_group\" DESC\nLIMIT 16;","notes":"Uses the requested within-group share template with group_col=\"Age\", item_col=\"Region_Code\", and measure_col=\"Age\". \"Age\" is cast to REAL because the schema stores it as TEXT; since the measure equals the grouping field, the resulting shares are effectively each Region_Code's proportion within each Age group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2cb6b5ed00bff9d271ac17e7bc70ceaa0bd2f06b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Age, measure_col=Age. +Result preview: [{"Age": "81", "Region_Code": "28.0", "total_measure": 2673.0, "share_within_group": 58.92857142857143}, {"Age": "83", "Region_Code": "28.0", "total_measure": 996.0, "share_within_group": 54.54545454545455}, {"Age": "84", "Region_Code": "28.0", "total_measure": 504.0, "share_within_group": 54.54545454545455}, {"Age": "85", "Region_Code": "28.0", "total_measure": 510.0, "share_within_group": 54.54545454545455}, {"Age": "82", "Region_Code": "28.0", "total_measure": 1230.0, "share_within_group": 51.724137931034484}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c854232e8f530f33cddb1a65bd50cae0ff4063a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_d363f4ddbccf2e90 +-- problem_id: v2p_m11_29a1ac000c48d4fc +-- realization_mode: agent +-- source_kind: agent +SELECT + "Age", + "Region_Code", + SUM(CAST("Age" AS REAL)) AS "total_measure", + SUM(CAST("Age" AS REAL)) * 100.0 / SUM(SUM(CAST("Age" AS REAL))) OVER (PARTITION BY "Age") AS "share_within_group" +FROM "m11" +WHERE "Age" IS NOT NULL + AND "Region_Code" IS NOT NULL +GROUP BY "Age", "Region_Code" +ORDER BY "share_within_group" DESC +LIMIT 16; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..96927a98fb09ca7f027448a5ad47665627c49e51 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Age\",\n \"Region_Code\",\n SUM(CAST(\"Age\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Age\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Age\" AS REAL))) OVER (PARTITION BY \"Age\") AS \"share_within_group\"\nFROM \"m11\"\nWHERE \"Age\" IS NOT NULL\n AND \"Region_Code\" IS NOT NULL\nGROUP BY \"Age\", \"Region_Code\"\nORDER BY \"share_within_group\" DESC\nLIMIT 16;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Age\\\",\\n \\\"Region_Code\\\",\\n SUM(CAST(\\\"Age\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Age\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Age\\\" AS REAL))) OVER (PARTITION BY \\\"Age\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nWHERE \\\"Age\\\" IS NOT NULL\\n AND \\\"Region_Code\\\" IS NOT NULL\\nGROUP BY \\\"Age\\\", \\\"Region_Code\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 16;\", \"columns\": [\"Age\", \"Region_Code\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Age\": \"81\", \"Region_Code\": \"28.0\", \"total_measure\": 2673.0, \"share_within_group\": 58.92857142857143}, {\"Age\": \"83\", \"Region_Code\": \"28.0\", \"total_measure\": 996.0, \"share_within_group\": 54.54545454545455}, {\"Age\": \"84\", \"Region_Code\": \"28.0\", \"total_measure\": 504.0, \"share_within_group\": 54.54545454545455}, {\"Age\": \"85\", \"Region_Code\": \"28.0\", \"total_measure\": 510.0, \"share_within_group\": 54.54545454545455}, {\"Age\": \"82\", \"Region_Code\": \"28.0\", \"total_measure\": 1230.0, \"share_within_group\": 51.724137931034484}, {\"Age\": \"77\", \"Region_Code\": \"28.0\", \"total_measure\": 51975.0, \"share_within_group\": 48.63112391930836}, {\"Age\": \"80\", \"Region_Code\": \"28.0\", \"total_measure\": 35200.0, \"share_within_group\": 48.40484048404841}, {\"Age\": \"76\", \"Region_Code\": \"28.0\", \"total_measure\": 51224.0, \"share_within_group\": 48.28080229226361}, {\"Age\": \"79\", \"Region_Code\": \"28.0\", \"total_measure\": 34523.0, \"share_within_group\": 47.759562841530055}, {\"Age\": \"78\", \"Region_Code\": \"28.0\", \"total_measure\": 45084.0, \"share_within_group\": 47.5328947368421}, {\"Age\": \"69\", \"Region_Code\": \"28.0\", \"total_measure\": 81903.0, \"share_within_group\": 46.91699604743083}, {\"Age\": \"73\", \"Region_Code\": \"28.0\", \"total_measure\": 65773.0, \"share_within_group\": 46.8051948051948}, {\"Age\": \"72\", \"Region_Code\": \"28.0\", \"total_measure\": 67824.0, \"share_within_group\": 46.28992628992629}, {\"Age\": \"71\", \"Region_Code\": \"28.0\", \"total_measure\": 67379.0, \"share_within_group\": 46.27011214041931}, {\"Age\": \"75\", \"Region_Code\": \"28.0\", \"total_measure\": 55125.0, \"share_within_group\": 45.794392523364486}, {\"Age\": \"67\", \"Region_Code\": \"28.0\", \"total_measure\": 79596.0, \"share_within_group\": 45.27439024390244}], \"row_count_returned\": 16, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 228.32}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..521614120e5b3a402301ef2f3443a553e476a546 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:36:46.037708+00:00", + "ended_at": "2026-05-26T00:37:21.448798+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_d363f4ddbccf2e90", + "problem_id": "v2p_m11_29a1ac000c48d4fc", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Age, measure_col=Age.", + "bindings": { + "group_col": "Age", + "measure_col": "Age", + "item_col": "Region_Code", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 46.84, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=31" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_d363f4ddbccf2e90.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_d363f4ddbccf2e90", + "api_calls": 0, + "input_tokens": 25583, + "cached_input_tokens": 24960, + "output_tokens": 1763, + "total_tokens": 27346, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2288, + "estimated_output_tokens": 205, + "estimated_total_tokens": 2493, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35172.92, + "sql_execution_elapsed_ms_total": 228.32, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e8debc5ecc145bf45c43636398eae739a9088ce7 --- /dev/null +++ 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\\\"Age\\\",\\n \\\"Region_Code\\\",\\n SUM(CAST(\\\"Age\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Age\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Age\\\" AS REAL))) OVER (PARTITION BY \\\"Age\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nWHERE \\\"Age\\\" IS NOT NULL\\n AND \\\"Region_Code\\\" IS NOT NULL\\nGROUP BY \\\"Age\\\", \\\"Region_Code\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 16;\",\"notes\":\"Uses the requested within-group share template with group_col=\\\"Age\\\", item_col=\\\"Region_Code\\\", and measure_col=\\\"Age\\\". \\\"Age\\\" is cast to REAL because the schema stores it as TEXT; since the measure equals the grouping field, the resulting shares are effectively each Region_Code's proportion within each Age group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d363f4ddbccf2e90/usage_summary.json 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8205, "bytes_utf8": 8205, "lines": 242, "estimated_tokens": 2292}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 713, "bytes_utf8": 713, "lines": 1, "estimated_tokens": 209}, "usage": {"input_tokens": 25587, "cached_input_tokens": 22912, "output_tokens": 2846, "reasoning_output_tokens": 2631}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0936c2260dc6fc0cee9dcaba4026806f48acf255 --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..244dd4edd1836e9ae4aafcd9ce22adfdbea9681e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:37:21.454353+00:00", + "ended_at": "2026-05-26T00:38:16.975645+00:00", + "elapsed_ms": 55520.8, + "prompt_metrics": { + "chars": 8205, + "bytes_utf8": 8205, + "lines": 242, + "estimated_tokens": 2292 + }, + "stdout_metrics": { + "chars": 1159, + "bytes_utf8": 1159, + "lines": 4, + "estimated_tokens": 384 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 713, + "bytes_utf8": 713, + "lines": 1, + "estimated_tokens": 209 + }, + "usage": { + "input_tokens": 25587, + "cached_input_tokens": 22912, + "output_tokens": 2846, + "reasoning_output_tokens": 2631 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e3b9b0f562bfb99982615ede92a20ebc01f19791 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Previously_Insured, measure_col=id.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Previously_Insured", + "measure_col": "id", + "item_col": "Age", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 300232.64, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8cfd8900f3bd9afb8799b43cd484f866a103d785 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b6-f7d4-7501-b26b-3354b2709f17"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"t\\\".\\\"Previously_Insured\\\",\\n \\\"t\\\".\\\"Age\\\",\\n \\\"t\\\".\\\"total_measure\\\",\\n \\\"t\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"t\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"t\\\".\\\"Previously_Insured\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"Previously_Insured\\\",\\n \\\"Age\\\",\\n SUM(CAST(\\\"id\\\" AS INTEGER)) AS \\\"total_measure\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Previously_Insured\\\", \\\"Age\\\"\\n) AS \\\"t\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the planned template with group_col=\\\"Previously_Insured\\\", item_col=\\\"Age\\\", and measure_col=\\\"id\\\". CAST(\\\"id\\\" AS INTEGER) is applied because the schema stores numeric-like ids as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25587,"cached_input_tokens":22912,"output_tokens":2846,"reasoning_output_tokens":2631}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f61fca45cb1e4938dbcdeab9cb86fe40303ee312 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"t\".\"Previously_Insured\",\n \"t\".\"Age\",\n \"t\".\"total_measure\",\n \"t\".\"total_measure\" * 100.0 / SUM(\"t\".\"total_measure\") OVER (PARTITION BY \"t\".\"Previously_Insured\") AS \"share_within_group\"\nFROM (\n SELECT\n \"Previously_Insured\",\n \"Age\",\n SUM(CAST(\"id\" AS INTEGER)) AS \"total_measure\"\n FROM \"m11\"\n GROUP BY \"Previously_Insured\", \"Age\"\n) AS \"t\"\nORDER BY \"share_within_group\" DESC;","notes":"Used the planned template with group_col=\"Previously_Insured\", item_col=\"Age\", and measure_col=\"id\". CAST(\"id\" AS INTEGER) is applied because the schema stores numeric-like ids as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..024aeeabe68495d051fdb58154987d93010a8169 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Previously_Insured, measure_col=id. +Result preview: [{"Previously_Insured": "1", "Age": "24", "total_measure": 3436086030, "share_within_group": 10.310040894642071}, {"Previously_Insured": "1", "Age": "23", "total_measure": 3118775248, "share_within_group": 9.357943912736513}, {"Previously_Insured": "1", "Age": "25", "total_measure": 2845594896, "share_within_group": 8.538261117794177}, {"Previously_Insured": "1", "Age": "22", "total_measure": 2491634351, "share_within_group": 7.476195831250755}, {"Previously_Insured": "1", "Age": "26", "total_measure": 1912609898, "share_within_group": 5.738822046861615}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..3b715c68692a172a329a18742654dab82103440c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/generated_sql.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_d9b768a81df1a4c7 +-- problem_id: v2p_m11_2753fa3df335fd7a +-- realization_mode: agent +-- source_kind: agent +SELECT + "t"."Previously_Insured", + "t"."Age", + "t"."total_measure", + "t"."total_measure" * 100.0 / SUM("t"."total_measure") OVER (PARTITION BY "t"."Previously_Insured") AS "share_within_group" +FROM ( + SELECT + "Previously_Insured", + "Age", + SUM(CAST("id" AS INTEGER)) AS "total_measure" + FROM "m11" + GROUP BY "Previously_Insured", "Age" +) AS "t" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0b5880b1385eb7bc52981e3374867d8a2d010fc3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"t\".\"Previously_Insured\",\n \"t\".\"Age\",\n \"t\".\"total_measure\",\n \"t\".\"total_measure\" * 100.0 / SUM(\"t\".\"total_measure\") OVER (PARTITION BY \"t\".\"Previously_Insured\") AS \"share_within_group\"\nFROM (\n SELECT\n \"Previously_Insured\",\n \"Age\",\n SUM(CAST(\"id\" AS INTEGER)) AS \"total_measure\"\n FROM \"m11\"\n GROUP BY \"Previously_Insured\", \"Age\"\n) AS \"t\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"t\\\".\\\"Previously_Insured\\\",\\n \\\"t\\\".\\\"Age\\\",\\n \\\"t\\\".\\\"total_measure\\\",\\n \\\"t\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"t\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"t\\\".\\\"Previously_Insured\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"Previously_Insured\\\",\\n \\\"Age\\\",\\n SUM(CAST(\\\"id\\\" AS INTEGER)) AS \\\"total_measure\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Previously_Insured\\\", \\\"Age\\\"\\n) AS \\\"t\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", 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\"total_measure\": 524786489, \"share_within_group\": 1.3355161759663778}, {\"Previously_Insured\": \"0\", \"Age\": \"58\", \"total_measure\": 518255494, \"share_within_group\": 1.3188956080773757}, {\"Previously_Insured\": \"0\", \"Age\": \"31\", \"total_measure\": 510958038, \"share_within_group\": 1.3003244925176478}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 241.3}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d4256068f2a60ca1dd9214fbbbb9d279f747cac8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:37:21.449467+00:00", + "ended_at": "2026-05-26T00:38:17.225471+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_d9b768a81df1a4c7", + "problem_id": "v2p_m11_2753fa3df335fd7a", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Previously_Insured, measure_col=id.", + "bindings": { + "group_col": "Previously_Insured", + "measure_col": "id", + "item_col": "Age", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 300232.64, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=24" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_d9b768a81df1a4c7.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_d9b768a81df1a4c7", + "api_calls": 0, + "input_tokens": 25587, + "cached_input_tokens": 22912, + "output_tokens": 2846, + "total_tokens": 28433, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2292, + "estimated_output_tokens": 209, + "estimated_total_tokens": 2501, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 55520.8, + "sql_execution_elapsed_ms_total": 241.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c1f7170e71545f5afdcf45aad99330c922884fb7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:38:16.979549+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 55520.8, "started_at": "2026-05-26T00:37:21.454353+00:00", "ended_at": "2026-05-26T00:38:16.975645+00:00", "prompt_metrics": {"chars": 8205, "bytes_utf8": 8205, "lines": 242, "estimated_tokens": 2292}, "response_metrics": {"chars": 713, "bytes_utf8": 713, "lines": 1, "estimated_tokens": 209}, "usage": {"input_tokens": 25587, "cached_input_tokens": 22912, "output_tokens": 2846, "reasoning_output_tokens": 2631}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"t\\\".\\\"Previously_Insured\\\",\\n \\\"t\\\".\\\"Age\\\",\\n \\\"t\\\".\\\"total_measure\\\",\\n \\\"t\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"t\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"t\\\".\\\"Previously_Insured\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"Previously_Insured\\\",\\n \\\"Age\\\",\\n SUM(CAST(\\\"id\\\" AS INTEGER)) AS \\\"total_measure\\\"\\n FROM \\\"m11\\\"\\n GROUP BY \\\"Previously_Insured\\\", \\\"Age\\\"\\n) AS \\\"t\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the planned template with group_col=\\\"Previously_Insured\\\", item_col=\\\"Age\\\", and measure_col=\\\"id\\\". CAST(\\\"id\\\" AS INTEGER) is applied because the schema stores numeric-like ids as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8ed0bcabb0577b459cbb279a0e0611888f16cc7d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_d9b768a81df1a4c7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_d9b768a81df1a4c7", + "api_calls": 0, + "input_tokens": 25587, + "cached_input_tokens": 22912, + "output_tokens": 2846, + "total_tokens": 28433, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2292, + "estimated_output_tokens": 209, + "estimated_total_tokens": 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..657464c2301accc21c5c34bc8b9d9d000bc5ff76 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_dbac9acef317e699", + "api_calls": 0, + "input_tokens": 25559, + "cached_input_tokens": 24960, + "output_tokens": 626, + "total_tokens": 26185, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2264, + "estimated_output_tokens": 104, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:38:17.233083+00:00", + "ended_at": "2026-05-26T00:38:35.165341+00:00", + "elapsed_ms": 17932.08, + "prompt_metrics": { + "chars": 8101, + "bytes_utf8": 8101, + "lines": 244, + "estimated_tokens": 2264 + }, + "stdout_metrics": { + "chars": 764, + "bytes_utf8": 764, + "lines": 4, + "estimated_tokens": 228 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 106 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 389, + "bytes_utf8": 389, + "lines": 1, + "estimated_tokens": 104 + }, + "usage": { + "input_tokens": 25559, + "cached_input_tokens": 24960, + "output_tokens": 626, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..005a3f8605fd5e18edb05cd39e837a1abab3d24f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,244 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Age, group_col_2=Region_Code.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Age", + "group_col_2": "Region_Code", + "predicate_col": "Vehicle_Damage", + "predicate_op": "=", + "predicate_value": "No", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f17099945972c72b29402dab3d71bb08fdcc332b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b7-d1bf-70c3-8b39-96b2dd79ba3f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Age\\\", \\\"Region_Code\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nWHERE \\\"Vehicle_Damage\\\" = 'No'\\nGROUP BY \\\"Age\\\", \\\"Region_Code\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the requested filtered two-dimensional group count template with \\\"Age\\\" and \\\"Region_Code\\\", restricted to rows where \\\"Vehicle_Damage\\\" = 'No'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25559,"cached_input_tokens":24960,"output_tokens":626,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a59a837e7aed1e9764f5e21ccf52e3ea2aaa5e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Age\", \"Region_Code\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nWHERE \"Vehicle_Damage\" = 'No'\nGROUP BY \"Age\", \"Region_Code\"\nORDER BY \"row_count\" DESC;","notes":"Uses the requested filtered two-dimensional group count template with \"Age\" and \"Region_Code\", restricted to rows where \"Vehicle_Damage\" = 'No'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..99c52819c7187a4b4d67f2908f0b6859d456aea3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:38:34.173851Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61b7-d1bf-70c3-8b39-96b2dd79ba3f.1779755897279639000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c79893da658815a83847a3c1c8c1e8b8e8cc8dcd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Age, group_col_2=Region_Code. +Result preview: [{"Age": "24", "Region_Code": "8.0", "row_count": 2251}, {"Age": "23", "Region_Code": "8.0", "row_count": 1871}, {"Age": "25", "Region_Code": "28.0", "row_count": 1791}, {"Age": "24", "Region_Code": "28.0", "row_count": 1591}, {"Age": "25", "Region_Code": "8.0", "row_count": 1428}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0ebe4aa5e96c9a9f96cbe30204519be14fb46676 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m11_dbac9acef317e699 +-- problem_id: v2p_m11_e4a6b42824d00c95 +-- realization_mode: agent +-- source_kind: agent +SELECT "Age", "Region_Code", COUNT(*) AS "row_count" +FROM "m11" +WHERE "Vehicle_Damage" = 'No' +GROUP BY "Age", "Region_Code" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3470405652f1cf3911f1413148de094c75d1953d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Age\", \"Region_Code\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nWHERE \"Vehicle_Damage\" = 'No'\nGROUP BY \"Age\", \"Region_Code\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Age\\\", \\\"Region_Code\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nWHERE \\\"Vehicle_Damage\\\" = 'No'\\nGROUP BY \\\"Age\\\", \\\"Region_Code\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Age\", \"Region_Code\", \"row_count\"], \"rows\": [{\"Age\": \"24\", \"Region_Code\": \"8.0\", \"row_count\": 2251}, {\"Age\": \"23\", \"Region_Code\": \"8.0\", \"row_count\": 1871}, {\"Age\": \"25\", \"Region_Code\": \"28.0\", \"row_count\": 1791}, {\"Age\": \"24\", \"Region_Code\": \"28.0\", \"row_count\": 1591}, {\"Age\": \"25\", \"Region_Code\": \"8.0\", \"row_count\": 1428}, {\"Age\": \"26\", \"Region_Code\": \"28.0\", \"row_count\": 1423}, {\"Age\": \"22\", \"Region_Code\": \"8.0\", \"row_count\": 1349}, {\"Age\": \"22\", \"Region_Code\": \"46.0\", \"row_count\": 1329}, {\"Age\": \"21\", \"Region_Code\": \"46.0\", \"row_count\": 1260}, {\"Age\": \"24\", \"Region_Code\": \"41.0\", \"row_count\": 1248}, {\"Age\": \"23\", \"Region_Code\": \"28.0\", \"row_count\": 1197}, {\"Age\": \"23\", \"Region_Code\": \"46.0\", \"row_count\": 1195}, {\"Age\": \"25\", \"Region_Code\": \"41.0\", \"row_count\": 1165}, {\"Age\": \"27\", \"Region_Code\": \"28.0\", \"row_count\": 1123}, {\"Age\": \"23\", \"Region_Code\": \"30.0\", \"row_count\": 1100}, {\"Age\": \"24\", \"Region_Code\": \"29.0\", \"row_count\": 1089}, {\"Age\": \"21\", \"Region_Code\": \"8.0\", \"row_count\": 1078}, {\"Age\": \"23\", \"Region_Code\": \"41.0\", \"row_count\": 1021}, {\"Age\": \"22\", \"Region_Code\": \"30.0\", \"row_count\": 1003}, {\"Age\": \"28\", \"Region_Code\": \"28.0\", \"row_count\": 1000}, {\"Age\": \"43\", \"Region_Code\": \"28.0\", \"row_count\": 1000}, {\"Age\": \"44\", \"Region_Code\": \"28.0\", \"row_count\": 996}, {\"Age\": \"42\", \"Region_Code\": \"28.0\", \"row_count\": 934}, {\"Age\": \"45\", \"Region_Code\": \"28.0\", \"row_count\": 934}, {\"Age\": \"23\", \"Region_Code\": \"29.0\", \"row_count\": 912}, {\"Age\": \"25\", \"Region_Code\": \"29.0\", \"row_count\": 905}, {\"Age\": \"41\", \"Region_Code\": \"28.0\", \"row_count\": 904}, {\"Age\": \"26\", \"Region_Code\": \"8.0\", \"row_count\": 897}, {\"Age\": \"24\", \"Region_Code\": \"15.0\", \"row_count\": 876}, {\"Age\": \"46\", \"Region_Code\": \"28.0\", \"row_count\": 855}, {\"Age\": \"22\", \"Region_Code\": \"28.0\", \"row_count\": 854}, {\"Age\": \"26\", \"Region_Code\": \"41.0\", \"row_count\": 849}, {\"Age\": \"47\", \"Region_Code\": \"28.0\", \"row_count\": 843}, {\"Age\": \"23\", \"Region_Code\": \"15.0\", \"row_count\": 840}, {\"Age\": \"24\", \"Region_Code\": \"11.0\", \"row_count\": 836}, {\"Age\": \"24\", \"Region_Code\": \"30.0\", \"row_count\": 824}, {\"Age\": \"24\", \"Region_Code\": \"6.0\", \"row_count\": 794}, {\"Age\": \"29\", \"Region_Code\": \"28.0\", \"row_count\": 792}, {\"Age\": \"48\", \"Region_Code\": \"28.0\", \"row_count\": 786}, {\"Age\": \"49\", \"Region_Code\": \"28.0\", \"row_count\": 767}, {\"Age\": \"25\", \"Region_Code\": \"11.0\", \"row_count\": 766}, {\"Age\": \"24\", \"Region_Code\": \"46.0\", \"row_count\": 762}, {\"Age\": \"40\", \"Region_Code\": \"28.0\", \"row_count\": 752}, {\"Age\": \"27\", \"Region_Code\": \"8.0\", \"row_count\": 747}, {\"Age\": \"39\", \"Region_Code\": \"28.0\", \"row_count\": 737}, {\"Age\": \"22\", \"Region_Code\": \"15.0\", \"row_count\": 724}, {\"Age\": \"23\", \"Region_Code\": \"11.0\", \"row_count\": 706}, {\"Age\": \"22\", \"Region_Code\": \"41.0\", \"row_count\": 703}, {\"Age\": \"24\", \"Region_Code\": \"36.0\", \"row_count\": 697}, {\"Age\": \"25\", \"Region_Code\": \"15.0\", \"row_count\": 682}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 123.35}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..206175e853b258ac2d9b1357e5b67ccc4800099d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:38:17.226771+00:00", + "ended_at": "2026-05-26T00:38:35.293737+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_dbac9acef317e699", + "problem_id": "v2p_m11_e4a6b42824d00c95", + "dataset_id": "m11", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Age, group_col_2=Region_Code.", + "bindings": { + "group_col": "Age", + "group_col_2": "Region_Code", + "predicate_col": "Vehicle_Damage", + "predicate_op": "=", + "predicate_value": "No", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=55" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_dbac9acef317e699.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_dbac9acef317e699", + "api_calls": 0, + "input_tokens": 25559, + "cached_input_tokens": 24960, + "output_tokens": 626, + "total_tokens": 26185, + "cost_usd": 0.0, + "ai_cli_calls": 1, + 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AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61b7-d1bf-70c3-8b39-96b2dd79ba3f.1779755897279639000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Age\\\", \\\"Region_Code\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nWHERE \\\"Vehicle_Damage\\\" = 'No'\\nGROUP BY \\\"Age\\\", \\\"Region_Code\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the requested filtered two-dimensional group count template with \\\"Age\\\" and \\\"Region_Code\\\", restricted to rows where \\\"Vehicle_Damage\\\" = 'No'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dbac9acef317e699/usage_summary.json new file mode 100644 index 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CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..79d1545dddad0957a8c2b6b257d32570adea9c5a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8226, "bytes_utf8": 8226, "lines": 242, "estimated_tokens": 2295}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 683, "bytes_utf8": 683, "lines": 1, "estimated_tokens": 174}, "usage": {"input_tokens": 25590, "cached_input_tokens": 22912, "output_tokens": 696, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9ab725e1a21dad434b5be81fb665a96c2584f584 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_dc3b133361f27b59", + "api_calls": 0, + "input_tokens": 25590, + "cached_input_tokens": 22912, + "output_tokens": 696, + "total_tokens": 26286, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2295, + "estimated_output_tokens": 174, + "estimated_total_tokens": 2469, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17242.64, + "sql_execution_elapsed_ms_total": 308.71, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..405b7e88990d7d529156b1fba24e567d33928d6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:38:35.300477+00:00", + "ended_at": "2026-05-26T00:38:52.543301+00:00", + "elapsed_ms": 17242.64, + "prompt_metrics": { + "chars": 8226, + "bytes_utf8": 8226, + "lines": 242, + "estimated_tokens": 2295 + }, + "stdout_metrics": { + "chars": 1064, + "bytes_utf8": 1064, + "lines": 4, + "estimated_tokens": 308 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 683, + "bytes_utf8": 683, + "lines": 1, + "estimated_tokens": 174 + }, + "usage": { + "input_tokens": 25590, + "cached_input_tokens": 22912, + "output_tokens": 696, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0a34d5dda0772cefafbcc7ed95d057b0e8261116 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Driving_License, measure_col=Region_Code.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Driving_License", + "measure_col": "Region_Code", + "item_col": "Annual_Premium", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d2aeb484b37e0361ff65c25ea24a11fa1ffb9c3d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b8-184a-7a93-8d9f-87e6b33dac00"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Driving_License\\\", \\\"Annual_Premium\\\",\\n SUM(CAST(\\\"Region_Code\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Region_Code\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Region_Code\\\" AS REAL))) OVER (PARTITION BY \\\"Driving_License\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Driving_License\\\", \\\"Annual_Premium\\\"\\nORDER BY share_within_group DESC\\nLIMIT 12;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"Driving_License\\\", item_col=\\\"Annual_Premium\\\", and measure_col=\\\"Region_Code\\\". CAST to REAL is used because the schema stores numeric-looking fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25590,"cached_input_tokens":22912,"output_tokens":696,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..14ea2380ff2a5be757aa6681ed2be57c3abc65e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Driving_License\", \"Annual_Premium\",\n SUM(CAST(\"Region_Code\" AS REAL)) AS total_measure,\n SUM(CAST(\"Region_Code\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Region_Code\" AS REAL))) OVER (PARTITION BY \"Driving_License\") AS share_within_group\nFROM \"m11\"\nGROUP BY \"Driving_License\", \"Annual_Premium\"\nORDER BY share_within_group DESC\nLIMIT 12;","notes":"Applied the provided Within-Group Share of Total template with group_col=\"Driving_License\", item_col=\"Annual_Premium\", and measure_col=\"Region_Code\". CAST to REAL is used because the schema stores numeric-looking fields as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b0d6b206741938279d25823ad759d9a6199338fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Driving_License, measure_col=Region_Code. +Result preview: [{"Driving_License": "1", "Annual_Premium": "2630.0", "total_measure": 1700535.0, "share_within_group": 16.945476547713962}, {"Driving_License": "0", "Annual_Premium": "2630.0", "total_measure": 3406.0, "share_within_group": 15.711056783061949}, {"Driving_License": "0", "Annual_Premium": "15770.0", "total_measure": 82.0, "share_within_group": 0.37824622906960653}, {"Driving_License": "0", "Annual_Premium": "41643.0", "total_measure": 69.0, "share_within_group": 0.3182803634854006}, {"Driving_License": "0", "Annual_Premium": "27147.0", "total_measure": 56.0, "share_within_group": 0.2583144979011947}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6c6b338f65ed7a2ba985d756b1a0c24637b22efd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_dc3b133361f27b59 +-- problem_id: v2p_m11_0b4ccb8f35057647 +-- realization_mode: agent +-- source_kind: agent +SELECT "Driving_License", "Annual_Premium", + SUM(CAST("Region_Code" AS REAL)) AS total_measure, + SUM(CAST("Region_Code" AS REAL)) * 100.0 / SUM(SUM(CAST("Region_Code" AS REAL))) OVER (PARTITION BY "Driving_License") AS share_within_group +FROM "m11" +GROUP BY "Driving_License", "Annual_Premium" +ORDER BY share_within_group DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d9016f87ac3d04de81d7c1896a130c3c3570749a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Driving_License\", \"Annual_Premium\",\n SUM(CAST(\"Region_Code\" AS REAL)) AS total_measure,\n SUM(CAST(\"Region_Code\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Region_Code\" AS REAL))) OVER (PARTITION BY \"Driving_License\") AS share_within_group\nFROM \"m11\"\nGROUP BY \"Driving_License\", \"Annual_Premium\"\nORDER BY share_within_group DESC\nLIMIT 12;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Driving_License\\\", \\\"Annual_Premium\\\",\\n SUM(CAST(\\\"Region_Code\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Region_Code\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Region_Code\\\" AS REAL))) OVER (PARTITION BY \\\"Driving_License\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Driving_License\\\", \\\"Annual_Premium\\\"\\nORDER BY share_within_group DESC\\nLIMIT 12;\", \"columns\": [\"Driving_License\", \"Annual_Premium\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Driving_License\": \"1\", \"Annual_Premium\": \"2630.0\", \"total_measure\": 1700535.0, \"share_within_group\": 16.945476547713962}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"2630.0\", \"total_measure\": 3406.0, \"share_within_group\": 15.711056783061949}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"15770.0\", \"total_measure\": 82.0, \"share_within_group\": 0.37824622906960653}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"41643.0\", \"total_measure\": 69.0, \"share_within_group\": 0.3182803634854006}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"27147.0\", \"total_measure\": 56.0, \"share_within_group\": 0.2583144979011947}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"111683.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"17250.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"23891.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"29057.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"31120.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"32018.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}, {\"Driving_License\": \"0\", \"Annual_Premium\": \"33569.0\", \"total_measure\": 50.0, \"share_within_group\": 0.23063794455463812}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 308.71}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..666f440ce122e748a5750c3d782c684bef403f19 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:38:35.294114+00:00", + "ended_at": "2026-05-26T00:38:52.855904+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_dc3b133361f27b59", + "problem_id": "v2p_m11_0b4ccb8f35057647", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Driving_License, measure_col=Region_Code.", + "bindings": { + "group_col": "Driving_License", + "measure_col": "Region_Code", + "item_col": "Annual_Premium", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 24.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=32" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_dc3b133361f27b59.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_dc3b133361f27b59", + "api_calls": 0, + "input_tokens": 25590, + "cached_input_tokens": 22912, + "output_tokens": 696, + "total_tokens": 26286, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2295, + "estimated_output_tokens": 174, + "estimated_total_tokens": 2469, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17242.64, + "sql_execution_elapsed_ms_total": 308.71, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ed870a49f76a45fcb7b0f021d075667294694dbc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:38:52.545721+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17242.64, "started_at": "2026-05-26T00:38:35.300477+00:00", "ended_at": "2026-05-26T00:38:52.543301+00:00", "prompt_metrics": {"chars": 8226, "bytes_utf8": 8226, "lines": 242, "estimated_tokens": 2295}, "response_metrics": {"chars": 683, "bytes_utf8": 683, "lines": 1, "estimated_tokens": 174}, "usage": {"input_tokens": 25590, "cached_input_tokens": 22912, "output_tokens": 696, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Driving_License\\\", \\\"Annual_Premium\\\",\\n SUM(CAST(\\\"Region_Code\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Region_Code\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Region_Code\\\" AS REAL))) OVER (PARTITION BY \\\"Driving_License\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Driving_License\\\", \\\"Annual_Premium\\\"\\nORDER BY share_within_group DESC\\nLIMIT 12;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"Driving_License\\\", item_col=\\\"Annual_Premium\\\", and measure_col=\\\"Region_Code\\\". CAST to REAL is used because the schema stores numeric-looking fields as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a3c9a9a2b49a0696f4c67e8a5add1a263535ac9c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_dc3b133361f27b59", + "api_calls": 0, + "input_tokens": 25590, + "cached_input_tokens": 22912, + "output_tokens": 696, + "total_tokens": 26286, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2295, + "estimated_output_tokens": 174, + "estimated_total_tokens": 2469, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17242.64, + "sql_execution_elapsed_ms_total": 308.71, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dc3b133361f27b59/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4971724375c190efcdd1ce5e55ce0a7d1e85d824 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8023, "bytes_utf8": 8023, "lines": 243, "estimated_tokens": 2231}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 415, "bytes_utf8": 415, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 25526, "cached_input_tokens": 24960, "output_tokens": 627, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/session_summary.json new file mode 100644 index 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"conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0fb9bd32fef9cc2d1a0977a322f719fe608c5334 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:38:52.862531+00:00", + "ended_at": "2026-05-26T00:39:08.028641+00:00", + "elapsed_ms": 15165.94, + "prompt_metrics": { + "chars": 8023, + "bytes_utf8": 8023, + "lines": 243, + "estimated_tokens": 2231 + }, + "stdout_metrics": { + "chars": 774, + "bytes_utf8": 774, + "lines": 4, + "estimated_tokens": 223 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 415, + "bytes_utf8": 415, + "lines": 1, + "estimated_tokens": 105 + }, + "usage": { + "input_tokens": 25526, + "cached_input_tokens": 24960, + "output_tokens": 627, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..51d1182ad96dbba1d670629e693856cbcecaafa4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Age, condition_col=Response.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Age", + "condition_col": "Response", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 71.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4ddc062dcb5c70d18be4c51e03d9847d92cfe51e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b8-5cf2-7a70-8108-93882e3d93c8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Age\\\",\\n AVG(CASE WHEN \\\"Response\\\" = '1' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Age\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the Grouped Condition Rate template with group_col=\\\"Age\\\" and condition_col=\\\"Response\\\". Compared \\\"Response\\\" to text literal '1' because the schema snapshot shows TEXT-typed values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25526,"cached_input_tokens":24960,"output_tokens":627,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a1265c1381ce5838f59afaf4178db5135b60bc77 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Age\",\n AVG(CASE WHEN \"Response\" = '1' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"m11\"\nGROUP BY \"Age\"\nORDER BY condition_rate DESC;","notes":"Applied the Grouped Condition Rate template with group_col=\"Age\" and condition_col=\"Response\". Compared \"Response\" to text literal '1' because the schema snapshot shows TEXT-typed values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..50e0daf13d86cb824e9871a7aac653fbb105f4c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Age, condition_col=Response. +Result preview: [{"Age": "38", "condition_rate": 0.22854640980735552}, {"Age": "36", "condition_rate": 0.2273983418870904}, {"Age": "35", "condition_rate": 0.2252836304700162}, {"Age": "34", "condition_rate": 0.22002042900919305}, {"Age": "47", "condition_rate": 0.21860971296422255}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..23556250e578b0805456e97d220de9ae164fb985 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_dd8a236b98e80c7f +-- problem_id: v2p_m11_f926639550a4167f +-- realization_mode: agent +-- source_kind: agent +SELECT "Age", + AVG(CASE WHEN "Response" = '1' THEN 1 ELSE 0 END) AS condition_rate +FROM "m11" +GROUP BY "Age" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c6e4bb2826fdd654c0eab5ec274a83d7496b3d72 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Age\",\n AVG(CASE WHEN \"Response\" = '1' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"m11\"\nGROUP BY \"Age\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Age\\\",\\n AVG(CASE WHEN \\\"Response\\\" = '1' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Age\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"Age\", \"condition_rate\"], \"rows\": [{\"Age\": \"38\", \"condition_rate\": 0.22854640980735552}, {\"Age\": \"36\", \"condition_rate\": 0.2273983418870904}, {\"Age\": \"35\", \"condition_rate\": 0.2252836304700162}, {\"Age\": \"34\", \"condition_rate\": 0.22002042900919305}, {\"Age\": \"47\", \"condition_rate\": 0.21860971296422255}, {\"Age\": \"45\", \"condition_rate\": 0.21691311255040938}, {\"Age\": \"44\", \"condition_rate\": 0.2167045590522915}, {\"Age\": \"46\", \"condition_rate\": 0.21665185937301687}, {\"Age\": \"33\", \"condition_rate\": 0.21656686626746507}, {\"Age\": \"40\", \"condition_rate\": 0.21623883928571427}, {\"Age\": \"43\", \"condition_rate\": 0.21393860376911225}, {\"Age\": \"37\", \"condition_rate\": 0.2132026627218935}, {\"Age\": \"39\", \"condition_rate\": 0.21284829721362228}, {\"Age\": \"48\", \"condition_rate\": 0.21088148460565162}, {\"Age\": \"41\", \"condition_rate\": 0.20876421923474664}, {\"Age\": \"42\", \"condition_rate\": 0.20619457974272512}, {\"Age\": \"50\", \"condition_rate\": 0.20054287082867636}, {\"Age\": \"49\", \"condition_rate\": 0.19622071050642478}, {\"Age\": \"51\", \"condition_rate\": 0.18918005071851227}, {\"Age\": \"52\", \"condition_rate\": 0.18604651162790697}, {\"Age\": \"54\", \"condition_rate\": 0.185111066639984}, {\"Age\": \"32\", \"condition_rate\": 0.18087234893957582}, {\"Age\": \"53\", \"condition_rate\": 0.17538923278934535}, {\"Age\": \"57\", \"condition_rate\": 0.16835699797160245}, {\"Age\": \"56\", \"condition_rate\": 0.16613339896628107}, {\"Age\": \"55\", \"condition_rate\": 0.16373748609566185}, {\"Age\": \"31\", \"condition_rate\": 0.16037735849056603}, {\"Age\": \"58\", \"condition_rate\": 0.15907901622187337}, {\"Age\": \"59\", \"condition_rate\": 0.14914222468179303}, {\"Age\": \"60\", \"condition_rate\": 0.13440860215053763}, {\"Age\": \"62\", \"condition_rate\": 0.1327319587628866}, {\"Age\": \"61\", \"condition_rate\": 0.12990122717749178}, {\"Age\": \"30\", \"condition_rate\": 0.12927452860338767}, {\"Age\": \"65\", \"condition_rate\": 0.11644571838050878}, {\"Age\": \"63\", \"condition_rate\": 0.11511024643320363}, {\"Age\": \"64\", \"condition_rate\": 0.11508771929824561}, {\"Age\": \"67\", \"condition_rate\": 0.10518292682926829}, {\"Age\": \"29\", \"condition_rate\": 0.1016287521873738}, {\"Age\": \"66\", \"condition_rate\": 0.09834862385321101}, {\"Age\": \"69\", \"condition_rate\": 0.091699604743083}, {\"Age\": \"68\", \"condition_rate\": 0.09016393442622951}, {\"Age\": \"71\", \"condition_rate\": 0.08386153096050707}, {\"Age\": \"72\", \"condition_rate\": 0.08304668304668304}, {\"Age\": \"70\", \"condition_rate\": 0.08216262239250745}, {\"Age\": \"73\", \"condition_rate\": 0.08207792207792208}, {\"Age\": \"74\", \"condition_rate\": 0.07860262008733625}, {\"Age\": \"76\", \"condition_rate\": 0.07736389684813753}, {\"Age\": \"81\", \"condition_rate\": 0.07142857142857142}, {\"Age\": \"28\", \"condition_rate\": 0.06875417873857811}, {\"Age\": \"75\", \"condition_rate\": 0.0660436137071651}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 117.22}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2c11a3a459f2f3474bed6fb040f80d0c0c0a7fa0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:38:52.856387+00:00", + "ended_at": "2026-05-26T00:39:08.151188+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_dd8a236b98e80c7f", + "problem_id": "v2p_m11_f926639550a4167f", + "dataset_id": "m11", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Age, condition_col=Response.", + "bindings": { + "group_col": "Age", + "condition_col": "Response", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 71.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=101" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_dd8a236b98e80c7f.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_dd8a236b98e80c7f", + "api_calls": 0, + "input_tokens": 25526, + "cached_input_tokens": 24960, + "output_tokens": 627, + "total_tokens": 26153, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2231, + "estimated_output_tokens": 105, + "estimated_total_tokens": 2336, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15165.94, + "sql_execution_elapsed_ms_total": 117.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7619b9f57d2182c7f26bb1dc633ee613dea2e4a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:39:08.031647+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15165.94, "started_at": "2026-05-26T00:38:52.862531+00:00", "ended_at": "2026-05-26T00:39:08.028641+00:00", "prompt_metrics": {"chars": 8023, "bytes_utf8": 8023, "lines": 243, "estimated_tokens": 2231}, "response_metrics": {"chars": 415, "bytes_utf8": 415, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 25526, "cached_input_tokens": 24960, "output_tokens": 627, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Age\\\",\\n AVG(CASE WHEN \\\"Response\\\" = '1' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Age\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the Grouped Condition Rate template with group_col=\\\"Age\\\" and condition_col=\\\"Response\\\". Compared \\\"Response\\\" to text literal '1' because the schema snapshot shows TEXT-typed values.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..80e9bff0747bbfed28026599056ad75f686fa666 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dd8a236b98e80c7f/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_dd8a236b98e80c7f", + "api_calls": 0, + "input_tokens": 25526, + "cached_input_tokens": 24960, + "output_tokens": 627, + "total_tokens": 26153, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2231, + "estimated_output_tokens": 105, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7867, "bytes_utf8": 7867, "lines": 240, "estimated_tokens": 2181}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 403, "bytes_utf8": 403, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 25476, "cached_input_tokens": 24960, "output_tokens": 626, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..77e4074d42e067c42dfbad362c83dc656bb19e54 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_ddea04e9bc06030d", + "api_calls": 0, + "input_tokens": 25476, + "cached_input_tokens": 24960, + "output_tokens": 626, + "total_tokens": 26102, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2181, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2285, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16864.25, + "sql_execution_elapsed_ms_total": 392.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e4c16ee758574f8e842c87456b86a34435c2820c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:39:08.157067+00:00", + "ended_at": "2026-05-26T00:39:25.021497+00:00", + "elapsed_ms": 16864.25, + "prompt_metrics": { + "chars": 7867, + "bytes_utf8": 7867, + "lines": 240, + "estimated_tokens": 2181 + }, + "stdout_metrics": { + "chars": 770, + "bytes_utf8": 770, + "lines": 4, + "estimated_tokens": 229 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 107 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 403, + "bytes_utf8": 403, + "lines": 1, + "estimated_tokens": 104 + }, + "usage": { + "input_tokens": 25476, + "cached_input_tokens": 24960, + "output_tokens": 626, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..66f0ea3d8179f83c3c6e6e9592d172ded331f17b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Region_Code, measure_col=Age.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Region_Code", + "measure_col": "Age", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..adc17acd2b62404b7b2f1e43af28a9f318ac1ea6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b8-98a6-74e3-9660-441d9f8e0e52"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Region_Code\\\",\\n AVG(CAST(\\\"Age\\\" AS REAL)) OVER (PARTITION BY \\\"Region_Code\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"Region_Code\\\" and measure_col=\\\"Age\\\". CAST(\\\"Age\\\" AS REAL) is used because the schema stores Age as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25476,"cached_input_tokens":24960,"output_tokens":626,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cf0466a00f186ae1760dac69ca7a276494b5dd5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Region_Code\",\n AVG(CAST(\"Age\" AS REAL)) OVER (PARTITION BY \"Region_Code\") AS \"avg_measure\"\nFROM \"m11\"\nORDER BY \"avg_measure\" DESC;","notes":"Applied the Window Partition Average template with group_col=\"Region_Code\" and measure_col=\"Age\". CAST(\"Age\" AS REAL) is used because the schema stores Age as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6cc1bda6d8701617fd50f212ac492c3877797848 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:39:24.324803Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61b8-98a6-74e3-9660-441d9f8e0e52.1779755948199227000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3cbfcc4e912e052c112ad585200d7ff2f9aeb9fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Region_Code, measure_col=Age. +Result preview: [{"Region_Code": "48.0", "avg_measure": 49.77333903012177}, {"Region_Code": "0.0", "avg_measure": 47.98466105888174}, {"Region_Code": "20.0", "avg_measure": 47.39793281653747}, {"Region_Code": "28.0", "avg_measure": 46.25685288728093}, {"Region_Code": "1.0", "avg_measure": 45.08134920634921}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..66195f81b23d830a6c768ecebafe1b84ee360b90 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_ddea04e9bc06030d +-- problem_id: v2p_m11_532fca62be8cd795 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Region_Code", + AVG(CAST("Age" AS REAL)) OVER (PARTITION BY "Region_Code") AS "avg_measure" +FROM "m11" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1beaaa58406af46b2c3959b8cb7d13e1c33c58f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Region_Code\",\n AVG(CAST(\"Age\" AS REAL)) OVER (PARTITION BY \"Region_Code\") AS \"avg_measure\"\nFROM \"m11\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Region_Code\\\",\\n AVG(CAST(\\\"Age\\\" AS REAL)) OVER (PARTITION BY \\\"Region_Code\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Region_Code\", \"avg_measure\"], \"rows\": [{\"Region_Code\": \"48.0\", \"avg_measure\": 49.77333903012177}, {\"Region_Code\": \"0.0\", \"avg_measure\": 47.98466105888174}, {\"Region_Code\": \"20.0\", \"avg_measure\": 47.39793281653747}, {\"Region_Code\": \"28.0\", \"avg_measure\": 46.25685288728093}, {\"Region_Code\": \"1.0\", \"avg_measure\": 45.08134920634921}, {\"Region_Code\": \"38.0\", \"avg_measure\": 44.86179664363277}, {\"Region_Code\": \"52.0\", \"avg_measure\": 44.57303370786517}, {\"Region_Code\": \"51.0\", \"avg_measure\": 44.16393442622951}, {\"Region_Code\": \"31.0\", \"avg_measure\": 43.821938775510205}, {\"Region_Code\": \"19.0\", \"avg_measure\": 42.58501628664495}, {\"Region_Code\": \"7.0\", \"avg_measure\": 40.66605672461116}, {\"Region_Code\": \"24.0\", \"avg_measure\": 40.33871635610766}, {\"Region_Code\": \"39.0\", \"avg_measure\": 39.80577088716623}, {\"Region_Code\": \"23.0\", \"avg_measure\": 38.671938775510206}, {\"Region_Code\": \"4.0\", \"avg_measure\": 38.65186007773459}, {\"Region_Code\": \"8.0\", \"avg_measure\": 38.57956725802167}, {\"Region_Code\": \"43.0\", \"avg_measure\": 38.500189465706704}, {\"Region_Code\": \"33.0\", \"avg_measure\": 37.80389338907761}, {\"Region_Code\": \"50.0\", \"avg_measure\": 37.78580493995899}, {\"Region_Code\": \"46.0\", \"avg_measure\": 37.15185579016659}, {\"Region_Code\": \"26.0\", \"avg_measure\": 37.05836876691148}, {\"Region_Code\": \"3.0\", \"avg_measure\": 36.838936331207435}, {\"Region_Code\": \"18.0\", \"avg_measure\": 36.81641762080341}, {\"Region_Code\": \"41.0\", \"avg_measure\": 36.45118545693479}, {\"Region_Code\": \"29.0\", \"avg_measure\": 36.183732489832806}, {\"Region_Code\": \"35.0\", \"avg_measure\": 36.135263612791704}, {\"Region_Code\": \"40.0\", \"avg_measure\": 35.908880308880306}, {\"Region_Code\": \"9.0\", \"avg_measure\": 35.33247339567881}, {\"Region_Code\": \"42.0\", \"avg_measure\": 35.04906937394247}, {\"Region_Code\": \"47.0\", \"avg_measure\": 34.89806347498655}, {\"Region_Code\": \"45.0\", \"avg_measure\": 34.653702051739515}, {\"Region_Code\": \"17.0\", \"avg_measure\": 34.47802827665266}, {\"Region_Code\": \"11.0\", \"avg_measure\": 34.37456672443674}, {\"Region_Code\": \"14.0\", \"avg_measure\": 33.993373236425825}, {\"Region_Code\": \"12.0\", \"avg_measure\": 33.87085678549093}, {\"Region_Code\": \"22.0\", \"avg_measure\": 33.491214667685256}, {\"Region_Code\": \"5.0\", \"avg_measure\": 33.24784988272088}, {\"Region_Code\": \"15.0\", \"avg_measure\": 32.60587616471295}, {\"Region_Code\": \"37.0\", \"avg_measure\": 32.496273404835485}, {\"Region_Code\": \"34.0\", \"avg_measure\": 32.45913461538461}, {\"Region_Code\": \"21.0\", \"avg_measure\": 31.980543834974213}, {\"Region_Code\": \"30.0\", \"avg_measure\": 31.778607169223196}, {\"Region_Code\": \"13.0\", \"avg_measure\": 31.48860257680872}, {\"Region_Code\": \"49.0\", \"avg_measure\": 31.445960698689955}, {\"Region_Code\": \"36.0\", \"avg_measure\": 31.31499374786859}, {\"Region_Code\": \"16.0\", \"avg_measure\": 30.951170901843547}, {\"Region_Code\": \"2.0\", \"avg_measure\": 30.826151560178307}, {\"Region_Code\": \"25.0\", \"avg_measure\": 30.66719936076708}, {\"Region_Code\": \"27.0\", \"avg_measure\": 30.293304994686505}, {\"Region_Code\": \"44.0\", \"avg_measure\": 30.26608910891089}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 392.5}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..80001e28ec283a91975a93633c6bc4c837535159 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:39:08.151575+00:00", + "ended_at": "2026-05-26T00:39:25.424544+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_ddea04e9bc06030d", + "problem_id": "v2p_m11_532fca62be8cd795", + "dataset_id": "m11", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Region_Code, measure_col=Age.", + "bindings": { + "group_col": "Region_Code", + "measure_col": "Age", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=133" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_ddea04e9bc06030d.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_ddea04e9bc06030d", + "api_calls": 0, + "input_tokens": 25476, + "cached_input_tokens": 24960, + "output_tokens": 626, + "total_tokens": 26102, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2181, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2285, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16864.25, + "sql_execution_elapsed_ms_total": 392.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a24d9edc29f88ac9fdf15daa93726bcc11dfe430 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:39:25.023995+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16864.25, "started_at": "2026-05-26T00:39:08.157067+00:00", "ended_at": "2026-05-26T00:39:25.021497+00:00", "prompt_metrics": {"chars": 7867, "bytes_utf8": 7867, "lines": 240, "estimated_tokens": 2181}, "response_metrics": {"chars": 403, "bytes_utf8": 403, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 25476, "cached_input_tokens": 24960, "output_tokens": 626, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:39:24.324803Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61b8-98a6-74e3-9660-441d9f8e0e52.1779755948199227000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Region_Code\\\",\\n AVG(CAST(\\\"Age\\\" AS REAL)) OVER (PARTITION BY \\\"Region_Code\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"Region_Code\\\" and measure_col=\\\"Age\\\". CAST(\\\"Age\\\" AS REAL) is used because the schema stores Age as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5fa32e327c2bccb67bc3c5e7087cc23b90230e94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_ddea04e9bc06030d", + "api_calls": 0, + "input_tokens": 25476, + "cached_input_tokens": 24960, + "output_tokens": 626, + "total_tokens": 26102, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2181, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2285, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16864.25, + "sql_execution_elapsed_ms_total": 392.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ddea04e9bc06030d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3f563254b4350220c64190dbfeee0405064f153b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8103, "bytes_utf8": 8103, "lines": 244, "estimated_tokens": 2264}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 390, "bytes_utf8": 390, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 25559, "cached_input_tokens": 24960, "output_tokens": 623, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7f6b3c295cf44beac6525cc6324295e7866d9a39 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_dfdd2db41f2802ed", + "api_calls": 0, + "input_tokens": 25559, + "cached_input_tokens": 24960, + "output_tokens": 623, + "total_tokens": 26182, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2264, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2365, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16551.23, + "sql_execution_elapsed_ms_total": 114.27, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e1498336d4b67c883b76c3f77a2f1e00a9907a9f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:39:25.430397+00:00", + "ended_at": "2026-05-26T00:39:41.981809+00:00", + "elapsed_ms": 16551.23, + "prompt_metrics": { + "chars": 8103, + "bytes_utf8": 8103, + "lines": 244, + "estimated_tokens": 2264 + }, + "stdout_metrics": { + "chars": 761, + "bytes_utf8": 761, + "lines": 4, + "estimated_tokens": 222 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 390, + "bytes_utf8": 390, + "lines": 1, + "estimated_tokens": 101 + }, + "usage": { + "input_tokens": 25559, + "cached_input_tokens": 24960, + "output_tokens": 623, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb40d535a66486f69b623c4f50803eb56536f98b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,244 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Gender, group_col_2=Vehicle_Age.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Gender", + "group_col_2": "Vehicle_Age", + "predicate_col": "Gender", + "predicate_op": "=", + "predicate_value": "Female", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..724f9dc23a6e473c92e621c3f3ef1788793bdd9c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b8-dc23-7551-bbd7-4a21bf4d4c74"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Gender\\\", \\\"Vehicle_Age\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nWHERE \\\"Gender\\\" = 'Female'\\nGROUP BY \\\"Gender\\\", \\\"Vehicle_Age\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with \\\"Gender\\\" and \\\"Vehicle_Age\\\", filtered to female rows as bound in the instance.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25559,"cached_input_tokens":24960,"output_tokens":623,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ee75b8a30cd87a38a0bd13f9029e6d5424aeef4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Gender\", \"Vehicle_Age\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nWHERE \"Gender\" = 'Female'\nGROUP BY \"Gender\", \"Vehicle_Age\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned filtered two-dimensional group count template with \"Gender\" and \"Vehicle_Age\", filtered to female rows as bound in the instance."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..98d9d7b0c6b7adcc29ad2c06e7d6da614c117d93 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Gender, group_col_2=Vehicle_Age. +Result preview: [{"Gender": "Female", "Vehicle_Age": "< 1 Year", "row_count": 91321}, {"Gender": "Female", "Vehicle_Age": "1-2 Year", "row_count": 77992}, {"Gender": "Female", "Vehicle_Age": "> 2 Years", "row_count": 5707}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c26325dd4061903141edb97fabd312053ec3695b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m11_dfdd2db41f2802ed +-- problem_id: v2p_m11_a59d5cacd0356a26 +-- realization_mode: agent +-- source_kind: agent +SELECT "Gender", "Vehicle_Age", COUNT(*) AS "row_count" +FROM "m11" +WHERE "Gender" = 'Female' +GROUP BY "Gender", "Vehicle_Age" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7d0d3a95942081f17d115ed48edc0544e0b91774 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Gender\", \"Vehicle_Age\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nWHERE \"Gender\" = 'Female'\nGROUP BY \"Gender\", \"Vehicle_Age\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Gender\\\", \\\"Vehicle_Age\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nWHERE \\\"Gender\\\" = 'Female'\\nGROUP BY \\\"Gender\\\", \\\"Vehicle_Age\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Gender\", \"Vehicle_Age\", \"row_count\"], \"rows\": [{\"Gender\": \"Female\", \"Vehicle_Age\": \"< 1 Year\", \"row_count\": 91321}, {\"Gender\": \"Female\", \"Vehicle_Age\": \"1-2 Year\", \"row_count\": 77992}, {\"Gender\": \"Female\", \"Vehicle_Age\": \"> 2 Years\", \"row_count\": 5707}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 114.27}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d5101ec26b17403eb0faa882337f5c795ad7855d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:39:25.425018+00:00", + "ended_at": "2026-05-26T00:39:42.099720+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_dfdd2db41f2802ed", + "problem_id": "v2p_m11_a59d5cacd0356a26", + "dataset_id": "m11", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Gender, group_col_2=Vehicle_Age.", + "bindings": { + "group_col": "Gender", + "group_col_2": "Vehicle_Age", + "predicate_col": "Gender", + "predicate_op": "=", + "predicate_value": "Female", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=49" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_dfdd2db41f2802ed.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_dfdd2db41f2802ed", + "api_calls": 0, + "input_tokens": 25559, + "cached_input_tokens": 24960, + "output_tokens": 623, + "total_tokens": 26182, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2264, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2365, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16551.23, + "sql_execution_elapsed_ms_total": 114.27, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..00aec206df6a5f9f07c5499222c316770cbc28f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:39:41.983996+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16551.23, "started_at": "2026-05-26T00:39:25.430397+00:00", "ended_at": "2026-05-26T00:39:41.981809+00:00", "prompt_metrics": {"chars": 8103, "bytes_utf8": 8103, "lines": 244, "estimated_tokens": 2264}, "response_metrics": {"chars": 390, "bytes_utf8": 390, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 25559, "cached_input_tokens": 24960, "output_tokens": 623, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Gender\\\", \\\"Vehicle_Age\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nWHERE \\\"Gender\\\" = 'Female'\\nGROUP BY \\\"Gender\\\", \\\"Vehicle_Age\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with \\\"Gender\\\" and \\\"Vehicle_Age\\\", filtered to female rows as bound in the instance.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ad55bf0d0219a790da3ead276139c19a5a47e577 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_dfdd2db41f2802ed", + "api_calls": 0, + "input_tokens": 25559, + "cached_input_tokens": 24960, + "output_tokens": 623, + "total_tokens": 26182, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2264, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2365, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16551.23, + "sql_execution_elapsed_ms_total": 114.27, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_dfdd2db41f2802ed/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e28c811e1c694964b5479169ec3a8ae286ac6c01 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7882, "bytes_utf8": 7882, "lines": 240, "estimated_tokens": 2185}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 454, "bytes_utf8": 454, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 25480, "cached_input_tokens": 3456, "output_tokens": 632, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3a08c6891c1ac15b20b66a299aa094b21bc36f9a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_e2e96a75bc6a97e5", + "api_calls": 0, + "input_tokens": 25480, + "cached_input_tokens": 3456, + "output_tokens": 632, + "total_tokens": 26112, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2185, + "estimated_output_tokens": 110, + "estimated_total_tokens": 2295, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15009.85, + "sql_execution_elapsed_ms_total": 354.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0ec5ebb21f01882e4c7d34702c48d2c3d7b7e87c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:39:42.106143+00:00", + "ended_at": "2026-05-26T00:39:57.116168+00:00", + "elapsed_ms": 15009.85, + "prompt_metrics": { + "chars": 7882, + "bytes_utf8": 7882, + "lines": 240, + "estimated_tokens": 2185 + }, + "stdout_metrics": { + "chars": 816, + "bytes_utf8": 816, + "lines": 4, + "estimated_tokens": 228 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 454, + "bytes_utf8": 454, + "lines": 1, + "estimated_tokens": 110 + }, + "usage": { + "input_tokens": 25480, + "cached_input_tokens": 3456, + "output_tokens": 632, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f4c0280651b4dba86557df1fcef664fbfe863546 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Driving_License, measure_col=id.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Driving_License", + "measure_col": "id", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..68ed53543c71f38bd88b00463696d77707a8dd5c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b9-1d81-7e53-b162-8f975a656b4f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Driving_License\\\",\\n AVG(CAST(\\\"id\\\" AS REAL)) OVER (PARTITION BY \\\"Driving_License\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the requested Window Partition Average template with \\\"Driving_License\\\" as the grouping column. \\\"id\\\" was cast to REAL because the schema snapshot stores it as TEXT, but its sample values are numeric strings.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25480,"cached_input_tokens":3456,"output_tokens":632,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c14b7f9976ef74a9a0d85c3d667c751afa64f81a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Driving_License\",\n AVG(CAST(\"id\" AS REAL)) OVER (PARTITION BY \"Driving_License\") AS \"avg_measure\"\nFROM \"m11\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the requested Window Partition Average template with \"Driving_License\" as the grouping column. \"id\" was cast to REAL because the schema snapshot stores it as TEXT, but its sample values are numeric strings."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..cdae764a5de58867f2984ce61761851458c99720 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Driving_License, measure_col=id. +Result preview: [{"Driving_License": "0", "avg_measure": 191896.69827586206}, {"Driving_License": "1", "avg_measure": 190552.13524166637}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e4c5f1ff7ff720dd91aef61287b7bd5358e00af3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_e2e96a75bc6a97e5 +-- problem_id: v2p_m11_41813ec8f31d99b8 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Driving_License", + AVG(CAST("id" AS REAL)) OVER (PARTITION BY "Driving_License") AS "avg_measure" +FROM "m11" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c8403839d428917645edcb3c1383a13984a37d25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Driving_License\",\n AVG(CAST(\"id\" AS REAL)) OVER (PARTITION BY \"Driving_License\") AS \"avg_measure\"\nFROM \"m11\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Driving_License\\\",\\n AVG(CAST(\\\"id\\\" AS REAL)) OVER (PARTITION BY \\\"Driving_License\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Driving_License\", \"avg_measure\"], \"rows\": [{\"Driving_License\": \"0\", \"avg_measure\": 191896.69827586206}, {\"Driving_License\": \"1\", \"avg_measure\": 190552.13524166637}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 354.99}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7e024af80dda1555143016299fcdcdd66aff3584 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:39:42.100137+00:00", + "ended_at": "2026-05-26T00:39:57.474913+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_e2e96a75bc6a97e5", + "problem_id": "v2p_m11_41813ec8f31d99b8", + "dataset_id": "m11", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Driving_License, measure_col=id.", + "bindings": { + "group_col": "Driving_License", + "measure_col": "id", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_e2e96a75bc6a97e5.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_e2e96a75bc6a97e5", + "api_calls": 0, + "input_tokens": 25480, + "cached_input_tokens": 3456, + "output_tokens": 632, + "total_tokens": 26112, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2185, + "estimated_output_tokens": 110, + "estimated_total_tokens": 2295, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15009.85, + "sql_execution_elapsed_ms_total": 354.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..85aa3dd779c6ab5aa59911e3071943e0cbc5274a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:39:57.118418+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15009.85, "started_at": "2026-05-26T00:39:42.106143+00:00", "ended_at": "2026-05-26T00:39:57.116168+00:00", "prompt_metrics": {"chars": 7882, "bytes_utf8": 7882, "lines": 240, "estimated_tokens": 2185}, "response_metrics": {"chars": 454, "bytes_utf8": 454, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 25480, "cached_input_tokens": 3456, "output_tokens": 632, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Driving_License\\\",\\n AVG(CAST(\\\"id\\\" AS REAL)) OVER (PARTITION BY \\\"Driving_License\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the requested Window Partition Average template with \\\"Driving_License\\\" as the grouping column. \\\"id\\\" was cast to REAL because the schema snapshot stores it as TEXT, but its sample values are numeric strings.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..54df79747a4ab814a9dfea495398e73b30a855c8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_e2e96a75bc6a97e5", + "api_calls": 0, + "input_tokens": 25480, + "cached_input_tokens": 3456, + "output_tokens": 632, + "total_tokens": 26112, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2185, + "estimated_output_tokens": 110, + "estimated_total_tokens": 2295, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15009.85, + "sql_execution_elapsed_ms_total": 354.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e2e96a75bc6a97e5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6f206aa41c00a3dc03867713f5f4820d92b97442 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7913, "bytes_utf8": 7913, "lines": 240, "estimated_tokens": 2191}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 458, "bytes_utf8": 458, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 25486, "cached_input_tokens": 24960, "output_tokens": 503, "reasoning_output_tokens": 387}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..15a202bbe1ee86f63e4f38344db854308bc38d47 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_e4b71e94b870829c", + "api_calls": 0, + "input_tokens": 25486, + "cached_input_tokens": 24960, + "output_tokens": 503, + "total_tokens": 25989, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2191, + "estimated_output_tokens": 110, + "estimated_total_tokens": 2301, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13393.32, + "sql_execution_elapsed_ms_total": 404.33, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..31e31539435f582997b0125a5a8886dcd256812a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:39:57.481689+00:00", + "ended_at": "2026-05-26T00:40:10.875159+00:00", + "elapsed_ms": 13393.32, + "prompt_metrics": { + "chars": 7913, + "bytes_utf8": 7913, + "lines": 240, + "estimated_tokens": 2191 + }, + "stdout_metrics": { + "chars": 821, + "bytes_utf8": 821, + "lines": 4, + "estimated_tokens": 227 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 458, + "bytes_utf8": 458, + "lines": 1, + "estimated_tokens": 110 + }, + "usage": { + "input_tokens": 25486, + "cached_input_tokens": 24960, + "output_tokens": 503, + "reasoning_output_tokens": 387 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2ac3e7e03517398673a05e3b4d01ce928a0d867c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Vehicle_Damage, measure_col=Policy_Sales_Channel.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Vehicle_Damage", + "measure_col": "Policy_Sales_Channel", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 152.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3d407296a29e09192d0b23e8c7aba582098d4b2b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b9-5957-78e3-aa87-d2ec959dca68"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Vehicle_Damage\\\",\\n AVG(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) OVER (PARTITION BY \\\"Vehicle_Damage\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested Window Partition Average template with group_col=\\\"Vehicle_Damage\\\" and measure_col=\\\"Policy_Sales_Channel\\\". CAST to REAL is included because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25486,"cached_input_tokens":24960,"output_tokens":503,"reasoning_output_tokens":387}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..621b266b5d8844970a8254f69fce0e4fd869bd5c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Vehicle_Damage\",\n AVG(CAST(\"Policy_Sales_Channel\" AS REAL)) OVER (PARTITION BY \"Vehicle_Damage\") AS \"avg_measure\"\nFROM \"m11\"\nORDER BY \"avg_measure\" DESC;","notes":"Uses the requested Window Partition Average template with group_col=\"Vehicle_Damage\" and measure_col=\"Policy_Sales_Channel\". CAST to REAL is included because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..796ca16d9917c2e0eebf09bb29c90e334229bd6f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:40:10.294931Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61b9-5957-78e3-aa87-d2ec959dca68.1779755997528331000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..681a63e0fb2542037249471086bcb23c71a4d452 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Vehicle_Damage, measure_col=Policy_Sales_Channel. +Result preview: [{"Vehicle_Damage": "No", "avg_measure": 124.31560287446474}, {"Vehicle_Damage": "Yes", "avg_measure": 99.99023454756176}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2d316d298d288d6aa893d010597405ee6c4b74e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_e4b71e94b870829c +-- problem_id: v2p_m11_f4e03697ffef9590 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Vehicle_Damage", + AVG(CAST("Policy_Sales_Channel" AS REAL)) OVER (PARTITION BY "Vehicle_Damage") AS "avg_measure" +FROM "m11" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..368dfba80f7ea4257e8ed1a501c2ead3c8660cca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Vehicle_Damage\",\n AVG(CAST(\"Policy_Sales_Channel\" AS REAL)) OVER (PARTITION BY \"Vehicle_Damage\") AS \"avg_measure\"\nFROM \"m11\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Vehicle_Damage\\\",\\n AVG(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) OVER (PARTITION BY \\\"Vehicle_Damage\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Vehicle_Damage\", \"avg_measure\"], \"rows\": [{\"Vehicle_Damage\": \"No\", \"avg_measure\": 124.31560287446474}, {\"Vehicle_Damage\": \"Yes\", \"avg_measure\": 99.99023454756176}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 404.33}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1097f761d6fae2fcbf19f8550bfc62dc900d2bf9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:39:57.475316+00:00", + "ended_at": "2026-05-26T00:40:11.283643+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_e4b71e94b870829c", + "problem_id": "v2p_m11_f4e03697ffef9590", + "dataset_id": "m11", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Vehicle_Damage, measure_col=Policy_Sales_Channel.", + "bindings": { + "group_col": "Vehicle_Damage", + "measure_col": "Policy_Sales_Channel", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 152.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=136" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_e4b71e94b870829c.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_e4b71e94b870829c", + "api_calls": 0, + "input_tokens": 25486, + "cached_input_tokens": 24960, + "output_tokens": 503, + "total_tokens": 25989, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2191, + "estimated_output_tokens": 110, + "estimated_total_tokens": 2301, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13393.32, + "sql_execution_elapsed_ms_total": 404.33, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b647d7789f2d4161612f2bd31285c0e58006ad4c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:40:10.877447+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13393.32, "started_at": "2026-05-26T00:39:57.481689+00:00", "ended_at": "2026-05-26T00:40:10.875159+00:00", "prompt_metrics": {"chars": 7913, "bytes_utf8": 7913, "lines": 240, "estimated_tokens": 2191}, "response_metrics": {"chars": 458, "bytes_utf8": 458, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 25486, "cached_input_tokens": 24960, "output_tokens": 503, "reasoning_output_tokens": 387}, "stderr_preview": "2026-05-26T00:40:10.294931Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61b9-5957-78e3-aa87-d2ec959dca68.1779755997528331000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Vehicle_Damage\\\",\\n AVG(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) OVER (PARTITION BY \\\"Vehicle_Damage\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested Window Partition Average template with group_col=\\\"Vehicle_Damage\\\" and measure_col=\\\"Policy_Sales_Channel\\\". CAST to REAL is included because the schema stores numeric values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9587eaa954d6184a29078b1a97ff6ef6083551f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_e4b71e94b870829c", + "api_calls": 0, + "input_tokens": 25486, + "cached_input_tokens": 24960, + "output_tokens": 503, + "total_tokens": 25989, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2191, + "estimated_output_tokens": 110, + "estimated_total_tokens": 2301, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13393.32, + "sql_execution_elapsed_ms_total": 404.33, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e4b71e94b870829c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9dfe1c4b9e0677cecfd552ae15d432da960666ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7723, "bytes_utf8": 7723, "lines": 238, "estimated_tokens": 2150}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 295, "bytes_utf8": 295, "lines": 1, "estimated_tokens": 73}, "usage": {"input_tokens": 25445, "cached_input_tokens": 24960, "output_tokens": 552, "reasoning_output_tokens": 473}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..97f2fd0ee650b750f96a541d1fe6fb604fa3b680 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_e55ca57880c87c16", + "api_calls": 0, + "input_tokens": 25445, + "cached_input_tokens": 24960, + "output_tokens": 552, + "total_tokens": 25997, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2150, + "estimated_output_tokens": 73, + "estimated_total_tokens": 2223, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14656.75, + "sql_execution_elapsed_ms_total": 95.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..44f8e414e7ec804289323099452d5b7ffb20672a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:40:11.289990+00:00", + "ended_at": "2026-05-26T00:40:25.946895+00:00", + "elapsed_ms": 14656.75, + "prompt_metrics": { + "chars": 7723, + "bytes_utf8": 7723, + "lines": 238, + "estimated_tokens": 2150 + }, + "stdout_metrics": { + "chars": 649, + "bytes_utf8": 649, + "lines": 4, + "estimated_tokens": 182 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 295, + "bytes_utf8": 295, + "lines": 1, + "estimated_tokens": 73 + }, + "usage": { + "input_tokens": 25445, + "cached_input_tokens": 24960, + "output_tokens": 552, + "reasoning_output_tokens": 473 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a8943f29bd53af253c795c7f58f7b4b5bb180b32 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,238 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Policy_Sales_Channel.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Policy_Sales_Channel", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 71.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..86b24d8f6d264f20ff94027b71f4efb40273a1d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b9-8f43-74d1-a460-a10fddd36671"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Policy_Sales_Channel\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template with \\\"Policy_Sales_Channel\\\" as the grouping column.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25445,"cached_input_tokens":24960,"output_tokens":552,"reasoning_output_tokens":473}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ad2409db9ac9e2bc6c0dca62188ac759fa240d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"Policy_Sales_Channel\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nGROUP BY \"Policy_Sales_Channel\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned grouped-count template with \"Policy_Sales_Channel\" as the grouping column."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d45b4047a05e3150219c75cb43000cfda8a3bd58 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Policy_Sales_Channel. +Result preview: [{"Policy_Sales_Channel": "152.0", "row_count": 134784}, {"Policy_Sales_Channel": "26.0", "row_count": 79700}, {"Policy_Sales_Channel": "124.0", "row_count": 73995}, {"Policy_Sales_Channel": "160.0", "row_count": 21779}, {"Policy_Sales_Channel": "156.0", "row_count": 10661}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..bd286a295170aa9024ec583d91c4db925f890b77 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m11_e55ca57880c87c16 +-- problem_id: v2p_m11_b2591def7eba6e64 +-- realization_mode: agent +-- source_kind: agent +SELECT "Policy_Sales_Channel", COUNT(*) AS "row_count" +FROM "m11" +GROUP BY "Policy_Sales_Channel" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a8c7fdba9c69f0879460251f470dbfb264cedb7a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"Policy_Sales_Channel\", COUNT(*) AS \"row_count\"\nFROM \"m11\"\nGROUP BY \"Policy_Sales_Channel\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Policy_Sales_Channel\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Policy_Sales_Channel\", \"row_count\"], \"rows\": [{\"Policy_Sales_Channel\": \"152.0\", \"row_count\": 134784}, {\"Policy_Sales_Channel\": \"26.0\", \"row_count\": 79700}, {\"Policy_Sales_Channel\": \"124.0\", \"row_count\": 73995}, {\"Policy_Sales_Channel\": \"160.0\", \"row_count\": 21779}, {\"Policy_Sales_Channel\": \"156.0\", \"row_count\": 10661}, {\"Policy_Sales_Channel\": \"122.0\", \"row_count\": 9930}, {\"Policy_Sales_Channel\": \"157.0\", \"row_count\": 6684}, {\"Policy_Sales_Channel\": \"154.0\", \"row_count\": 5993}, {\"Policy_Sales_Channel\": \"151.0\", \"row_count\": 3885}, {\"Policy_Sales_Channel\": \"163.0\", \"row_count\": 2893}, {\"Policy_Sales_Channel\": \"13.0\", \"row_count\": 1865}, {\"Policy_Sales_Channel\": \"25.0\", \"row_count\": 1848}, {\"Policy_Sales_Channel\": \"7.0\", \"row_count\": 1598}, {\"Policy_Sales_Channel\": \"8.0\", \"row_count\": 1515}, {\"Policy_Sales_Channel\": \"30.0\", \"row_count\": 1410}, {\"Policy_Sales_Channel\": \"55.0\", \"row_count\": 1264}, {\"Policy_Sales_Channel\": \"155.0\", \"row_count\": 1234}, {\"Policy_Sales_Channel\": \"11.0\", \"row_count\": 1203}, {\"Policy_Sales_Channel\": \"1.0\", \"row_count\": 1074}, {\"Policy_Sales_Channel\": \"52.0\", \"row_count\": 1055}, {\"Policy_Sales_Channel\": \"125.0\", \"row_count\": 1026}, {\"Policy_Sales_Channel\": \"15.0\", \"row_count\": 888}, {\"Policy_Sales_Channel\": \"29.0\", \"row_count\": 843}, {\"Policy_Sales_Channel\": \"12.0\", \"row_count\": 783}, {\"Policy_Sales_Channel\": \"120.0\", \"row_count\": 769}, {\"Policy_Sales_Channel\": \"24.0\", \"row_count\": 750}, {\"Policy_Sales_Channel\": \"31.0\", \"row_count\": 631}, {\"Policy_Sales_Channel\": \"14.0\", \"row_count\": 622}, {\"Policy_Sales_Channel\": \"153.0\", \"row_count\": 607}, {\"Policy_Sales_Channel\": \"61.0\", \"row_count\": 579}, {\"Policy_Sales_Channel\": \"3.0\", \"row_count\": 523}, {\"Policy_Sales_Channel\": \"16.0\", \"row_count\": 523}, {\"Policy_Sales_Channel\": \"60.0\", \"row_count\": 517}, {\"Policy_Sales_Channel\": \"4.0\", \"row_count\": 509}, {\"Policy_Sales_Channel\": \"158.0\", \"row_count\": 492}, {\"Policy_Sales_Channel\": \"23.0\", \"row_count\": 422}, {\"Policy_Sales_Channel\": \"22.0\", \"row_count\": 332}, {\"Policy_Sales_Channel\": \"150.0\", \"row_count\": 312}, {\"Policy_Sales_Channel\": \"10.0\", \"row_count\": 264}, {\"Policy_Sales_Channel\": \"19.0\", \"row_count\": 222}, {\"Policy_Sales_Channel\": \"136.0\", \"row_count\": 185}, {\"Policy_Sales_Channel\": \"147.0\", \"row_count\": 184}, {\"Policy_Sales_Channel\": \"109.0\", \"row_count\": 175}, {\"Policy_Sales_Channel\": \"145.0\", \"row_count\": 174}, {\"Policy_Sales_Channel\": \"9.0\", \"row_count\": 169}, {\"Policy_Sales_Channel\": \"18.0\", \"row_count\": 167}, {\"Policy_Sales_Channel\": \"91.0\", \"row_count\": 158}, {\"Policy_Sales_Channel\": \"116.0\", \"row_count\": 154}, {\"Policy_Sales_Channel\": \"37.0\", \"row_count\": 152}, {\"Policy_Sales_Channel\": \"21.0\", \"row_count\": 148}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 95.79}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c9753b168c45ae7adbccc7fc4126b62aa77b9342 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:40:11.284057+00:00", + "ended_at": "2026-05-26T00:40:26.047049+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_e55ca57880c87c16", + "problem_id": "v2p_m11_b2591def7eba6e64", + "dataset_id": "m11", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Policy_Sales_Channel.", + "bindings": { + "group_col": "Policy_Sales_Channel", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 71.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=17" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_e55ca57880c87c16.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_e55ca57880c87c16", + "api_calls": 0, + "input_tokens": 25445, + "cached_input_tokens": 24960, + "output_tokens": 552, + "total_tokens": 25997, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2150, + "estimated_output_tokens": 73, + "estimated_total_tokens": 2223, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14656.75, + "sql_execution_elapsed_ms_total": 95.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a7022885276ea3a9e2c0eee7c2f9e3b10ea1ec22 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:40:25.949040+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14656.75, "started_at": "2026-05-26T00:40:11.289990+00:00", "ended_at": "2026-05-26T00:40:25.946895+00:00", "prompt_metrics": {"chars": 7723, "bytes_utf8": 7723, "lines": 238, "estimated_tokens": 2150}, "response_metrics": {"chars": 295, "bytes_utf8": 295, "lines": 1, "estimated_tokens": 73}, "usage": {"input_tokens": 25445, "cached_input_tokens": 24960, "output_tokens": 552, "reasoning_output_tokens": 473}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"Policy_Sales_Channel\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Policy_Sales_Channel\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template with \\\"Policy_Sales_Channel\\\" as the grouping column.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8db247986f5ce9b52be8946ec028da2217f65af9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_e55ca57880c87c16", + "api_calls": 0, + "input_tokens": 25445, + "cached_input_tokens": 24960, + "output_tokens": 552, + "total_tokens": 25997, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2150, + "estimated_output_tokens": 73, + "estimated_total_tokens": 2223, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14656.75, + "sql_execution_elapsed_ms_total": 95.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e55ca57880c87c16/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..af0b2a47f12ebc1a2eaac2427d649dc322f346b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8046, "bytes_utf8": 8046, "lines": 243, "estimated_tokens": 2236}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 422, "bytes_utf8": 422, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 25531, "cached_input_tokens": 24960, "output_tokens": 529, "reasoning_output_tokens": 412}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..219eede835b3063082855bf38ad85c6aecdcad76 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_e742588b07b3d91e", + "api_calls": 0, + "input_tokens": 25531, + "cached_input_tokens": 24960, + "output_tokens": 529, + "total_tokens": 26060, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2236, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2347, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15050.24, + "sql_execution_elapsed_ms_total": 109.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..31ff9996668ace87da2fb2cde4a0670c00055676 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:40:26.052975+00:00", + "ended_at": "2026-05-26T00:40:41.103404+00:00", + "elapsed_ms": 15050.24, + "prompt_metrics": { + "chars": 8046, + "bytes_utf8": 8046, + "lines": 243, + "estimated_tokens": 2236 + }, + "stdout_metrics": { + "chars": 785, + "bytes_utf8": 785, + "lines": 4, + "estimated_tokens": 228 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 422, + "bytes_utf8": 422, + "lines": 1, + "estimated_tokens": 111 + }, + "usage": { + "input_tokens": 25531, + "cached_input_tokens": 24960, + "output_tokens": 529, + "reasoning_output_tokens": 412 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..491bbb02588dd9213a1ebfc8e6d78ab02f1d37b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Region_Code, condition_col=Driving_License.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Region_Code", + "condition_col": "Driving_License", + "condition_value": "1", + "positive_value": "1", + "negative_value": "0", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8abecb1bb7160db88ee17e7e3b194909b5257fc1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b9-c8eb-7b13-84ac-9f06100fc5d2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Region_Code\\\",\\n AVG(CASE WHEN \\\"Driving_License\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Region_Code\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template with \\\"Region_Code\\\" as the group and computes, for each region, the proportion of rows where \\\"Driving_License\\\" equals '1'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25531,"cached_input_tokens":24960,"output_tokens":529,"reasoning_output_tokens":412}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1553a36f22c508f76245788c03f49d12c4e2be06 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Region_Code\",\n AVG(CASE WHEN \"Driving_License\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Region_Code\"\nORDER BY \"condition_rate\" DESC;","notes":"Applies the Grouped Condition Rate template with \"Region_Code\" as the group and computes, for each region, the proportion of rows where \"Driving_License\" equals '1'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..939cd3e1a9457caec565b9a79b8eca3130d37c41 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Region_Code, condition_col=Driving_License. +Result preview: [{"Region_Code": "52.0", "condition_rate": 1.0}, {"Region_Code": "51.0", "condition_rate": 1.0}, {"Region_Code": "42.0", "condition_rate": 1.0}, {"Region_Code": "25.0", "condition_rate": 0.9996004794246903}, {"Region_Code": "30.0", "condition_rate": 0.9995898613731441}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..64bc2d25c367cd3a4a30c521225d61458be9e06f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_e742588b07b3d91e +-- problem_id: v2p_m11_f96478c74fba807f +-- realization_mode: agent +-- source_kind: agent +SELECT "Region_Code", + AVG(CASE WHEN "Driving_License" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Region_Code" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6f90d57d46711b504a9037b5a5c9aaa54ed2fe86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Region_Code\",\n AVG(CASE WHEN \"Driving_License\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Region_Code\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Region_Code\\\",\\n AVG(CASE WHEN \\\"Driving_License\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Region_Code\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Region_Code\", \"condition_rate\"], \"rows\": [{\"Region_Code\": \"52.0\", \"condition_rate\": 1.0}, {\"Region_Code\": \"51.0\", \"condition_rate\": 1.0}, {\"Region_Code\": \"42.0\", \"condition_rate\": 1.0}, {\"Region_Code\": \"25.0\", \"condition_rate\": 0.9996004794246903}, {\"Region_Code\": \"30.0\", \"condition_rate\": 0.9995898613731441}, {\"Region_Code\": \"21.0\", \"condition_rate\": 0.9995311767463666}, {\"Region_Code\": \"23.0\", \"condition_rate\": 0.9994897959183674}, {\"Region_Code\": \"34.0\", \"condition_rate\": 0.9993990384615384}, {\"Region_Code\": \"19.0\", \"condition_rate\": 0.9993485342019544}, {\"Region_Code\": \"32.0\", \"condition_rate\": 0.9992823824901328}, {\"Region_Code\": \"43.0\", \"condition_rate\": 0.9992421371731717}, {\"Region_Code\": \"5.0\", \"condition_rate\": 0.9992181391712275}, {\"Region_Code\": \"6.0\", \"condition_rate\": 0.9992038216560509}, {\"Region_Code\": \"45.0\", \"condition_rate\": 0.9991079393398751}, {\"Region_Code\": \"11.0\", \"condition_rate\": 0.999025129982669}, {\"Region_Code\": \"2.0\", \"condition_rate\": 0.9990094105993066}, {\"Region_Code\": \"16.0\", \"condition_rate\": 0.9990034877927254}, {\"Region_Code\": \"37.0\", \"condition_rate\": 0.9989092892201418}, {\"Region_Code\": \"36.0\", \"condition_rate\": 0.99886324883483}, {\"Region_Code\": \"10.0\", \"condition_rate\": 0.998856881572931}, {\"Region_Code\": \"44.0\", \"condition_rate\": 0.9987623762376238}, {\"Region_Code\": \"13.0\", \"condition_rate\": 0.9987611496531219}, {\"Region_Code\": \"12.0\", \"condition_rate\": 0.9987492182614134}, {\"Region_Code\": \"50.0\", \"condition_rate\": 0.9986332129259006}, {\"Region_Code\": \"38.0\", \"condition_rate\": 0.9985192497532083}, {\"Region_Code\": \"46.0\", \"condition_rate\": 0.998480935743582}, {\"Region_Code\": \"22.0\", \"condition_rate\": 0.998472116119175}, {\"Region_Code\": \"17.0\", \"condition_rate\": 0.9984715322888804}, {\"Region_Code\": \"40.0\", \"condition_rate\": 0.9984555984555985}, {\"Region_Code\": \"26.0\", \"condition_rate\": 0.9984538074990337}, {\"Region_Code\": \"18.0\", \"condition_rate\": 0.9984475063070056}, {\"Region_Code\": \"35.0\", \"condition_rate\": 0.9984154422356669}, {\"Region_Code\": \"3.0\", \"condition_rate\": 0.9983785536698735}, {\"Region_Code\": \"49.0\", \"condition_rate\": 0.9983624454148472}, {\"Region_Code\": \"15.0\", \"condition_rate\": 0.9983468590321611}, {\"Region_Code\": \"41.0\", \"condition_rate\": 0.9982478234682144}, {\"Region_Code\": \"33.0\", \"condition_rate\": 0.9981708910373661}, {\"Region_Code\": \"47.0\", \"condition_rate\": 0.9981172673480366}, {\"Region_Code\": \"14.0\", \"condition_rate\": 0.9980761008978196}, {\"Region_Code\": \"1.0\", \"condition_rate\": 0.998015873015873}, {\"Region_Code\": \"20.0\", \"condition_rate\": 0.9979328165374677}, {\"Region_Code\": \"7.0\", \"condition_rate\": 0.9978652028057334}, {\"Region_Code\": \"29.0\", \"condition_rate\": 0.9978309986443742}, {\"Region_Code\": \"8.0\", \"condition_rate\": 0.9977861085692358}, {\"Region_Code\": \"9.0\", \"condition_rate\": 0.9977426636568849}, {\"Region_Code\": \"4.0\", \"condition_rate\": 0.997223764575236}, {\"Region_Code\": \"39.0\", \"condition_rate\": 0.9972006890611542}, {\"Region_Code\": \"27.0\", \"condition_rate\": 0.9971661353170386}, {\"Region_Code\": \"28.0\", \"condition_rate\": 0.9966827984776582}, {\"Region_Code\": \"0.0\", \"condition_rate\": 0.9965363681345868}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 109.91}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..32a161093098632c3b41ad258933f35143522052 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:40:26.047432+00:00", + "ended_at": "2026-05-26T00:40:41.219020+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_e742588b07b3d91e", + "problem_id": "v2p_m11_f96478c74fba807f", + "dataset_id": "m11", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Region_Code, condition_col=Driving_License.", + "bindings": { + "group_col": "Region_Code", + "condition_col": "Driving_License", + "condition_value": "1", + "positive_value": "1", + "negative_value": "0", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 49.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=103" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_e742588b07b3d91e.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_e742588b07b3d91e", + "api_calls": 0, + "input_tokens": 25531, + "cached_input_tokens": 24960, + "output_tokens": 529, + "total_tokens": 26060, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2236, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2347, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15050.24, + "sql_execution_elapsed_ms_total": 109.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..18330e3f6416d99fc97ffb7ff429a8faa477dc98 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:40:41.106312+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15050.24, "started_at": "2026-05-26T00:40:26.052975+00:00", "ended_at": "2026-05-26T00:40:41.103404+00:00", "prompt_metrics": {"chars": 8046, "bytes_utf8": 8046, "lines": 243, "estimated_tokens": 2236}, "response_metrics": {"chars": 422, "bytes_utf8": 422, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 25531, "cached_input_tokens": 24960, "output_tokens": 529, "reasoning_output_tokens": 412}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Region_Code\\\",\\n AVG(CASE WHEN \\\"Driving_License\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Region_Code\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template with \\\"Region_Code\\\" as the group and computes, for each region, the proportion of rows where \\\"Driving_License\\\" equals '1'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a0382ac218e4fc36abce39bef844b5c5ed1f2262 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_e742588b07b3d91e", + "api_calls": 0, + "input_tokens": 25531, + "cached_input_tokens": 24960, + "output_tokens": 529, + "total_tokens": 26060, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2236, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2347, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15050.24, + "sql_execution_elapsed_ms_total": 109.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_e742588b07b3d91e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..278eae69ff3af950f336c76e1da5a2b644a94b20 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8222, "bytes_utf8": 8222, "lines": 242, "estimated_tokens": 2293}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 697, "bytes_utf8": 697, "lines": 1, "estimated_tokens": 185}, "usage": {"input_tokens": 25588, "cached_input_tokens": 22912, "output_tokens": 2344, "reasoning_output_tokens": 2153}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..68ed8572525190f156d8528bab9af062c7d6a9a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_ead127f62eb00933", + "api_calls": 0, + "input_tokens": 25588, + "cached_input_tokens": 22912, + "output_tokens": 2344, + "total_tokens": 27932, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2293, + "estimated_output_tokens": 185, + "estimated_total_tokens": 2478, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 47192.03, + "sql_execution_elapsed_ms_total": 180.74, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f021dc2403374ea75a0e6efb19554379d65992f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:40:41.225232+00:00", + "ended_at": "2026-05-26T00:41:28.411087+00:00", + "elapsed_ms": 47192.03, + "prompt_metrics": { + "chars": 8222, + "bytes_utf8": 8222, + "lines": 242, + "estimated_tokens": 2293 + }, + "stdout_metrics": { + "chars": 1085, + "bytes_utf8": 1085, + "lines": 4, + "estimated_tokens": 316 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 697, + "bytes_utf8": 697, + "lines": 1, + "estimated_tokens": 185 + }, + "usage": { + "input_tokens": 25588, + "cached_input_tokens": 22912, + "output_tokens": 2344, + "reasoning_output_tokens": 2153 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..79c3054267d04a0002f7f825a0875f567386e9b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Vintage, measure_col=Policy_Sales_Channel.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Vintage", + "measure_col": "Policy_Sales_Channel", + "item_col": "Vintage", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 152.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..eef72d78af980099d1fbe6a881b8cd1d0e896f6d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ba-0430-7781-b345-c80e21243a4d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Vintage\\\" AS \\\"Vintage\\\",\\n \\\"Vintage\\\" AS \\\"Vintage_item\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL))) OVER (PARTITION BY \\\"Vintage\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vintage\\\", \\\"Vintage\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the requested template with both group_col and item_col bound to \\\"Vintage\\\". \\\"Policy_Sales_Channel\\\" is cast to REAL because it is stored as TEXT in the schema. Since item_col equals group_col, each within-group share will evaluate to 100%.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25588,"cached_input_tokens":22912,"output_tokens":2344,"reasoning_output_tokens":2153}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7b87893ad0723411ca57e39de5a194f7c71549ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Vintage\" AS \"Vintage\",\n \"Vintage\" AS \"Vintage_item\",\n SUM(CAST(\"Policy_Sales_Channel\" AS REAL)) AS total_measure,\n SUM(CAST(\"Policy_Sales_Channel\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Policy_Sales_Channel\" AS REAL))) OVER (PARTITION BY \"Vintage\") AS share_within_group\nFROM \"m11\"\nGROUP BY \"Vintage\", \"Vintage\"\nORDER BY share_within_group DESC;","notes":"Uses the requested template with both group_col and item_col bound to \"Vintage\". \"Policy_Sales_Channel\" is cast to REAL because it is stored as TEXT in the schema. Since item_col equals group_col, each within-group share will evaluate to 100%."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f8e77e3ef39bb696b74b00716ff314e72359e723 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Vintage, measure_col=Policy_Sales_Channel. +Result preview: [{"Vintage": "10", "Vintage_item": "10", "total_measure": 147800.0, "share_within_group": 100.0}, {"Vintage": "100", "Vintage_item": "100", "total_measure": 147199.0, "share_within_group": 100.0}, {"Vintage": "101", "Vintage_item": "101", "total_measure": 147231.0, "share_within_group": 100.0}, {"Vintage": "102", "Vintage_item": "102", "total_measure": 149088.0, "share_within_group": 100.0}, {"Vintage": "103", "Vintage_item": "103", "total_measure": 153092.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2ad5e7173aba1e854daa851098084f6a6775e74b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_ead127f62eb00933 +-- problem_id: v2p_m11_bf5d185b5b8f30a2 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Vintage" AS "Vintage", + "Vintage" AS "Vintage_item", + SUM(CAST("Policy_Sales_Channel" AS REAL)) AS total_measure, + SUM(CAST("Policy_Sales_Channel" AS REAL)) * 100.0 / SUM(SUM(CAST("Policy_Sales_Channel" AS REAL))) OVER (PARTITION BY "Vintage") AS share_within_group +FROM "m11" +GROUP BY "Vintage", "Vintage" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6cac9cc9a9e30086f1fa4ad2d68cc46f11c259c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Vintage\" AS \"Vintage\",\n \"Vintage\" AS \"Vintage_item\",\n SUM(CAST(\"Policy_Sales_Channel\" AS REAL)) AS total_measure,\n SUM(CAST(\"Policy_Sales_Channel\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Policy_Sales_Channel\" AS REAL))) OVER (PARTITION BY \"Vintage\") AS share_within_group\nFROM \"m11\"\nGROUP BY \"Vintage\", \"Vintage\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Vintage\\\" AS \\\"Vintage\\\",\\n \\\"Vintage\\\" AS \\\"Vintage_item\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL))) OVER (PARTITION BY \\\"Vintage\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vintage\\\", \\\"Vintage\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"Vintage\", \"Vintage_item\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Vintage\": \"10\", \"Vintage_item\": \"10\", \"total_measure\": 147800.0, \"share_within_group\": 100.0}, {\"Vintage\": \"100\", \"Vintage_item\": \"100\", \"total_measure\": 147199.0, \"share_within_group\": 100.0}, {\"Vintage\": \"101\", \"Vintage_item\": \"101\", \"total_measure\": 147231.0, \"share_within_group\": 100.0}, {\"Vintage\": \"102\", \"Vintage_item\": \"102\", \"total_measure\": 149088.0, \"share_within_group\": 100.0}, {\"Vintage\": \"103\", \"Vintage_item\": \"103\", \"total_measure\": 153092.0, \"share_within_group\": 100.0}, {\"Vintage\": \"104\", \"Vintage_item\": \"104\", \"total_measure\": 142546.0, \"share_within_group\": 100.0}, {\"Vintage\": \"105\", \"Vintage_item\": \"105\", \"total_measure\": 150594.0, \"share_within_group\": 100.0}, {\"Vintage\": \"106\", \"Vintage_item\": \"106\", \"total_measure\": 150933.0, \"share_within_group\": 100.0}, {\"Vintage\": \"107\", \"Vintage_item\": \"107\", \"total_measure\": 145045.0, \"share_within_group\": 100.0}, {\"Vintage\": \"108\", \"Vintage_item\": \"108\", \"total_measure\": 143263.0, \"share_within_group\": 100.0}, {\"Vintage\": \"109\", \"Vintage_item\": \"109\", \"total_measure\": 147302.0, \"share_within_group\": 100.0}, {\"Vintage\": \"11\", \"Vintage_item\": \"11\", \"total_measure\": 147738.0, \"share_within_group\": 100.0}, {\"Vintage\": \"110\", \"Vintage_item\": \"110\", \"total_measure\": 155189.0, \"share_within_group\": 100.0}, {\"Vintage\": \"111\", \"Vintage_item\": \"111\", \"total_measure\": 146524.0, \"share_within_group\": 100.0}, {\"Vintage\": \"112\", \"Vintage_item\": \"112\", \"total_measure\": 142976.0, \"share_within_group\": 100.0}, {\"Vintage\": \"113\", \"Vintage_item\": \"113\", \"total_measure\": 153407.0, \"share_within_group\": 100.0}, {\"Vintage\": \"114\", \"Vintage_item\": \"114\", \"total_measure\": 144941.0, \"share_within_group\": 100.0}, {\"Vintage\": \"115\", \"Vintage_item\": \"115\", \"total_measure\": 147824.0, \"share_within_group\": 100.0}, {\"Vintage\": \"116\", \"Vintage_item\": \"116\", \"total_measure\": 148669.0, \"share_within_group\": 100.0}, {\"Vintage\": \"117\", \"Vintage_item\": \"117\", \"total_measure\": 155961.0, \"share_within_group\": 100.0}, {\"Vintage\": \"118\", \"Vintage_item\": \"118\", \"total_measure\": 137777.0, \"share_within_group\": 100.0}, {\"Vintage\": \"119\", \"Vintage_item\": \"119\", \"total_measure\": 149968.0, \"share_within_group\": 100.0}, {\"Vintage\": \"12\", \"Vintage_item\": \"12\", \"total_measure\": 141548.0, \"share_within_group\": 100.0}, {\"Vintage\": \"120\", \"Vintage_item\": \"120\", \"total_measure\": 144349.0, \"share_within_group\": 100.0}, {\"Vintage\": \"121\", \"Vintage_item\": \"121\", \"total_measure\": 144877.0, \"share_within_group\": 100.0}, {\"Vintage\": \"122\", \"Vintage_item\": \"122\", \"total_measure\": 149602.0, \"share_within_group\": 100.0}, {\"Vintage\": \"123\", \"Vintage_item\": \"123\", \"total_measure\": 147729.0, \"share_within_group\": 100.0}, {\"Vintage\": \"124\", \"Vintage_item\": \"124\", \"total_measure\": 153083.0, \"share_within_group\": 100.0}, {\"Vintage\": \"125\", \"Vintage_item\": \"125\", \"total_measure\": 146404.0, \"share_within_group\": 100.0}, {\"Vintage\": \"126\", \"Vintage_item\": \"126\", \"total_measure\": 155372.0, \"share_within_group\": 100.0}, {\"Vintage\": \"127\", \"Vintage_item\": \"127\", \"total_measure\": 140358.0, \"share_within_group\": 100.0}, {\"Vintage\": \"128\", \"Vintage_item\": \"128\", \"total_measure\": 148432.0, \"share_within_group\": 100.0}, {\"Vintage\": \"129\", \"Vintage_item\": \"129\", \"total_measure\": 142936.0, \"share_within_group\": 100.0}, {\"Vintage\": \"13\", \"Vintage_item\": \"13\", \"total_measure\": 148353.0, \"share_within_group\": 100.0}, {\"Vintage\": \"130\", \"Vintage_item\": \"130\", \"total_measure\": 158506.0, \"share_within_group\": 100.0}, {\"Vintage\": \"131\", \"Vintage_item\": \"131\", \"total_measure\": 155982.0, \"share_within_group\": 100.0}, {\"Vintage\": \"132\", \"Vintage_item\": \"132\", \"total_measure\": 144512.0, \"share_within_group\": 100.0}, {\"Vintage\": \"133\", \"Vintage_item\": \"133\", \"total_measure\": 144071.0, \"share_within_group\": 100.0}, {\"Vintage\": \"134\", \"Vintage_item\": \"134\", \"total_measure\": 144751.0, \"share_within_group\": 100.0}, {\"Vintage\": \"135\", \"Vintage_item\": \"135\", \"total_measure\": 150727.0, \"share_within_group\": 100.0}, {\"Vintage\": \"136\", \"Vintage_item\": \"136\", \"total_measure\": 146271.0, \"share_within_group\": 100.0}, {\"Vintage\": \"137\", \"Vintage_item\": \"137\", \"total_measure\": 140868.0, \"share_within_group\": 100.0}, {\"Vintage\": \"138\", \"Vintage_item\": \"138\", \"total_measure\": 141282.0, \"share_within_group\": 100.0}, {\"Vintage\": \"139\", \"Vintage_item\": \"139\", \"total_measure\": 143362.0, \"share_within_group\": 100.0}, {\"Vintage\": \"14\", \"Vintage_item\": \"14\", \"total_measure\": 140831.0, \"share_within_group\": 100.0}, {\"Vintage\": \"140\", \"Vintage_item\": \"140\", \"total_measure\": 148309.0, \"share_within_group\": 100.0}, {\"Vintage\": \"141\", \"Vintage_item\": \"141\", \"total_measure\": 149387.0, \"share_within_group\": 100.0}, {\"Vintage\": \"142\", \"Vintage_item\": \"142\", \"total_measure\": 149753.0, \"share_within_group\": 100.0}, {\"Vintage\": \"143\", \"Vintage_item\": \"143\", \"total_measure\": 144532.0, \"share_within_group\": 100.0}, {\"Vintage\": \"144\", \"Vintage_item\": \"144\", \"total_measure\": 152692.0, \"share_within_group\": 100.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 180.74}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e89b22b1dcf4df0ba88ba7b76b4d7071d24b5d7b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:40:41.219451+00:00", + "ended_at": "2026-05-26T00:41:28.598410+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_ead127f62eb00933", + "problem_id": "v2p_m11_bf5d185b5b8f30a2", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Vintage, measure_col=Policy_Sales_Channel.", + "bindings": { + "group_col": "Vintage", + "measure_col": "Policy_Sales_Channel", + "item_col": "Vintage", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 152.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=28" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_ead127f62eb00933.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_ead127f62eb00933", + "api_calls": 0, + "input_tokens": 25588, + "cached_input_tokens": 22912, + "output_tokens": 2344, + "total_tokens": 27932, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2293, + "estimated_output_tokens": 185, + "estimated_total_tokens": 2478, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 47192.03, + "sql_execution_elapsed_ms_total": 180.74, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a782b56d9776a56ae198aea7c2239b130867d9c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:41:28.414103+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 47192.03, "started_at": "2026-05-26T00:40:41.225232+00:00", "ended_at": "2026-05-26T00:41:28.411087+00:00", "prompt_metrics": {"chars": 8222, "bytes_utf8": 8222, "lines": 242, "estimated_tokens": 2293}, "response_metrics": {"chars": 697, "bytes_utf8": 697, "lines": 1, "estimated_tokens": 185}, "usage": {"input_tokens": 25588, "cached_input_tokens": 22912, "output_tokens": 2344, "reasoning_output_tokens": 2153}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Vintage\\\" AS \\\"Vintage\\\",\\n \\\"Vintage\\\" AS \\\"Vintage_item\\\",\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Policy_Sales_Channel\\\" AS REAL))) OVER (PARTITION BY \\\"Vintage\\\") AS share_within_group\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vintage\\\", \\\"Vintage\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the requested template with both group_col and item_col bound to \\\"Vintage\\\". \\\"Policy_Sales_Channel\\\" is cast to REAL because it is stored as TEXT in the schema. Since item_col equals group_col, each within-group share will evaluate to 100%.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d4b9a6aa433aec975825cfb21c0ebdf76b2393b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_ead127f62eb00933", + "api_calls": 0, + "input_tokens": 25588, + "cached_input_tokens": 22912, + "output_tokens": 2344, + "total_tokens": 27932, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2293, + "estimated_output_tokens": 185, + "estimated_total_tokens": 2478, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 47192.03, + "sql_execution_elapsed_ms_total": 180.74, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ead127f62eb00933/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..60247265d7e1cf958c14a591124138b09bf648bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8056, "bytes_utf8": 8056, "lines": 243, "estimated_tokens": 2243}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 453, "bytes_utf8": 453, "lines": 1, "estimated_tokens": 120}, "usage": {"input_tokens": 25538, "cached_input_tokens": 22912, "output_tokens": 600, "reasoning_output_tokens": 474}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/session_summary.json new file mode 100644 index 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"conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ebd10053e9a401ffe9e86b3313c6e9b378365f47 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:41:28.606317+00:00", + "ended_at": "2026-05-26T00:41:42.874830+00:00", + "elapsed_ms": 14269.17, + "prompt_metrics": { + "chars": 8056, + "bytes_utf8": 8056, + "lines": 243, + "estimated_tokens": 2243 + }, + "stdout_metrics": { + "chars": 824, + "bytes_utf8": 824, + "lines": 4, + "estimated_tokens": 239 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 453, + "bytes_utf8": 453, + "lines": 1, + "estimated_tokens": 120 + }, + "usage": { + "input_tokens": 25538, + "cached_input_tokens": 22912, + "output_tokens": 600, + "reasoning_output_tokens": 474 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c49098b4f9c238a846d9c4b14a1f5b59dcdf6192 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Response, condition_col=Vehicle_Age.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Response", + "condition_col": "Vehicle_Age", + "condition_value": "1-2 Year", + "positive_value": "1-2 Year", + "negative_value": "< 1 Year", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 51539.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ec32a3b32671b9465777d84cbce2f3323a79fbf9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ba-bd45-7bf3-a793-be02f1184fa9"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Response\\\",\\n AVG(CASE WHEN \\\"Vehicle_Age\\\" = '1-2 Year' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Response\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template with group_col=\\\"Response\\\" and condition_col=\\\"Vehicle_Age\\\", measuring the proportion of rows where \\\"Vehicle_Age\\\" = '1-2 Year' within each \\\"Response\\\" group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25538,"cached_input_tokens":22912,"output_tokens":600,"reasoning_output_tokens":474}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2d11b786bcfe8c793826a2473dc96fc3cba7f1e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Response\",\n AVG(CASE WHEN \"Vehicle_Age\" = '1-2 Year' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Response\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the Grouped Condition Rate template with group_col=\"Response\" and condition_col=\"Vehicle_Age\", measuring the proportion of rows where \"Vehicle_Age\" = '1-2 Year' within each \"Response\" group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..edebc2a1b98dc3013c2fee026ee6cb869a46d8bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Response, condition_col=Vehicle_Age. +Result preview: [{"Response": "1", "condition_rate": 0.745150931278099}, {"Response": "0", "condition_rate": 0.4949476523554197}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..cd967b09c256d06238a6ca0ec0bc63857d0f55f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_eb9f7d401a8922de +-- problem_id: v2p_m11_5d072af96acfc057 +-- realization_mode: agent +-- source_kind: agent +SELECT "Response", + AVG(CASE WHEN "Vehicle_Age" = '1-2 Year' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Response" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d4808bce6a024ad8afef2666ce399ceb842f76fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Response\",\n AVG(CASE WHEN \"Vehicle_Age\" = '1-2 Year' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Response\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Response\\\",\\n AVG(CASE WHEN \\\"Vehicle_Age\\\" = '1-2 Year' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Response\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Response\", \"condition_rate\"], \"rows\": [{\"Response\": \"1\", \"condition_rate\": 0.745150931278099}, {\"Response\": \"0\", \"condition_rate\": 0.4949476523554197}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 88.87}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7cadd98c5e5238f42b1e8988de0b348c1b158211 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:41:28.600132+00:00", + "ended_at": "2026-05-26T00:41:42.967416+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_eb9f7d401a8922de", + "problem_id": "v2p_m11_5d072af96acfc057", + "dataset_id": "m11", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Response, condition_col=Vehicle_Age.", + "bindings": { + "group_col": "Response", + "condition_col": "Vehicle_Age", + "condition_value": "1-2 Year", + "positive_value": "1-2 Year", + "negative_value": "< 1 Year", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 51539.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=99" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_eb9f7d401a8922de.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_eb9f7d401a8922de", + "api_calls": 0, + "input_tokens": 25538, + "cached_input_tokens": 22912, + "output_tokens": 600, + "total_tokens": 26138, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2243, + "estimated_output_tokens": 120, + "estimated_total_tokens": 2363, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14269.17, + "sql_execution_elapsed_ms_total": 88.87, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cbc08596fc54174b1f8e9dd91eb753db31bb53ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:41:42.877161+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14269.17, "started_at": "2026-05-26T00:41:28.606317+00:00", "ended_at": "2026-05-26T00:41:42.874830+00:00", "prompt_metrics": {"chars": 8056, "bytes_utf8": 8056, "lines": 243, "estimated_tokens": 2243}, "response_metrics": {"chars": 453, "bytes_utf8": 453, "lines": 1, "estimated_tokens": 120}, "usage": {"input_tokens": 25538, "cached_input_tokens": 22912, "output_tokens": 600, "reasoning_output_tokens": 474}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Response\\\",\\n AVG(CASE WHEN \\\"Vehicle_Age\\\" = '1-2 Year' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Response\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template with group_col=\\\"Response\\\" and condition_col=\\\"Vehicle_Age\\\", measuring the proportion of rows where \\\"Vehicle_Age\\\" = '1-2 Year' within each \\\"Response\\\" group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..40f169200d546a5d825988dd73c04f741ccb0fbe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_eb9f7d401a8922de", + "api_calls": 0, + "input_tokens": 25538, + "cached_input_tokens": 22912, + "output_tokens": 600, + "total_tokens": 26138, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2243, + "estimated_output_tokens": 120, + "estimated_total_tokens": 2363, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14269.17, + "sql_execution_elapsed_ms_total": 88.87, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_eb9f7d401a8922de/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..483400cd26c5cd996cc85d8b260abe000d967b60 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7893, "bytes_utf8": 7893, "lines": 240, "estimated_tokens": 2185}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 450, "bytes_utf8": 450, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 25480, "cached_input_tokens": 24960, "output_tokens": 606, "reasoning_output_tokens": 493}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..31eb57bfe09f1fd341a1d7a18d430cde190e8cff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_ee907c1fbc60fcd1", + "api_calls": 0, + "input_tokens": 25480, + 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"text_metrics": { + "chars": 450, + "bytes_utf8": 450, + "lines": 1, + "estimated_tokens": 107 + }, + "usage": { + "input_tokens": 25480, + "cached_input_tokens": 24960, + "output_tokens": 606, + "reasoning_output_tokens": 493 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..19c3a55d0b21bd84a36a6fde5039e67389fd826a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Policy_Sales_Channel, measure_col=Vintage.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Policy_Sales_Channel", + "measure_col": "Vintage", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 71.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..29637defbe9316908e402a1fc9b3a58b0fa68cba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ba-f561-7c43-8f31-952e6bf87131"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Policy_Sales_Channel\\\",\\n AVG(CAST(\\\"Vintage\\\" AS REAL)) OVER (PARTITION BY \\\"Policy_Sales_Channel\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with \\\"Policy_Sales_Channel\\\" as the group/partition column. CAST(\\\"Vintage\\\" AS REAL) is used because the schema stores this numeric field as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25480,"cached_input_tokens":24960,"output_tokens":606,"reasoning_output_tokens":493}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bcdd0a1b47d4c59916beb920a869ccc72041c594 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Policy_Sales_Channel\",\n AVG(CAST(\"Vintage\" AS REAL)) OVER (PARTITION BY \"Policy_Sales_Channel\") AS \"avg_measure\"\nFROM \"m11\"\nORDER BY \"avg_measure\" DESC;","notes":"Applied the Window Partition Average template with \"Policy_Sales_Channel\" as the group/partition column. CAST(\"Vintage\" AS REAL) is used because the schema stores this numeric field as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..51e20cd8cd80920d389cf2801bd030cef06fe49f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Policy_Sales_Channel, measure_col=Vintage. +Result preview: [{"Policy_Sales_Channel": "144.0", "avg_measure": 290.0}, {"Policy_Sales_Channel": "43.0", "avg_measure": 277.0}, {"Policy_Sales_Channel": "6.0", "avg_measure": 266.0}, {"Policy_Sales_Channel": "112.0", "avg_measure": 230.5}, {"Policy_Sales_Channel": "67.0", "avg_measure": 230.5}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..89f959e5640d649a451d9a4d1aa04aa435c3cbe4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_ee907c1fbc60fcd1 +-- problem_id: v2p_m11_8b8cf72c2c0fb85c +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Policy_Sales_Channel", + AVG(CAST("Vintage" AS REAL)) OVER (PARTITION BY "Policy_Sales_Channel") AS "avg_measure" +FROM "m11" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..acebfb5a7312e34f0e5211c78b74090aaf1a6809 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Policy_Sales_Channel\",\n AVG(CAST(\"Vintage\" AS REAL)) OVER (PARTITION BY \"Policy_Sales_Channel\") AS \"avg_measure\"\nFROM \"m11\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Policy_Sales_Channel\\\",\\n AVG(CAST(\\\"Vintage\\\" AS REAL)) OVER (PARTITION BY \\\"Policy_Sales_Channel\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Policy_Sales_Channel\", \"avg_measure\"], \"rows\": [{\"Policy_Sales_Channel\": \"144.0\", \"avg_measure\": 290.0}, {\"Policy_Sales_Channel\": \"43.0\", \"avg_measure\": 277.0}, {\"Policy_Sales_Channel\": \"6.0\", \"avg_measure\": 266.0}, {\"Policy_Sales_Channel\": \"112.0\", \"avg_measure\": 230.5}, {\"Policy_Sales_Channel\": \"67.0\", \"avg_measure\": 230.5}, {\"Policy_Sales_Channel\": \"123.0\", \"avg_measure\": 223.0}, {\"Policy_Sales_Channel\": \"102.0\", \"avg_measure\": 219.33333333333334}, {\"Policy_Sales_Channel\": \"82.0\", \"avg_measure\": 217.75}, {\"Policy_Sales_Channel\": \"99.0\", \"avg_measure\": 214.0}, {\"Policy_Sales_Channel\": \"97.0\", \"avg_measure\": 204.6153846153846}, {\"Policy_Sales_Channel\": \"104.0\", \"avg_measure\": 204.6}, {\"Policy_Sales_Channel\": \"71.0\", \"avg_measure\": 201.2}, {\"Policy_Sales_Channel\": \"41.0\", \"avg_measure\": 200.0}, {\"Policy_Sales_Channel\": \"89.0\", \"avg_measure\": 198.78571428571428}, {\"Policy_Sales_Channel\": \"117.0\", \"avg_measure\": 192.42857142857142}, {\"Policy_Sales_Channel\": \"126.0\", \"avg_measure\": 192.0}, {\"Policy_Sales_Channel\": \"57.0\", \"avg_measure\": 191.0}, {\"Policy_Sales_Channel\": \"62.0\", \"avg_measure\": 186.83333333333334}, {\"Policy_Sales_Channel\": \"75.0\", \"avg_measure\": 185.5}, {\"Policy_Sales_Channel\": \"98.0\", \"avg_measure\": 185.04761904761904}, {\"Policy_Sales_Channel\": \"95.0\", \"avg_measure\": 185.0}, {\"Policy_Sales_Channel\": \"81.0\", \"avg_measure\": 184.28571428571428}, {\"Policy_Sales_Channel\": \"50.0\", \"avg_measure\": 184.0}, {\"Policy_Sales_Channel\": \"28.0\", \"avg_measure\": 182.66666666666666}, {\"Policy_Sales_Channel\": \"115.0\", \"avg_measure\": 182.0}, {\"Policy_Sales_Channel\": \"74.0\", \"avg_measure\": 180.5}, {\"Policy_Sales_Channel\": \"106.0\", \"avg_measure\": 180.0}, {\"Policy_Sales_Channel\": \"134.0\", \"avg_measure\": 177.3}, {\"Policy_Sales_Channel\": \"96.0\", \"avg_measure\": 176.625}, {\"Policy_Sales_Channel\": \"34.0\", \"avg_measure\": 175.33333333333334}, {\"Policy_Sales_Channel\": \"114.0\", \"avg_measure\": 174.47826086956522}, {\"Policy_Sales_Channel\": \"118.0\", \"avg_measure\": 166.22222222222223}, {\"Policy_Sales_Channel\": \"133.0\", \"avg_measure\": 163.5529411764706}, {\"Policy_Sales_Channel\": \"10.0\", \"avg_measure\": 163.03030303030303}, {\"Policy_Sales_Channel\": \"73.0\", \"avg_measure\": 162.92307692307693}, {\"Policy_Sales_Channel\": \"100.0\", \"avg_measure\": 162.75}, {\"Policy_Sales_Channel\": \"47.0\", \"avg_measure\": 162.65079365079364}, {\"Policy_Sales_Channel\": \"128.0\", \"avg_measure\": 162.53284671532847}, {\"Policy_Sales_Channel\": \"14.0\", \"avg_measure\": 162.50964630225081}, {\"Policy_Sales_Channel\": \"35.0\", \"avg_measure\": 162.32}, {\"Policy_Sales_Channel\": \"70.0\", \"avg_measure\": 161.75}, {\"Policy_Sales_Channel\": \"9.0\", \"avg_measure\": 161.02366863905326}, {\"Policy_Sales_Channel\": \"63.0\", \"avg_measure\": 160.6315789473684}, {\"Policy_Sales_Channel\": \"86.0\", \"avg_measure\": 160.20833333333334}, {\"Policy_Sales_Channel\": \"150.0\", \"avg_measure\": 159.94551282051282}, {\"Policy_Sales_Channel\": \"119.0\", \"avg_measure\": 159.62135922330097}, {\"Policy_Sales_Channel\": \"127.0\", \"avg_measure\": 159.36363636363637}, {\"Policy_Sales_Channel\": \"132.0\", \"avg_measure\": 158.80645161290323}, {\"Policy_Sales_Channel\": \"64.0\", \"avg_measure\": 157.92134831460675}, {\"Policy_Sales_Channel\": \"13.0\", \"avg_measure\": 157.89061662198392}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 407.46}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bc5d788acd8d11ec5a55bf3477a78c1a2857d7a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:41:42.967795+00:00", + "ended_at": "2026-05-26T00:41:58.218168+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_ee907c1fbc60fcd1", + "problem_id": "v2p_m11_8b8cf72c2c0fb85c", + "dataset_id": "m11", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Policy_Sales_Channel, measure_col=Vintage.", + "bindings": { + "group_col": "Policy_Sales_Channel", + "measure_col": "Vintage", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 71.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=137" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_ee907c1fbc60fcd1.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_ee907c1fbc60fcd1", + "api_calls": 0, + "input_tokens": 25480, + "cached_input_tokens": 24960, + "output_tokens": 606, + "total_tokens": 26086, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2185, + "estimated_output_tokens": 107, + "estimated_total_tokens": 2292, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14829.88, + "sql_execution_elapsed_ms_total": 407.46, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..52498bf2c1de5dfc146a392e5afafe79d3d9914e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:41:57.806212+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14829.88, "started_at": "2026-05-26T00:41:42.974209+00:00", "ended_at": "2026-05-26T00:41:57.803903+00:00", "prompt_metrics": {"chars": 7893, "bytes_utf8": 7893, "lines": 240, "estimated_tokens": 2185}, "response_metrics": {"chars": 450, "bytes_utf8": 450, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 25480, "cached_input_tokens": 24960, "output_tokens": 606, "reasoning_output_tokens": 493}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Policy_Sales_Channel\\\",\\n AVG(CAST(\\\"Vintage\\\" AS REAL)) OVER (PARTITION BY \\\"Policy_Sales_Channel\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m11\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with \\\"Policy_Sales_Channel\\\" as the group/partition column. CAST(\\\"Vintage\\\" AS REAL) is used because the schema stores this numeric field as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6c505197adc7bd54d9713a59f01af55357b47ba7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_ee907c1fbc60fcd1/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_ee907c1fbc60fcd1", + "api_calls": 0, + "input_tokens": 25480, + "cached_input_tokens": 24960, + "output_tokens": 606, + "total_tokens": 26086, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2185, + "estimated_output_tokens": 107, + "estimated_total_tokens": 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..784bc9d4318e49613265ad6953e1c480288605cd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_f21a1baa071e32bb", + "api_calls": 0, + "input_tokens": 25531, + "cached_input_tokens": 24960, + "output_tokens": 448, + "total_tokens": 25979, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2236, + "estimated_output_tokens": 105, + "estimated_total_tokens": 2341, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13524.87, + "sql_execution_elapsed_ms_total": 105.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9344a960d1604bd22d409135fe64784e0a79556e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:41:58.223921+00:00", + "ended_at": "2026-05-26T00:42:11.748791+00:00", + "elapsed_ms": 13524.87, + "prompt_metrics": { + "chars": 8063, + "bytes_utf8": 8063, + "lines": 243, + "estimated_tokens": 2236 + }, + "stdout_metrics": { + "chars": 777, + "bytes_utf8": 777, + "lines": 4, + "estimated_tokens": 220 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 414, + "bytes_utf8": 414, + "lines": 1, + "estimated_tokens": 105 + }, + "usage": { + "input_tokens": 25531, + "cached_input_tokens": 24960, + "output_tokens": 448, + "reasoning_output_tokens": 337 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2e7cd1a798b9d378a56d5aa4c8bbacafea43d0a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Vehicle_Damage, condition_col=Gender.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Vehicle_Damage", + "condition_col": "Gender", + "condition_value": "Male", + "positive_value": "Male", + "negative_value": "Female", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5dc29d70b693bea6c14bd227b488645799f1c339 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bb-30fa-7ec2-88be-06e27be059c6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Vehicle_Damage\\\",\\n AVG(CASE WHEN \\\"Gender\\\" = 'Male' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vehicle_Damage\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Grouped by \\\"Vehicle_Damage\\\" and computed the within-group proportion of rows where \\\"Gender\\\" is 'Male', following the planned Grouped Condition Rate template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25531,"cached_input_tokens":24960,"output_tokens":448,"reasoning_output_tokens":337}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..95ef74124a8c9254fe29e5a0f0579f8b748d5598 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Vehicle_Damage\",\n AVG(CASE WHEN \"Gender\" = 'Male' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Vehicle_Damage\"\nORDER BY \"condition_rate\" DESC;","notes":"Grouped by \"Vehicle_Damage\" and computed the within-group proportion of rows where \"Gender\" is 'Male', following the planned Grouped Condition Rate template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..985d9b0d357dc559bc0bfc51caf109534625b0f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Vehicle_Damage, condition_col=Gender. +Result preview: [{"Vehicle_Damage": "Yes", "condition_rate": 0.5859687235269966}, {"Vehicle_Damage": "No", "condition_rate": 0.49466337389239834}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..db3a2d27366a770fb80d8e48a5e62131123497a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_f21a1baa071e32bb +-- problem_id: v2p_m11_14d1816733181099 +-- realization_mode: agent +-- source_kind: agent +SELECT "Vehicle_Damage", + AVG(CASE WHEN "Gender" = 'Male' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Vehicle_Damage" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2a1aa181cb8e185cd0c3929a4e648f154b500c67 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Vehicle_Damage\",\n AVG(CASE WHEN \"Gender\" = 'Male' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m11\"\nGROUP BY \"Vehicle_Damage\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Vehicle_Damage\\\",\\n AVG(CASE WHEN \\\"Gender\\\" = 'Male' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vehicle_Damage\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Vehicle_Damage\", \"condition_rate\"], \"rows\": [{\"Vehicle_Damage\": \"Yes\", \"condition_rate\": 0.5859687235269966}, {\"Vehicle_Damage\": \"No\", \"condition_rate\": 0.49466337389239834}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 105.64}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8fb9065c5a216c589f12fbd6d40f94bcda557dee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:41:58.218538+00:00", + "ended_at": "2026-05-26T00:42:11.858114+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_f21a1baa071e32bb", + "problem_id": "v2p_m11_14d1816733181099", + "dataset_id": "m11", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Vehicle_Damage, condition_col=Gender.", + "bindings": { + "group_col": "Vehicle_Damage", + "condition_col": "Gender", + "condition_value": "Male", + "positive_value": "Male", + "negative_value": "Female", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_f21a1baa071e32bb.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_f21a1baa071e32bb", + "api_calls": 0, + "input_tokens": 25531, + "cached_input_tokens": 24960, + "output_tokens": 448, + "total_tokens": 25979, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2236, + "estimated_output_tokens": 105, + "estimated_total_tokens": 2341, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13524.87, + "sql_execution_elapsed_ms_total": 105.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3c0587e08fbc2e3e94efb86a6bac49f7f94dac5d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:42:11.750969+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13524.87, "started_at": "2026-05-26T00:41:58.223921+00:00", "ended_at": "2026-05-26T00:42:11.748791+00:00", "prompt_metrics": {"chars": 8063, "bytes_utf8": 8063, "lines": 243, "estimated_tokens": 2236}, "response_metrics": {"chars": 414, "bytes_utf8": 414, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 25531, "cached_input_tokens": 24960, "output_tokens": 448, "reasoning_output_tokens": 337}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Vehicle_Damage\\\",\\n AVG(CASE WHEN \\\"Gender\\\" = 'Male' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Vehicle_Damage\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Grouped by \\\"Vehicle_Damage\\\" and computed the within-group proportion of rows where \\\"Gender\\\" is 'Male', following the planned Grouped Condition Rate template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..99ede2c68248a339861e258d813bef3725cae7ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f21a1baa071e32bb/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + 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"reasoning_output_tokens": 1144}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e64ebf6407678fec006d7619c1d9514837466e09 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_f306508d492b4c22", + "api_calls": 0, + "input_tokens": 25582, + 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100644 index 0000000000000000000000000000000000000000..ccf2846bd7e443502e698e5fcf1977236c3a61ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:42:11.864570+00:00", + "ended_at": "2026-05-26T00:42:41.137714+00:00", + "elapsed_ms": 29272.99, + "prompt_metrics": { + "chars": 8183, + "bytes_utf8": 8183, + "lines": 242, + "estimated_tokens": 2287 + }, + "stdout_metrics": { + "chars": 1019, + "bytes_utf8": 1019, + "lines": 4, + "estimated_tokens": 308 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 615, + "bytes_utf8": 615, + "lines": 1, + "estimated_tokens": 163 + }, + "usage": { + "input_tokens": 25582, + "cached_input_tokens": 24960, + "output_tokens": 1313, + "reasoning_output_tokens": 1144 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fca619182ed03c88d0350b5e139dc4be3a40e5f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m11 +- dataset_name: Health Insurance Cross Sell Prediction +- table_name: m11 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `Previously_Insured`. +- task_type: classification +- target_column: Previously_Insured +- main_row_count: 381109 +- important_fields: +- id: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for id. +- Gender: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age. +- Driving_License: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Driving License. +- Region_Code: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Region Code. +- Previously_Insured: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Previously Insured. +- Vehicle_Age: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Age. +- Vehicle_Damage: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Vehicle Damage. +- Annual_Premium: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Annual Premium. +- Policy_Sales_Channel: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Policy Sales Channel. +- Vintage: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Vintage. +- Response: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Response. +- useful_field_combinations: [['Gender', 'Age', 'Previously_Insured'], ['Gender', 'Gender', 'Previously_Insured']] +- fields_requiring_caution: ['Previously_Insured', 'Annual_Premium', 'Vintage'] +- source_url: https://www.kaggle.com/datasets/anmolkumar/health-insurance-cross-sell-prediction + +SQLite schema snapshot: +{ + "table_name": "m11", + "quoted_table_name": "\"m11\"", + "row_count": 381109, + "columns": [ + { + "name": "id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Driving_License", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Region_Code", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previously_Insured", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vehicle_Damage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Annual_Premium", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Policy_Sales_Channel", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Vintage", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Response", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "id": "1", + "Gender": "Male", + "Age": "44", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "40454.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "217", + "Response": "1" + }, + { + "id": "2", + "Gender": "Male", + "Age": "76", + "Driving_License": "1", + "Region_Code": "3.0", + "Previously_Insured": "0", + "Vehicle_Age": "1-2 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "33536.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "183", + "Response": "0" + }, + { + "id": "3", + "Gender": "Male", + "Age": "47", + "Driving_License": "1", + "Region_Code": "28.0", + "Previously_Insured": "0", + "Vehicle_Age": "> 2 Years", + "Vehicle_Damage": "Yes", + "Annual_Premium": "38294.0", + "Policy_Sales_Channel": "26.0", + "Vintage": "27", + "Response": "1" + }, + { + "id": "4", + "Gender": "Male", + "Age": "21", + "Driving_License": "1", + "Region_Code": "11.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "28619.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "203", + "Response": "0" + }, + { + "id": "5", + "Gender": "Female", + "Age": "29", + "Driving_License": "1", + "Region_Code": "41.0", + "Previously_Insured": "1", + "Vehicle_Age": "< 1 Year", + "Vehicle_Damage": "No", + "Annual_Premium": "27496.0", + "Policy_Sales_Channel": "152.0", + "Vintage": "39", + "Response": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m11", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Gender, measure_col=id.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Gender", + "measure_col": "id", + "item_col": "Age", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..14fd117c87046b85c9cb9c2a720460bb16cafad6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bb-663f-7b02-8070-97ae9f268d32"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Gender\\\",\\n \\\"Age\\\",\\n COUNT(\\\"id\\\") AS \\\"total_measure\\\",\\n COUNT(\\\"id\\\") * 100.0 / SUM(COUNT(\\\"id\\\")) OVER (PARTITION BY \\\"Gender\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Gender\\\", \\\"Age\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned within-group share template with group_col=\\\"Gender\\\" and item_col=\\\"Age\\\". Because \\\"id\\\" is an identifier-like TEXT field, COUNT(\\\"id\\\") was used as the bound measure proxy instead of SUM(\\\"id\\\") so the query returns row-share proportions within each gender in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25582,"cached_input_tokens":24960,"output_tokens":1313,"reasoning_output_tokens":1144}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c1d2b72550b63937d920fa29443a5d55b1f84492 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Gender\",\n \"Age\",\n COUNT(\"id\") AS \"total_measure\",\n COUNT(\"id\") * 100.0 / SUM(COUNT(\"id\")) OVER (PARTITION BY \"Gender\") AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Gender\", \"Age\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the planned within-group share template with group_col=\"Gender\" and item_col=\"Age\". Because \"id\" is an identifier-like TEXT field, COUNT(\"id\") was used as the bound measure proxy instead of SUM(\"id\") so the query returns row-share proportions within each gender in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..aba22fae213c301d26865bd38472886cf808f4ca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Gender, measure_col=id. +Result preview: [{"Gender": "Female", "Age": "24", "total_measure": 14633, "share_within_group": 8.360758770426237}, {"Gender": "Female", "Age": "23", "total_measure": 13729, "share_within_group": 7.844246371843218}, {"Gender": "Female", "Age": "22", "total_measure": 11767, "share_within_group": 6.723231630670781}, {"Gender": "Female", "Age": "25", "total_measure": 11691, "share_within_group": 6.6798080219403495}, {"Gender": "Male", "Age": "24", "total_measure": 11327, "share_within_group": 5.496169130812416}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..da7755324dae292238e5dc045a1437d47c72951a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_f306508d492b4c22 +-- problem_id: v2p_m11_ce9ecc9375311cdd +-- realization_mode: agent +-- source_kind: agent +SELECT + "Gender", + "Age", + COUNT("id") AS "total_measure", + COUNT("id") * 100.0 / SUM(COUNT("id")) OVER (PARTITION BY "Gender") AS "share_within_group" +FROM "m11" +GROUP BY "Gender", "Age" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e23553d0097e190d0818d2c0eda392910ec95879 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Gender\",\n \"Age\",\n COUNT(\"id\") AS \"total_measure\",\n COUNT(\"id\") * 100.0 / SUM(COUNT(\"id\")) OVER (PARTITION BY \"Gender\") AS \"share_within_group\"\nFROM \"m11\"\nGROUP BY \"Gender\", \"Age\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Gender\\\",\\n \\\"Age\\\",\\n COUNT(\\\"id\\\") AS \\\"total_measure\\\",\\n COUNT(\\\"id\\\") * 100.0 / SUM(COUNT(\\\"id\\\")) OVER (PARTITION BY \\\"Gender\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Gender\\\", \\\"Age\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Gender\", \"Age\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Gender\": \"Female\", \"Age\": \"24\", \"total_measure\": 14633, \"share_within_group\": 8.360758770426237}, {\"Gender\": \"Female\", \"Age\": \"23\", \"total_measure\": 13729, \"share_within_group\": 7.844246371843218}, {\"Gender\": \"Female\", \"Age\": \"22\", \"total_measure\": 11767, \"share_within_group\": 6.723231630670781}, {\"Gender\": \"Female\", \"Age\": \"25\", \"total_measure\": 11691, \"share_within_group\": 6.6798080219403495}, {\"Gender\": \"Male\", \"Age\": \"24\", \"total_measure\": 11327, \"share_within_group\": 5.496169130812416}, {\"Gender\": \"Female\", \"Age\": \"21\", \"total_measure\": 8954, \"share_within_group\": 5.115986744372072}, {\"Gender\": \"Male\", \"Age\": \"23\", \"total_measure\": 10527, \"share_within_group\": 5.107987325864069}, {\"Gender\": \"Male\", \"Age\": \"22\", \"total_measure\": 9197, \"share_within_group\": 4.462635075137441}, {\"Gender\": \"Male\", \"Age\": \"25\", \"total_measure\": 8945, \"share_within_group\": 4.340357806578711}, {\"Gender\": \"Female\", \"Age\": \"26\", \"total_measure\": 7531, \"share_within_group\": 4.302936807222032}, {\"Gender\": \"Male\", \"Age\": \"21\", \"total_measure\": 7503, \"share_within_group\": 3.640660103159315}, {\"Gender\": \"Female\", \"Age\": \"27\", \"total_measure\": 5908, \"share_within_group\": 3.3756142155182265}, {\"Gender\": \"Male\", \"Age\": \"26\", \"total_measure\": 6004, \"share_within_group\": 2.9133044461373485}, {\"Gender\": \"Female\", \"Age\": \"28\", \"total_measure\": 4820, \"share_within_group\": 2.7539709747457435}, {\"Gender\": \"Male\", \"Age\": \"45\", \"total_measure\": 5169, \"share_within_group\": 2.508139687222511}, {\"Gender\": \"Male\", \"Age\": \"44\", \"total_measure\": 5146, \"share_within_group\": 2.4969794603302455}, {\"Gender\": \"Male\", \"Age\": \"43\", \"total_measure\": 5111, \"share_within_group\": 2.4799965063637557}, {\"Gender\": \"Male\", \"Age\": \"46\", \"total_measure\": 4898, \"share_within_group\": 2.376643100796258}, {\"Gender\": \"Male\", \"Age\": \"27\", \"total_measure\": 4852, \"share_within_group\": 2.354322647011728}, {\"Gender\": \"Male\", \"Age\": \"42\", \"total_measure\": 4791, \"share_within_group\": 2.3247237843844166}, {\"Gender\": \"Male\", \"Age\": \"47\", \"total_measure\": 4648, \"share_within_group\": 2.255336286749899}, {\"Gender\": \"Male\", \"Age\": \"41\", \"total_measure\": 4518, \"share_within_group\": 2.192256743445793}, {\"Gender\": \"Male\", \"Age\": \"48\", \"total_measure\": 4493, \"share_within_group\": 2.180126062041157}, {\"Gender\": \"Female\", \"Age\": \"29\", \"total_measure\": 3765, \"share_within_group\": 2.1511827219746316}, {\"Gender\": \"Male\", \"Age\": \"49\", \"total_measure\": 4210, \"share_within_group\": 2.042806748540679}, {\"Gender\": \"Male\", \"Age\": \"40\", \"total_measure\": 4164, \"share_within_group\": 2.020486294756149}, {\"Gender\": \"Male\", \"Age\": \"28\", \"total_measure\": 4154, \"share_within_group\": 2.0156340221942948}, {\"Gender\": \"Male\", \"Age\": \"50\", \"total_measure\": 4116, \"share_within_group\": 1.9971953864592482}, {\"Gender\": \"Female\", \"Age\": \"43\", \"total_measure\": 3326, \"share_within_group\": 1.9003542452291167}, {\"Gender\": \"Male\", \"Age\": \"51\", \"total_measure\": 3887, \"share_within_group\": 1.8860783447927838}, {\"Gender\": \"Female\", \"Age\": \"20\", \"total_measure\": 3300, \"share_within_group\": 1.8854988001371271}, {\"Gender\": \"Female\", \"Age\": \"41\", \"total_measure\": 3218, \"share_within_group\": 1.8386470117700835}, {\"Gender\": \"Female\", \"Age\": \"42\", \"total_measure\": 3216, \"share_within_group\": 1.8375042852245458}, {\"Gender\": \"Female\", \"Age\": \"44\", \"total_measure\": 3211, \"share_within_group\": 1.8346474688607017}, {\"Gender\": \"Male\", \"Age\": \"39\", \"total_measure\": 3726, \"share_within_group\": 1.8079567565469288}, {\"Gender\": \"Male\", \"Age\": \"52\", \"total_measure\": 3669, \"share_within_group\": 1.780298802944359}, {\"Gender\": \"Male\", \"Age\": \"29\", \"total_measure\": 3664, \"share_within_group\": 1.777872666663432}, {\"Gender\": \"Female\", \"Age\": \"30\", \"total_measure\": 3081, \"share_within_group\": 1.7603702434007542}, {\"Gender\": \"Male\", \"Age\": \"53\", \"total_measure\": 3567, \"share_within_group\": 1.7308056228134447}, {\"Gender\": \"Female\", \"Age\": \"45\", \"total_measure\": 3014, \"share_within_group\": 1.7220889041252427}, {\"Gender\": \"Female\", \"Age\": \"40\", \"total_measure\": 3004, \"share_within_group\": 1.7163752713975546}, {\"Gender\": \"Female\", \"Age\": \"46\", \"total_measure\": 2981, \"share_within_group\": 1.7032339161238716}, {\"Gender\": \"Male\", \"Age\": \"54\", \"total_measure\": 3352, \"share_within_group\": 1.6264817627335764}, {\"Gender\": \"Male\", \"Age\": \"38\", \"total_measure\": 3278, \"share_within_group\": 1.5905749457758542}, {\"Gender\": \"Female\", \"Age\": \"39\", \"total_measure\": 2734, \"share_within_group\": 1.5621071877499715}, {\"Gender\": \"Female\", \"Age\": \"47\", \"total_measure\": 2703, \"share_within_group\": 1.5443949262941379}, {\"Gender\": \"Male\", \"Age\": \"30\", \"total_measure\": 3177, \"share_within_group\": 1.5415669929011253}, {\"Gender\": \"Female\", \"Age\": \"48\", \"total_measure\": 2620, \"share_within_group\": 1.4969717746543252}, {\"Gender\": \"Female\", \"Age\": \"31\", \"total_measure\": 2618, \"share_within_group\": 1.4958290481087875}, {\"Gender\": \"Male\", \"Age\": \"37\", \"total_measure\": 3030, \"share_within_group\": 1.4702385862418663}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 222.42}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a797c6423d432cd18c42de57ae45566e6ad8c438 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m11", + "started_at": "2026-05-26T00:42:11.858518+00:00", + "ended_at": "2026-05-26T00:42:41.366260+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m11_f306508d492b4c22", + "problem_id": "v2p_m11_ce9ecc9375311cdd", + "dataset_id": "m11", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Gender, measure_col=id.", + "bindings": { + "group_col": "Gender", + "measure_col": "id", + "item_col": "Age", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 340589.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=30" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_f306508d492b4c22.sql", + "usage_summary": { + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_f306508d492b4c22", + "api_calls": 0, + "input_tokens": 25582, + "cached_input_tokens": 24960, + "output_tokens": 1313, + "total_tokens": 26895, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2287, + "estimated_output_tokens": 163, + "estimated_total_tokens": 2450, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 29272.99, + "sql_execution_elapsed_ms_total": 222.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3c380a01a6648a17d81535b15408f94c43db0485 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:42:41.139980+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 29272.99, "started_at": "2026-05-26T00:42:11.864570+00:00", "ended_at": "2026-05-26T00:42:41.137714+00:00", "prompt_metrics": {"chars": 8183, "bytes_utf8": 8183, "lines": 242, "estimated_tokens": 2287}, "response_metrics": {"chars": 615, "bytes_utf8": 615, "lines": 1, "estimated_tokens": 163}, "usage": {"input_tokens": 25582, "cached_input_tokens": 24960, "output_tokens": 1313, "reasoning_output_tokens": 1144}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Gender\\\",\\n \\\"Age\\\",\\n COUNT(\\\"id\\\") AS \\\"total_measure\\\",\\n COUNT(\\\"id\\\") * 100.0 / SUM(COUNT(\\\"id\\\")) OVER (PARTITION BY \\\"Gender\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m11\\\"\\nGROUP BY \\\"Gender\\\", \\\"Age\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned within-group share template with group_col=\\\"Gender\\\" and item_col=\\\"Age\\\". Because \\\"id\\\" is an identifier-like TEXT field, COUNT(\\\"id\\\") was used as the bound measure proxy instead of SUM(\\\"id\\\") so the query returns row-share proportions within each gender in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2d94d0f9e47e6c850b2d25c5ee4d41b199bb7770 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m11", + "model": "v2-cli:codex", + "run_id": "v2q_m11_f306508d492b4c22", + "api_calls": 0, + "input_tokens": 25582, + "cached_input_tokens": 24960, + "output_tokens": 1313, + "total_tokens": 26895, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2287, + "estimated_output_tokens": 163, + "estimated_total_tokens": 2450, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 29272.99, + "sql_execution_elapsed_ms_total": 222.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/artifacts/v2q_m11_f306508d492b4c22/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_00a142c01d928022.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_00a142c01d928022.sql new file mode 100644 index 0000000000000000000000000000000000000000..d2b06845a444b29a3fcdd8ef4fbd34ce0e53b518 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_00a142c01d928022.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m11_00a142c01d928022 +-- problem_id: v2p_m11_871ae250b7fa6721 +-- realization_mode: agent +-- source_kind: agent +SELECT "Gender", "Policy_Sales_Channel", COUNT(*) AS "row_count" +FROM "m11" +WHERE "Driving_License" = '0' +GROUP BY "Gender", "Policy_Sales_Channel" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_00ff11295d175ab8.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_00ff11295d175ab8.sql new file mode 100644 index 0000000000000000000000000000000000000000..38aabd7776ed359d47ed9b27f2afb83deddbf8d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_00ff11295d175ab8.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_00ff11295d175ab8 +-- problem_id: v2p_m11_d0a702d9106fe9c3 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Gender", + AVG(CAST("Region_Code" AS REAL)) OVER (PARTITION BY "Gender") AS avg_measure +FROM "m11" +WHERE "Gender" IS NOT NULL + AND "Region_Code" IS NOT NULL + AND "Gender" <> '' + AND "Region_Code" <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_045f581afabc46b4.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_045f581afabc46b4.sql new file mode 100644 index 0000000000000000000000000000000000000000..e5c709d82bc82b8f42c1dc010517717ab18c7f94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_045f581afabc46b4.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_045f581afabc46b4 +-- problem_id: v2p_m11_756847af0428bb14 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Vehicle_Age", + AVG(CAST("Annual_Premium" AS REAL)) OVER (PARTITION BY "Vehicle_Age") AS avg_measure +FROM "m11" +WHERE "Vehicle_Age" IS NOT NULL + AND TRIM("Vehicle_Age") <> '' + AND "Annual_Premium" IS NOT NULL + AND TRIM("Annual_Premium") <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_07a9acc2da849254.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_07a9acc2da849254.sql new file mode 100644 index 0000000000000000000000000000000000000000..4f943366403fc1811aa994672d7d9387862eda36 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_07a9acc2da849254.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_07a9acc2da849254 +-- problem_id: v2p_m11_743f3a35050b5e77 +-- realization_mode: agent +-- source_kind: agent +SELECT "Policy_Sales_Channel", + AVG(CASE WHEN "Driving_License" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Policy_Sales_Channel" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_0a3e7461ce5df75e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_0a3e7461ce5df75e.sql new file mode 100644 index 0000000000000000000000000000000000000000..bde311f3e65aa098f9f9462f8513c80127fda12d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_0a3e7461ce5df75e.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m11_0a3e7461ce5df75e +-- problem_id: v2p_m11_0897bea450b23c7b +-- realization_mode: agent +-- source_kind: agent +SELECT "Vintage", COUNT(*) AS "row_count" +FROM "m11" +GROUP BY "Vintage" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_0ca66b14d93e046f.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_0ca66b14d93e046f.sql new file mode 100644 index 0000000000000000000000000000000000000000..fb775ebebded0a61737f32a1f5c23811a84a3bb0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_0ca66b14d93e046f.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m11_0ca66b14d93e046f +-- problem_id: v2p_m11_56830b7aaabaed50 +-- realization_mode: agent +-- source_kind: agent +SELECT "Vehicle_Age", COUNT(*) AS "row_count" +FROM "m11" +GROUP BY "Vehicle_Age" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_11498e2cca07da0e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_11498e2cca07da0e.sql new file mode 100644 index 0000000000000000000000000000000000000000..fff9d2aadc137cf7cc9ab8f603e259125f6f9f8f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_11498e2cca07da0e.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m11_11498e2cca07da0e +-- problem_id: v2p_m11_035230a4a27e875a +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "Age", + SUM(CASE WHEN "Response" = '0' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Response" = '1' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m11" + GROUP BY "Age" +) +SELECT "Age", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC +LIMIT 11; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_115eca2c9d7b13bd.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_115eca2c9d7b13bd.sql new file mode 100644 index 0000000000000000000000000000000000000000..f861cfced193a3461e5cf279cdc0c466fccc8155 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_115eca2c9d7b13bd.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_115eca2c9d7b13bd +-- problem_id: v2p_m11_51a4e677822cda4f +-- realization_mode: agent +-- source_kind: agent +SELECT "Vehicle_Age", "Region_Code", "total_measure", "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "Vehicle_Age") AS "share_within_group" +FROM ( + SELECT "Vehicle_Age", "Region_Code", SUM(CAST("Age" AS REAL)) AS "total_measure" + FROM "m11" + GROUP BY "Vehicle_Age", "Region_Code" +) AS "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_116c31cdbfc59a97.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_116c31cdbfc59a97.sql new file mode 100644 index 0000000000000000000000000000000000000000..2e76c2e414d8771d5d49175761fd9e64aa0cc1ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_116c31cdbfc59a97.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m11_116c31cdbfc59a97 +-- problem_id: v2p_m11_c3e69fa192560462 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "Vehicle_Damage", + SUM(CASE WHEN "Gender" = 'Male' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Gender" = 'Female' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m11" + GROUP BY "Vehicle_Damage" +) +SELECT + "Vehicle_Damage", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_11fbf3f3c1e44554.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_11fbf3f3c1e44554.sql new file mode 100644 index 0000000000000000000000000000000000000000..4fca29f03f95aff24041073e70390c40e2b84fd1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_11fbf3f3c1e44554.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m11_11fbf3f3c1e44554 +-- problem_id: v2p_m11_89638b1f5eac2cad +-- realization_mode: agent +-- source_kind: agent +SELECT "Response", COUNT(*) AS "row_count" +FROM "m11" +GROUP BY "Response" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_171021ec891ef17e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_171021ec891ef17e.sql new file mode 100644 index 0000000000000000000000000000000000000000..a97075d9e572c030070772a9d2d5a09dfdfce32a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_171021ec891ef17e.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_171021ec891ef17e +-- problem_id: v2p_m11_57baff40badaf8af +-- realization_mode: agent +-- source_kind: agent +SELECT + "Policy_Sales_Channel" AS "group_col", + "Policy_Sales_Channel" AS "item_col", + SUM(CAST("Annual_Premium" AS REAL)) AS "total_measure", + SUM(CAST("Annual_Premium" AS REAL)) * 100.0 / SUM(SUM(CAST("Annual_Premium" AS REAL))) OVER (PARTITION BY "Policy_Sales_Channel") AS "share_within_group" +FROM "m11" +GROUP BY "Policy_Sales_Channel", "Policy_Sales_Channel" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_1f2e91c7a1546020.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_1f2e91c7a1546020.sql new file mode 100644 index 0000000000000000000000000000000000000000..b411038bbfb2978fab0a0ba03daccfa046da7a04 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_1f2e91c7a1546020.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m11_1f2e91c7a1546020 +-- problem_id: v2p_m11_a773aa814e060472 +-- realization_mode: agent +-- source_kind: agent +SELECT "Region_Code", COUNT(*) AS row_count +FROM "m11" +GROUP BY "Region_Code" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_1f601dd0d5fa985c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_1f601dd0d5fa985c.sql new file mode 100644 index 0000000000000000000000000000000000000000..d69f025856ffb1ec7bf8d4b3c7e6931c72c6d7ab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_1f601dd0d5fa985c.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_1f601dd0d5fa985c +-- problem_id: v2p_m11_3bcfad6bafd0d5cc +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Vintage", + AVG(CAST("id" AS REAL)) OVER (PARTITION BY "Vintage") AS avg_measure +FROM "m11" +WHERE "Vintage" IS NOT NULL + AND "Vintage" <> '' + AND "id" IS NOT NULL + AND "id" <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_26083d937e2d0263.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_26083d937e2d0263.sql new file mode 100644 index 0000000000000000000000000000000000000000..5852835035b076a4b09b691a544664aef6cf424f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_26083d937e2d0263.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_26083d937e2d0263 +-- problem_id: v2p_m11_520791f6e056a550 +-- realization_mode: agent +-- source_kind: agent +SELECT "Vintage", + AVG(CASE WHEN "Previously_Insured" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Vintage" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2cf905d7417a68e3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2cf905d7417a68e3.sql new file mode 100644 index 0000000000000000000000000000000000000000..9c34c5ce3218f8b8fd7cc2b8e711b56e20e4d1ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2cf905d7417a68e3.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_2cf905d7417a68e3 +-- problem_id: v2p_m11_baf760d0ca30c8dd +-- realization_mode: agent +-- source_kind: agent +SELECT "Region_Code", + AVG(CASE WHEN "Driving_License" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Region_Code" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2d1bf02a712f664e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2d1bf02a712f664e.sql new file mode 100644 index 0000000000000000000000000000000000000000..022baf7f32a49e55f31172c6c8c896256c15ab66 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2d1bf02a712f664e.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m11_2d1bf02a712f664e +-- problem_id: v2p_m11_fbeed9cd10dc0d79 +-- realization_mode: agent +-- source_kind: agent +SELECT "Gender", "Vintage", COUNT(*) AS row_count +FROM "m11" +WHERE CAST("Region_Code" AS REAL) >= 24.0 +GROUP BY "Gender", "Vintage" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2d6ced0a4725d5e4.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2d6ced0a4725d5e4.sql new file mode 100644 index 0000000000000000000000000000000000000000..3f0ea4690fdcacdea9adbf6035903a34d910bb1a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2d6ced0a4725d5e4.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_2d6ced0a4725d5e4 +-- problem_id: v2p_m11_c3284321fcc92ba9 +-- realization_mode: agent +-- source_kind: agent +SELECT "Previously_Insured", + AVG(CASE WHEN "Previously_Insured" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Previously_Insured" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2f3740d491656ce1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2f3740d491656ce1.sql new file mode 100644 index 0000000000000000000000000000000000000000..68f2d0e0bf05bc6ed0e180d228ec8c84a1b672f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2f3740d491656ce1.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_2f3740d491656ce1 +-- problem_id: v2p_m11_82d60c592221c598 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Driving_License", + AVG("id") OVER (PARTITION BY "Driving_License") AS avg_measure +FROM "m11" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2f844b8e58a096a7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2f844b8e58a096a7.sql new file mode 100644 index 0000000000000000000000000000000000000000..dcfbfbccc37ec2eee8833a750ffb32ab6dfa53c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_2f844b8e58a096a7.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_2f844b8e58a096a7 +-- problem_id: v2p_m11_dc6c7d0090ab261a +-- realization_mode: agent +-- source_kind: agent +SELECT + "Response", + "id", + SUM(CAST("Vintage" AS REAL)) AS "total_measure", + SUM(CAST("Vintage" AS REAL)) * 100.0 / SUM(SUM(CAST("Vintage" AS REAL))) OVER (PARTITION BY "Response") AS "share_within_group" +FROM "m11" +GROUP BY "Response", "id" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_328d636a6be4f4e9.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_328d636a6be4f4e9.sql new file mode 100644 index 0000000000000000000000000000000000000000..6680e65e33e0a4fbc605ebca33e02807687ea39c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_328d636a6be4f4e9.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_328d636a6be4f4e9 +-- problem_id: v2p_m11_9dd4a9ad15d64673 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Vehicle_Damage", + AVG(CAST("Policy_Sales_Channel" AS REAL)) OVER (PARTITION BY "Vehicle_Damage") AS "avg_measure" +FROM "m11" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_3631dfa120c91f5f.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_3631dfa120c91f5f.sql new file mode 100644 index 0000000000000000000000000000000000000000..a0ca24ff4fd7090822f7a30dbcc7332a7340a156 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_3631dfa120c91f5f.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_3631dfa120c91f5f +-- problem_id: v2p_m11_18d929e342c7e59f +-- realization_mode: agent +-- source_kind: agent +SELECT + "Region_Code", + "Policy_Sales_Channel", + SUM(CAST("Annual_Premium" AS REAL)) AS "total_measure", + SUM(CAST("Annual_Premium" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST("Annual_Premium" AS REAL))) OVER (PARTITION BY "Region_Code"), 0) AS "share_within_group" +FROM "m11" +GROUP BY "Region_Code", "Policy_Sales_Channel" +ORDER BY "share_within_group" DESC, "Region_Code", "Policy_Sales_Channel" +LIMIT 13; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_38445c7160e6e7e1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_38445c7160e6e7e1.sql new file mode 100644 index 0000000000000000000000000000000000000000..d8fdf6119e440d6c44278e99f8611314e8d4eb5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_38445c7160e6e7e1.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_38445c7160e6e7e1 +-- problem_id: v2p_m11_c2fbf28d281dc1fc +-- realization_mode: agent +-- source_kind: agent +SELECT "grouped"."Vehicle_Damage", "grouped"."Annual_Premium", "grouped"."total_measure", "grouped"."total_measure" * 100.0 / SUM("grouped"."total_measure") OVER (PARTITION BY "grouped"."Vehicle_Damage") AS "share_within_group" +FROM ( + SELECT "m11"."Vehicle_Damage", "m11"."Annual_Premium", SUM(CAST("m11"."Region_Code" AS REAL)) AS "total_measure" + FROM "m11" + GROUP BY "m11"."Vehicle_Damage", "m11"."Annual_Premium" +) AS "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_3e4f6a0c94e28927.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_3e4f6a0c94e28927.sql new file mode 100644 index 0000000000000000000000000000000000000000..d8316742183162b289d3e8b5b336405514ac743c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_3e4f6a0c94e28927.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_3e4f6a0c94e28927 +-- problem_id: v2p_m11_5acd017c3e246da9 +-- realization_mode: agent +-- source_kind: agent +SELECT "Previously_Insured", "Age", + SUM(CAST("id" AS REAL)) AS total_measure, + SUM(CAST("id" AS REAL)) * 100.0 / SUM(SUM(CAST("id" AS REAL))) OVER (PARTITION BY "Previously_Insured") AS share_within_group +FROM "m11" +GROUP BY "Previously_Insured", "Age" +ORDER BY share_within_group DESC +LIMIT 14; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_3fe0e7fd6cf67759.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_3fe0e7fd6cf67759.sql new file mode 100644 index 0000000000000000000000000000000000000000..d0b69b1ae8906e6eaf140f290156c5f99ba4fbfa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_3fe0e7fd6cf67759.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m11_3fe0e7fd6cf67759 +-- problem_id: v2p_m11_4a4322e37cde06e0 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "Vintage", + SUM(CASE WHEN "Previously_Insured" = '0' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Previously_Insured" = '1' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m11" + GROUP BY "Vintage" +) +SELECT + "Vintage", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_4324d6d63aa4e8ce.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_4324d6d63aa4e8ce.sql new file mode 100644 index 0000000000000000000000000000000000000000..5af639ba160eec52de9e1c718e1b3cabeb5129ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_4324d6d63aa4e8ce.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_4324d6d63aa4e8ce +-- problem_id: v2p_m11_bd1e8c498eea9612 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Vehicle_Age", + "Region_Code", + SUM(CAST("Age" AS REAL)) AS "total_measure", + SUM(CAST("Age" AS REAL)) * 100.0 / SUM(SUM(CAST("Age" AS REAL))) OVER (PARTITION BY "Vehicle_Age") AS "share_within_group" +FROM "m11" +GROUP BY "Vehicle_Age", "Region_Code" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_44c253be72a504b5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_44c253be72a504b5.sql new file mode 100644 index 0000000000000000000000000000000000000000..8e6ec50abdf92afcf4afae3618b2f1be729bd0cd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_44c253be72a504b5.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m11_44c253be72a504b5 +-- problem_id: v2p_m11_0b66f367370a337b +-- realization_mode: agent +-- source_kind: agent +SELECT "Driving_License", COUNT(*) AS row_count +FROM "m11" +GROUP BY "Driving_License" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_4f2c43679a0ef482.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_4f2c43679a0ef482.sql new file mode 100644 index 0000000000000000000000000000000000000000..f552e338efdf1b19d3690d8c95ba8ab9deed2ec4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_4f2c43679a0ef482.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_4f2c43679a0ef482 +-- problem_id: v2p_m11_cd44ea4ef348ee62 +-- realization_mode: agent +-- source_kind: agent +SELECT "Vehicle_Damage", + AVG(CASE WHEN "Gender" = 'Female' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Vehicle_Damage" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_5b1c0b1e341cab66.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_5b1c0b1e341cab66.sql new file mode 100644 index 0000000000000000000000000000000000000000..bda786d15a84ce429e26aa313fbec0bf9892ed02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_5b1c0b1e341cab66.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_5b1c0b1e341cab66 +-- problem_id: v2p_m11_ae3e8dc18997c1a2 +-- realization_mode: agent +-- source_kind: agent +SELECT "Previously_Insured", "Vintage", + SUM(CAST("Policy_Sales_Channel" AS REAL)) AS "total_measure", + SUM(CAST("Policy_Sales_Channel" AS REAL)) * 100.0 / SUM(SUM(CAST("Policy_Sales_Channel" AS REAL))) OVER (PARTITION BY "Previously_Insured") AS "share_within_group" +FROM "m11" +GROUP BY "Previously_Insured", "Vintage" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_60829d7ecbef835e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_60829d7ecbef835e.sql new file mode 100644 index 0000000000000000000000000000000000000000..1f5141426db782a49a0e8721449da29c51202c82 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_60829d7ecbef835e.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m11_60829d7ecbef835e +-- problem_id: v2p_m11_eba5ae17831643e4 +-- realization_mode: agent +-- source_kind: agent +SELECT "Age", "Driving_License", COUNT(*) AS "row_count" +FROM "m11" +WHERE "Vehicle_Age" = '1-2 Year' +GROUP BY "Age", "Driving_License" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_62079f1cb0bc19ce.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_62079f1cb0bc19ce.sql new file mode 100644 index 0000000000000000000000000000000000000000..53938f6f16bb76a5b9c8acef0982b8f6cd78d3f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_62079f1cb0bc19ce.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_62079f1cb0bc19ce +-- problem_id: v2p_m11_d7724a7511519361 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Driving_License", + AVG(CASE WHEN "Gender" = 'Female' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Driving_License" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_627b873a60db3623.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_627b873a60db3623.sql new file mode 100644 index 0000000000000000000000000000000000000000..29fb41933026fa40ddb2f4d9fd097e3a8b842b57 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_627b873a60db3623.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_627b873a60db3623 +-- problem_id: v2p_m11_69cf8b6bf30eafd2 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Policy_Sales_Channel", + AVG(CAST("Vintage" AS REAL)) OVER (PARTITION BY "Policy_Sales_Channel") AS "avg_measure" +FROM "m11" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_6334518922ab7063.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_6334518922ab7063.sql new file mode 100644 index 0000000000000000000000000000000000000000..c81f5e57fa4c5cdeb1b7852466feb64d49404681 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_6334518922ab7063.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m11_6334518922ab7063 +-- problem_id: v2p_m11_de748477ace9a3b7 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Previously_Insured", + SUM(CASE WHEN "Previously_Insured" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Previously_Insured" = '1' THEN 1 ELSE 0 END) AS denominator_count + FROM "m11" + GROUP BY "Previously_Insured" +) +SELECT "Previously_Insured", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_66d254db12068bc4.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_66d254db12068bc4.sql new file mode 100644 index 0000000000000000000000000000000000000000..f9be0e58fe6817199e7a9e946b6a8ee581c7f0d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_66d254db12068bc4.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_66d254db12068bc4 +-- problem_id: v2p_m11_c9ff4ebb42b0ca5d +-- realization_mode: agent +-- source_kind: agent +SELECT + "Policy_Sales_Channel" AS "group_col", + "Policy_Sales_Channel" AS "item_col", + SUM(CAST("Annual_Premium" AS REAL)) AS "total_measure", + SUM(CAST("Annual_Premium" AS REAL)) * 100.0 / SUM(SUM(CAST("Annual_Premium" AS REAL))) OVER (PARTITION BY "Policy_Sales_Channel") AS "share_within_group" +FROM "m11" +GROUP BY "Policy_Sales_Channel", "Policy_Sales_Channel" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_68b8e7747f757e05.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_68b8e7747f757e05.sql new file mode 100644 index 0000000000000000000000000000000000000000..bbb1b3eafb81fc22300f9b437d91323243fa0c37 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_68b8e7747f757e05.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m11_68b8e7747f757e05 +-- problem_id: v2p_m11_ebeefdf75efe7db5 +-- realization_mode: agent +-- source_kind: agent +SELECT "Gender", "Vehicle_Damage", COUNT(*) AS "row_count" +FROM "m11" +WHERE CAST("Age" AS REAL) >= 49.0 +GROUP BY "Gender", "Vehicle_Damage" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_6b738f2d586e8136.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_6b738f2d586e8136.sql new file mode 100644 index 0000000000000000000000000000000000000000..2e41ab3fa685dd705504b1874881dcbcbc6d9191 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_6b738f2d586e8136.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m11_6b738f2d586e8136 +-- problem_id: v2p_m11_7b61a08ff6504402 +-- realization_mode: agent +-- source_kind: agent +SELECT "Previously_Insured", COUNT(*) AS "row_count" +FROM "m11" +GROUP BY "Previously_Insured" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_6e6d95f455df2d28.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_6e6d95f455df2d28.sql new file mode 100644 index 0000000000000000000000000000000000000000..7919c926af76deb518732502a3677f98acebe2ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_6e6d95f455df2d28.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_6e6d95f455df2d28 +-- problem_id: v2p_m11_9ff0506575326ec6 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Vehicle_Age", + AVG(CAST("Annual_Premium" AS REAL)) OVER (PARTITION BY "Vehicle_Age") AS avg_measure +FROM "m11" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_721c3878c28924b3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_721c3878c28924b3.sql new file mode 100644 index 0000000000000000000000000000000000000000..8cafeb624b50bb9bdc4fc8a7531b5a1c5e94ad57 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_721c3878c28924b3.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_721c3878c28924b3 +-- problem_id: v2p_m11_792f335a49549775 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Response", + AVG(CAST("Age" AS REAL)) OVER (PARTITION BY "Response") AS "avg_measure" +FROM "m11" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_76b66e8018ebb098.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_76b66e8018ebb098.sql new file mode 100644 index 0000000000000000000000000000000000000000..e13ce758df7a1d44fec05727ea241ec27196da9f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_76b66e8018ebb098.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_76b66e8018ebb098 +-- problem_id: v2p_m11_6342d77a94826509 +-- realization_mode: agent +-- source_kind: agent +SELECT "Response", + AVG(CASE WHEN "Vehicle_Age" = '< 1 Year' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Response" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_7a29bf71458d836f.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_7a29bf71458d836f.sql new file mode 100644 index 0000000000000000000000000000000000000000..932e1a589f8177b936d277a903d260b855bec6f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_7a29bf71458d836f.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_7a29bf71458d836f +-- problem_id: v2p_m11_1ae9b24ff3af0c53 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Age", + "Region_Code", + SUM(CAST("Age" AS REAL)) AS total_measure, + SUM(CAST("Age" AS REAL)) * 100.0 / SUM(SUM(CAST("Age" AS REAL))) OVER (PARTITION BY "Age") AS share_within_group +FROM "m11" +WHERE "Age" IS NOT NULL + AND "Region_Code" IS NOT NULL +GROUP BY "Age", "Region_Code" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_7badb766e4c68962.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_7badb766e4c68962.sql new file mode 100644 index 0000000000000000000000000000000000000000..67ba77fc02d673a28bc7a91cf062133c73b9420f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_7badb766e4c68962.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_7badb766e4c68962 +-- problem_id: v2p_m11_0ff8558db5c3d1c5 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Gender", + AVG(CAST("Region_Code" AS REAL)) OVER (PARTITION BY "Gender") AS "avg_measure" +FROM "m11" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_7fb21f3136667084.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_7fb21f3136667084.sql new file mode 100644 index 0000000000000000000000000000000000000000..5b7bfa813d77a34a4f1a9fc2ad83aaa1c0ea1d1c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_7fb21f3136667084.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m11_7fb21f3136667084 +-- problem_id: v2p_m11_e834d1e9915332a7 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "Policy_Sales_Channel", + SUM(CASE WHEN "Driving_License" = '1' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Driving_License" = '0' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m11" + GROUP BY "Policy_Sales_Channel" +) +SELECT "Policy_Sales_Channel", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_81843a68ee6d078f.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_81843a68ee6d078f.sql new file mode 100644 index 0000000000000000000000000000000000000000..54837b537d133fb124e9ae9863129974b8ae8d29 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_81843a68ee6d078f.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_81843a68ee6d078f +-- problem_id: v2p_m11_89ba993e7c078f22 +-- realization_mode: agent +-- source_kind: agent +SELECT "Vintage", + AVG(CASE WHEN "Previously_Insured" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Vintage" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8527f97900fdc723.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8527f97900fdc723.sql new file mode 100644 index 0000000000000000000000000000000000000000..ac7f08217ef1e2233f9ff6de192b9c65135569f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8527f97900fdc723.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m11_8527f97900fdc723 +-- problem_id: v2p_m11_7b537506898702e8 +-- realization_mode: agent +-- source_kind: agent +SELECT "Age", "Previously_Insured", COUNT(*) AS row_count +FROM "m11" +WHERE CAST("Annual_Premium" AS REAL) >= 51539.0 +GROUP BY "Age", "Previously_Insured" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8834a732f16ff060.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8834a732f16ff060.sql new file mode 100644 index 0000000000000000000000000000000000000000..389f6e1367dc72ee6e060ab37289feb658b2d8e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8834a732f16ff060.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_8834a732f16ff060 +-- problem_id: v2p_m11_8278bb74c617fc8b +-- realization_mode: agent +-- source_kind: agent +SELECT + "Vehicle_Damage", + "Annual_Premium", + SUM(CAST("Region_Code" AS REAL)) AS total_measure, + SUM(CAST("Region_Code" AS REAL)) * 100.0 + / SUM(SUM(CAST("Region_Code" AS REAL))) OVER (PARTITION BY "Vehicle_Damage") AS share_within_group +FROM "m11" +GROUP BY "Vehicle_Damage", "Annual_Premium" +ORDER BY share_within_group DESC +LIMIT 16; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8a3460e94d70db06.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8a3460e94d70db06.sql new file mode 100644 index 0000000000000000000000000000000000000000..cb8c46851ddf9b987838fb79c64a1f78d8321933 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8a3460e94d70db06.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m11_8a3460e94d70db06 +-- problem_id: v2p_m11_cbff4aa5790e688c +-- realization_mode: agent +-- source_kind: agent +SELECT "Gender", "Previously_Insured", COUNT(*) AS "row_count" +FROM "m11" +WHERE CAST("id" AS REAL) >= 340589.0 +GROUP BY "Gender", "Previously_Insured" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8c5f957515432c81.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8c5f957515432c81.sql new file mode 100644 index 0000000000000000000000000000000000000000..d97143b3c220dcbe25b65e0e6a8c6d42fcacf8d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8c5f957515432c81.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m11_8c5f957515432c81 +-- problem_id: v2p_m11_6981ca42de303da7 +-- realization_mode: agent +-- source_kind: agent +SELECT "Gender", "Response", COUNT(*) AS row_count +FROM "m11" +WHERE "Previously_Insured" = '1' +GROUP BY "Gender", "Response" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8ee4f86bff5ab54b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8ee4f86bff5ab54b.sql new file mode 100644 index 0000000000000000000000000000000000000000..cb01b1a6c80bc30356bd97354e139aca99d265b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_8ee4f86bff5ab54b.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_8ee4f86bff5ab54b +-- problem_id: v2p_m11_b3825d47a775a12d +-- realization_mode: agent +-- source_kind: agent +SELECT + "Region_Code", + "Policy_Sales_Channel", + SUM(CAST(NULLIF("Annual_Premium", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("Annual_Premium", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF("Annual_Premium", '') AS REAL))) OVER (PARTITION BY "Region_Code"), 0) AS "share_within_group" +FROM "m11" +GROUP BY "Region_Code", "Policy_Sales_Channel" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_96bfa03281b0c4c2.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_96bfa03281b0c4c2.sql new file mode 100644 index 0000000000000000000000000000000000000000..541189e30b76dd0d7485e3b55e2ba166c92d1c89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_96bfa03281b0c4c2.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m11_96bfa03281b0c4c2 +-- problem_id: v2p_m11_d55e341d1962039a +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "Gender" AS "Gender", + SUM(CASE WHEN "Vehicle_Damage" = 'Yes' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Vehicle_Damage" = 'No' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m11" + GROUP BY "Gender" +) +SELECT + "Gender", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_98502acef1da7ba7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_98502acef1da7ba7.sql new file mode 100644 index 0000000000000000000000000000000000000000..f5fbde36f0b5ab645e67700263d6254b1661f7b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_98502acef1da7ba7.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m11_98502acef1da7ba7 +-- problem_id: v2p_m11_abeb5bb50f7975fa +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Response", + SUM(CASE WHEN "Vehicle_Age" = '1-2 Year' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Vehicle_Age" = '< 1 Year' THEN 1 ELSE 0 END) AS denominator_count + FROM "m11" + GROUP BY "Response" +) +SELECT "Response", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_986505c27512414b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_986505c27512414b.sql new file mode 100644 index 0000000000000000000000000000000000000000..35d0abb1a06d06d1c6e6191b5fc4ad45350acf72 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_986505c27512414b.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_986505c27512414b +-- problem_id: v2p_m11_702f9ecb1c414d47 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Vintage", + AVG(CAST("id" AS REAL)) OVER (PARTITION BY "Vintage") AS avg_measure +FROM "m11" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_9ac4939bc9df35f6.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_9ac4939bc9df35f6.sql new file mode 100644 index 0000000000000000000000000000000000000000..0c76a921a71fa4529a5a66f8b41b55c4b007051b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_9ac4939bc9df35f6.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_9ac4939bc9df35f6 +-- problem_id: v2p_m11_c900b95a44d801f9 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Previously_Insured", + "Vintage", + SUM(CAST("Policy_Sales_Channel" AS REAL)) AS "total_measure", + SUM(CAST("Policy_Sales_Channel" AS REAL)) * 100.0 / SUM(SUM(CAST("Policy_Sales_Channel" AS REAL))) OVER (PARTITION BY "Previously_Insured") AS "share_within_group" +FROM "m11" +GROUP BY "Previously_Insured", "Vintage" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_9e40b09c9e6ed0d0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_9e40b09c9e6ed0d0.sql new file mode 100644 index 0000000000000000000000000000000000000000..bb189c199ea5a96e8fac510c2875102a106683fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_9e40b09c9e6ed0d0.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_9e40b09c9e6ed0d0 +-- problem_id: v2p_m11_c4847bb7e80db4c4 +-- realization_mode: agent +-- source_kind: agent +SELECT "Age", + AVG(CASE WHEN "Response" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Age" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_a343c28c3cec51f0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_a343c28c3cec51f0.sql new file mode 100644 index 0000000000000000000000000000000000000000..a98acda21e500687922df2364d9d6863ae428829 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_a343c28c3cec51f0.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m11_a343c28c3cec51f0 +-- problem_id: v2p_m11_b99963fd2a1e6a19 +-- realization_mode: agent +-- source_kind: agent +SELECT "Vehicle_Damage", COUNT(*) AS row_count +FROM "m11" +GROUP BY "Vehicle_Damage" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_a42e63a7bae2d2ef.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_a42e63a7bae2d2ef.sql new file mode 100644 index 0000000000000000000000000000000000000000..54677f2b55208a1ccb39e5c2dc753cf28076f548 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_a42e63a7bae2d2ef.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m11_a42e63a7bae2d2ef +-- problem_id: v2p_m11_3ee9a33fcaf00745 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "Region_Code", + SUM(CASE WHEN "Driving_License" = '1' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Driving_License" = '0' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m11" + GROUP BY "Region_Code" +) +SELECT "Region_Code", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_a5b87b6336fe0a0c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_a5b87b6336fe0a0c.sql new file mode 100644 index 0000000000000000000000000000000000000000..846bbad60ef1b0a9bc72e06d999ad98f611c8800 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_a5b87b6336fe0a0c.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_a5b87b6336fe0a0c +-- problem_id: v2p_m11_99c2efe9eb56ed34 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Region_Code", + AVG(CAST("Age" AS REAL)) OVER (PARTITION BY "Region_Code") AS avg_measure +FROM "m11" +WHERE "Region_Code" IS NOT NULL + AND "Age" IS NOT NULL +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_b30b6e407be496d9.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_b30b6e407be496d9.sql new file mode 100644 index 0000000000000000000000000000000000000000..ae73e10f3fdaa0ee32a957edd2ee0f6020c15e8c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_b30b6e407be496d9.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_b30b6e407be496d9 +-- problem_id: v2p_m11_7fd373ab19240f48 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Driving_License", + AVG(CASE WHEN "Gender" = 'Male' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Driving_License" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_b3a29de4d23e15c6.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_b3a29de4d23e15c6.sql new file mode 100644 index 0000000000000000000000000000000000000000..7479569416805d547aa1c83a4ecb29d051c781ca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_b3a29de4d23e15c6.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_b3a29de4d23e15c6 +-- problem_id: v2p_m11_ff18d49b05c58d22 +-- realization_mode: agent +-- source_kind: agent +SELECT "Response", "id", + SUM(CAST("Vintage" AS REAL)) AS total_measure, + SUM(CAST("Vintage" AS REAL)) * 100.0 / SUM(SUM(CAST("Vintage" AS REAL))) OVER (PARTITION BY "Response") AS share_within_group +FROM "m11" +GROUP BY "Response", "id" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_b4055d71dbd73125.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_b4055d71dbd73125.sql new file mode 100644 index 0000000000000000000000000000000000000000..cebef17757a07bb8f345c04b40d24431928e076d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_b4055d71dbd73125.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_b4055d71dbd73125 +-- problem_id: v2p_m11_edc6cd6554f1eceb +-- realization_mode: agent +-- source_kind: agent +SELECT "Gender", "Age", + COUNT("id") AS total_measure, + COUNT("id") * 100.0 / SUM(COUNT("id")) OVER (PARTITION BY "Gender") AS share_within_group +FROM "m11" +GROUP BY "Gender", "Age" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_baefa1fa43882c47.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_baefa1fa43882c47.sql new file mode 100644 index 0000000000000000000000000000000000000000..63c908396c34e253932b03e49dc06976a710ae83 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_baefa1fa43882c47.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m11_baefa1fa43882c47 +-- problem_id: v2p_m11_22a40f6c9c79c1ea +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Driving_License", + SUM(CASE WHEN "Gender" = 'Male' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Gender" = 'Female' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m11" + GROUP BY "Driving_License" +) +SELECT "Driving_License", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM grouped +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_bc5f24f2b41c97fc.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_bc5f24f2b41c97fc.sql new file mode 100644 index 0000000000000000000000000000000000000000..2a56ebc222368a9e70220d2564ee1f3decfec304 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_bc5f24f2b41c97fc.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_bc5f24f2b41c97fc +-- problem_id: v2p_m11_861fabe360c690ef +-- realization_mode: agent +-- source_kind: agent +SELECT + "Gender", + AVG(CASE WHEN "Vehicle_Damage" = 'Yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Gender" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_bcfefac98b22c991.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_bcfefac98b22c991.sql new file mode 100644 index 0000000000000000000000000000000000000000..bdfddcd06e9d9f014a393ed3dd702430326a56b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_bcfefac98b22c991.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_bcfefac98b22c991 +-- problem_id: v2p_m11_7a395a40e29fd9d6 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Response", + AVG(CAST("Age" AS REAL)) OVER (PARTITION BY "Response") AS avg_measure +FROM "m11" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_bde7975967f51452.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_bde7975967f51452.sql new file mode 100644 index 0000000000000000000000000000000000000000..0d9614fd8e86c52ee9d884dc12b65ec05ed61e36 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_bde7975967f51452.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_bde7975967f51452 +-- problem_id: v2p_m11_02abcd30f3d9dc6e +-- realization_mode: agent +-- source_kind: agent +SELECT "Vintage" AS "group_col", + "Vintage" AS "item_col", + SUM(CAST("Policy_Sales_Channel" AS REAL)) AS "total_measure", + SUM(CAST("Policy_Sales_Channel" AS REAL)) * 100.0 / SUM(SUM(CAST("Policy_Sales_Channel" AS REAL))) OVER (PARTITION BY "Vintage") AS "share_within_group" +FROM "m11" +GROUP BY "Vintage", "Vintage" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_bf75330a359d4a49.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_bf75330a359d4a49.sql new file mode 100644 index 0000000000000000000000000000000000000000..71fe43f6e87e711505df60b9fc7b5df1a542d4b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_bf75330a359d4a49.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_bf75330a359d4a49 +-- problem_id: v2p_m11_2d9a59e952b1880e +-- realization_mode: agent +-- source_kind: agent +SELECT + "Policy_Sales_Channel", + AVG(CASE WHEN "Driving_License" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Policy_Sales_Channel" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_c07c14bc3e3b5b0c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_c07c14bc3e3b5b0c.sql new file mode 100644 index 0000000000000000000000000000000000000000..831e034fcb4ca475d225c0705368b0a8f2d47788 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_c07c14bc3e3b5b0c.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_c07c14bc3e3b5b0c +-- problem_id: v2p_m11_aa0f30611de60244 +-- realization_mode: agent +-- source_kind: agent +SELECT "Previously_Insured", + AVG(CASE WHEN "Previously_Insured" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Previously_Insured" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_c1f99b2f404384cf.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_c1f99b2f404384cf.sql new file mode 100644 index 0000000000000000000000000000000000000000..13323eb76262e1ca633689a98949dc55141720a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_c1f99b2f404384cf.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_c1f99b2f404384cf +-- problem_id: v2p_m11_11b6892d9a4c3c96 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Driving_License", + "Annual_Premium", + SUM(CAST("Region_Code" AS REAL)) AS "total_measure", + SUM(CAST("Region_Code" AS REAL)) * 100.0 / SUM(SUM(CAST("Region_Code" AS REAL))) OVER (PARTITION BY "Driving_License") AS "share_within_group" +FROM "m11" +GROUP BY "Driving_License", "Annual_Premium" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_cbf3de95d072a918.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_cbf3de95d072a918.sql new file mode 100644 index 0000000000000000000000000000000000000000..0152083d10ea69d197939d6fa44dacb8b99492b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_cbf3de95d072a918.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_cbf3de95d072a918 +-- problem_id: v2p_m11_9ec636081971ea62 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Previously_Insured", + AVG(CAST("Region_Code" AS REAL)) OVER (PARTITION BY "Previously_Insured") AS "avg_measure" +FROM "m11" +WHERE "Previously_Insured" IS NOT NULL + AND "Region_Code" IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_d05fe77b76a18866.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_d05fe77b76a18866.sql new file mode 100644 index 0000000000000000000000000000000000000000..a59291b8463c86d4acf2fa38e0254d2afadc2ef0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_d05fe77b76a18866.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_d05fe77b76a18866 +-- problem_id: v2p_m11_29bfa2bc7acd2120 +-- realization_mode: agent +-- source_kind: agent +SELECT "Gender", + AVG(CASE WHEN "Vehicle_Damage" = 'No' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Gender" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_d06fd8ea6c8e31af.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_d06fd8ea6c8e31af.sql new file mode 100644 index 0000000000000000000000000000000000000000..2ac7b5f88c02706d500c874b096c3436ec1fe549 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_d06fd8ea6c8e31af.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_d06fd8ea6c8e31af +-- problem_id: v2p_m11_3c492f7ae4f6ffe4 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Previously_Insured", + AVG(CAST("Region_Code" AS REAL)) OVER (PARTITION BY "Previously_Insured") AS "avg_measure" +FROM "m11" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_d363f4ddbccf2e90.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_d363f4ddbccf2e90.sql new file mode 100644 index 0000000000000000000000000000000000000000..c854232e8f530f33cddb1a65bd50cae0ff4063a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_d363f4ddbccf2e90.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_d363f4ddbccf2e90 +-- problem_id: v2p_m11_29a1ac000c48d4fc +-- realization_mode: agent +-- source_kind: agent +SELECT + "Age", + "Region_Code", + SUM(CAST("Age" AS REAL)) AS "total_measure", + SUM(CAST("Age" AS REAL)) * 100.0 / SUM(SUM(CAST("Age" AS REAL))) OVER (PARTITION BY "Age") AS "share_within_group" +FROM "m11" +WHERE "Age" IS NOT NULL + AND "Region_Code" IS NOT NULL +GROUP BY "Age", "Region_Code" +ORDER BY "share_within_group" DESC +LIMIT 16; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_d9b768a81df1a4c7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_d9b768a81df1a4c7.sql new file mode 100644 index 0000000000000000000000000000000000000000..3b715c68692a172a329a18742654dab82103440c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_d9b768a81df1a4c7.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_d9b768a81df1a4c7 +-- problem_id: v2p_m11_2753fa3df335fd7a +-- realization_mode: agent +-- source_kind: agent +SELECT + "t"."Previously_Insured", + "t"."Age", + "t"."total_measure", + "t"."total_measure" * 100.0 / SUM("t"."total_measure") OVER (PARTITION BY "t"."Previously_Insured") AS "share_within_group" +FROM ( + SELECT + "Previously_Insured", + "Age", + SUM(CAST("id" AS INTEGER)) AS "total_measure" + FROM "m11" + GROUP BY "Previously_Insured", "Age" +) AS "t" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_dbac9acef317e699.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_dbac9acef317e699.sql new file mode 100644 index 0000000000000000000000000000000000000000..0ebe4aa5e96c9a9f96cbe30204519be14fb46676 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_dbac9acef317e699.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m11_dbac9acef317e699 +-- problem_id: v2p_m11_e4a6b42824d00c95 +-- realization_mode: agent +-- source_kind: agent +SELECT "Age", "Region_Code", COUNT(*) AS "row_count" +FROM "m11" +WHERE "Vehicle_Damage" = 'No' +GROUP BY "Age", "Region_Code" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_dc3b133361f27b59.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_dc3b133361f27b59.sql new file mode 100644 index 0000000000000000000000000000000000000000..6c6b338f65ed7a2ba985d756b1a0c24637b22efd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_dc3b133361f27b59.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_dc3b133361f27b59 +-- problem_id: v2p_m11_0b4ccb8f35057647 +-- realization_mode: agent +-- source_kind: agent +SELECT "Driving_License", "Annual_Premium", + SUM(CAST("Region_Code" AS REAL)) AS total_measure, + SUM(CAST("Region_Code" AS REAL)) * 100.0 / SUM(SUM(CAST("Region_Code" AS REAL))) OVER (PARTITION BY "Driving_License") AS share_within_group +FROM "m11" +GROUP BY "Driving_License", "Annual_Premium" +ORDER BY share_within_group DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_dd8a236b98e80c7f.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_dd8a236b98e80c7f.sql new file mode 100644 index 0000000000000000000000000000000000000000..23556250e578b0805456e97d220de9ae164fb985 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_dd8a236b98e80c7f.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_dd8a236b98e80c7f +-- problem_id: v2p_m11_f926639550a4167f +-- realization_mode: agent +-- source_kind: agent +SELECT "Age", + AVG(CASE WHEN "Response" = '1' THEN 1 ELSE 0 END) AS condition_rate +FROM "m11" +GROUP BY "Age" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_ddea04e9bc06030d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_ddea04e9bc06030d.sql new file mode 100644 index 0000000000000000000000000000000000000000..66195f81b23d830a6c768ecebafe1b84ee360b90 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_ddea04e9bc06030d.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_ddea04e9bc06030d +-- problem_id: v2p_m11_532fca62be8cd795 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Region_Code", + AVG(CAST("Age" AS REAL)) OVER (PARTITION BY "Region_Code") AS "avg_measure" +FROM "m11" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_dfdd2db41f2802ed.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_dfdd2db41f2802ed.sql new file mode 100644 index 0000000000000000000000000000000000000000..c26325dd4061903141edb97fabd312053ec3695b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_dfdd2db41f2802ed.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m11_dfdd2db41f2802ed +-- problem_id: v2p_m11_a59d5cacd0356a26 +-- realization_mode: agent +-- source_kind: agent +SELECT "Gender", "Vehicle_Age", COUNT(*) AS "row_count" +FROM "m11" +WHERE "Gender" = 'Female' +GROUP BY "Gender", "Vehicle_Age" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_e2e96a75bc6a97e5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_e2e96a75bc6a97e5.sql new file mode 100644 index 0000000000000000000000000000000000000000..e4c5f1ff7ff720dd91aef61287b7bd5358e00af3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_e2e96a75bc6a97e5.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_e2e96a75bc6a97e5 +-- problem_id: v2p_m11_41813ec8f31d99b8 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Driving_License", + AVG(CAST("id" AS REAL)) OVER (PARTITION BY "Driving_License") AS "avg_measure" +FROM "m11" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_e4b71e94b870829c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_e4b71e94b870829c.sql new file mode 100644 index 0000000000000000000000000000000000000000..2d316d298d288d6aa893d010597405ee6c4b74e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_e4b71e94b870829c.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_e4b71e94b870829c +-- problem_id: v2p_m11_f4e03697ffef9590 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Vehicle_Damage", + AVG(CAST("Policy_Sales_Channel" AS REAL)) OVER (PARTITION BY "Vehicle_Damage") AS "avg_measure" +FROM "m11" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_e55ca57880c87c16.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_e55ca57880c87c16.sql new file mode 100644 index 0000000000000000000000000000000000000000..bd286a295170aa9024ec583d91c4db925f890b77 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_e55ca57880c87c16.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m11_e55ca57880c87c16 +-- problem_id: v2p_m11_b2591def7eba6e64 +-- realization_mode: agent +-- source_kind: agent +SELECT "Policy_Sales_Channel", COUNT(*) AS "row_count" +FROM "m11" +GROUP BY "Policy_Sales_Channel" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_e742588b07b3d91e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_e742588b07b3d91e.sql new file mode 100644 index 0000000000000000000000000000000000000000..64bc2d25c367cd3a4a30c521225d61458be9e06f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_e742588b07b3d91e.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_e742588b07b3d91e +-- problem_id: v2p_m11_f96478c74fba807f +-- realization_mode: agent +-- source_kind: agent +SELECT "Region_Code", + AVG(CASE WHEN "Driving_License" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Region_Code" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_ead127f62eb00933.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_ead127f62eb00933.sql new file mode 100644 index 0000000000000000000000000000000000000000..2ad5e7173aba1e854daa851098084f6a6775e74b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_ead127f62eb00933.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_ead127f62eb00933 +-- problem_id: v2p_m11_bf5d185b5b8f30a2 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Vintage" AS "Vintage", + "Vintage" AS "Vintage_item", + SUM(CAST("Policy_Sales_Channel" AS REAL)) AS total_measure, + SUM(CAST("Policy_Sales_Channel" AS REAL)) * 100.0 / SUM(SUM(CAST("Policy_Sales_Channel" AS REAL))) OVER (PARTITION BY "Vintage") AS share_within_group +FROM "m11" +GROUP BY "Vintage", "Vintage" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_eb9f7d401a8922de.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_eb9f7d401a8922de.sql new file mode 100644 index 0000000000000000000000000000000000000000..cd967b09c256d06238a6ca0ec0bc63857d0f55f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_eb9f7d401a8922de.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_eb9f7d401a8922de +-- problem_id: v2p_m11_5d072af96acfc057 +-- realization_mode: agent +-- source_kind: agent +SELECT "Response", + AVG(CASE WHEN "Vehicle_Age" = '1-2 Year' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Response" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_ee907c1fbc60fcd1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_ee907c1fbc60fcd1.sql new file mode 100644 index 0000000000000000000000000000000000000000..89f959e5640d649a451d9a4d1aa04aa435c3cbe4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_ee907c1fbc60fcd1.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m11_ee907c1fbc60fcd1 +-- problem_id: v2p_m11_8b8cf72c2c0fb85c +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Policy_Sales_Channel", + AVG(CAST("Vintage" AS REAL)) OVER (PARTITION BY "Policy_Sales_Channel") AS "avg_measure" +FROM "m11" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_f21a1baa071e32bb.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_f21a1baa071e32bb.sql new file mode 100644 index 0000000000000000000000000000000000000000..db3a2d27366a770fb80d8e48a5e62131123497a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_f21a1baa071e32bb.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m11_f21a1baa071e32bb +-- problem_id: v2p_m11_14d1816733181099 +-- realization_mode: agent +-- source_kind: agent +SELECT "Vehicle_Damage", + AVG(CASE WHEN "Gender" = 'Male' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m11" +GROUP BY "Vehicle_Damage" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_f306508d492b4c22.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_f306508d492b4c22.sql new file mode 100644 index 0000000000000000000000000000000000000000..da7755324dae292238e5dc045a1437d47c72951a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m11/sql/v2q_m11_f306508d492b4c22.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m11 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m11_f306508d492b4c22 +-- problem_id: v2p_m11_ce9ecc9375311cdd +-- realization_mode: agent +-- source_kind: agent +SELECT + "Gender", + "Age", + COUNT("id") AS "total_measure", + COUNT("id") * 100.0 / SUM(COUNT("id")) OVER (PARTITION BY "Gender") AS "share_within_group" +FROM "m11" +GROUP BY "Gender", "Age" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..629b4a01630be28dcb6d597c8762ea5f88d758ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21967, "bytes_utf8": 21967, "lines": 626, "estimated_tokens": 6314}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 687, "bytes_utf8": 687, "lines": 1, "estimated_tokens": 186}, "usage": {"input_tokens": 29609, "cached_input_tokens": 3456, "output_tokens": 1536, "reasoning_output_tokens": 1344}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c63fd0df0747095f1a8c8cd820379393eb5cabf8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_01771dd60b23a3b1", + "api_calls": 0, + "input_tokens": 29609, + "cached_input_tokens": 3456, + "output_tokens": 1536, + "total_tokens": 31145, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6314, + "estimated_output_tokens": 186, + "estimated_total_tokens": 6500, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 31478.75, + "sql_execution_elapsed_ms_total": 159.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d3fa226a7d89ac50d335d421d012854a5f15b4b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:08:12.757053+00:00", + "ended_at": "2026-05-26T00:08:44.236155+00:00", + "elapsed_ms": 31478.75, + "prompt_metrics": { + "chars": 21967, + "bytes_utf8": 21967, + "lines": 626, + "estimated_tokens": 6314 + }, + "stdout_metrics": { + "chars": 1068, + "bytes_utf8": 1068, + "lines": 4, + "estimated_tokens": 318 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 687, + "bytes_utf8": 687, + "lines": 1, + "estimated_tokens": 186 + }, + "usage": { + "input_tokens": 29609, + "cached_input_tokens": 3456, + "output_tokens": 1536, + "reasoning_output_tokens": 1344 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c684177af4cce54de971a51ee1403e4d23e2a9e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_rear_window_wiper, measure_col=ncap_rating.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "is_rear_window_wiper", + "measure_col": "ncap_rating", + "item_col": "policy_id", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e111e84af9347e995d5b291d11dd19becb499cf1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619c-4919-7bf0-a9c9-6af49b9d18a6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"is_rear_window_wiper\\\", \\\"policy_id\\\",\\n SUM(CAST(\\\"ncap_rating\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"ncap_rating\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"ncap_rating\\\" AS REAL))) OVER (PARTITION BY \\\"is_rear_window_wiper\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_rear_window_wiper\\\", \\\"policy_id\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with the bound roles. \\\"ncap_rating\\\" is cast to REAL because the schema stores it as TEXT; using \\\"policy_id\\\" makes the shares effectively per-policy within each \\\"is_rear_window_wiper\\\" group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29609,"cached_input_tokens":3456,"output_tokens":1536,"reasoning_output_tokens":1344}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..14352eb65222ee4c4b8ff79d0f3bf150440ea4a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT \"is_rear_window_wiper\", \"policy_id\",\n SUM(CAST(\"ncap_rating\" AS REAL)) AS total_measure,\n SUM(CAST(\"ncap_rating\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"ncap_rating\" AS REAL))) OVER (PARTITION BY \"is_rear_window_wiper\") AS share_within_group\nFROM \"m2\"\nGROUP BY \"is_rear_window_wiper\", \"policy_id\"\nORDER BY share_within_group DESC;","notes":"Applied the provided Within-Group Share of Total template with the bound roles. \"ncap_rating\" is cast to REAL because the schema stores it as TEXT; using \"policy_id\" makes the shares effectively per-policy within each \"is_rear_window_wiper\" group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3afdb2a30cd26ac83608548b57591529f86127e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_rear_window_wiper, measure_col=ncap_rating. +Result preview: [{"is_rear_window_wiper": "No", "policy_id": "ID00007", "total_measure": 5.0, "share_within_group": 0.008187996397281586}, {"is_rear_window_wiper": "No", "policy_id": "ID00043", "total_measure": 5.0, "share_within_group": 0.008187996397281586}, {"is_rear_window_wiper": "No", "policy_id": "ID00051", "total_measure": 5.0, "share_within_group": 0.008187996397281586}, {"is_rear_window_wiper": "No", "policy_id": "ID00071", "total_measure": 5.0, "share_within_group": 0.008187996397281586}, {"is_rear_window_wiper": "No", "policy_id": "ID00155", "total_measure": 5.0, "share_within_group": 0.008187996397281586}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b18d26780c64d9cfa527bbd8d4f596e387d49bca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_01771dd60b23a3b1 +-- problem_id: v2p_m2_78d0df40d57fde1c +-- realization_mode: agent +-- source_kind: agent +SELECT "is_rear_window_wiper", "policy_id", + SUM(CAST("ncap_rating" AS REAL)) AS total_measure, + SUM(CAST("ncap_rating" AS REAL)) * 100.0 / SUM(SUM(CAST("ncap_rating" AS REAL))) OVER (PARTITION BY "is_rear_window_wiper") AS share_within_group +FROM "m2" +GROUP BY "is_rear_window_wiper", "policy_id" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c50bafd3ae7184b7308a25231b741d79bcad0a7f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT \"is_rear_window_wiper\", \"policy_id\",\n SUM(CAST(\"ncap_rating\" AS REAL)) AS total_measure,\n SUM(CAST(\"ncap_rating\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"ncap_rating\" AS REAL))) OVER (PARTITION BY \"is_rear_window_wiper\") AS share_within_group\nFROM \"m2\"\nGROUP BY \"is_rear_window_wiper\", \"policy_id\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"is_rear_window_wiper\\\", \\\"policy_id\\\",\\n SUM(CAST(\\\"ncap_rating\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"ncap_rating\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"ncap_rating\\\" AS REAL))) OVER (PARTITION BY \\\"is_rear_window_wiper\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_rear_window_wiper\\\", \\\"policy_id\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"is_rear_window_wiper\", \"policy_id\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00007\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00043\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00051\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00071\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00155\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00184\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00204\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00224\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00278\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00299\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00411\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00428\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00503\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00544\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00571\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00602\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00631\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00645\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00659\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00661\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00694\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00695\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00711\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00716\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00744\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00786\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00836\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00883\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00921\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00928\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00963\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00974\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00991\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01000\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01056\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01135\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01181\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01217\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01220\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01273\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01357\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01364\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01370\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01390\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01401\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01416\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01439\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01470\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01491\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01546\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 159.03}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f6b556ab160191ac40810c48a2d592877ca1a8c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:08:12.751818+00:00", + "ended_at": "2026-05-26T00:08:44.618239+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_01771dd60b23a3b1", + "problem_id": "v2p_m2_78d0df40d57fde1c", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_rear_window_wiper, measure_col=ncap_rating.", + "bindings": { + "group_col": "is_rear_window_wiper", + "measure_col": "ncap_rating", + "item_col": "policy_id", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=29" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_01771dd60b23a3b1.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_01771dd60b23a3b1", + "api_calls": 0, + "input_tokens": 29609, + "cached_input_tokens": 3456, + "output_tokens": 1536, + "total_tokens": 31145, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6314, + "estimated_output_tokens": 186, + "estimated_total_tokens": 6500, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 31478.75, + "sql_execution_elapsed_ms_total": 159.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a44e034b3186dc89474e5fc60227df718f66a055 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:08:44.453671+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 31478.75, "started_at": "2026-05-26T00:08:12.757053+00:00", "ended_at": "2026-05-26T00:08:44.236155+00:00", "prompt_metrics": {"chars": 21967, "bytes_utf8": 21967, "lines": 626, "estimated_tokens": 6314}, "response_metrics": {"chars": 687, "bytes_utf8": 687, "lines": 1, "estimated_tokens": 186}, "usage": {"input_tokens": 29609, "cached_input_tokens": 3456, "output_tokens": 1536, "reasoning_output_tokens": 1344}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"is_rear_window_wiper\\\", \\\"policy_id\\\",\\n SUM(CAST(\\\"ncap_rating\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"ncap_rating\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"ncap_rating\\\" AS REAL))) OVER (PARTITION BY \\\"is_rear_window_wiper\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_rear_window_wiper\\\", \\\"policy_id\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with the bound roles. \\\"ncap_rating\\\" is cast to REAL because the schema stores it as TEXT; using \\\"policy_id\\\" makes the shares effectively per-policy within each \\\"is_rear_window_wiper\\\" group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_01771dd60b23a3b1/usage_summary.json new file mode 100644 index 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with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e550341bf871aec6e941bba43b13e8e27fdfa51d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21947, "bytes_utf8": 21947, "lines": 626, "estimated_tokens": 6305}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 765, "bytes_utf8": 765, "lines": 1, "estimated_tokens": 207}, "usage": {"input_tokens": 29600, "cached_input_tokens": 6528, "output_tokens": 2519, "reasoning_output_tokens": 2306}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a6b5bd26b268d8250ea733a7a57dc3817003bc24 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_03c62077b266385b", + "api_calls": 0, + "input_tokens": 29600, + "cached_input_tokens": 6528, + "output_tokens": 2519, + "total_tokens": 32119, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6305, + "estimated_output_tokens": 207, + "estimated_total_tokens": 6512, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 49426.78, + "sql_execution_elapsed_ms_total": 59.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7274aad4333a36ddafde4e563f7446b185e41378 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:08:44.622432+00:00", + "ended_at": "2026-05-26T00:09:34.049726+00:00", + "elapsed_ms": 49426.78, + "prompt_metrics": { + "chars": 21947, + "bytes_utf8": 21947, + "lines": 626, + "estimated_tokens": 6305 + }, + "stdout_metrics": { + "chars": 1199, + "bytes_utf8": 1199, + "lines": 4, + "estimated_tokens": 367 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 765, + "bytes_utf8": 765, + "lines": 1, + "estimated_tokens": 207 + }, + "usage": { + "input_tokens": 29600, + "cached_input_tokens": 6528, + "output_tokens": 2519, + "reasoning_output_tokens": 2306 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2aa6b084682a43a3c53fa71bcc4549a40f395234 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=gross_weight, measure_col=height.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "gross_weight", + "measure_col": "height", + "item_col": "area_cluster", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1635.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..41c76cd8e41f1314e9841125c6848daca4d27feb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619c-c581-7a21-b31c-ed5e2397c148"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"gross_weight\\\",\\n \\\"area_cluster\\\",\\n SUM(CASE WHEN \\\"height\\\" IS NOT NULL AND \\\"height\\\" <> '' THEN CAST(\\\"height\\\" AS REAL) END) AS \\\"total_measure\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"gross_weight\\\", \\\"area_cluster\\\"\\n)\\nSELECT\\n \\\"gross_weight\\\",\\n \\\"area_cluster\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"gross_weight\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the planned template with group_col=\\\"gross_weight\\\", item_col=\\\"area_cluster\\\", and measure_col=\\\"height\\\". \\\"height\\\" is cast to REAL because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29600,"cached_input_tokens":6528,"output_tokens":2519,"reasoning_output_tokens":2306}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cd871750b3bf54e35d0465168d4f3b7488a78400 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nWITH \"grouped\" AS (\n SELECT\n \"gross_weight\",\n \"area_cluster\",\n SUM(CASE WHEN \"height\" IS NOT NULL AND \"height\" <> '' THEN CAST(\"height\" AS REAL) END) AS \"total_measure\"\n FROM \"m2\"\n GROUP BY \"gross_weight\", \"area_cluster\"\n)\nSELECT\n \"gross_weight\",\n \"area_cluster\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"gross_weight\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;","notes":"Used the planned template with group_col=\"gross_weight\", item_col=\"area_cluster\", and measure_col=\"height\". \"height\" is cast to REAL because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..cb71b9f15fdec16b456a776fb40dac4ab9d6d02d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=gross_weight, measure_col=height. +Result preview: [{"gross_weight": "1720", "area_cluster": "C8", "total_measure": 7682865.0, "share_within_group": 33.52118704522756}, {"gross_weight": "1335", "area_cluster": "C8", "total_measure": 7421325.0, "share_within_group": 32.67365899016795}, {"gross_weight": "1660", "area_cluster": "C8", "total_measure": 160600.0, "share_within_group": 27.548209366391184}, {"gross_weight": "1410", "area_cluster": "C8", "total_measure": 1131000.0, "share_within_group": 25.64625850340136}, {"gross_weight": "1490", "area_cluster": "C8", "total_measure": 610723.0, "share_within_group": 25.093867334167708}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4ee86297a96cb17146b1422650c138ef85e353aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/generated_sql.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_03c62077b266385b +-- problem_id: v2p_m2_fe8a984fe03de463 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "gross_weight", + "area_cluster", + SUM(CASE WHEN "height" IS NOT NULL AND "height" <> '' THEN CAST("height" AS REAL) END) AS "total_measure" + FROM "m2" + GROUP BY "gross_weight", "area_cluster" +) +SELECT + "gross_weight", + "area_cluster", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "gross_weight") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..188c9e762ce8d81f73e10d5a96b54ee86d30dcde --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nWITH \"grouped\" AS (\n SELECT\n \"gross_weight\",\n \"area_cluster\",\n SUM(CASE WHEN \"height\" IS NOT NULL AND \"height\" <> '' THEN CAST(\"height\" AS REAL) END) AS \"total_measure\"\n FROM \"m2\"\n GROUP BY \"gross_weight\", \"area_cluster\"\n)\nSELECT\n \"gross_weight\",\n \"area_cluster\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"gross_weight\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"gross_weight\\\",\\n \\\"area_cluster\\\",\\n SUM(CASE WHEN \\\"height\\\" IS NOT NULL AND \\\"height\\\" <> '' THEN CAST(\\\"height\\\" AS REAL) END) AS \\\"total_measure\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"gross_weight\\\", \\\"area_cluster\\\"\\n)\\nSELECT\\n \\\"gross_weight\\\",\\n \\\"area_cluster\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"gross_weight\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"gross_weight\", \"area_cluster\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"gross_weight\": \"1720\", \"area_cluster\": \"C8\", \"total_measure\": 7682865.0, \"share_within_group\": 33.52118704522756}, {\"gross_weight\": \"1335\", \"area_cluster\": \"C8\", \"total_measure\": 7421325.0, \"share_within_group\": 32.67365899016795}, {\"gross_weight\": \"1660\", \"area_cluster\": \"C8\", \"total_measure\": 160600.0, \"share_within_group\": 27.548209366391184}, {\"gross_weight\": \"1410\", \"area_cluster\": \"C8\", \"total_measure\": 1131000.0, \"share_within_group\": 25.64625850340136}, {\"gross_weight\": \"1490\", \"area_cluster\": \"C8\", \"total_measure\": 610723.0, \"share_within_group\": 25.093867334167708}, {\"gross_weight\": \"1510\", \"area_cluster\": \"C8\", \"total_measure\": 538375.0, \"share_within_group\": 24.400330851943757}, {\"gross_weight\": \"1340\", \"area_cluster\": \"C8\", \"total_measure\": 1651550.0, \"share_within_group\": 23.628085310328302}, {\"gross_weight\": \"1155\", \"area_cluster\": \"C8\", \"total_measure\": 797150.0, \"share_within_group\": 22.545301306363253}, {\"gross_weight\": \"1051\", \"area_cluster\": \"C8\", \"total_measure\": 703969.0, \"share_within_group\": 22.185430463576157}, {\"gross_weight\": \"1185\", \"area_cluster\": \"C3\", \"total_measure\": 4877825.0, \"share_within_group\": 22.123360984747123}, {\"gross_weight\": \"1155\", \"area_cluster\": \"C2\", \"total_measure\": 622820.0, \"share_within_group\": 17.614833544037083}, {\"gross_weight\": \"1185\", \"area_cluster\": \"C5\", \"total_measure\": 3755350.0, \"share_within_group\": 17.032378913567033}, {\"gross_weight\": \"1510\", \"area_cluster\": \"C2\", \"total_measure\": 335800.0, \"share_within_group\": 15.2191894127378}, {\"gross_weight\": \"1660\", \"area_cluster\": \"C5\", \"total_measure\": 86724.0, \"share_within_group\": 14.87603305785124}, {\"gross_weight\": \"1051\", \"area_cluster\": \"C2\", \"total_measure\": 469813.0, \"share_within_group\": 14.806054872280038}, {\"gross_weight\": \"1490\", \"area_cluster\": \"C5\", \"total_measure\": 348767.0, \"share_within_group\": 14.330413016270338}, {\"gross_weight\": \"1490\", \"area_cluster\": \"C2\", \"total_measure\": 327445.0, \"share_within_group\": 13.454317897371714}, {\"gross_weight\": \"1340\", \"area_cluster\": \"C2\", \"total_measure\": 932975.0, \"share_within_group\": 13.3477114785526}, {\"gross_weight\": \"1660\", \"area_cluster\": \"C2\", \"total_measure\": 77088.0, \"share_within_group\": 13.223140495867769}, {\"gross_weight\": \"1155\", \"area_cluster\": \"C5\", \"total_measure\": 460410.0, \"share_within_group\": 13.02149178255373}, {\"gross_weight\": \"1335\", \"area_cluster\": \"C2\", \"total_measure\": 2910405.0, \"share_within_group\": 12.813558292256404}, {\"gross_weight\": \"1340\", \"area_cluster\": \"C5\", \"total_measure\": 884400.0, \"share_within_group\": 12.652767792954709}, {\"gross_weight\": \"1720\", \"area_cluster\": \"C2\", \"total_measure\": 2872695.0, \"share_within_group\": 12.53388500499358}, {\"gross_weight\": \"1051\", \"area_cluster\": \"C5\", \"total_measure\": 388759.0, \"share_within_group\": 12.251655629139073}, {\"gross_weight\": \"1410\", \"area_cluster\": \"C2\", \"total_measure\": 520500.0, \"share_within_group\": 11.802721088435375}, {\"gross_weight\": \"1510\", \"area_cluster\": \"C5\", \"total_measure\": 248200.0, \"share_within_group\": 11.248966087675765}, {\"gross_weight\": \"1660\", \"area_cluster\": \"C3\", \"total_measure\": 62634.0, \"share_within_group\": 10.743801652892563}, {\"gross_weight\": \"1185\", \"area_cluster\": \"C2\", \"total_measure\": 2358525.0, \"share_within_group\": 10.697083221835697}, {\"gross_weight\": \"1410\", \"area_cluster\": \"C5\", \"total_measure\": 451500.0, \"share_within_group\": 10.238095238095237}, {\"gross_weight\": \"1720\", \"area_cluster\": \"C5\", \"total_measure\": 2138580.0, \"share_within_group\": 9.330860322442573}, {\"gross_weight\": \"1335\", \"area_cluster\": \"C5\", \"total_measure\": 2001000.0, \"share_within_group\": 8.809746458930997}, {\"gross_weight\": \"1510\", \"area_cluster\": \"C3\", \"total_measure\": 193450.0, \"share_within_group\": 8.767576509511994}, {\"gross_weight\": \"1410\", \"area_cluster\": \"C14\", \"total_measure\": 376500.0, \"share_within_group\": 8.537414965986395}, {\"gross_weight\": \"1051\", \"area_cluster\": \"C14\", \"total_measure\": 267178.0, \"share_within_group\": 8.420056764427626}, {\"gross_weight\": \"1185\", \"area_cluster\": \"C10\", \"total_measure\": 1817200.0, \"share_within_group\": 8.241905271608243}, {\"gross_weight\": \"1490\", \"area_cluster\": \"C14\", \"total_measure\": 196467.0, \"share_within_group\": 8.07259073842303}, {\"gross_weight\": \"1340\", \"area_cluster\": \"C3\", \"total_measure\": 562800.0, \"share_within_group\": 8.05176132278936}, {\"gross_weight\": \"1340\", \"area_cluster\": \"C14\", \"total_measure\": 552750.0, \"share_within_group\": 7.907979870596693}, {\"gross_weight\": \"1720\", \"area_cluster\": \"C14\", \"total_measure\": 1751085.0, \"share_within_group\": 7.640176915394493}, {\"gross_weight\": \"1510\", \"area_cluster\": \"C14\", \"total_measure\": 167900.0, \"share_within_group\": 7.6095947063689}, {\"gross_weight\": \"1335\", \"area_cluster\": \"C14\", \"total_measure\": 1707615.0, \"share_within_group\": 7.518068565451001}, {\"gross_weight\": \"1720\", \"area_cluster\": \"C13\", \"total_measure\": 1628460.0, \"share_within_group\": 7.105150520759024}, {\"gross_weight\": \"1155\", \"area_cluster\": \"C13\", \"total_measure\": 247340.0, \"share_within_group\": 6.995364517488412}, {\"gross_weight\": \"1155\", \"area_cluster\": \"C3\", \"total_measure\": 244360.0, \"share_within_group\": 6.911083017277708}, {\"gross_weight\": \"1051\", \"area_cluster\": \"C3\", \"total_measure\": 208639.0, \"share_within_group\": 6.575212866603595}, {\"gross_weight\": \"1335\", \"area_cluster\": \"C13\", \"total_measure\": 1469340.0, \"share_within_group\": 6.469021920022824}, {\"gross_weight\": \"1720\", \"area_cluster\": \"C3\", \"total_measure\": 1464960.0, \"share_within_group\": 6.391781994578399}, {\"gross_weight\": \"1410\", \"area_cluster\": \"C13\", \"total_measure\": 280500.0, \"share_within_group\": 6.360544217687075}, {\"gross_weight\": \"1410\", \"area_cluster\": \"C3\", \"total_measure\": 280500.0, \"share_within_group\": 6.360544217687075}, {\"gross_weight\": \"1660\", \"area_cluster\": \"C10\", \"total_measure\": 36938.0, \"share_within_group\": 6.336088154269972}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 59.72}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..37c6209494855dcc1e4ab6972549f6edca0cf80e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:08:44.618618+00:00", + "ended_at": "2026-05-26T00:09:34.120338+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_03c62077b266385b", + "problem_id": "v2p_m2_fe8a984fe03de463", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=gross_weight, measure_col=height.", + "bindings": { + "group_col": "gross_weight", + "measure_col": "height", + "item_col": "area_cluster", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1635.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=27" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_03c62077b266385b.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_03c62077b266385b", + "api_calls": 0, + "input_tokens": 29600, + "cached_input_tokens": 6528, + "output_tokens": 2519, + "total_tokens": 32119, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6305, + "estimated_output_tokens": 207, + "estimated_total_tokens": 6512, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 49426.78, + "sql_execution_elapsed_ms_total": 59.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..116c6f13b8f381865332c66de35ff45abb375ed8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:09:34.056940+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 49426.78, "started_at": "2026-05-26T00:08:44.622432+00:00", "ended_at": "2026-05-26T00:09:34.049726+00:00", "prompt_metrics": {"chars": 21947, "bytes_utf8": 21947, "lines": 626, "estimated_tokens": 6305}, "response_metrics": {"chars": 765, "bytes_utf8": 765, "lines": 1, "estimated_tokens": 207}, "usage": {"input_tokens": 29600, "cached_input_tokens": 6528, "output_tokens": 2519, "reasoning_output_tokens": 2306}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"gross_weight\\\",\\n \\\"area_cluster\\\",\\n SUM(CASE WHEN \\\"height\\\" IS NOT NULL AND \\\"height\\\" <> '' THEN CAST(\\\"height\\\" AS REAL) END) AS \\\"total_measure\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"gross_weight\\\", \\\"area_cluster\\\"\\n)\\nSELECT\\n \\\"gross_weight\\\",\\n \\\"area_cluster\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"gross_weight\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the planned template with group_col=\\\"gross_weight\\\", item_col=\\\"area_cluster\\\", and measure_col=\\\"height\\\". \\\"height\\\" is cast to REAL because the schema stores numeric values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_03c62077b266385b/usage_summary.json 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"bytes_utf8": 21823, "lines": 627, "estimated_tokens": 6262}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 394, "bytes_utf8": 394, "lines": 1, "estimated_tokens": 114}, "usage": {"input_tokens": 29557, "cached_input_tokens": 22912, "output_tokens": 401, "reasoning_output_tokens": 281}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5e0fd3e263295722cd60d7efe857418327ecb415 --- /dev/null +++ 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plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:09:34.126185+00:00", + "ended_at": "2026-05-26T00:09:46.491881+00:00", + "elapsed_ms": 12365.53, + "prompt_metrics": { + "chars": 21823, + "bytes_utf8": 21823, + "lines": 627, + "estimated_tokens": 6262 + }, + "stdout_metrics": { + "chars": 757, + "bytes_utf8": 757, + "lines": 4, + "estimated_tokens": 233 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 394, + "bytes_utf8": 394, + "lines": 1, + "estimated_tokens": 114 + }, + "usage": { + "input_tokens": 29557, + "cached_input_tokens": 22912, + "output_tokens": 401, + "reasoning_output_tokens": 281 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9af599a7483fc8db7566740d232f9fa2ec81ef8a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=is_parking_sensors, condition_col=is_rear_window_wiper.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "is_parking_sensors", + "condition_col": "is_rear_window_wiper", + "condition_value": "Yes", + "positive_value": "No", + "negative_value": "Yes", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..182496329b78484bf774007bbc924eb66986ecd2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619d-86e3-7e30-9b6d-a3c15f9f1bee"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_parking_sensors\\\",\\n AVG(CASE WHEN \\\"is_rear_window_wiper\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_parking_sensors\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows with \\\"is_rear_window_wiper\\\" = 'Yes' for each \\\"is_parking_sensors\\\" group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29557,"cached_input_tokens":22912,"output_tokens":401,"reasoning_output_tokens":281}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ddebfa3daee2b7f1014e4690d8303d64821cde33 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"is_parking_sensors\",\n AVG(CASE WHEN \"is_rear_window_wiper\" = 'Yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"is_parking_sensors\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the within-group proportion of rows with \"is_rear_window_wiper\" = 'Yes' for each \"is_parking_sensors\" group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b324cad3f7929092baf333c7a8dab02e437d2a55 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=is_parking_sensors, condition_col=is_rear_window_wiper. +Result preview: [{"is_parking_sensors": "Yes", "condition_rate": 0.3016417936996389}, {"is_parking_sensors": "No", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a912f8870b9935a6692134b2abbb08f494b5f270 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_0516f68e28c29ebe +-- problem_id: v2p_m2_094b08e861e5756e +-- realization_mode: agent +-- source_kind: agent +SELECT "is_parking_sensors", + AVG(CASE WHEN "is_rear_window_wiper" = 'Yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "is_parking_sensors" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b6d54dc10dcf3e12154f1ad208f48d4a9a1f4aa4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"is_parking_sensors\",\n AVG(CASE WHEN \"is_rear_window_wiper\" = 'Yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"is_parking_sensors\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_parking_sensors\\\",\\n AVG(CASE WHEN \\\"is_rear_window_wiper\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_parking_sensors\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"is_parking_sensors\", \"condition_rate\"], \"rows\": [{\"is_parking_sensors\": \"Yes\", \"condition_rate\": 0.3016417936996389}, {\"is_parking_sensors\": \"No\", \"condition_rate\": 0.0}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 18.6}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3a73fa9842b3cd0849972c38c131e00906611f8d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:09:34.120960+00:00", + "ended_at": "2026-05-26T00:09:46.517814+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_0516f68e28c29ebe", + "problem_id": "v2p_m2_094b08e861e5756e", + "dataset_id": "m2", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=is_parking_sensors, condition_col=is_rear_window_wiper.", + "bindings": { + "group_col": "is_parking_sensors", + "condition_col": "is_rear_window_wiper", + "condition_value": "Yes", + "positive_value": "No", + "negative_value": "Yes", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=99" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_0516f68e28c29ebe.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_0516f68e28c29ebe", + "api_calls": 0, + "input_tokens": 29557, + "cached_input_tokens": 22912, + "output_tokens": 401, + "total_tokens": 29958, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6262, + "estimated_output_tokens": 114, + "estimated_total_tokens": 6376, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12365.53, + "sql_execution_elapsed_ms_total": 18.6, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0516f68e28c29ebe/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..18beb124ecbd3d9296d9749b6f1f3ba7d88ea105 --- /dev/null +++ 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"reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e2a6d84eb09a8d8354841a3edd5570d7e6a3c936 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_0881642da54a6cae", + "api_calls": 0, + "input_tokens": 29582, + "cached_input_tokens": 28032, + "output_tokens": 639, + "total_tokens": 30221, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6287, + "estimated_output_tokens": 117, + "estimated_total_tokens": 6404, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18378.93, + "sql_execution_elapsed_ms_total": 25.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/sql_attempt_1.metadata.json new file mode 100644 index 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"chars": 420, + "bytes_utf8": 420, + "lines": 1, + "estimated_tokens": 117 + }, + "usage": { + "input_tokens": 29582, + "cached_input_tokens": 28032, + "output_tokens": 639, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb8889712292df06975e7fd682ce99713673ff3e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,628 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=is_esc.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "age_of_policyholder", + "group_col_2": "is_esc", + "predicate_col": "fuel_type", + "predicate_op": "=", + "predicate_value": "Petrol", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1493.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9961898c0874e634a0a55596452287d53a0e3ad6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619d-b746-7821-b20c-d741475da583"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"age_of_policyholder\\\", \\\"is_esc\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"fuel_type\\\" = 'Petrol'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"is_esc\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with group_col=\\\"age_of_policyholder\\\", group_col_2=\\\"is_esc\\\", and predicate fuel_type='Petrol'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29582,"cached_input_tokens":28032,"output_tokens":639,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..324a558d2d51e60e2dc4623081a246e277f10320 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"age_of_policyholder\", \"is_esc\", COUNT(*) AS \"row_count\"\nFROM \"m2\"\nWHERE \"fuel_type\" = 'Petrol'\nGROUP BY \"age_of_policyholder\", \"is_esc\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned filtered two-dimensional group count template with group_col=\"age_of_policyholder\", group_col_2=\"is_esc\", and predicate fuel_type='Petrol'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7e64f54060b45a3f2d74b3da874b01e5ae579892 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:10:03.412072Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e619d-b746-7821-b20c-d741475da583.1779754186567216000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..731d1940364996b5ef4de759b11788231ba93b98 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=is_esc. +Result preview: [{"age_of_policyholder": "0.365384615384615", "is_esc": "No", "row_count": 478}, {"age_of_policyholder": "0.355769230769231", "is_esc": "No", "row_count": 472}, {"age_of_policyholder": "0.442307692307692", "is_esc": "No", "row_count": 469}, {"age_of_policyholder": "0.375", "is_esc": "No", "row_count": 466}, {"age_of_policyholder": "0.394230769230769", "is_esc": "No", "row_count": 466}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5de915c548147887ada827dd29a7ae3084251505 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m2_0881642da54a6cae +-- problem_id: v2p_m2_cbb1d12f8f75c275 +-- realization_mode: agent +-- source_kind: agent +SELECT "age_of_policyholder", "is_esc", COUNT(*) AS "row_count" +FROM "m2" +WHERE "fuel_type" = 'Petrol' +GROUP BY "age_of_policyholder", "is_esc" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2fbaaf2be68fdf193c12efaddf5a7e2517b92bd9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"age_of_policyholder\", \"is_esc\", COUNT(*) AS \"row_count\"\nFROM \"m2\"\nWHERE \"fuel_type\" = 'Petrol'\nGROUP BY \"age_of_policyholder\", \"is_esc\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"age_of_policyholder\\\", \\\"is_esc\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"fuel_type\\\" = 'Petrol'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"is_esc\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"age_of_policyholder\", \"is_esc\", \"row_count\"], \"rows\": [{\"age_of_policyholder\": \"0.365384615384615\", \"is_esc\": \"No\", \"row_count\": 478}, {\"age_of_policyholder\": \"0.355769230769231\", \"is_esc\": \"No\", \"row_count\": 472}, {\"age_of_policyholder\": \"0.442307692307692\", \"is_esc\": \"No\", \"row_count\": 469}, {\"age_of_policyholder\": \"0.375\", \"is_esc\": \"No\", \"row_count\": 466}, {\"age_of_policyholder\": \"0.394230769230769\", \"is_esc\": \"No\", \"row_count\": 466}, {\"age_of_policyholder\": \"0.490384615384615\", \"is_esc\": \"No\", \"row_count\": 466}, {\"age_of_policyholder\": \"0.471153846153846\", \"is_esc\": \"No\", \"row_count\": 464}, {\"age_of_policyholder\": \"0.336538461538461\", \"is_esc\": \"No\", \"row_count\": 463}, {\"age_of_policyholder\": \"0.480769230769231\", \"is_esc\": \"No\", \"row_count\": 462}, {\"age_of_policyholder\": \"0.317307692307692\", \"is_esc\": \"No\", \"row_count\": 461}, {\"age_of_policyholder\": \"0.5\", \"is_esc\": \"No\", \"row_count\": 458}, {\"age_of_policyholder\": \"0.403846153846154\", \"is_esc\": \"No\", \"row_count\": 448}, {\"age_of_policyholder\": \"0.326923076923077\", \"is_esc\": \"No\", \"row_count\": 441}, {\"age_of_policyholder\": \"0.413461538461538\", \"is_esc\": \"No\", \"row_count\": 433}, {\"age_of_policyholder\": \"0.423076923076923\", \"is_esc\": \"No\", \"row_count\": 433}, {\"age_of_policyholder\": \"0.432692307692308\", \"is_esc\": \"No\", \"row_count\": 433}, {\"age_of_policyholder\": \"0.451923076923077\", \"is_esc\": \"No\", \"row_count\": 431}, {\"age_of_policyholder\": \"0.298076923076923\", \"is_esc\": \"No\", \"row_count\": 429}, {\"age_of_policyholder\": \"0.384615384615385\", \"is_esc\": \"No\", \"row_count\": 425}, {\"age_of_policyholder\": \"0.307692307692308\", \"is_esc\": \"No\", \"row_count\": 423}, {\"age_of_policyholder\": \"0.346153846153846\", \"is_esc\": \"No\", \"row_count\": 421}, {\"age_of_policyholder\": \"0.461538461538462\", \"is_esc\": \"No\", \"row_count\": 418}, {\"age_of_policyholder\": \"0.509615384615385\", \"is_esc\": \"No\", \"row_count\": 399}, {\"age_of_policyholder\": \"0.528846153846154\", \"is_esc\": \"No\", \"row_count\": 399}, {\"age_of_policyholder\": \"0.519230769230769\", \"is_esc\": \"No\", \"row_count\": 387}, {\"age_of_policyholder\": \"0.288461538461538\", \"is_esc\": \"No\", \"row_count\": 369}, {\"age_of_policyholder\": \"0.548076923076923\", \"is_esc\": \"No\", \"row_count\": 338}, {\"age_of_policyholder\": \"0.538461538461538\", \"is_esc\": \"No\", \"row_count\": 332}, {\"age_of_policyholder\": \"0.557692307692308\", \"is_esc\": \"No\", \"row_count\": 307}, {\"age_of_policyholder\": \"0.567307692307692\", \"is_esc\": \"No\", \"row_count\": 266}, {\"age_of_policyholder\": \"0.586538461538462\", \"is_esc\": \"No\", \"row_count\": 238}, {\"age_of_policyholder\": \"0.576923076923077\", \"is_esc\": \"No\", \"row_count\": 237}, {\"age_of_policyholder\": \"0.596153846153846\", \"is_esc\": \"No\", \"row_count\": 228}, {\"age_of_policyholder\": \"0.605769230769231\", \"is_esc\": \"No\", \"row_count\": 216}, {\"age_of_policyholder\": \"0.625\", \"is_esc\": \"No\", \"row_count\": 198}, {\"age_of_policyholder\": \"0.653846153846154\", \"is_esc\": \"No\", \"row_count\": 180}, {\"age_of_policyholder\": \"0.644230769230769\", \"is_esc\": \"No\", \"row_count\": 178}, {\"age_of_policyholder\": \"0.615384615384615\", \"is_esc\": \"No\", \"row_count\": 169}, {\"age_of_policyholder\": \"0.375\", \"is_esc\": \"Yes\", \"row_count\": 154}, {\"age_of_policyholder\": \"0.634615384615385\", \"is_esc\": \"No\", \"row_count\": 154}, {\"age_of_policyholder\": \"0.673076923076923\", \"is_esc\": \"No\", \"row_count\": 151}, {\"age_of_policyholder\": \"0.682692307692308\", \"is_esc\": \"No\", \"row_count\": 150}, {\"age_of_policyholder\": \"0.346153846153846\", \"is_esc\": \"Yes\", \"row_count\": 149}, {\"age_of_policyholder\": \"0.663461538461538\", \"is_esc\": \"No\", \"row_count\": 143}, {\"age_of_policyholder\": \"0.288461538461538\", \"is_esc\": \"Yes\", \"row_count\": 142}, {\"age_of_policyholder\": \"0.451923076923077\", \"is_esc\": \"Yes\", \"row_count\": 142}, {\"age_of_policyholder\": \"0.365384615384615\", \"is_esc\": \"Yes\", \"row_count\": 141}, {\"age_of_policyholder\": \"0.355769230769231\", \"is_esc\": \"Yes\", \"row_count\": 138}, {\"age_of_policyholder\": \"0.336538461538461\", \"is_esc\": \"Yes\", \"row_count\": 137}, {\"age_of_policyholder\": \"0.403846153846154\", \"is_esc\": \"Yes\", \"row_count\": 136}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 25.22}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..29be25ae22e8684b2188221f41dcf0198a04c92b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:09:46.518550+00:00", + "ended_at": "2026-05-26T00:10:04.935815+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_0881642da54a6cae", + "problem_id": "v2p_m2_cbb1d12f8f75c275", + "dataset_id": "m2", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=is_esc.", + "bindings": { + "group_col": "age_of_policyholder", + "group_col_2": "is_esc", + "predicate_col": "fuel_type", + "predicate_op": "=", + "predicate_value": "Petrol", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1493.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=51" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_0881642da54a6cae.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_0881642da54a6cae", + "api_calls": 0, + "input_tokens": 29582, + "cached_input_tokens": 28032, + "output_tokens": 639, + "total_tokens": 30221, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6287, + "estimated_output_tokens": 117, + "estimated_total_tokens": 6404, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18378.93, + "sql_execution_elapsed_ms_total": 25.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9297b8de93e91397249dc84e53ad06863d3694b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:10:04.907939+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18378.93, "started_at": "2026-05-26T00:09:46.523439+00:00", "ended_at": "2026-05-26T00:10:04.902601+00:00", "prompt_metrics": {"chars": 21866, "bytes_utf8": 21866, "lines": 628, "estimated_tokens": 6287}, "response_metrics": {"chars": 420, "bytes_utf8": 420, "lines": 1, "estimated_tokens": 117}, "usage": {"input_tokens": 29582, "cached_input_tokens": 28032, "output_tokens": 639, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:10:03.412072Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e619d-b746-7821-b20c-d741475da583.1779754186567216000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"age_of_policyholder\\\", \\\"is_esc\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"fuel_type\\\" = 'Petrol'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"is_esc\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with group_col=\\\"age_of_policyholder\\\", group_col_2=\\\"is_esc\\\", and predicate fuel_type='Petrol'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0881642da54a6cae/usage_summary.json new file mode 100644 index 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with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0f34373b6b7770176332e8336b80857ff426f4a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21865, "bytes_utf8": 21865, "lines": 628, "estimated_tokens": 6286}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 437, "bytes_utf8": 437, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 29581, "cached_input_tokens": 22912, "output_tokens": 1071, "reasoning_output_tokens": 953}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6213b2d3ddbabc4ed2571a52efdf62462b620dc0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_0f6cce32a605f758", + "api_calls": 0, + "input_tokens": 29581, + "cached_input_tokens": 22912, + "output_tokens": 1071, + "total_tokens": 30652, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6286, + "estimated_output_tokens": 112, + "estimated_total_tokens": 6398, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23502.83, + "sql_execution_elapsed_ms_total": 13.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f7546cceab19b8f73be065e80d6f2f9dad4b772f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:10:04.939808+00:00", + "ended_at": "2026-05-26T00:10:28.442919+00:00", + "elapsed_ms": 23502.83, + "prompt_metrics": { + "chars": 21865, + "bytes_utf8": 21865, + "lines": 628, + "estimated_tokens": 6286 + }, + "stdout_metrics": { + "chars": 805, + "bytes_utf8": 805, + "lines": 4, + "estimated_tokens": 231 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 437, + "bytes_utf8": 437, + "lines": 1, + "estimated_tokens": 112 + }, + "usage": { + "input_tokens": 29581, + "cached_input_tokens": 22912, + "output_tokens": 1071, + "reasoning_output_tokens": 953 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2015fd83806c80bc5fe72347d4160f0647546e77 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,628 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=max_power.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "age_of_policyholder", + "group_col_2": "max_power", + "predicate_col": "make", + "predicate_op": ">=", + "predicate_value": 3.0, + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 27003.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..44dfac3aa09a9117ccb9c46f59c7e59024f54471 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619d-ff48-7902-9746-878a7242f76f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"age_of_policyholder\\\", \\\"max_power\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE CAST(\\\"make\\\" AS REAL) >= 3.0\\nGROUP BY \\\"age_of_policyholder\\\", \\\"max_power\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the requested filtered two-dimensional group-count template. CAST(\\\"make\\\" AS REAL) is applied because the schema stores numeric-looking fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29581,"cached_input_tokens":22912,"output_tokens":1071,"reasoning_output_tokens":953}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b0d0daad73555a9d0d81a658c326c35ca47ba85f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"age_of_policyholder\", \"max_power\", COUNT(*) AS \"row_count\"\nFROM \"m2\"\nWHERE CAST(\"make\" AS REAL) >= 3.0\nGROUP BY \"age_of_policyholder\", \"max_power\"\nORDER BY \"row_count\" DESC;","notes":"Used the requested filtered two-dimensional group-count template. CAST(\"make\" AS REAL) is applied because the schema stores numeric-looking fields as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..03b76ab9e44a4ca6799c511f5de2d4822ebd2125 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=max_power. +Result preview: [{"age_of_policyholder": "0.394230769230769", "max_power": "113.45bhp@4000rpm", "row_count": 450}, {"age_of_policyholder": "0.326923076923077", "max_power": "113.45bhp@4000rpm", "row_count": 440}, {"age_of_policyholder": "0.346153846153846", "max_power": "113.45bhp@4000rpm", "row_count": 437}, {"age_of_policyholder": "0.471153846153846", "max_power": "113.45bhp@4000rpm", "row_count": 435}, {"age_of_policyholder": "0.413461538461538", "max_power": "113.45bhp@4000rpm", "row_count": 426}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..460e7c2958ff9d5c695492e2c2e3bd14a1daf619 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m2_0f6cce32a605f758 +-- problem_id: v2p_m2_9c7895178414205c +-- realization_mode: agent +-- source_kind: agent +SELECT "age_of_policyholder", "max_power", COUNT(*) AS "row_count" +FROM "m2" +WHERE CAST("make" AS REAL) >= 3.0 +GROUP BY "age_of_policyholder", "max_power" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..05e2ae2d0efaed88a2f62d960e24e2ce45346064 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"age_of_policyholder\", \"max_power\", COUNT(*) AS \"row_count\"\nFROM \"m2\"\nWHERE CAST(\"make\" AS REAL) >= 3.0\nGROUP BY \"age_of_policyholder\", \"max_power\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"age_of_policyholder\\\", \\\"max_power\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE CAST(\\\"make\\\" AS REAL) >= 3.0\\nGROUP BY \\\"age_of_policyholder\\\", \\\"max_power\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"age_of_policyholder\", \"max_power\", \"row_count\"], \"rows\": [{\"age_of_policyholder\": \"0.394230769230769\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 450}, {\"age_of_policyholder\": \"0.326923076923077\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 440}, {\"age_of_policyholder\": \"0.346153846153846\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 437}, {\"age_of_policyholder\": \"0.471153846153846\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 435}, {\"age_of_policyholder\": \"0.413461538461538\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 426}, {\"age_of_policyholder\": \"0.355769230769231\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 419}, {\"age_of_policyholder\": \"0.365384615384615\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 418}, {\"age_of_policyholder\": \"0.461538461538462\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 416}, {\"age_of_policyholder\": \"0.432692307692308\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 414}, {\"age_of_policyholder\": \"0.451923076923077\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 414}, {\"age_of_policyholder\": \"0.442307692307692\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 412}, {\"age_of_policyholder\": \"0.403846153846154\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 410}, {\"age_of_policyholder\": \"0.375\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 408}, {\"age_of_policyholder\": \"0.480769230769231\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 399}, {\"age_of_policyholder\": \"0.307692307692308\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 394}, {\"age_of_policyholder\": \"0.384615384615385\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 385}, {\"age_of_policyholder\": \"0.490384615384615\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 380}, {\"age_of_policyholder\": \"0.423076923076923\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 375}, {\"age_of_policyholder\": \"0.336538461538461\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 374}, {\"age_of_policyholder\": \"0.509615384615385\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 368}, {\"age_of_policyholder\": \"0.298076923076923\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 358}, {\"age_of_policyholder\": \"0.317307692307692\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 357}, {\"age_of_policyholder\": \"0.5\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 352}, {\"age_of_policyholder\": \"0.519230769230769\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 339}, {\"age_of_policyholder\": \"0.288461538461538\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 320}, {\"age_of_policyholder\": \"0.528846153846154\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 316}, {\"age_of_policyholder\": \"0.538461538461538\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 313}, {\"age_of_policyholder\": \"0.548076923076923\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 278}, {\"age_of_policyholder\": \"0.557692307692308\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 242}, {\"age_of_policyholder\": \"0.567307692307692\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 224}, {\"age_of_policyholder\": \"0.576923076923077\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 224}, {\"age_of_policyholder\": \"0.586538461538462\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 209}, {\"age_of_policyholder\": \"0.596153846153846\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 180}, {\"age_of_policyholder\": \"0.605769230769231\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 159}, {\"age_of_policyholder\": \"0.615384615384615\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 153}, {\"age_of_policyholder\": \"0.625\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 149}, {\"age_of_policyholder\": \"0.634615384615385\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 139}, {\"age_of_policyholder\": \"0.644230769230769\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 133}, {\"age_of_policyholder\": \"0.653846153846154\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 129}, {\"age_of_policyholder\": \"0.673076923076923\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 120}, {\"age_of_policyholder\": \"0.663461538461538\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 118}, {\"age_of_policyholder\": \"0.692307692307692\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 111}, {\"age_of_policyholder\": \"0.701923076923077\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 111}, {\"age_of_policyholder\": \"0.682692307692308\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 96}, {\"age_of_policyholder\": \"0.711538461538462\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 95}, {\"age_of_policyholder\": \"0.730769230769231\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 88}, {\"age_of_policyholder\": \"0.336538461538461\", \"max_power\": \"97.89bhp@3600rpm\", \"row_count\": 86}, {\"age_of_policyholder\": \"0.307692307692308\", \"max_power\": \"97.89bhp@3600rpm\", \"row_count\": 85}, {\"age_of_policyholder\": \"0.317307692307692\", \"max_power\": \"97.89bhp@3600rpm\", \"row_count\": 84}, {\"age_of_policyholder\": \"0.721153846153846\", \"max_power\": \"113.45bhp@4000rpm\", \"row_count\": 84}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 13.14}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..93c26f1e92a86e93d4b46f46efabbcf7a9535108 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:10:04.936258+00:00", + "ended_at": "2026-05-26T00:10:28.462200+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_0f6cce32a605f758", + "problem_id": "v2p_m2_9c7895178414205c", + "dataset_id": "m2", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=max_power.", + "bindings": { + "group_col": "age_of_policyholder", + "group_col_2": "max_power", + "predicate_col": "make", + "predicate_op": ">=", + "predicate_value": 3.0, + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 27003.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=48" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_0f6cce32a605f758.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_0f6cce32a605f758", + "api_calls": 0, + "input_tokens": 29581, + "cached_input_tokens": 22912, + "output_tokens": 1071, + "total_tokens": 30652, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6286, + "estimated_output_tokens": 112, + "estimated_total_tokens": 6398, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23502.83, + "sql_execution_elapsed_ms_total": 13.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d5ee04659d00d2844ff3b432db05ab5de5a8545f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:10:28.447234+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 23502.83, "started_at": "2026-05-26T00:10:04.939808+00:00", "ended_at": "2026-05-26T00:10:28.442919+00:00", "prompt_metrics": {"chars": 21865, "bytes_utf8": 21865, "lines": 628, "estimated_tokens": 6286}, "response_metrics": {"chars": 437, "bytes_utf8": 437, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 29581, "cached_input_tokens": 22912, "output_tokens": 1071, "reasoning_output_tokens": 953}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"age_of_policyholder\\\", \\\"max_power\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE CAST(\\\"make\\\" AS REAL) >= 3.0\\nGROUP BY \\\"age_of_policyholder\\\", \\\"max_power\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the requested filtered two-dimensional group-count template. CAST(\\\"make\\\" AS REAL) is applied because the schema stores numeric-looking fields as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b9e50aa860cd1a9458932ba7642d171544055fdc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_0f6cce32a605f758", + "api_calls": 0, + "input_tokens": 29581, + "cached_input_tokens": 22912, + "output_tokens": 1071, + "total_tokens": 30652, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6286, + "estimated_output_tokens": 112, + "estimated_total_tokens": 6398, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23502.83, + "sql_execution_elapsed_ms_total": 13.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_0f6cce32a605f758/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8b825b4f45a1ba8a0a10538f2947678ad843ae9c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21866, "bytes_utf8": 21866, "lines": 628, "estimated_tokens": 6283}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 419, "bytes_utf8": 419, "lines": 1, "estimated_tokens": 109}, "usage": {"input_tokens": 29578, "cached_input_tokens": 22912, "output_tokens": 551, "reasoning_output_tokens": 436}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..af054c50a0fc09ae3e94313284d23cc32d36aa7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_1080169f296e3f7a", + "api_calls": 0, + "input_tokens": 29578, + "cached_input_tokens": 22912, + "output_tokens": 551, + "total_tokens": 30129, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6283, + "estimated_output_tokens": 109, + "estimated_total_tokens": 6392, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15496.85, + "sql_execution_elapsed_ms_total": 9.75, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..cafb3760fd332b9c4742e02ba40e2781aa0c07ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:10:28.467271+00:00", + "ended_at": "2026-05-26T00:10:43.964316+00:00", + "elapsed_ms": 15496.85, + "prompt_metrics": { + "chars": 21866, + "bytes_utf8": 21866, + "lines": 628, + "estimated_tokens": 6283 + }, + "stdout_metrics": { + "chars": 794, + "bytes_utf8": 794, + "lines": 4, + "estimated_tokens": 229 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 419, + "bytes_utf8": 419, + "lines": 1, + "estimated_tokens": 109 + }, + "usage": { + "input_tokens": 29578, + "cached_input_tokens": 22912, + "output_tokens": 551, + "reasoning_output_tokens": 436 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..db17c6107145298845f1cc2bbb633e51e0d3a841 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,628 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=engine_type.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "age_of_policyholder", + "group_col_2": "engine_type", + "predicate_col": "segment", + "predicate_op": "=", + "predicate_value": "A", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9a0698a099cbe3692a44f315f73a29ba608e14a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619e-5b1c-7110-b014-deb061e7f045"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"age_of_policyholder\\\", \\\"engine_type\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"segment\\\" = 'A'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"engine_type\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned filtered two-dimensional group count template with \\\"age_of_policyholder\\\" and \\\"engine_type\\\", filtered to rows where \\\"segment\\\" = 'A'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29578,"cached_input_tokens":22912,"output_tokens":551,"reasoning_output_tokens":436}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..096cf37cb600515f8d3ff2bab3c3b7d53e9bde25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"age_of_policyholder\", \"engine_type\", COUNT(*) AS \"row_count\"\nFROM \"m2\"\nWHERE \"segment\" = 'A'\nGROUP BY \"age_of_policyholder\", \"engine_type\"\nORDER BY \"row_count\" DESC;","notes":"Applied the planned filtered two-dimensional group count template with \"age_of_policyholder\" and \"engine_type\", filtered to rows where \"segment\" = 'A'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ac16798573ee8eb3b79288b056658ed0532d9075 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=engine_type. +Result preview: [{"age_of_policyholder": "0.375", "engine_type": "F8D Petrol Engine", "row_count": 444}, {"age_of_policyholder": "0.384615384615385", "engine_type": "F8D Petrol Engine", "row_count": 437}, {"age_of_policyholder": "0.432692307692308", "engine_type": "F8D Petrol Engine", "row_count": 433}, {"age_of_policyholder": "0.480769230769231", "engine_type": "F8D Petrol Engine", "row_count": 433}, {"age_of_policyholder": "0.346153846153846", "engine_type": "F8D Petrol Engine", "row_count": 429}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..df7fae5aa2785288d84424f633ae2ae8ab45feea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m2_1080169f296e3f7a +-- problem_id: v2p_m2_2de97565adc35952 +-- realization_mode: agent +-- source_kind: agent +SELECT "age_of_policyholder", "engine_type", COUNT(*) AS "row_count" +FROM "m2" +WHERE "segment" = 'A' +GROUP BY "age_of_policyholder", "engine_type" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..074c1058cd0e839d611ccb60f106ba63d885ae6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"age_of_policyholder\", \"engine_type\", COUNT(*) AS \"row_count\"\nFROM \"m2\"\nWHERE \"segment\" = 'A'\nGROUP BY \"age_of_policyholder\", \"engine_type\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"age_of_policyholder\\\", \\\"engine_type\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"segment\\\" = 'A'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"engine_type\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"age_of_policyholder\", \"engine_type\", \"row_count\"], \"rows\": [{\"age_of_policyholder\": \"0.375\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 444}, {\"age_of_policyholder\": \"0.384615384615385\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 437}, {\"age_of_policyholder\": \"0.432692307692308\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 433}, {\"age_of_policyholder\": \"0.480769230769231\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 433}, {\"age_of_policyholder\": \"0.346153846153846\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 429}, {\"age_of_policyholder\": \"0.403846153846154\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 428}, {\"age_of_policyholder\": \"0.461538461538462\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 425}, {\"age_of_policyholder\": \"0.394230769230769\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 423}, {\"age_of_policyholder\": \"0.423076923076923\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 422}, {\"age_of_policyholder\": \"0.471153846153846\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 416}, {\"age_of_policyholder\": \"0.442307692307692\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 412}, {\"age_of_policyholder\": \"0.413461538461538\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 410}, {\"age_of_policyholder\": \"0.365384615384615\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 405}, {\"age_of_policyholder\": \"0.5\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 395}, {\"age_of_policyholder\": \"0.355769230769231\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 390}, {\"age_of_policyholder\": \"0.509615384615385\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 390}, {\"age_of_policyholder\": \"0.451923076923077\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 386}, {\"age_of_policyholder\": \"0.519230769230769\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 377}, {\"age_of_policyholder\": \"0.490384615384615\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 374}, {\"age_of_policyholder\": \"0.326923076923077\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 370}, {\"age_of_policyholder\": \"0.528846153846154\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 369}, {\"age_of_policyholder\": \"0.557692307692308\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 362}, {\"age_of_policyholder\": \"0.336538461538461\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 350}, {\"age_of_policyholder\": \"0.317307692307692\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 347}, {\"age_of_policyholder\": \"0.548076923076923\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 346}, {\"age_of_policyholder\": \"0.538461538461538\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 335}, {\"age_of_policyholder\": \"0.567307692307692\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 319}, {\"age_of_policyholder\": \"0.298076923076923\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 318}, {\"age_of_policyholder\": \"0.307692307692308\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 311}, {\"age_of_policyholder\": \"0.576923076923077\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 306}, {\"age_of_policyholder\": \"0.288461538461538\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 293}, {\"age_of_policyholder\": \"0.586538461538462\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 283}, {\"age_of_policyholder\": \"0.596153846153846\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 268}, {\"age_of_policyholder\": \"0.615384615384615\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 226}, {\"age_of_policyholder\": \"0.605769230769231\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 208}, {\"age_of_policyholder\": \"0.644230769230769\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 206}, {\"age_of_policyholder\": \"0.625\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 203}, {\"age_of_policyholder\": \"0.634615384615385\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 188}, {\"age_of_policyholder\": \"0.653846153846154\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 159}, {\"age_of_policyholder\": \"0.673076923076923\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 148}, {\"age_of_policyholder\": \"0.663461538461538\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 135}, {\"age_of_policyholder\": \"0.682692307692308\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 133}, {\"age_of_policyholder\": \"0.701923076923077\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 133}, {\"age_of_policyholder\": \"0.692307692307692\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 128}, {\"age_of_policyholder\": \"0.711538461538462\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 98}, {\"age_of_policyholder\": \"0.721153846153846\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 96}, {\"age_of_policyholder\": \"0.336538461538461\", \"engine_type\": \"1.0 SCe\", \"row_count\": 90}, {\"age_of_policyholder\": \"0.375\", \"engine_type\": \"1.0 SCe\", \"row_count\": 90}, {\"age_of_policyholder\": \"0.740384615384615\", \"engine_type\": \"F8D Petrol Engine\", \"row_count\": 86}, {\"age_of_policyholder\": \"0.480769230769231\", \"engine_type\": \"1.0 SCe\", \"row_count\": 85}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 9.75}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8647f39bdbab7f8ee430feae1d7e88c3aaefa705 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:10:28.462728+00:00", + "ended_at": "2026-05-26T00:10:43.979961+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_1080169f296e3f7a", + "problem_id": "v2p_m2_2de97565adc35952", + "dataset_id": "m2", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=engine_type.", + "bindings": { + "group_col": "age_of_policyholder", + "group_col_2": "engine_type", + "predicate_col": "segment", + "predicate_op": "=", + "predicate_value": "A", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=49" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1080169f296e3f7a.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_1080169f296e3f7a", + "api_calls": 0, + "input_tokens": 29578, + "cached_input_tokens": 22912, + "output_tokens": 551, + "total_tokens": 30129, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6283, + "estimated_output_tokens": 109, + "estimated_total_tokens": 6392, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15496.85, + "sql_execution_elapsed_ms_total": 9.75, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8ec71cfd445c2d8cdb81582ca2bd4f49185d3267 --- /dev/null +++ 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\\\"age_of_policyholder\\\", \\\"engine_type\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"segment\\\" = 'A'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"engine_type\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned filtered two-dimensional group count template with \\\"age_of_policyholder\\\" and \\\"engine_type\\\", filtered to rows where \\\"segment\\\" = 'A'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8071fa3a359a17c9d2841e3dbf03aeb9512b2c6c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_1080169f296e3f7a", + "api_calls": 0, + "input_tokens": 29578, + "cached_input_tokens": 22912, + "output_tokens": 551, + "total_tokens": 30129, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6283, + "estimated_output_tokens": 109, + "estimated_total_tokens": 6392, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15496.85, + "sql_execution_elapsed_ms_total": 9.75, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1080169f296e3f7a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6c6b4d9210ec779bb8688a55541f7b9d5c75eee7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21806, "bytes_utf8": 21806, "lines": 627, "estimated_tokens": 6258}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 411, "bytes_utf8": 411, "lines": 1, "estimated_tokens": 116}, "usage": {"input_tokens": 29553, "cached_input_tokens": 28032, "output_tokens": 423, "reasoning_output_tokens": 301}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d20b733dac2f27542c0f9e80f2bbce651c98a148 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_10cc816c4b5240d1", + "api_calls": 0, + "input_tokens": 29553, + "cached_input_tokens": 28032, + "output_tokens": 423, + "total_tokens": 29976, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6258, + "estimated_output_tokens": 116, + "estimated_total_tokens": 6374, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11879.04, + "sql_execution_elapsed_ms_total": 26.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..20fd934179c28f4e7ae544e6c6d8026c1e36ada0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:10:43.984993+00:00", + "ended_at": "2026-05-26T00:10:55.868723+00:00", + "elapsed_ms": 11879.04, + "prompt_metrics": { + "chars": 21806, + "bytes_utf8": 21806, + "lines": 627, + "estimated_tokens": 6258 + }, + "stdout_metrics": { + "chars": 774, + "bytes_utf8": 774, + "lines": 4, + "estimated_tokens": 232 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 411, + "bytes_utf8": 411, + "lines": 1, + "estimated_tokens": 116 + }, + "usage": { + "input_tokens": 29553, + "cached_input_tokens": 28032, + "output_tokens": 423, + "reasoning_output_tokens": 301 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d175b12fef04aa70edebb32a8a2f83a6de9dd7ab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_tpms, condition_col=is_front_fog_lights.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "is_tpms", + "condition_col": "is_front_fog_lights", + "condition_value": "Yes", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea5f59a0883dbfffb97878a0ef6259fc35a7c774 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619e-97c2-7f12-9da0-d2452d1731de"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_tpms\\\",\\n AVG(CASE WHEN \\\"is_front_fog_lights\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_tpms\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template to compute the within-group proportion of rows where \\\"is_front_fog_lights\\\" = 'Yes' for each \\\"is_tpms\\\" group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29553,"cached_input_tokens":28032,"output_tokens":423,"reasoning_output_tokens":301}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..089d7ede9363578cd476f13d100219ab31d4d905 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"is_tpms\",\n AVG(CASE WHEN \"is_front_fog_lights\" = 'Yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"is_tpms\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned Grouped Condition Rate template to compute the within-group proportion of rows where \"is_front_fog_lights\" = 'Yes' for each \"is_tpms\" group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4c7b131dd4f987db2ba7ff1f98788cacc1b5ad74 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_tpms, condition_col=is_front_fog_lights. +Result preview: [{"is_tpms": "Yes", "condition_rate": 1.0}, {"is_tpms": "No", "condition_rate": 0.4466729483555436}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..654a665871a8af2ac09f0b7b3bb6c9c2418e170d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_10cc816c4b5240d1 +-- problem_id: v2p_m2_753ee6c60de9c465 +-- realization_mode: agent +-- source_kind: agent +SELECT "is_tpms", + AVG(CASE WHEN "is_front_fog_lights" = 'Yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "is_tpms" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1a5a38e40cb62f0ee008438326339b36bacf4745 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"is_tpms\",\n AVG(CASE WHEN \"is_front_fog_lights\" = 'Yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"is_tpms\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_tpms\\\",\\n AVG(CASE WHEN \\\"is_front_fog_lights\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_tpms\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"is_tpms\", \"condition_rate\"], \"rows\": [{\"is_tpms\": \"Yes\", \"condition_rate\": 1.0}, {\"is_tpms\": \"No\", \"condition_rate\": 0.4466729483555436}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 26.23}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..989a0465409e33be186c364b54c612438f05f57d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:10:43.980441+00:00", + "ended_at": "2026-05-26T00:10:55.900942+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_10cc816c4b5240d1", + "problem_id": "v2p_m2_753ee6c60de9c465", + "dataset_id": "m2", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_tpms, condition_col=is_front_fog_lights.", + "bindings": { + "group_col": "is_tpms", + "condition_col": "is_front_fog_lights", + "condition_value": "Yes", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=98" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_10cc816c4b5240d1.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_10cc816c4b5240d1", + "api_calls": 0, + "input_tokens": 29553, + "cached_input_tokens": 28032, + "output_tokens": 423, + "total_tokens": 29976, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6258, + "estimated_output_tokens": 116, + "estimated_total_tokens": 6374, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11879.04, + "sql_execution_elapsed_ms_total": 26.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fb786edf0d8f9702b2424a47e32d6907a1884931 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:10:55.873119+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11879.04, "started_at": "2026-05-26T00:10:43.984993+00:00", "ended_at": "2026-05-26T00:10:55.868723+00:00", "prompt_metrics": {"chars": 21806, "bytes_utf8": 21806, "lines": 627, "estimated_tokens": 6258}, "response_metrics": {"chars": 411, "bytes_utf8": 411, "lines": 1, "estimated_tokens": 116}, "usage": {"input_tokens": 29553, "cached_input_tokens": 28032, "output_tokens": 423, "reasoning_output_tokens": 301}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_tpms\\\",\\n AVG(CASE WHEN \\\"is_front_fog_lights\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_tpms\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template to compute the within-group proportion of rows where \\\"is_front_fog_lights\\\" = 'Yes' for each \\\"is_tpms\\\" group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..33c61dbf1ca5e178aa6ce2e066afd5d4afe2ccad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_10cc816c4b5240d1", + "api_calls": 0, + "input_tokens": 29553, + "cached_input_tokens": 28032, + "output_tokens": 423, + "total_tokens": 29976, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6258, + "estimated_output_tokens": 116, + "estimated_total_tokens": 6374, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11879.04, + "sql_execution_elapsed_ms_total": 26.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_10cc816c4b5240d1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cf1ccfbad6ad1c814f15f9d90bcc9bff6d0cfd45 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21963, "bytes_utf8": 21963, "lines": 626, "estimated_tokens": 6310}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 659, "bytes_utf8": 659, "lines": 1, "estimated_tokens": 170}, "usage": {"input_tokens": 29605, "cached_input_tokens": 6528, "output_tokens": 692, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bdbbb6cd44e1ec1c50e67a03a88ec29dd215b918 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_1429c26d6fc0f93a", + "api_calls": 0, + "input_tokens": 29605, + "cached_input_tokens": 6528, + "output_tokens": 692, + "total_tokens": 30297, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6310, + "estimated_output_tokens": 170, + "estimated_total_tokens": 6480, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16905.65, + "sql_execution_elapsed_ms_total": 33.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..981ac167f9a3ecfb9dfcebbca701a48e54b22a21 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:10:55.904698+00:00", + "ended_at": "2026-05-26T00:11:12.816885+00:00", + "elapsed_ms": 16905.65, + "prompt_metrics": { + "chars": 21963, + "bytes_utf8": 21963, + "lines": 626, + "estimated_tokens": 6310 + }, + "stdout_metrics": { + "chars": 1038, + "bytes_utf8": 1038, + "lines": 4, + "estimated_tokens": 300 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 659, + "bytes_utf8": 659, + "lines": 1, + "estimated_tokens": 170 + }, + "usage": { + "input_tokens": 29605, + "cached_input_tokens": 6528, + "output_tokens": 692, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..dfb4bfeb6f9422daceb216957e7684eaf9f4dda3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_central_locking, measure_col=make.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "is_central_locking", + "measure_col": "make", + "item_col": "population_density", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6e9132e9d77d7908cf6a509faa9442db83ca71f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619e-c652-7d60-808a-8b30dbd59a05"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"is_central_locking\\\", \\\"population_density\\\",\\n SUM(CAST(\\\"make\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"make\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"make\\\" AS REAL))) OVER (PARTITION BY \\\"is_central_locking\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_central_locking\\\", \\\"population_density\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the provided Within-Group Share of Total template with group_col=\\\"is_central_locking\\\", item_col=\\\"population_density\\\", and measure_col=\\\"make\\\". CAST to REAL is included because the schema stores these fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29605,"cached_input_tokens":6528,"output_tokens":692,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6a076c8a5489223ded4dfcaa9fca2b3ae4500c4e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"is_central_locking\", \"population_density\",\n SUM(CAST(\"make\" AS REAL)) AS total_measure,\n SUM(CAST(\"make\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"make\" AS REAL))) OVER (PARTITION BY \"is_central_locking\") AS share_within_group\nFROM \"m2\"\nGROUP BY \"is_central_locking\", \"population_density\"\nORDER BY share_within_group DESC;","notes":"Used the provided Within-Group Share of Total template with group_col=\"is_central_locking\", item_col=\"population_density\", and measure_col=\"make\". CAST to REAL is included because the schema stores these fields as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ee6a23a1fc448805d470bc48d8c850ec4561c2f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_central_locking, measure_col=make. +Result preview: [{"is_central_locking": "Yes", "population_density": "8794", "total_measure": 26109.0, "share_within_group": 29.947352121399813}, {"is_central_locking": "No", "population_density": "4076", "total_measure": 3413.0, "share_within_group": 21.123971034226653}, {"is_central_locking": "No", "population_density": "34738", "total_measure": 2682.0, "share_within_group": 16.599616265395802}, {"is_central_locking": "Yes", "population_density": "27003", "total_measure": 11532.0, "share_within_group": 13.227349368569561}, {"is_central_locking": "No", "population_density": "27003", "total_measure": 1783.0, "share_within_group": 11.035464504549111}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c58ca6a9e371807aa9a7dc4e1552c8739558c474 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_1429c26d6fc0f93a +-- problem_id: v2p_m2_f99543831ba54541 +-- realization_mode: agent +-- source_kind: agent +SELECT "is_central_locking", "population_density", + SUM(CAST("make" AS REAL)) AS total_measure, + SUM(CAST("make" AS REAL)) * 100.0 / SUM(SUM(CAST("make" AS REAL))) OVER (PARTITION BY "is_central_locking") AS share_within_group +FROM "m2" +GROUP BY "is_central_locking", "population_density" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..73aca95dca0ffc20c36dc5900b9afd067ccc3053 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"is_central_locking\", \"population_density\",\n SUM(CAST(\"make\" AS REAL)) AS total_measure,\n SUM(CAST(\"make\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"make\" AS REAL))) OVER (PARTITION BY \"is_central_locking\") AS share_within_group\nFROM \"m2\"\nGROUP BY \"is_central_locking\", \"population_density\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"is_central_locking\\\", \\\"population_density\\\",\\n SUM(CAST(\\\"make\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"make\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"make\\\" AS REAL))) OVER (PARTITION BY \\\"is_central_locking\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_central_locking\\\", \\\"population_density\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"is_central_locking\", \"population_density\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"is_central_locking\": \"Yes\", \"population_density\": \"8794\", \"total_measure\": 26109.0, \"share_within_group\": 29.947352121399813}, {\"is_central_locking\": \"No\", \"population_density\": \"4076\", \"total_measure\": 3413.0, \"share_within_group\": 21.123971034226653}, {\"is_central_locking\": \"No\", \"population_density\": \"34738\", \"total_measure\": 2682.0, \"share_within_group\": 16.599616265395802}, {\"is_central_locking\": \"Yes\", \"population_density\": \"27003\", \"total_measure\": 11532.0, \"share_within_group\": 13.227349368569561}, {\"is_central_locking\": \"No\", \"population_density\": \"27003\", \"total_measure\": 1783.0, \"share_within_group\": 11.035464504549111}, {\"is_central_locking\": \"Yes\", \"population_density\": \"34738\", \"total_measure\": 9107.0, \"share_within_group\": 10.44584379982336}, {\"is_central_locking\": \"No\", \"population_density\": \"73430\", \"total_measure\": 1290.0, \"share_within_group\": 7.984155474407378}, {\"is_central_locking\": \"Yes\", \"population_density\": \"7788\", \"total_measure\": 6673.0, \"share_within_group\": 7.654015117626143}, {\"is_central_locking\": \"Yes\", \"population_density\": \"5410\", \"total_measure\": 5779.0, \"share_within_group\": 6.628585848158472}, {\"is_central_locking\": \"Yes\", \"population_density\": \"4076\", \"total_measure\": 5620.0, \"share_within_group\": 6.446210843857174}, {\"is_central_locking\": \"No\", \"population_density\": \"17804\", \"total_measure\": 960.0, \"share_within_group\": 5.941697097233397}, {\"is_central_locking\": \"No\", \"population_density\": \"8794\", \"total_measure\": 857.0, \"share_within_group\": 5.304202512842731}, {\"is_central_locking\": \"No\", \"population_density\": \"4990\", \"total_measure\": 754.0, \"share_within_group\": 4.666707928452064}, {\"is_central_locking\": \"No\", \"population_density\": \"6112\", \"total_measure\": 725.0, \"share_within_group\": 4.4872191619731385}, {\"is_central_locking\": \"Yes\", \"population_density\": \"73430\", \"total_measure\": 3836.0, \"share_within_group\": 4.399940355344505}, {\"is_central_locking\": \"Yes\", \"population_density\": \"17804\", \"total_measure\": 3578.0, \"share_within_group\": 4.104011103082023}, {\"is_central_locking\": \"No\", \"population_density\": \"5410\", \"total_measure\": 629.0, \"share_within_group\": 3.893049452249799}, {\"is_central_locking\": \"Yes\", \"population_density\": \"6112\", \"total_measure\": 2919.0, \"share_within_group\": 3.3481297959464573}, {\"is_central_locking\": \"Yes\", \"population_density\": \"34791\", \"total_measure\": 2645.0, \"share_within_group\": 3.0338483419932785}, {\"is_central_locking\": \"No\", \"population_density\": \"7788\", \"total_measure\": 421.0, \"share_within_group\": 2.6056817478492293}, {\"is_central_locking\": \"No\", \"population_density\": \"6108\", \"total_measure\": 339.0, \"share_within_group\": 2.0981617874605436}, {\"is_central_locking\": \"No\", \"population_density\": \"13051\", \"total_measure\": 330.0, \"share_within_group\": 2.0424583771739804}, {\"is_central_locking\": \"Yes\", \"population_density\": \"6108\", \"total_measure\": 1682.0, \"share_within_group\": 1.929275202734478}, {\"is_central_locking\": \"Yes\", \"population_density\": \"27742\", \"total_measure\": 1622.0, \"share_within_group\": 1.860454446394366}, {\"is_central_locking\": \"No\", \"population_density\": \"21622\", \"total_measure\": 286.0, \"share_within_group\": 1.770130593550783}, {\"is_central_locking\": \"No\", \"population_density\": \"16206\", \"total_measure\": 285.0, \"share_within_group\": 1.763941325741165}, {\"is_central_locking\": \"No\", \"population_density\": \"34791\", \"total_measure\": 280.0, \"share_within_group\": 1.7329949866930743}, {\"is_central_locking\": \"No\", \"population_density\": \"65567\", \"total_measure\": 274.0, \"share_within_group\": 1.6958593798353654}, {\"is_central_locking\": \"Yes\", \"population_density\": \"4990\", \"total_measure\": 1460.0, \"share_within_group\": 1.674638404276063}, {\"is_central_locking\": \"Yes\", \"population_density\": \"290\", \"total_measure\": 1196.0, \"share_within_group\": 1.3718270763795695}, {\"is_central_locking\": \"No\", \"population_density\": \"290\", \"total_measure\": 219.0, \"share_within_group\": 1.3554496503063687}, {\"is_central_locking\": \"Yes\", \"population_density\": \"13051\", \"total_measure\": 1048.0, \"share_within_group\": 1.2020692107406261}, {\"is_central_locking\": \"No\", \"population_density\": \"27742\", \"total_measure\": 192.0, \"share_within_group\": 1.1883394194466794}, {\"is_central_locking\": \"No\", \"population_density\": \"35036\", \"total_measure\": 175.0, \"share_within_group\": 1.0831218666831715}, {\"is_central_locking\": \"Yes\", \"population_density\": \"21622\", \"total_measure\": 808.0, \"share_within_group\": 0.9267861853801773}, {\"is_central_locking\": \"No\", \"population_density\": \"3264\", \"total_measure\": 126.0, \"share_within_group\": 0.7798477440118834}, {\"is_central_locking\": \"Yes\", \"population_density\": \"3264\", \"total_measure\": 475.0, \"share_within_group\": 0.5448309876925548}, {\"is_central_locking\": \"No\", \"population_density\": \"16733\", \"total_measure\": 82.0, \"share_within_group\": 0.507519960388686}, {\"is_central_locking\": \"Yes\", \"population_density\": \"65567\", \"total_measure\": 415.0, \"share_within_group\": 0.4760102313524426}, {\"is_central_locking\": \"No\", \"population_density\": \"20905\", \"total_measure\": 55.0, \"share_within_group\": 0.34040972952899673}, {\"is_central_locking\": \"Yes\", \"population_density\": \"16206\", \"total_measure\": 236.0, \"share_within_group\": 0.27069497493777456}, {\"is_central_locking\": \"Yes\", \"population_density\": \"16733\", \"total_measure\": 223.0, \"share_within_group\": 0.2557838110640836}, {\"is_central_locking\": \"Yes\", \"population_density\": \"35036\", \"total_measure\": 123.0, \"share_within_group\": 0.14108255049722995}, {\"is_central_locking\": \"Yes\", \"population_density\": \"20905\", \"total_measure\": 97.0, \"share_within_group\": 0.11126022274984802}], \"row_count_returned\": 44, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 33.73}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b2ac145a6c52e60bd7a0b445bbb4fabe06342cf7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:10:55.901294+00:00", + "ended_at": "2026-05-26T00:11:12.858941+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_1429c26d6fc0f93a", + "problem_id": "v2p_m2_f99543831ba54541", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_central_locking, measure_col=make.", + "bindings": { + "group_col": "is_central_locking", + "measure_col": "make", + "item_col": "population_density", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=11", + "sql_variant_index=1/2", + "binding_index=34" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 11, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1429c26d6fc0f93a.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_1429c26d6fc0f93a", + "api_calls": 0, + "input_tokens": 29605, + "cached_input_tokens": 6528, + "output_tokens": 692, + "total_tokens": 30297, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6310, + "estimated_output_tokens": 170, + "estimated_total_tokens": 6480, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16905.65, + "sql_execution_elapsed_ms_total": 33.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d22700c76b1024227704fdb78c30e3dbd87393f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:11:12.822430+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16905.65, "started_at": "2026-05-26T00:10:55.904698+00:00", "ended_at": "2026-05-26T00:11:12.816885+00:00", "prompt_metrics": {"chars": 21963, "bytes_utf8": 21963, "lines": 626, "estimated_tokens": 6310}, "response_metrics": {"chars": 659, "bytes_utf8": 659, "lines": 1, "estimated_tokens": 170}, "usage": {"input_tokens": 29605, "cached_input_tokens": 6528, "output_tokens": 692, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"is_central_locking\\\", \\\"population_density\\\",\\n SUM(CAST(\\\"make\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"make\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"make\\\" AS REAL))) OVER (PARTITION BY \\\"is_central_locking\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_central_locking\\\", \\\"population_density\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the provided Within-Group Share of Total template with group_col=\\\"is_central_locking\\\", item_col=\\\"population_density\\\", and measure_col=\\\"make\\\". CAST to REAL is included because the schema stores these fields as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..88156e03b0a9786689b7cf9f56670ca3d8dd92a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_1429c26d6fc0f93a", + "api_calls": 0, + "input_tokens": 29605, + "cached_input_tokens": 6528, + "output_tokens": 692, + "total_tokens": 30297, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6310, + "estimated_output_tokens": 170, + "estimated_total_tokens": 6480, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16905.65, + "sql_execution_elapsed_ms_total": 33.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1429c26d6fc0f93a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..27688da240208757322da4682f9e47c8d7cffb8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21634, "bytes_utf8": 21634, "lines": 624, "estimated_tokens": 6203}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 558, "bytes_utf8": 558, "lines": 1, "estimated_tokens": 146}, "usage": {"input_tokens": 29498, "cached_input_tokens": 6528, "output_tokens": 783, "reasoning_output_tokens": 631}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..460ff56c6613378e7c7b441ab1d7222d574c5241 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_1a5cefe25420d34c", + "api_calls": 0, + "input_tokens": 29498, + "cached_input_tokens": 6528, + "output_tokens": 783, + "total_tokens": 30281, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6203, + "estimated_output_tokens": 146, + "estimated_total_tokens": 6349, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18401.55, + "sql_execution_elapsed_ms_total": 102.08, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4f39750f6642fe6b81859fa2a7d7af50781c3b38 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:11:12.863655+00:00", + "ended_at": "2026-05-26T00:11:31.267729+00:00", + "elapsed_ms": 18401.55, + "prompt_metrics": { + "chars": 21634, + "bytes_utf8": 21634, + "lines": 624, + "estimated_tokens": 6203 + }, + "stdout_metrics": { + "chars": 934, + "bytes_utf8": 934, + "lines": 4, + "estimated_tokens": 268 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 558, + "bytes_utf8": 558, + "lines": 1, + "estimated_tokens": 146 + }, + "usage": { + "input_tokens": 29498, + "cached_input_tokens": 6528, + "output_tokens": 783, + "reasoning_output_tokens": 631 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6b858d47b442eef27c6606f4a94ba87faa554400 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,624 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=max_power, measure_col=policy_tenure.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "max_power", + "measure_col": "policy_tenure", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.904032, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a229f96daa1d457ebf3f79f5e4c418835b7b9a6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619f-088d-7ca2-b153-045c8fe159dd"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"max_power\\\",\\n AVG(CAST(\\\"policy_tenure\\\" AS REAL)) OVER (PARTITION BY \\\"max_power\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"max_power\\\" IS NOT NULL\\n AND \\\"policy_tenure\\\" IS NOT NULL\\n AND TRIM(\\\"policy_tenure\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the Window Partition Average template with \\\"max_power\\\" as the partitioning group and cast \\\"policy_tenure\\\" from TEXT to REAL for SQLite-safe averaging; filtered null/blank tenure values for a stable view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29498,"cached_input_tokens":6528,"output_tokens":783,"reasoning_output_tokens":631}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0fc6bc6c8844d3db68ed2e9cc1c5b0c143cb01e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"max_power\",\n AVG(CAST(\"policy_tenure\" AS REAL)) OVER (PARTITION BY \"max_power\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE \"max_power\" IS NOT NULL\n AND \"policy_tenure\" IS NOT NULL\n AND TRIM(\"policy_tenure\") <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Used the Window Partition Average template with \"max_power\" as the partitioning group and cast \"policy_tenure\" from TEXT to REAL for SQLite-safe averaging; filtered null/blank tenure values for a stable view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..488366fdde69c19e9291f2c513a2e887d578d2ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=max_power, measure_col=policy_tenure. +Result preview: [{"max_power": "113.45bhp@4000rpm", "avg_measure": 0.6808436828525586}, {"max_power": "88.50bhp@6000rpm", "avg_measure": 0.680626056962414}, {"max_power": "118.36bhp@5500rpm", "avg_measure": 0.6653662994865424}, {"max_power": "67.06bhp@5500rpm", "avg_measure": 0.6435136536542965}, {"max_power": "97.89bhp@3600rpm", "avg_measure": 0.6384202725447442}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c2c9abd673451564ce25ec358fae6e12aeb3b62a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_1a5cefe25420d34c +-- problem_id: v2p_m2_2ead7b7aeeea27b0 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "max_power", + AVG(CAST("policy_tenure" AS REAL)) OVER (PARTITION BY "max_power") AS "avg_measure" +FROM "m2" +WHERE "max_power" IS NOT NULL + AND "policy_tenure" IS NOT NULL + AND TRIM("policy_tenure") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d7a321bbb5460744d6a133453421f9c89cbfd76f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"max_power\",\n AVG(CAST(\"policy_tenure\" AS REAL)) OVER (PARTITION BY \"max_power\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE \"max_power\" IS NOT NULL\n AND \"policy_tenure\" IS NOT NULL\n AND TRIM(\"policy_tenure\") <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"max_power\\\",\\n AVG(CAST(\\\"policy_tenure\\\" AS REAL)) OVER (PARTITION BY \\\"max_power\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"max_power\\\" IS NOT NULL\\n AND \\\"policy_tenure\\\" IS NOT NULL\\n AND TRIM(\\\"policy_tenure\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"max_power\", \"avg_measure\"], \"rows\": [{\"max_power\": \"113.45bhp@4000rpm\", \"avg_measure\": 0.6808436828525586}, {\"max_power\": \"88.50bhp@6000rpm\", \"avg_measure\": 0.680626056962414}, {\"max_power\": \"118.36bhp@5500rpm\", \"avg_measure\": 0.6653662994865424}, {\"max_power\": \"67.06bhp@5500rpm\", \"avg_measure\": 0.6435136536542965}, {\"max_power\": \"97.89bhp@3600rpm\", \"avg_measure\": 0.6384202725447442}, {\"max_power\": \"55.92bhp@5300rpm\", \"avg_measure\": 0.6359415340722865}, {\"max_power\": \"88.77bhp@4000rpm\", \"avg_measure\": 0.623549513617502}, {\"max_power\": \"61.68bhp@6000rpm\", \"avg_measure\": 0.575025031102005}, {\"max_power\": \"40.36bhp@6000rpm\", \"avg_measure\": 0.44782040121080985}], \"row_count_returned\": 9, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 102.08}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..273a74198a35e4a4ed9df954307cef4f2966a303 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:11:12.859473+00:00", + "ended_at": "2026-05-26T00:11:31.377481+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_1a5cefe25420d34c", + "problem_id": "v2p_m2_2ead7b7aeeea27b0", + "dataset_id": "m2", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=max_power, measure_col=policy_tenure.", + "bindings": { + "group_col": "max_power", + "measure_col": "policy_tenure", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.904032, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=135" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1a5cefe25420d34c.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_1a5cefe25420d34c", + "api_calls": 0, + "input_tokens": 29498, + "cached_input_tokens": 6528, + "output_tokens": 783, + "total_tokens": 30281, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6203, + "estimated_output_tokens": 146, + "estimated_total_tokens": 6349, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18401.55, + "sql_execution_elapsed_ms_total": 102.08, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bc94445014c367e7d475ed44f882e3a1b745f5d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:11:31.273747+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18401.55, "started_at": "2026-05-26T00:11:12.863655+00:00", "ended_at": "2026-05-26T00:11:31.267729+00:00", "prompt_metrics": {"chars": 21634, "bytes_utf8": 21634, "lines": 624, "estimated_tokens": 6203}, "response_metrics": {"chars": 558, "bytes_utf8": 558, "lines": 1, "estimated_tokens": 146}, "usage": {"input_tokens": 29498, "cached_input_tokens": 6528, "output_tokens": 783, "reasoning_output_tokens": 631}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"max_power\\\",\\n AVG(CAST(\\\"policy_tenure\\\" AS REAL)) OVER (PARTITION BY \\\"max_power\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"max_power\\\" IS NOT NULL\\n AND \\\"policy_tenure\\\" IS NOT NULL\\n AND TRIM(\\\"policy_tenure\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the Window Partition Average template with \\\"max_power\\\" as the partitioning group and cast \\\"policy_tenure\\\" from TEXT to REAL for SQLite-safe averaging; filtered null/blank tenure values for a stable view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..14187c024cb82ec05160ffb4136ef9f6a5472aee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1a5cefe25420d34c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_1a5cefe25420d34c", + "api_calls": 0, 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b65e870926dc668c2195ecb406f42da2aee1a671 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_1dead4896e8c3135", + "api_calls": 0, + "input_tokens": 29711, + "cached_input_tokens": 22912, + "output_tokens": 694, + 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"chars": 709, + "bytes_utf8": 709, + "lines": 1, + "estimated_tokens": 194 + }, + "usage": { + "input_tokens": 29711, + "cached_input_tokens": 22912, + "output_tokens": 694, + "reasoning_output_tokens": 494 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f8f1441877f1b65d8d68c3f53ab1a3208b751f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=is_day_night_rear_view_mirror, condition_col=rear_brakes_type.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "is_day_night_rear_view_mirror", + "condition_col": "rear_brakes_type", + "condition_value": "Drum", + "positive_value": "Drum", + "negative_value": "Disc", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 4.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b2777ea31b52e219b6cbb35f3271d2c971f9a845 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619f-50e1-71f2-8f5f-962d729637fd"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n SELECT \\\"is_day_night_rear_view_mirror\\\",\\n SUM(CASE WHEN \\\"rear_brakes_type\\\" = 'Drum' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"rear_brakes_type\\\" = 'Disc' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m2\\\"\\n GROUP BY \\\"is_day_night_rear_view_mirror\\\"\\n)\\nSELECT \\\"is_day_night_rear_view_mirror\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped ratio template to compare the Drum-to-Disc rear_brakes_type ratio across is_day_night_rear_view_mirror groups.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29711,"cached_input_tokens":22912,"output_tokens":694,"reasoning_output_tokens":494}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..468b60f0e89aafe03ec4028ab761b2e9cd02acb7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH grouped AS (\n SELECT \"is_day_night_rear_view_mirror\",\n SUM(CASE WHEN \"rear_brakes_type\" = 'Drum' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"rear_brakes_type\" = 'Disc' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m2\"\n GROUP BY \"is_day_night_rear_view_mirror\"\n)\nSELECT \"is_day_night_rear_view_mirror\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Uses the planned grouped ratio template to compare the Drum-to-Disc rear_brakes_type ratio across is_day_night_rear_view_mirror groups."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3b554c08039e15a2a7b85ba948d47b593a5a8eaa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=is_day_night_rear_view_mirror, condition_col=rear_brakes_type. +Result preview: [{"is_day_night_rear_view_mirror": "No", "condition_ratio": 1.590169781709231}, {"is_day_night_rear_view_mirror": "Yes", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d58ca40dd2fce0ed88a52986ec69a505a7a65424 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m2_1dead4896e8c3135 +-- problem_id: v2p_m2_fb95b0b0d6a71cce +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "is_day_night_rear_view_mirror", + SUM(CASE WHEN "rear_brakes_type" = 'Drum' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "rear_brakes_type" = 'Disc' THEN 1 ELSE 0 END) AS denominator_count + FROM "m2" + GROUP BY "is_day_night_rear_view_mirror" +) +SELECT "is_day_night_rear_view_mirror", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f9f8090a58779dd054723221cfa201b4c13fe919 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH grouped AS (\n SELECT \"is_day_night_rear_view_mirror\",\n SUM(CASE WHEN \"rear_brakes_type\" = 'Drum' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"rear_brakes_type\" = 'Disc' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m2\"\n GROUP BY \"is_day_night_rear_view_mirror\"\n)\nSELECT \"is_day_night_rear_view_mirror\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n SELECT \\\"is_day_night_rear_view_mirror\\\",\\n SUM(CASE WHEN \\\"rear_brakes_type\\\" = 'Drum' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"rear_brakes_type\\\" = 'Disc' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m2\\\"\\n GROUP BY \\\"is_day_night_rear_view_mirror\\\"\\n)\\nSELECT \\\"is_day_night_rear_view_mirror\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"is_day_night_rear_view_mirror\", \"condition_ratio\"], \"rows\": [{\"is_day_night_rear_view_mirror\": \"No\", \"condition_ratio\": 1.590169781709231}, {\"is_day_night_rear_view_mirror\": \"Yes\", \"condition_ratio\": null}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 33.45}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1d41a10ef3a42b04a6d0974e9839dc5ac8aac0b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:11:31.377846+00:00", + "ended_at": "2026-05-26T00:11:49.367125+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_1dead4896e8c3135", + "problem_id": "v2p_m2_fb95b0b0d6a71cce", + "dataset_id": "m2", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=is_day_night_rear_view_mirror, condition_col=rear_brakes_type.", + "bindings": { + "group_col": "is_day_night_rear_view_mirror", + "condition_col": "rear_brakes_type", + "condition_value": "Drum", + "positive_value": "Drum", + "negative_value": "Disc", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 4.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=37" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1dead4896e8c3135.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_1dead4896e8c3135", + "api_calls": 0, + "input_tokens": 29711, + "cached_input_tokens": 22912, + "output_tokens": 694, + "total_tokens": 30405, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6416, + "estimated_output_tokens": 194, + "estimated_total_tokens": 6610, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17942.96, + "sql_execution_elapsed_ms_total": 33.45, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ed8f3c7e8848992f9cbe10300ac467718bf6b3a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1dead4896e8c3135/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:11:49.332065+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17942.96, "started_at": "2026-05-26T00:11:31.382582+00:00", "ended_at": "2026-05-26T00:11:49.326486+00:00", "prompt_metrics": {"chars": 22403, "bytes_utf8": 22403, "lines": 627, "estimated_tokens": 6416}, "response_metrics": {"chars": 709, "bytes_utf8": 709, "lines": 1, "estimated_tokens": 194}, "usage": {"input_tokens": 29711, "cached_input_tokens": 22912, "output_tokens": 694, "reasoning_output_tokens": 494}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n SELECT \\\"is_day_night_rear_view_mirror\\\",\\n SUM(CASE WHEN \\\"rear_brakes_type\\\" = 'Drum' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"rear_brakes_type\\\" = 'Disc' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m2\\\"\\n GROUP BY \\\"is_day_night_rear_view_mirror\\\"\\n)\\nSELECT \\\"is_day_night_rear_view_mirror\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped ratio template to compare the Drum-to-Disc rear_brakes_type ratio across is_day_night_rear_view_mirror groups.\"}"} diff --git 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plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:11:49.372332+00:00", + "ended_at": "2026-05-26T00:12:23.271356+00:00", + "elapsed_ms": 33898.28, + "prompt_metrics": { + "chars": 21627, + "bytes_utf8": 21627, + "lines": 624, + "estimated_tokens": 6202 + }, + "stdout_metrics": { + "chars": 1071, + "bytes_utf8": 1071, + "lines": 4, + "estimated_tokens": 309 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 683, + "bytes_utf8": 683, + "lines": 1, + "estimated_tokens": 180 + }, + "usage": { + "input_tokens": 29497, + "cached_input_tokens": 22912, + "output_tokens": 1529, + "reasoning_output_tokens": 1343 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..38b0d516a56ce8707efd892b746a9bbbf2b4a270 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,624 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=max_torque, measure_col=ncap_rating.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "max_torque", + "measure_col": "ncap_rating", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f026ac7fba1754638442a82d10535930ee293344 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619f-9728-7491-b4ea-c59490f849aa"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"max_torque\\\",\\n AVG(CAST(\\\"ncap_rating\\\" AS REAL)) OVER (PARTITION BY \\\"max_torque\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"max_torque\\\" IS NOT NULL\\n AND TRIM(\\\"max_torque\\\") <> ''\\n AND \\\"ncap_rating\\\" IS NOT NULL\\n AND TRIM(\\\"ncap_rating\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC, \\\"max_torque\\\" ASC;\",\"notes\":\"Applied the planned Window Partition Average template with \\\"max_torque\\\" as the group column and CAST(\\\"ncap_rating\\\" AS REAL) as the averaged measure. Filtered null/blank group and measure values to keep the slice view stable; other provided bindings were not needed by this template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29497,"cached_input_tokens":22912,"output_tokens":1529,"reasoning_output_tokens":1343}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..22e392d7f2ed1bdf8c431b3808248dbc5b411d67 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"max_torque\",\n AVG(CAST(\"ncap_rating\" AS REAL)) OVER (PARTITION BY \"max_torque\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE \"max_torque\" IS NOT NULL\n AND TRIM(\"max_torque\") <> ''\n AND \"ncap_rating\" IS NOT NULL\n AND TRIM(\"ncap_rating\") <> ''\nORDER BY \"avg_measure\" DESC, \"max_torque\" ASC;","notes":"Applied the planned Window Partition Average template with \"max_torque\" as the group column and CAST(\"ncap_rating\" AS REAL) as the averaged measure. Filtered null/blank group and measure values to keep the slice view stable; other provided bindings were not needed by this template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6db99fcf6179e5bac03c8da550d133d05e506d9f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=max_torque, measure_col=ncap_rating. +Result preview: [{"max_torque": "170Nm@4000rpm", "avg_measure": 5.0}, {"max_torque": "200Nm@3000rpm", "avg_measure": 5.0}, {"max_torque": "200Nm@1750rpm", "avg_measure": 4.0}, {"max_torque": "250Nm@2750rpm", "avg_measure": 3.0}, {"max_torque": "82.1Nm@3400rpm", "avg_measure": 2.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..daca47f840a79409fbd8bcd587ad983210a6764f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_1f48397650934b1e +-- problem_id: v2p_m2_3bf631617c706466 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "max_torque", + AVG(CAST("ncap_rating" AS REAL)) OVER (PARTITION BY "max_torque") AS "avg_measure" +FROM "m2" +WHERE "max_torque" IS NOT NULL + AND TRIM("max_torque") <> '' + AND "ncap_rating" IS NOT NULL + AND TRIM("ncap_rating") <> '' +ORDER BY "avg_measure" DESC, "max_torque" ASC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7b006865b3c42549cc57ae62d7b28d95ed78b53f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"max_torque\",\n AVG(CAST(\"ncap_rating\" AS REAL)) OVER (PARTITION BY \"max_torque\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE \"max_torque\" IS NOT NULL\n AND TRIM(\"max_torque\") <> ''\n AND \"ncap_rating\" IS NOT NULL\n AND TRIM(\"ncap_rating\") <> ''\nORDER BY \"avg_measure\" DESC, \"max_torque\" ASC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"max_torque\\\",\\n AVG(CAST(\\\"ncap_rating\\\" AS REAL)) OVER (PARTITION BY \\\"max_torque\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"max_torque\\\" IS NOT NULL\\n AND TRIM(\\\"max_torque\\\") <> ''\\n AND \\\"ncap_rating\\\" IS NOT NULL\\n AND TRIM(\\\"ncap_rating\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC, \\\"max_torque\\\" ASC;\", \"columns\": [\"max_torque\", \"avg_measure\"], \"rows\": [{\"max_torque\": \"170Nm@4000rpm\", \"avg_measure\": 5.0}, {\"max_torque\": \"200Nm@3000rpm\", \"avg_measure\": 5.0}, {\"max_torque\": \"200Nm@1750rpm\", \"avg_measure\": 4.0}, {\"max_torque\": \"250Nm@2750rpm\", \"avg_measure\": 3.0}, {\"max_torque\": \"82.1Nm@3400rpm\", \"avg_measure\": 2.0}, {\"max_torque\": \"91Nm@4250rpm\", \"avg_measure\": 2.0}, {\"max_torque\": \"113Nm@4400rpm\", \"avg_measure\": 1.6695886716115982}, {\"max_torque\": \"60Nm@3500rpm\", \"avg_measure\": 0.0}, {\"max_torque\": \"85Nm@3000rpm\", \"avg_measure\": 0.0}], \"row_count_returned\": 9, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 90.47}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..eeb91e285712e583c6f078ddd63304793d549c23 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:11:49.367575+00:00", + "ended_at": "2026-05-26T00:12:23.369101+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_1f48397650934b1e", + "problem_id": "v2p_m2_3bf631617c706466", + "dataset_id": "m2", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=max_torque, measure_col=ncap_rating.", + "bindings": { + "group_col": "max_torque", + "measure_col": "ncap_rating", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=134" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1f48397650934b1e.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_1f48397650934b1e", + "api_calls": 0, + "input_tokens": 29497, + "cached_input_tokens": 22912, + "output_tokens": 1529, + "total_tokens": 31026, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6202, + "estimated_output_tokens": 180, + "estimated_total_tokens": 6382, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33898.28, + "sql_execution_elapsed_ms_total": 90.47, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2fda5d4ca0209c2a76ccf4613adbb16ef3abd790 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:12:23.276741+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 33898.28, "started_at": "2026-05-26T00:11:49.372332+00:00", "ended_at": "2026-05-26T00:12:23.271356+00:00", "prompt_metrics": {"chars": 21627, "bytes_utf8": 21627, "lines": 624, "estimated_tokens": 6202}, "response_metrics": {"chars": 683, "bytes_utf8": 683, "lines": 1, "estimated_tokens": 180}, "usage": {"input_tokens": 29497, "cached_input_tokens": 22912, "output_tokens": 1529, "reasoning_output_tokens": 1343}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"max_torque\\\",\\n AVG(CAST(\\\"ncap_rating\\\" AS REAL)) OVER (PARTITION BY \\\"max_torque\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"max_torque\\\" IS NOT NULL\\n AND TRIM(\\\"max_torque\\\") <> ''\\n AND \\\"ncap_rating\\\" IS NOT NULL\\n AND TRIM(\\\"ncap_rating\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC, \\\"max_torque\\\" ASC;\",\"notes\":\"Applied the planned Window Partition Average template with \\\"max_torque\\\" as the group column and CAST(\\\"ncap_rating\\\" AS REAL) as the averaged measure. Filtered null/blank group and measure values to keep the slice view stable; other provided bindings were not needed by this template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8dea7947230769a95854ba3952e1a8488ea62763 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_1f48397650934b1e", + "api_calls": 0, + "input_tokens": 29497, + "cached_input_tokens": 22912, + "output_tokens": 1529, + "total_tokens": 31026, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6202, + "estimated_output_tokens": 180, + "estimated_total_tokens": 6382, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33898.28, + "sql_execution_elapsed_ms_total": 90.47, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1f48397650934b1e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b0834562eaf5da1c7828655732bddc05c15c82a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21880, "bytes_utf8": 21880, "lines": 628, "estimated_tokens": 6290}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 486, "bytes_utf8": 486, "lines": 1, "estimated_tokens": 127}, "usage": {"input_tokens": 29585, "cached_input_tokens": 22912, "output_tokens": 1274, "reasoning_output_tokens": 1141}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..006816e70c28f9a91d26d7ffa26ed91d53376b27 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_1feda5952b256558", + "api_calls": 0, + "input_tokens": 29585, + "cached_input_tokens": 22912, + "output_tokens": 1274, + "total_tokens": 30859, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6290, + "estimated_output_tokens": 127, + "estimated_total_tokens": 6417, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28411.25, + "sql_execution_elapsed_ms_total": 30.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..191636f8538490062325a6cc6e07e4a34bee5410 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:12:23.373738+00:00", + "ended_at": "2026-05-26T00:12:51.785428+00:00", + "elapsed_ms": 28411.25, + "prompt_metrics": { + "chars": 21880, + "bytes_utf8": 21880, + "lines": 628, + "estimated_tokens": 6290 + }, + "stdout_metrics": { + "chars": 863, + "bytes_utf8": 863, + "lines": 4, + "estimated_tokens": 252 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 486, + "bytes_utf8": 486, + "lines": 1, + "estimated_tokens": 127 + }, + "usage": { + "input_tokens": 29585, + "cached_input_tokens": 22912, + "output_tokens": 1274, + "reasoning_output_tokens": 1141 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..dc2d5a2a6214ff88422189289a22f732d7ac50d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,628 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=rear_brakes_type.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "age_of_policyholder", + "group_col_2": "rear_brakes_type", + "predicate_col": "is_esc", + "predicate_op": "=", + "predicate_value": "No", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1755.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d678fcfe4196520607ce82be0fe2824e2ca36690 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a0-1bf7-7fc0-bef9-60ffa76f31d7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"age_of_policyholder\\\", \\\"rear_brakes_type\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"is_esc\\\" = 'No'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"rear_brakes_type\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Filled the provided filtered two-dimensional group count template using \\\"age_of_policyholder\\\" and \\\"rear_brakes_type\\\", with the filter \\\"is_esc\\\" = 'No'. The grouping uses the stored SQLite TEXT values directly.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29585,"cached_input_tokens":22912,"output_tokens":1274,"reasoning_output_tokens":1141}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d9a564802ea2411e2d1fd4e0348b58f836051b5d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"age_of_policyholder\", \"rear_brakes_type\", COUNT(*) AS \"row_count\"\nFROM \"m2\"\nWHERE \"is_esc\" = 'No'\nGROUP BY \"age_of_policyholder\", \"rear_brakes_type\"\nORDER BY \"row_count\" DESC;","notes":"Filled the provided filtered two-dimensional group count template using \"age_of_policyholder\" and \"rear_brakes_type\", with the filter \"is_esc\" = 'No'. The grouping uses the stored SQLite TEXT values directly."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2e8b600d788155c4c6b8a11744859fd8da7eb0f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=rear_brakes_type. +Result preview: [{"age_of_policyholder": "0.375", "rear_brakes_type": "Drum", "row_count": 1217}, {"age_of_policyholder": "0.365384615384615", "rear_brakes_type": "Drum", "row_count": 1207}, {"age_of_policyholder": "0.355769230769231", "rear_brakes_type": "Drum", "row_count": 1167}, {"age_of_policyholder": "0.442307692307692", "rear_brakes_type": "Drum", "row_count": 1166}, {"age_of_policyholder": "0.403846153846154", "rear_brakes_type": "Drum", "row_count": 1164}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0c40706f30c9ab68df6e0a1b2b88ebe343180f08 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m2_1feda5952b256558 +-- problem_id: v2p_m2_3d4c3755dff19ff8 +-- realization_mode: agent +-- source_kind: agent +SELECT "age_of_policyholder", "rear_brakes_type", COUNT(*) AS "row_count" +FROM "m2" +WHERE "is_esc" = 'No' +GROUP BY "age_of_policyholder", "rear_brakes_type" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..02ee3ab75903380bd927933fc342c916063a71b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"age_of_policyholder\", \"rear_brakes_type\", COUNT(*) AS \"row_count\"\nFROM \"m2\"\nWHERE \"is_esc\" = 'No'\nGROUP BY \"age_of_policyholder\", \"rear_brakes_type\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"age_of_policyholder\\\", \\\"rear_brakes_type\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"is_esc\\\" = 'No'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"rear_brakes_type\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"age_of_policyholder\", \"rear_brakes_type\", \"row_count\"], \"rows\": [{\"age_of_policyholder\": \"0.375\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1217}, {\"age_of_policyholder\": \"0.365384615384615\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1207}, {\"age_of_policyholder\": \"0.355769230769231\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1167}, {\"age_of_policyholder\": \"0.442307692307692\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1166}, {\"age_of_policyholder\": \"0.403846153846154\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1164}, {\"age_of_policyholder\": \"0.471153846153846\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1155}, {\"age_of_policyholder\": \"0.346153846153846\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1147}, {\"age_of_policyholder\": \"0.432692307692308\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1147}, {\"age_of_policyholder\": \"0.336538461538461\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1141}, {\"age_of_policyholder\": \"0.394230769230769\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1140}, {\"age_of_policyholder\": \"0.317307692307692\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1132}, {\"age_of_policyholder\": \"0.480769230769231\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1125}, {\"age_of_policyholder\": \"0.326923076923077\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1123}, {\"age_of_policyholder\": \"0.461538461538462\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1123}, {\"age_of_policyholder\": \"0.384615384615385\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1114}, {\"age_of_policyholder\": \"0.423076923076923\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1111}, {\"age_of_policyholder\": \"0.5\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1104}, {\"age_of_policyholder\": \"0.413461538461538\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1096}, {\"age_of_policyholder\": \"0.490384615384615\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1075}, {\"age_of_policyholder\": \"0.307692307692308\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1064}, {\"age_of_policyholder\": \"0.298076923076923\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1061}, {\"age_of_policyholder\": \"0.451923076923077\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1058}, {\"age_of_policyholder\": \"0.509615384615385\", \"rear_brakes_type\": \"Drum\", \"row_count\": 1026}, {\"age_of_policyholder\": \"0.528846153846154\", \"rear_brakes_type\": \"Drum\", \"row_count\": 970}, {\"age_of_policyholder\": \"0.519230769230769\", \"rear_brakes_type\": \"Drum\", \"row_count\": 969}, {\"age_of_policyholder\": \"0.288461538461538\", \"rear_brakes_type\": \"Drum\", \"row_count\": 946}, {\"age_of_policyholder\": \"0.538461538461538\", \"rear_brakes_type\": \"Drum\", \"row_count\": 877}, {\"age_of_policyholder\": \"0.548076923076923\", \"rear_brakes_type\": \"Drum\", \"row_count\": 841}, {\"age_of_policyholder\": \"0.557692307692308\", \"rear_brakes_type\": \"Drum\", \"row_count\": 808}, {\"age_of_policyholder\": \"0.567307692307692\", \"rear_brakes_type\": \"Drum\", \"row_count\": 743}, {\"age_of_policyholder\": \"0.576923076923077\", \"rear_brakes_type\": \"Drum\", \"row_count\": 646}, {\"age_of_policyholder\": \"0.586538461538462\", \"rear_brakes_type\": \"Drum\", \"row_count\": 630}, {\"age_of_policyholder\": \"0.596153846153846\", \"rear_brakes_type\": \"Drum\", \"row_count\": 585}, {\"age_of_policyholder\": \"0.605769230769231\", \"rear_brakes_type\": \"Drum\", \"row_count\": 528}, {\"age_of_policyholder\": \"0.615384615384615\", \"rear_brakes_type\": \"Drum\", \"row_count\": 497}, {\"age_of_policyholder\": \"0.625\", \"rear_brakes_type\": \"Drum\", \"row_count\": 486}, {\"age_of_policyholder\": \"0.644230769230769\", \"rear_brakes_type\": \"Drum\", \"row_count\": 450}, {\"age_of_policyholder\": \"0.634615384615385\", \"rear_brakes_type\": \"Drum\", \"row_count\": 413}, {\"age_of_policyholder\": \"0.653846153846154\", \"rear_brakes_type\": \"Drum\", \"row_count\": 396}, {\"age_of_policyholder\": \"0.682692307692308\", \"rear_brakes_type\": \"Drum\", \"row_count\": 341}, {\"age_of_policyholder\": \"0.673076923076923\", \"rear_brakes_type\": \"Drum\", \"row_count\": 340}, {\"age_of_policyholder\": \"0.663461538461538\", \"rear_brakes_type\": \"Drum\", \"row_count\": 337}, {\"age_of_policyholder\": \"0.701923076923077\", \"rear_brakes_type\": \"Drum\", \"row_count\": 311}, {\"age_of_policyholder\": \"0.692307692307692\", \"rear_brakes_type\": \"Drum\", \"row_count\": 281}, {\"age_of_policyholder\": \"0.711538461538462\", \"rear_brakes_type\": \"Drum\", \"row_count\": 254}, {\"age_of_policyholder\": \"0.721153846153846\", \"rear_brakes_type\": \"Drum\", \"row_count\": 236}, {\"age_of_policyholder\": \"0.730769230769231\", \"rear_brakes_type\": \"Drum\", \"row_count\": 228}, {\"age_of_policyholder\": \"0.75\", \"rear_brakes_type\": \"Drum\", \"row_count\": 205}, {\"age_of_policyholder\": \"0.740384615384615\", \"rear_brakes_type\": \"Drum\", \"row_count\": 203}, {\"age_of_policyholder\": \"0.759615384615385\", \"rear_brakes_type\": \"Drum\", \"row_count\": 160}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 30.76}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..00f19740cdbc966aaab7e30fc06fe830f907cdbf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:12:23.369598+00:00", + "ended_at": "2026-05-26T00:12:51.822897+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_1feda5952b256558", + "problem_id": "v2p_m2_3d4c3755dff19ff8", + "dataset_id": "m2", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=rear_brakes_type.", + "bindings": { + "group_col": "age_of_policyholder", + "group_col_2": "rear_brakes_type", + "predicate_col": "is_esc", + "predicate_op": "=", + "predicate_value": "No", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1755.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/1", + "binding_index=56" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1feda5952b256558.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_1feda5952b256558", + "api_calls": 0, + "input_tokens": 29585, + "cached_input_tokens": 22912, + "output_tokens": 1274, + "total_tokens": 30859, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6290, + "estimated_output_tokens": 127, + "estimated_total_tokens": 6417, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28411.25, + "sql_execution_elapsed_ms_total": 30.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..40d047f240be3ae0129df06b770fa85969286ab8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:12:51.790383+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 28411.25, "started_at": "2026-05-26T00:12:23.373738+00:00", "ended_at": "2026-05-26T00:12:51.785428+00:00", "prompt_metrics": {"chars": 21880, "bytes_utf8": 21880, "lines": 628, "estimated_tokens": 6290}, "response_metrics": {"chars": 486, "bytes_utf8": 486, "lines": 1, "estimated_tokens": 127}, "usage": {"input_tokens": 29585, "cached_input_tokens": 22912, "output_tokens": 1274, "reasoning_output_tokens": 1141}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"age_of_policyholder\\\", \\\"rear_brakes_type\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"is_esc\\\" = 'No'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"rear_brakes_type\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Filled the provided filtered two-dimensional group count template using \\\"age_of_policyholder\\\" and \\\"rear_brakes_type\\\", with the filter \\\"is_esc\\\" = 'No'. The grouping uses the stored SQLite TEXT values directly.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..22d0578bc20985d96df3d9491f6060d5f72944e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_1feda5952b256558", + "api_calls": 0, + "input_tokens": 29585, + "cached_input_tokens": 22912, + "output_tokens": 1274, + "total_tokens": 30859, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6290, + "estimated_output_tokens": 127, + "estimated_total_tokens": 6417, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28411.25, + "sql_execution_elapsed_ms_total": 30.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_1feda5952b256558/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ddd4e45deb2713d5b60b3a999be393b7a1382b47 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21637, "bytes_utf8": 21637, "lines": 624, "estimated_tokens": 6202}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 452, "bytes_utf8": 452, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 29497, "cached_input_tokens": 6528, "output_tokens": 365, "reasoning_output_tokens": 251}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..55efe405ce39ff3decdf00d5b1148db602be51c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_20161127011f158d", + "api_calls": 0, + "input_tokens": 29497, + "cached_input_tokens": 6528, + "output_tokens": 365, + "total_tokens": 29862, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6202, + "estimated_output_tokens": 108, + "estimated_total_tokens": 6310, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11299.55, + "sql_execution_elapsed_ms_total": 63.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2303f4f6b9f3461305164a13bd6a92b047df73a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:12:51.827368+00:00", + "ended_at": "2026-05-26T00:13:03.127114+00:00", + "elapsed_ms": 11299.55, + "prompt_metrics": { + "chars": 21637, + "bytes_utf8": 21637, + "lines": 624, + "estimated_tokens": 6202 + }, + "stdout_metrics": { + "chars": 817, + "bytes_utf8": 817, + "lines": 4, + "estimated_tokens": 230 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 452, + "bytes_utf8": 452, + "lines": 1, + "estimated_tokens": 108 + }, + "usage": { + "input_tokens": 29497, + "cached_input_tokens": 6528, + "output_tokens": 365, + "reasoning_output_tokens": 251 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2c122990c804cedca8096b7acbee15c0f669215f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,624 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=is_esc, measure_col=population_density.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "is_esc", + "measure_col": "population_density", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 27003.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..87e79c683aea1c15fb6912a13141060ec3c6d712 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a0-8b1d-7eb2-bca3-f325ea6cdd7e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"is_esc\\\",\\n AVG(CAST(\\\"population_density\\\" AS REAL)) OVER (PARTITION BY \\\"is_esc\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the planned Window Partition Average template with group_col=\\\"is_esc\\\" and measure_col=\\\"population_density\\\". CAST to REAL is included because the schema snapshot shows \\\"population_density\\\" stored as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29497,"cached_input_tokens":6528,"output_tokens":365,"reasoning_output_tokens":251}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..45a09703ca2a7965982c317fab150b4e66a1c978 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"is_esc\",\n AVG(CAST(\"population_density\" AS REAL)) OVER (PARTITION BY \"is_esc\") AS \"avg_measure\"\nFROM \"m2\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the planned Window Partition Average template with group_col=\"is_esc\" and measure_col=\"population_density\". CAST to REAL is included because the schema snapshot shows \"population_density\" stored as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..418a19c6fd7ff3705f9b735beb31309371d23b99 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=is_esc, measure_col=population_density. +Result preview: [{"is_esc": "No", "avg_measure": 19538.24298972407}, {"is_esc": "Yes", "avg_measure": 17273.070974403567}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..9e832ee5267ca26f7cec8709c185e426f0a6fa94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_20161127011f158d +-- problem_id: v2p_m2_65e933f1715e97c5 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "is_esc", + AVG(CAST("population_density" AS REAL)) OVER (PARTITION BY "is_esc") AS "avg_measure" +FROM "m2" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..127e19212c7353c61b9491eaea994c488681a830 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"is_esc\",\n AVG(CAST(\"population_density\" AS REAL)) OVER (PARTITION BY \"is_esc\") AS \"avg_measure\"\nFROM \"m2\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"is_esc\\\",\\n AVG(CAST(\\\"population_density\\\" AS REAL)) OVER (PARTITION BY \\\"is_esc\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"is_esc\", \"avg_measure\"], \"rows\": [{\"is_esc\": \"No\", \"avg_measure\": 19538.24298972407}, {\"is_esc\": \"Yes\", \"avg_measure\": 17273.070974403567}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 63.14}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b8725b7ce7da1abd5e173b476bd2d9ff55e2fbf5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:12:51.823696+00:00", + "ended_at": "2026-05-26T00:13:03.196116+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_20161127011f158d", + "problem_id": "v2p_m2_65e933f1715e97c5", + "dataset_id": "m2", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=is_esc, measure_col=population_density.", + "bindings": { + "group_col": "is_esc", + "measure_col": "population_density", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 27003.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=138" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_20161127011f158d.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_20161127011f158d", + "api_calls": 0, + "input_tokens": 29497, + "cached_input_tokens": 6528, + "output_tokens": 365, + "total_tokens": 29862, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6202, + "estimated_output_tokens": 108, + "estimated_total_tokens": 6310, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11299.55, + "sql_execution_elapsed_ms_total": 63.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4dfb7c81a4b009b061452d17caa8fd9a48836847 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:13:03.131478+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11299.55, "started_at": "2026-05-26T00:12:51.827368+00:00", "ended_at": "2026-05-26T00:13:03.127114+00:00", "prompt_metrics": {"chars": 21637, "bytes_utf8": 21637, "lines": 624, "estimated_tokens": 6202}, "response_metrics": {"chars": 452, "bytes_utf8": 452, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 29497, "cached_input_tokens": 6528, "output_tokens": 365, "reasoning_output_tokens": 251}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"is_esc\\\",\\n AVG(CAST(\\\"population_density\\\" AS REAL)) OVER (PARTITION BY \\\"is_esc\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the planned Window Partition Average template with group_col=\\\"is_esc\\\" and measure_col=\\\"population_density\\\". CAST to REAL is included because the schema snapshot shows \\\"population_density\\\" stored as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..70c6200772764823a20c2456860656735e634cd5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_20161127011f158d", + "api_calls": 0, + "input_tokens": 29497, + "cached_input_tokens": 6528, + "output_tokens": 365, + "total_tokens": 29862, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6202, + "estimated_output_tokens": 108, + "estimated_total_tokens": 6310, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11299.55, + "sql_execution_elapsed_ms_total": 63.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_20161127011f158d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..581050a65cc298b41e368b1f1de0e0c8a083ea10 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 22346, "bytes_utf8": 22346, "lines": 627, "estimated_tokens": 6399}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 780, "bytes_utf8": 780, "lines": 1, "estimated_tokens": 215}, "usage": {"input_tokens": 29694, "cached_input_tokens": 28032, "output_tokens": 1394, "reasoning_output_tokens": 1173}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..900feda5045e0abd97798a67b2f74395b6414b57 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_209b0bb774194783", + "api_calls": 0, + "input_tokens": 29694, + "cached_input_tokens": 28032, + "output_tokens": 1394, + "total_tokens": 31088, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6399, + "estimated_output_tokens": 215, + "estimated_total_tokens": 6614, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28849.98, + "sql_execution_elapsed_ms_total": 32.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..462f5089a75b788ff976ba6a32f377297e0bf6c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:13:03.200574+00:00", + "ended_at": "2026-05-26T00:13:32.050973+00:00", + "elapsed_ms": 28849.98, + "prompt_metrics": { + "chars": 22346, + "bytes_utf8": 22346, + "lines": 627, + "estimated_tokens": 6399 + }, + "stdout_metrics": { + "chars": 1186, + "bytes_utf8": 1186, + "lines": 4, + "estimated_tokens": 358 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 780, + "bytes_utf8": 780, + "lines": 1, + "estimated_tokens": 215 + }, + "usage": { + "input_tokens": 29694, + "cached_input_tokens": 28032, + "output_tokens": 1394, + "reasoning_output_tokens": 1173 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f7dd57d3c2a59eb9abbba6bb63e3b3e2806ba42a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=ncap_rating, condition_col=gear_box.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "ncap_rating", + "condition_col": "gear_box", + "condition_value": "5", + "positive_value": "5", + "negative_value": "6", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3995.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c5a7cb96dd688f81e9abf5b97c4f927999d14367 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a0-b789-7a91-acba-378a42585469"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT\\n \\\"ncap_rating\\\",\\n SUM(CASE WHEN \\\"gear_box\\\" = '5' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"gear_box\\\" = '6' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"ncap_rating\\\"\\n)\\nSELECT\\n \\\"ncap_rating\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM grouped\\nWHERE \\\"numerator_count\\\" + \\\"denominator_count\\\" >= 5\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Implements the grouped ratio template with group_col=\\\"ncap_rating\\\" and condition_col=\\\"gear_box\\\", comparing TEXT values '5' and '6' and filtering to groups with at least 5 combined matching rows.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29694,"cached_input_tokens":28032,"output_tokens":1394,"reasoning_output_tokens":1173}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2828b6f07e6edef5480c233f73baac1edb77bbd2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT\n \"ncap_rating\",\n SUM(CASE WHEN \"gear_box\" = '5' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"gear_box\" = '6' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m2\"\n GROUP BY \"ncap_rating\"\n)\nSELECT\n \"ncap_rating\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM grouped\nWHERE \"numerator_count\" + \"denominator_count\" >= 5\nORDER BY \"condition_ratio\" DESC;","notes":"Implements the grouped ratio template with group_col=\"ncap_rating\" and condition_col=\"gear_box\", comparing TEXT values '5' and '6' and filtering to groups with at least 5 combined matching rows."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9154c2aaef244abc722b09b8f5f1fd7953f85be3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=ncap_rating, condition_col=gear_box. +Result preview: [{"ncap_rating": "5", "condition_ratio": 4.402203856749312}, {"ncap_rating": "3", "condition_ratio": 0.0}, {"ncap_rating": "0", "condition_ratio": null}, {"ncap_rating": "2", "condition_ratio": null}, {"ncap_rating": "4", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0da827b4992299ed1e6abc91ce00ace982a89b2c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/generated_sql.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m2_209b0bb774194783 +-- problem_id: v2p_m2_68fdcf7d44c1e2e1 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT + "ncap_rating", + SUM(CASE WHEN "gear_box" = '5' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "gear_box" = '6' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m2" + GROUP BY "ncap_rating" +) +SELECT + "ncap_rating", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM grouped +WHERE "numerator_count" + "denominator_count" >= 5 +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8bf23c7577e7556e283ec895e30aa8e0991bac59 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT\n \"ncap_rating\",\n SUM(CASE WHEN \"gear_box\" = '5' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"gear_box\" = '6' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m2\"\n GROUP BY \"ncap_rating\"\n)\nSELECT\n \"ncap_rating\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM grouped\nWHERE \"numerator_count\" + \"denominator_count\" >= 5\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT\\n \\\"ncap_rating\\\",\\n SUM(CASE WHEN \\\"gear_box\\\" = '5' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"gear_box\\\" = '6' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"ncap_rating\\\"\\n)\\nSELECT\\n \\\"ncap_rating\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM grouped\\nWHERE \\\"numerator_count\\\" + \\\"denominator_count\\\" >= 5\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"ncap_rating\", \"condition_ratio\"], \"rows\": [{\"ncap_rating\": \"5\", \"condition_ratio\": 4.402203856749312}, {\"ncap_rating\": \"3\", \"condition_ratio\": 0.0}, {\"ncap_rating\": \"0\", \"condition_ratio\": null}, {\"ncap_rating\": \"2\", \"condition_ratio\": null}, {\"ncap_rating\": \"4\", \"condition_ratio\": null}], \"row_count_returned\": 5, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 32.58}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..87cf841b89d9c8d651310f167fa518e2f8ee7219 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:13:03.196556+00:00", + "ended_at": "2026-05-26T00:13:32.092023+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_209b0bb774194783", + "problem_id": "v2p_m2_68fdcf7d44c1e2e1", + "dataset_id": "m2", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=ncap_rating, condition_col=gear_box.", + "bindings": { + "group_col": "ncap_rating", + "condition_col": "gear_box", + "condition_value": "5", + "positive_value": "5", + "negative_value": "6", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3995.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=40" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_209b0bb774194783.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_209b0bb774194783", + "api_calls": 0, + "input_tokens": 29694, + "cached_input_tokens": 28032, + "output_tokens": 1394, + "total_tokens": 31088, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6399, + "estimated_output_tokens": 215, + "estimated_total_tokens": 6614, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28849.98, + "sql_execution_elapsed_ms_total": 32.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/trace.jsonl 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"estimated_tokens": 215}, "usage": {"input_tokens": 29694, "cached_input_tokens": 28032, "output_tokens": 1394, "reasoning_output_tokens": 1173}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT\\n \\\"ncap_rating\\\",\\n SUM(CASE WHEN \\\"gear_box\\\" = '5' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"gear_box\\\" = '6' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"ncap_rating\\\"\\n)\\nSELECT\\n \\\"ncap_rating\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM grouped\\nWHERE \\\"numerator_count\\\" + \\\"denominator_count\\\" >= 5\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Implements the grouped ratio template with group_col=\\\"ncap_rating\\\" and condition_col=\\\"gear_box\\\", comparing TEXT values '5' and '6' and filtering to groups with at least 5 combined matching rows.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..340822828f12eb5bcf8c11ac41a38b9d595607cd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_209b0bb774194783", + "api_calls": 0, + "input_tokens": 29694, + "cached_input_tokens": 28032, + "output_tokens": 1394, + "total_tokens": 31088, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6399, + "estimated_output_tokens": 215, + "estimated_total_tokens": 6614, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28849.98, + "sql_execution_elapsed_ms_total": 32.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_209b0bb774194783/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..db37540047aa959bad54186cf509f45d06bf4553 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 22371, "bytes_utf8": 22371, "lines": 627, "estimated_tokens": 6407}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 678, "bytes_utf8": 678, "lines": 1, "estimated_tokens": 201}, "usage": {"input_tokens": 29702, "cached_input_tokens": 3456, "output_tokens": 1668, "reasoning_output_tokens": 1461}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..865670e411d9f42ab07060c8c37a0562c003b3fc --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1855a10c772423d42bf82ada036ab018afd6a770 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:13:32.095952+00:00", + "ended_at": "2026-05-26T00:14:07.299994+00:00", + "elapsed_ms": 35203.54, + "prompt_metrics": { + "chars": 22371, + "bytes_utf8": 22371, + "lines": 627, + "estimated_tokens": 6407 + }, + "stdout_metrics": { + "chars": 1082, + "bytes_utf8": 1082, + "lines": 4, + "estimated_tokens": 343 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 678, + "bytes_utf8": 678, + "lines": 1, + "estimated_tokens": 201 + }, + "usage": { + "input_tokens": 29702, + "cached_input_tokens": 3456, + "output_tokens": 1668, + "reasoning_output_tokens": 1461 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..66f7c16831093207c23ccabf7ee1b83a9a60f199 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=age_of_car, condition_col=is_front_fog_lights.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "age_of_car", + "condition_col": "is_front_fog_lights", + "condition_value": "Yes", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1635.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..56527971aca8af22a9a933130b2d9619fef946de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a1-2865-72c2-b606-ddccbf08f62f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"age_of_car\\\",\\n SUM(CASE WHEN \\\"is_front_fog_lights\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"is_front_fog_lights\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"age_of_car\\\"\\n)\\nSELECT\\n \\\"age_of_car\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Computes the Yes-to-No ratio for \\\"is_front_fog_lights\\\" within each \\\"age_of_car\\\" group; NULLIF prevents divide-by-zero.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29702,"cached_input_tokens":3456,"output_tokens":1668,"reasoning_output_tokens":1461}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f246632d96f25f8d3ebdec6e9dd289e239bde41f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT\n \"age_of_car\",\n SUM(CASE WHEN \"is_front_fog_lights\" = 'Yes' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"is_front_fog_lights\" = 'No' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m2\"\n GROUP BY \"age_of_car\"\n)\nSELECT\n \"age_of_car\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Computes the Yes-to-No ratio for \"is_front_fog_lights\" within each \"age_of_car\" group; NULLIF prevents divide-by-zero."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8a8f3b08d0463fff3183b0b2a2840c903cd9fba1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:14:06.038087Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a1-2865-72c2-b606-ddccbf08f62f.1779754412133836000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ef4a5dee296c23c96a5543484e1bfff0d6f90a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=age_of_car, condition_col=is_front_fog_lights. +Result preview: [{"age_of_car": "0.36", "condition_ratio": 7.0}, {"age_of_car": "0.32", "condition_ratio": 5.5}, {"age_of_car": "0.33", "condition_ratio": 5.0}, {"age_of_car": "0.34", "condition_ratio": 5.0}, {"age_of_car": "0.21", "condition_ratio": 4.375}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..086bc031fd1be7bee33eec9094381eb963b73dde --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/generated_sql.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m2_2145d0bc68aec5c2 +-- problem_id: v2p_m2_f9979126a323c4a6 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "age_of_car", + SUM(CASE WHEN "is_front_fog_lights" = 'Yes' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "is_front_fog_lights" = 'No' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m2" + GROUP BY "age_of_car" +) +SELECT + "age_of_car", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..311da9c5354f5bf862e7a19276047e9e2c8df5b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT\n \"age_of_car\",\n SUM(CASE WHEN \"is_front_fog_lights\" = 'Yes' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"is_front_fog_lights\" = 'No' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m2\"\n GROUP BY \"age_of_car\"\n)\nSELECT\n \"age_of_car\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"age_of_car\\\",\\n SUM(CASE WHEN \\\"is_front_fog_lights\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"is_front_fog_lights\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"age_of_car\\\"\\n)\\nSELECT\\n \\\"age_of_car\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"age_of_car\", \"condition_ratio\"], \"rows\": [{\"age_of_car\": \"0.36\", \"condition_ratio\": 7.0}, {\"age_of_car\": \"0.32\", \"condition_ratio\": 5.5}, {\"age_of_car\": \"0.33\", \"condition_ratio\": 5.0}, {\"age_of_car\": \"0.34\", \"condition_ratio\": 5.0}, {\"age_of_car\": \"0.21\", \"condition_ratio\": 4.375}, {\"age_of_car\": \"0.29\", \"condition_ratio\": 4.25}, {\"age_of_car\": \"0.31\", \"condition_ratio\": 4.2}, {\"age_of_car\": \"0.17\", \"condition_ratio\": 4.1722222222222225}, {\"age_of_car\": \"0.14\", \"condition_ratio\": 4.109263657957245}, {\"age_of_car\": \"0.18\", \"condition_ratio\": 4.054794520547945}, {\"age_of_car\": \"0.19\", \"condition_ratio\": 3.8210526315789473}, {\"age_of_car\": \"0.16\", \"condition_ratio\": 3.8171641791044775}, {\"age_of_car\": \"0.12\", \"condition_ratio\": 3.728301886792453}, {\"age_of_car\": \"0.11\", \"condition_ratio\": 3.633776091081594}, {\"age_of_car\": \"0.2\", \"condition_ratio\": 3.484375}, {\"age_of_car\": \"0.15\", \"condition_ratio\": 3.453514739229025}, {\"age_of_car\": \"0.13\", \"condition_ratio\": 3.4095238095238094}, {\"age_of_car\": \"0.28\", \"condition_ratio\": 3.1666666666666665}, {\"age_of_car\": \"0.26\", \"condition_ratio\": 3.0}, {\"age_of_car\": \"0.3\", \"condition_ratio\": 3.0}, {\"age_of_car\": \"0.08\", \"condition_ratio\": 2.877840909090909}, {\"age_of_car\": \"0.09\", \"condition_ratio\": 2.8527696793002915}, {\"age_of_car\": \"0.07\", \"condition_ratio\": 2.6696315120711565}, {\"age_of_car\": \"0.1\", \"condition_ratio\": 2.581422018348624}, {\"age_of_car\": \"0.25\", \"condition_ratio\": 2.5384615384615383}, {\"age_of_car\": \"0.22\", \"condition_ratio\": 2.0833333333333335}, {\"age_of_car\": \"1\", \"condition_ratio\": 2.0}, {\"age_of_car\": \"0.06\", \"condition_ratio\": 1.9785365853658536}, {\"age_of_car\": \"0.23\", \"condition_ratio\": 1.903225806451613}, {\"age_of_car\": \"0.27\", \"condition_ratio\": 1.9}, {\"age_of_car\": \"0.24\", \"condition_ratio\": 1.7083333333333333}, {\"age_of_car\": \"0.05\", \"condition_ratio\": 1.4537444933920705}, {\"age_of_car\": \"0.04\", \"condition_ratio\": 1.0963788300835655}, {\"age_of_car\": \"0.49\", \"condition_ratio\": 1.0}, {\"age_of_car\": \"0.03\", \"condition_ratio\": 0.8372867249271744}, {\"age_of_car\": \"0.02\", \"condition_ratio\": 0.603522867737948}, {\"age_of_car\": \"0.01\", \"condition_ratio\": 0.4261376373010536}, {\"age_of_car\": \"0\", \"condition_ratio\": 0.334941594718131}, {\"age_of_car\": \"0.42\", \"condition_ratio\": 0.0}, {\"age_of_car\": \"0.81\", \"condition_ratio\": 0.0}, {\"age_of_car\": \"0.82\", \"condition_ratio\": 0.0}, {\"age_of_car\": \"0.35\", \"condition_ratio\": null}, {\"age_of_car\": \"0.37\", \"condition_ratio\": null}, {\"age_of_car\": \"0.38\", \"condition_ratio\": null}, {\"age_of_car\": \"0.39\", \"condition_ratio\": null}, {\"age_of_car\": \"0.44\", \"condition_ratio\": null}, {\"age_of_car\": \"0.45\", \"condition_ratio\": null}, {\"age_of_car\": \"0.46\", \"condition_ratio\": null}, {\"age_of_car\": \"0.62\", \"condition_ratio\": null}], \"row_count_returned\": 49, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 35.25}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..80e404fc02a68741fdbe96e7b7560acfc2cabc90 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:13:32.092431+00:00", + "ended_at": "2026-05-26T00:14:07.343646+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_2145d0bc68aec5c2", + "problem_id": "v2p_m2_f9979126a323c4a6", + "dataset_id": "m2", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=age_of_car, condition_col=is_front_fog_lights.", + "bindings": { + "group_col": "age_of_car", + "condition_col": "is_front_fog_lights", + "condition_value": "Yes", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1635.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=42" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_2145d0bc68aec5c2.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_2145d0bc68aec5c2", + "api_calls": 0, + "input_tokens": 29702, + "cached_input_tokens": 3456, + "output_tokens": 1668, + "total_tokens": 31370, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6407, + "estimated_output_tokens": 201, + "estimated_total_tokens": 6608, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35203.54, + "sql_execution_elapsed_ms_total": 35.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..faaa585367636edfb61bb37ad2cbc7293921f4af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:14:07.305799+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 35203.54, "started_at": "2026-05-26T00:13:32.095952+00:00", "ended_at": "2026-05-26T00:14:07.299994+00:00", "prompt_metrics": {"chars": 22371, "bytes_utf8": 22371, "lines": 627, "estimated_tokens": 6407}, "response_metrics": {"chars": 678, "bytes_utf8": 678, "lines": 1, "estimated_tokens": 201}, "usage": {"input_tokens": 29702, "cached_input_tokens": 3456, "output_tokens": 1668, "reasoning_output_tokens": 1461}, "stderr_preview": "2026-05-26T00:14:06.038087Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a1-2865-72c2-b606-ddccbf08f62f.1779754412133836000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"age_of_car\\\",\\n SUM(CASE WHEN \\\"is_front_fog_lights\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"is_front_fog_lights\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"age_of_car\\\"\\n)\\nSELECT\\n \\\"age_of_car\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Computes the Yes-to-No ratio for \\\"is_front_fog_lights\\\" within each \\\"age_of_car\\\" group; NULLIF prevents divide-by-zero.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4902fc6049d9f107e93aea44c63f3e65641fd94e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_2145d0bc68aec5c2", + "api_calls": 0, + "input_tokens": 29702, + "cached_input_tokens": 3456, + "output_tokens": 1668, + "total_tokens": 31370, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6407, + "estimated_output_tokens": 201, + "estimated_total_tokens": 6608, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35203.54, + "sql_execution_elapsed_ms_total": 35.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2145d0bc68aec5c2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8262b826f9a0b265763513d7d868a3a27f25da54 --- /dev/null +++ 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..27ddf8e95bff633842e2bf85da5eecc31a6bb6f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_22e2a27ad1d7da9a", + "api_calls": 0, + "input_tokens": 29552, + "cached_input_tokens": 29056, + "output_tokens": 347, + "total_tokens": 29899, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6257, + "estimated_output_tokens": 119, + "estimated_total_tokens": 6376, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10464.88, + "sql_execution_elapsed_ms_total": 16.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..cba95f7f7d78b24374ce499c74e01fc09de7e269 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:14:07.348441+00:00", + "ended_at": "2026-05-26T00:14:17.813500+00:00", + "elapsed_ms": 10464.88, + "prompt_metrics": { + "chars": 21802, + "bytes_utf8": 21802, + "lines": 627, + "estimated_tokens": 6257 + }, + "stdout_metrics": { + "chars": 776, + "bytes_utf8": 776, + "lines": 4, + "estimated_tokens": 229 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 421, + "bytes_utf8": 421, + "lines": 1, + "estimated_tokens": 119 + }, + "usage": { + "input_tokens": 29552, + "cached_input_tokens": 29056, + "output_tokens": 347, + "reasoning_output_tokens": 222 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..53ad6067b047c62365e9bd8cc47b48359496a2da --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_tpms, condition_col=is_front_fog_lights.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "is_tpms", + "condition_col": "is_front_fog_lights", + "condition_value": "No", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..14896e0a52ba0184412d7d119abb4a89b2513b79 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a1-b224-7970-9000-cddb524f89ef"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_tpms\\\",\\n AVG(CASE WHEN \\\"is_front_fog_lights\\\" = 'No' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_tpms\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses tpl_m4_group_condition_rate with group_col=\\\"is_tpms\\\" and condition_col=\\\"is_front_fog_lights\\\"; computes the share of rows with 'No' front fog lights within each TPMS group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29552,"cached_input_tokens":29056,"output_tokens":347,"reasoning_output_tokens":222}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3e4f1e298d45d71c92d162f9b035f241b9cf9a09 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"is_tpms\",\n AVG(CASE WHEN \"is_front_fog_lights\" = 'No' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"m2\"\nGROUP BY \"is_tpms\"\nORDER BY condition_rate DESC;","notes":"Uses tpl_m4_group_condition_rate with group_col=\"is_tpms\" and condition_col=\"is_front_fog_lights\"; computes the share of rows with 'No' front fog lights within each TPMS group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..128bd4769f634bbd077760111dbbb02c861e2b97 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_tpms, condition_col=is_front_fog_lights. +Result preview: [{"is_tpms": "No", "condition_rate": 0.5533270516444564}, {"is_tpms": "Yes", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..88d76bdda0bb9164dd7c4d9409e017eb8fb4d819 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_22e2a27ad1d7da9a +-- problem_id: v2p_m2_3ae7dbae337053a9 +-- realization_mode: agent +-- source_kind: agent +SELECT "is_tpms", + AVG(CASE WHEN "is_front_fog_lights" = 'No' THEN 1 ELSE 0 END) AS condition_rate +FROM "m2" +GROUP BY "is_tpms" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..196465afd42642959a4cf5740c3bac47ee4b1dfb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"is_tpms\",\n AVG(CASE WHEN \"is_front_fog_lights\" = 'No' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"m2\"\nGROUP BY \"is_tpms\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_tpms\\\",\\n AVG(CASE WHEN \\\"is_front_fog_lights\\\" = 'No' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_tpms\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"is_tpms\", \"condition_rate\"], \"rows\": [{\"is_tpms\": \"No\", \"condition_rate\": 0.5533270516444564}, {\"is_tpms\": \"Yes\", \"condition_rate\": 0.0}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 16.06}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3afa376641ed43c6f0309b6bf025e52f8faced88 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:14:07.344085+00:00", + "ended_at": "2026-05-26T00:14:17.835596+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_22e2a27ad1d7da9a", + "problem_id": "v2p_m2_3ae7dbae337053a9", + "dataset_id": "m2", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_tpms, condition_col=is_front_fog_lights.", + "bindings": { + "group_col": "is_tpms", + "condition_col": "is_front_fog_lights", + "condition_value": "No", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=98" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_22e2a27ad1d7da9a.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_22e2a27ad1d7da9a", + "api_calls": 0, + "input_tokens": 29552, + "cached_input_tokens": 29056, + "output_tokens": 347, + "total_tokens": 29899, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6257, + "estimated_output_tokens": 119, + "estimated_total_tokens": 6376, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10464.88, + "sql_execution_elapsed_ms_total": 16.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bf9479617b0775fa054868c752316c01e07c2855 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:14:17.817825+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10464.88, "started_at": "2026-05-26T00:14:07.348441+00:00", "ended_at": "2026-05-26T00:14:17.813500+00:00", "prompt_metrics": {"chars": 21802, "bytes_utf8": 21802, "lines": 627, "estimated_tokens": 6257}, "response_metrics": {"chars": 421, "bytes_utf8": 421, "lines": 1, "estimated_tokens": 119}, "usage": {"input_tokens": 29552, "cached_input_tokens": 29056, "output_tokens": 347, "reasoning_output_tokens": 222}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_tpms\\\",\\n AVG(CASE WHEN \\\"is_front_fog_lights\\\" = 'No' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_tpms\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses tpl_m4_group_condition_rate with group_col=\\\"is_tpms\\\" and condition_col=\\\"is_front_fog_lights\\\"; computes the share of rows with 'No' front fog lights within each TPMS group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..19a0bc7bf0b896f1dfed3ea6f28cd664fae4fe4f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_22e2a27ad1d7da9a", + "api_calls": 0, + "input_tokens": 29552, + "cached_input_tokens": 29056, + "output_tokens": 347, + "total_tokens": 29899, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6257, + "estimated_output_tokens": 119, + "estimated_total_tokens": 6376, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10464.88, + "sql_execution_elapsed_ms_total": 16.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_22e2a27ad1d7da9a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/conversation.jsonl 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"reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..05f6c455d277312ce28ca2017ca4b8aeb5d0ecf0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_231cd8226e516ef2", + "api_calls": 0, + "input_tokens": 29613, + "cached_input_tokens": 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0000000000000000000000000000000000000000..04951a14c6b48785b0ba1357b732c92d1c820c2b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:14:17.839578+00:00", + "ended_at": "2026-05-26T00:14:40.987680+00:00", + "elapsed_ms": 23147.75, + "prompt_metrics": { + "chars": 21990, + "bytes_utf8": 21990, + "lines": 626, + "estimated_tokens": 6318 + }, + "stdout_metrics": { + "chars": 1085, + "bytes_utf8": 1085, + "lines": 4, + "estimated_tokens": 323 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 103 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 703, + "bytes_utf8": 703, + "lines": 1, + "estimated_tokens": 191 + }, + "usage": { + "input_tokens": 29613, + "cached_input_tokens": 28032, + "output_tokens": 713, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..55916c011c7d365fd5442669a1ae35e64a7480dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_brake_assist, measure_col=age_of_policyholder.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "is_brake_assist", + "measure_col": "age_of_policyholder", + "item_col": "age_of_policyholder", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.509615, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..36ec6170e0e1cc3a7ac6efc8e433375636cc4c27 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a1-db1a-7761-90c3-e789cdb22a92"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"is_brake_assist\\\",\\n \\\"age_of_policyholder\\\",\\n SUM(CAST(\\\"age_of_policyholder\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"age_of_policyholder\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"age_of_policyholder\\\" AS REAL))) OVER (PARTITION BY \\\"is_brake_assist\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_brake_assist\\\", \\\"age_of_policyholder\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"is_brake_assist\\\", item_col=\\\"age_of_policyholder\\\", and measure_col=\\\"age_of_policyholder\\\". Cast the measure column to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29613,"cached_input_tokens":28032,"output_tokens":713,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7b22c42df7a784f79ec99760a434464853209d6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"is_brake_assist\",\n \"age_of_policyholder\",\n SUM(CAST(\"age_of_policyholder\" AS REAL)) AS total_measure,\n SUM(CAST(\"age_of_policyholder\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"age_of_policyholder\" AS REAL))) OVER (PARTITION BY \"is_brake_assist\") AS share_within_group\nFROM \"m2\"\nGROUP BY \"is_brake_assist\", \"age_of_policyholder\"\nORDER BY share_within_group DESC;","notes":"Applied the provided Within-Group Share of Total template with group_col=\"is_brake_assist\", item_col=\"age_of_policyholder\", and measure_col=\"age_of_policyholder\". Cast the measure column to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8e4e07267fe59421b5b2087d810618c4b340ea90 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:14:40.375178Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a1-db1a-7761-90c3-e789cdb22a92.1779754457882851000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e600bf0ce65d17dd6ec9728010c2acca8e55ae1b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_brake_assist, measure_col=age_of_policyholder. +Result preview: [{"is_brake_assist": "Yes", "age_of_policyholder": "0.471153846153846", "total_measure": 446.18269230769215, "share_within_group": 2.9365363135562372}, {"is_brake_assist": "No", "age_of_policyholder": "0.471153846153846", "total_measure": 360.903846153846, "share_within_group": 2.9317757184545488}, {"is_brake_assist": "No", "age_of_policyholder": "0.480769230769231", "total_measure": 359.6153846153848, "share_within_group": 2.921308996381953}, {"is_brake_assist": "No", "age_of_policyholder": "0.5", "total_measure": 357.0, "share_within_group": 2.9000631127719005}, {"is_brake_assist": "No", "age_of_policyholder": "0.461538461538462", "total_measure": 354.9230769230773, "share_within_group": 2.8831913816698047}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ce250860f21f9699d6949a6a1d8ec22d82cb538f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_231cd8226e516ef2 +-- problem_id: v2p_m2_716f961bfea02088 +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_brake_assist", + "age_of_policyholder", + SUM(CAST("age_of_policyholder" AS REAL)) AS total_measure, + SUM(CAST("age_of_policyholder" AS REAL)) * 100.0 / SUM(SUM(CAST("age_of_policyholder" AS REAL))) OVER (PARTITION BY "is_brake_assist") AS share_within_group +FROM "m2" +GROUP BY "is_brake_assist", "age_of_policyholder" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d2f80e15cdb5c6b6bb6dc015f40b3fd19ce1b114 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"is_brake_assist\",\n \"age_of_policyholder\",\n SUM(CAST(\"age_of_policyholder\" AS REAL)) AS total_measure,\n SUM(CAST(\"age_of_policyholder\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"age_of_policyholder\" AS REAL))) OVER (PARTITION BY \"is_brake_assist\") AS share_within_group\nFROM \"m2\"\nGROUP BY \"is_brake_assist\", \"age_of_policyholder\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"is_brake_assist\\\",\\n \\\"age_of_policyholder\\\",\\n SUM(CAST(\\\"age_of_policyholder\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"age_of_policyholder\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"age_of_policyholder\\\" AS REAL))) OVER (PARTITION BY \\\"is_brake_assist\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_brake_assist\\\", \\\"age_of_policyholder\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"is_brake_assist\", \"age_of_policyholder\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.471153846153846\", \"total_measure\": 446.18269230769215, \"share_within_group\": 2.9365363135562372}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.471153846153846\", \"total_measure\": 360.903846153846, \"share_within_group\": 2.9317757184545488}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.480769230769231\", \"total_measure\": 359.6153846153848, \"share_within_group\": 2.921308996381953}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.5\", \"total_measure\": 357.0, \"share_within_group\": 2.9000631127719005}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.461538461538462\", \"total_measure\": 354.9230769230773, \"share_within_group\": 2.8831913816698047}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.490384615384615\", \"total_measure\": 435.4615384615381, \"share_within_group\": 2.865975401770033}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.480769230769231\", \"total_measure\": 434.1346153846156, \"share_within_group\": 2.857242302374076}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.509615384615385\", \"total_measure\": 351.63461538461564, \"share_within_group\": 2.8564778074248136}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.5\", \"total_measure\": 426.0, \"share_within_group\": 2.803704606077098}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.509615384615385\", \"total_measure\": 423.490384615385, \"share_within_group\": 2.787187657219523}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.432692307692308\", \"total_measure\": 342.6923076923079, \"share_within_group\": 2.7838356318463315}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.442307692307692\", \"total_measure\": 341.4615384615382, \"share_within_group\": 2.77383756897101}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.528846153846154\", \"total_measure\": 339.51923076923083, \"share_within_group\": 2.758059375995902}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.461538461538462\", \"total_measure\": 415.84615384615427, \"share_within_group\": 2.7368774106993152}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.519230769230769\", \"total_measure\": 335.94230769230757, \"share_within_group\": 2.7290025057645075}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.451923076923077\", \"total_measure\": 413.9615384615385, \"share_within_group\": 2.7244738782238906}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.490384615384615\", \"total_measure\": 331.00961538461513, \"share_within_group\": 2.688932144397021}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.442307692307692\", \"total_measure\": 406.48076923076894, \"share_within_group\": 2.6752394482959363}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.519230769230769\", \"total_measure\": 400.8461538461537, \"share_within_group\": 2.6381554175275825}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.432692307692308\", \"total_measure\": 391.1538461538464, \"share_within_group\": 2.574365821939699}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.423076923076923\", \"total_measure\": 316.88461538461536, \"share_within_group\": 2.5741887509295074}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.451923076923077\", \"total_measure\": 315.44230769230774, \"share_within_group\": 2.5624722709974947}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.375\", \"total_measure\": 315.375, \"share_within_group\": 2.5619255019340006}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.538461538461538\", \"total_measure\": 387.1538461538458, \"share_within_group\": 2.5480399570939007}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.538461538461538\", \"total_measure\": 311.7692307692305, \"share_within_group\": 2.5326343021039652}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.403846153846154\", \"total_measure\": 311.36538461538476, \"share_within_group\": 2.529353687723005}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.394230769230769\", \"total_measure\": 383.5865384615382, \"share_within_group\": 2.524561842051138}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.557692307692308\", \"total_measure\": 308.9615384615387, \"share_within_group\": 2.5098262211696505}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.528846153846154\", \"total_measure\": 379.71153846153857, \"share_within_group\": 2.499058660481777}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.403846153846154\", \"total_measure\": 379.2115384615386, \"share_within_group\": 2.495767927376053}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.413461538461538\", \"total_measure\": 377.4903846153842, \"share_within_group\": 2.4844402114928825}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.413461538461538\", \"total_measure\": 304.7211538461535, \"share_within_group\": 2.4753797701695275}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.548076923076923\", \"total_measure\": 296.50961538461536, \"share_within_group\": 2.408673944423268}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.423076923076923\", \"total_measure\": 365.5384615384615, \"share_within_group\": 2.4057790336002833}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.567307692307692\", \"total_measure\": 294.99999999999983, \"share_within_group\": 2.3964106954277598}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.365384615384615\", \"total_measure\": 294.49999999999966, \"share_within_group\": 2.3923489823846604}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.548076923076923\", \"total_measure\": 362.27884615384613, \"share_within_group\": 2.384325985084119}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.384615384615385\", \"total_measure\": 293.0769230769234, \"share_within_group\": 2.380788722185079}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.394230769230769\", \"total_measure\": 292.5192307692306, \"share_within_group\": 2.376258349944697}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.375\", \"total_measure\": 351.75, \"share_within_group\": 2.3150307398770407}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.365384615384615\", \"total_measure\": 350.7692307692304, \"share_within_group\": 2.3085758403235017}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.355769230769231\", \"total_measure\": 339.7596153846156, \"share_within_group\": 2.2361164286686153}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.355769230769231\", \"total_measure\": 273.5865384615386, \"share_within_group\": 2.2224600233704734}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.346153846153846\", \"total_measure\": 272.4230769230768, \"share_within_group\": 2.213008729558647}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.384615384615385\", \"total_measure\": 330.7692307692311, \"share_within_group\": 2.176946516094535}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.346153846153846\", \"total_measure\": 327.4615384615383, \"share_within_group\": 2.1551770509335864}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.336538461538461\", \"total_measure\": 258.46153846153805, \"share_within_group\": 2.0995932038167573}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": \"0.557692307692308\", \"total_measure\": 314.5384615384617, \"share_within_group\": 2.0701242568164067}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.576923076923077\", \"total_measure\": 253.84615384615387, \"share_within_group\": 2.062100468034319}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": \"0.586538461538462\", \"total_measure\": 252.21153846153865, \"share_within_group\": 2.0488217907780384}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 49.76}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b4418104712fc915d99d6dc5813dad2f5f881ac9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:14:17.835949+00:00", + "ended_at": "2026-05-26T00:14:41.045912+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_231cd8226e516ef2", + "problem_id": "v2p_m2_716f961bfea02088", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_brake_assist, measure_col=age_of_policyholder.", + "bindings": { + "group_col": "is_brake_assist", + "measure_col": "age_of_policyholder", + "item_col": "age_of_policyholder", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.509615, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=32" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_231cd8226e516ef2.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_231cd8226e516ef2", + "api_calls": 0, + "input_tokens": 29613, + "cached_input_tokens": 28032, + "output_tokens": 713, + "total_tokens": 30326, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6318, + "estimated_output_tokens": 191, + "estimated_total_tokens": 6509, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23147.75, + "sql_execution_elapsed_ms_total": 49.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c899dc5fbd722f99f7f10d530ceb6cee62be8bdd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:14:40.993484+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 23147.75, "started_at": "2026-05-26T00:14:17.839578+00:00", "ended_at": "2026-05-26T00:14:40.987680+00:00", "prompt_metrics": {"chars": 21990, "bytes_utf8": 21990, "lines": 626, "estimated_tokens": 6318}, "response_metrics": {"chars": 703, "bytes_utf8": 703, "lines": 1, "estimated_tokens": 191}, "usage": {"input_tokens": 29613, "cached_input_tokens": 28032, "output_tokens": 713, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:14:40.375178Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a1-db1a-7761-90c3-e789cdb22a92.1779754457882851000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"is_brake_assist\\\",\\n \\\"age_of_policyholder\\\",\\n SUM(CAST(\\\"age_of_policyholder\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"age_of_policyholder\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"age_of_policyholder\\\" AS REAL))) OVER (PARTITION BY \\\"is_brake_assist\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_brake_assist\\\", \\\"age_of_policyholder\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"is_brake_assist\\\", item_col=\\\"age_of_policyholder\\\", and measure_col=\\\"age_of_policyholder\\\". Cast the measure column to REAL because the SQLite schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c79b0169aaef4517c582730d2adea13c8a58699b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_231cd8226e516ef2", + "api_calls": 0, + "input_tokens": 29613, + "cached_input_tokens": 28032, + "output_tokens": 713, + "total_tokens": 30326, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6318, + "estimated_output_tokens": 191, + "estimated_total_tokens": 6509, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23147.75, + "sql_execution_elapsed_ms_total": 49.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_231cd8226e516ef2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..565a17b751e895c1e9f295cdd0647b9adcf4f094 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21637, "bytes_utf8": 21637, "lines": 624, "estimated_tokens": 6203}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 489, "bytes_utf8": 489, "lines": 1, "estimated_tokens": 124}, "usage": {"input_tokens": 29498, "cached_input_tokens": 28032, "output_tokens": 646, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..74f96049dd0fea45697b2e61d950051eb173c169 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:14:41.049788+00:00", + "ended_at": "2026-05-26T00:14:56.664257+00:00", + "elapsed_ms": 15614.22, + "prompt_metrics": { + "chars": 21637, + "bytes_utf8": 21637, + "lines": 624, + "estimated_tokens": 6203 + }, + "stdout_metrics": { + "chars": 857, + "bytes_utf8": 857, + "lines": 4, + "estimated_tokens": 247 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 489, + "bytes_utf8": 489, + "lines": 1, + "estimated_tokens": 124 + }, + "usage": { + "input_tokens": 29498, + "cached_input_tokens": 28032, + "output_tokens": 646, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ca36659021a0fe97a03441c77dfb069eb6777372 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,624 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=airbags, measure_col=age_of_policyholder.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "airbags", + "measure_col": "age_of_policyholder", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.548077, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..aba1665ee6aac4dbc0cc6550929b772ae5ee2f1d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a2-35cc-7cd3-9fdb-76ffb81587f0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"airbags\\\",\\n AVG(CAST(NULLIF(\\\"age_of_policyholder\\\", '') AS REAL)) OVER (PARTITION BY \\\"airbags\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"airbags\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Instantiated the Window Partition Average template with group_col=\\\"airbags\\\" and measure_col=\\\"age_of_policyholder\\\". CAST/NULLIF is used because the schema stores numeric-looking fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29498,"cached_input_tokens":28032,"output_tokens":646,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a739b45861a67f08b136434b1c03d01b756196a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"airbags\",\n AVG(CAST(NULLIF(\"age_of_policyholder\", '') AS REAL)) OVER (PARTITION BY \"airbags\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE \"airbags\" IS NOT NULL\nORDER BY \"avg_measure\" DESC;","notes":"Instantiated the Window Partition Average template with group_col=\"airbags\" and measure_col=\"age_of_policyholder\". CAST/NULLIF is used because the schema stores numeric-looking fields as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..afc5dd8bcc46a6ecd30eadd1a1dc1efb2565e6a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=airbags, measure_col=age_of_policyholder. +Result preview: [{"airbags": "2", "avg_measure": 0.47084415584415584}, {"airbags": "6", "avg_measure": 0.46748981646964893}, {"airbags": "1", "avg_measure": 0.44887701215244635}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c8f3d33bc2479abfcdc4314cf17d1a1bef0c18b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_2403a8bc94d012ea +-- problem_id: v2p_m2_001b68250a6e935b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "airbags", + AVG(CAST(NULLIF("age_of_policyholder", '') AS REAL)) OVER (PARTITION BY "airbags") AS "avg_measure" +FROM "m2" +WHERE "airbags" IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ab32319434ad9e9a7c8a3c0e2262ff168bf64c7d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"airbags\",\n AVG(CAST(NULLIF(\"age_of_policyholder\", '') AS REAL)) OVER (PARTITION BY \"airbags\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE \"airbags\" IS NOT NULL\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"airbags\\\",\\n AVG(CAST(NULLIF(\\\"age_of_policyholder\\\", '') AS REAL)) OVER (PARTITION BY \\\"airbags\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"airbags\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"airbags\", \"avg_measure\"], \"rows\": [{\"airbags\": \"2\", \"avg_measure\": 0.47084415584415584}, {\"airbags\": \"6\", \"avg_measure\": 0.46748981646964893}, {\"airbags\": \"1\", \"avg_measure\": 0.44887701215244635}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 99.03}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..57ec57cb60b2e714989fe3367d93cc884d6e1280 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:14:41.046336+00:00", + "ended_at": "2026-05-26T00:14:56.771669+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_2403a8bc94d012ea", + "problem_id": "v2p_m2_001b68250a6e935b", + "dataset_id": "m2", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=airbags, measure_col=age_of_policyholder.", + "bindings": { + "group_col": "airbags", + "measure_col": "age_of_policyholder", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.548077, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=137" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_2403a8bc94d012ea.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_2403a8bc94d012ea", + "api_calls": 0, + "input_tokens": 29498, + "cached_input_tokens": 28032, + "output_tokens": 646, + "total_tokens": 30144, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6203, + "estimated_output_tokens": 124, + "estimated_total_tokens": 6327, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15614.22, + "sql_execution_elapsed_ms_total": 99.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..59ac8a68423202983d05a9f0316026e73e9eebbe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:14:56.669467+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15614.22, "started_at": "2026-05-26T00:14:41.049788+00:00", "ended_at": "2026-05-26T00:14:56.664257+00:00", "prompt_metrics": {"chars": 21637, "bytes_utf8": 21637, "lines": 624, "estimated_tokens": 6203}, "response_metrics": {"chars": 489, "bytes_utf8": 489, "lines": 1, "estimated_tokens": 124}, "usage": {"input_tokens": 29498, "cached_input_tokens": 28032, "output_tokens": 646, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"airbags\\\",\\n AVG(CAST(NULLIF(\\\"age_of_policyholder\\\", '') AS REAL)) OVER (PARTITION BY \\\"airbags\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"airbags\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Instantiated the Window Partition Average template with group_col=\\\"airbags\\\" and measure_col=\\\"age_of_policyholder\\\". CAST/NULLIF is used because the schema stores numeric-looking fields as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b1615f5be45d0e9680fa88942b3953a5a1178afc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_2403a8bc94d012ea", + "api_calls": 0, + "input_tokens": 29498, + "cached_input_tokens": 28032, + "output_tokens": 646, + "total_tokens": 30144, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6203, + "estimated_output_tokens": 124, + "estimated_total_tokens": 6327, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15614.22, + "sql_execution_elapsed_ms_total": 99.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2403a8bc94d012ea/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a278ece5a3c86ca661381281d4271b354cd6adc2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21974, "bytes_utf8": 21974, "lines": 626, "estimated_tokens": 6315}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 576, "bytes_utf8": 576, "lines": 1, "estimated_tokens": 159}, "usage": {"input_tokens": 29610, "cached_input_tokens": 6528, "output_tokens": 996, "reasoning_output_tokens": 831}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e3fdc7b0630a37a514d7bc058d898c695da050bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_2e4ede83787032f2", + "api_calls": 0, + "input_tokens": 29610, + "cached_input_tokens": 6528, + "output_tokens": 996, + "total_tokens": 30606, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6315, + "estimated_output_tokens": 159, + "estimated_total_tokens": 6474, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22856.08, + "sql_execution_elapsed_ms_total": 141.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..02a5dc1a09e05e0f4cac303d2f716feb083a31b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:14:56.776576+00:00", + "ended_at": "2026-05-26T00:15:19.633005+00:00", + "elapsed_ms": 22856.08, + "prompt_metrics": { + "chars": 21974, + "bytes_utf8": 21974, + "lines": 626, + "estimated_tokens": 6315 + }, + "stdout_metrics": { + "chars": 947, + "bytes_utf8": 947, + "lines": 4, + "estimated_tokens": 280 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 576, + "bytes_utf8": 576, + "lines": 1, + "estimated_tokens": 159 + }, + "usage": { + "input_tokens": 29610, + "cached_input_tokens": 6528, + "output_tokens": 996, + "reasoning_output_tokens": 831 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8d4ec33236710d6bfd0df00f3b1b7f722f264c2c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_rear_window_wiper, measure_col=ncap_rating.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "is_rear_window_wiper", + "measure_col": "ncap_rating", + "item_col": "policy_id", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e0fcfc7ae443f1339d47233bb86f5d066b502c8e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a2-7334-7d72-b414-d91ec1141637"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"is_rear_window_wiper\\\", \\\"policy_id\\\",\\n SUM(CAST(\\\"ncap_rating\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"ncap_rating\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"ncap_rating\\\" AS REAL))) OVER (PARTITION BY \\\"is_rear_window_wiper\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_rear_window_wiper\\\", \\\"policy_id\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the provided Within-Group Share of Total template and bindings; casts \\\"ncap_rating\\\" from TEXT to REAL for numeric aggregation in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29610,"cached_input_tokens":6528,"output_tokens":996,"reasoning_output_tokens":831}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8d8ca289f0619b5c8198a924ce8200f25f53834a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"is_rear_window_wiper\", \"policy_id\",\n SUM(CAST(\"ncap_rating\" AS REAL)) AS total_measure,\n SUM(CAST(\"ncap_rating\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"ncap_rating\" AS REAL))) OVER (PARTITION BY \"is_rear_window_wiper\") AS share_within_group\nFROM \"m2\"\nGROUP BY \"is_rear_window_wiper\", \"policy_id\"\nORDER BY share_within_group DESC;","notes":"Uses the provided Within-Group Share of Total template and bindings; casts \"ncap_rating\" from TEXT to REAL for numeric aggregation in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9a9f6f1d35facaa8678692ac6bce0ca7eabd6420 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_rear_window_wiper, measure_col=ncap_rating. +Result preview: [{"is_rear_window_wiper": "No", "policy_id": "ID00007", "total_measure": 5.0, "share_within_group": 0.008187996397281586}, {"is_rear_window_wiper": "No", "policy_id": "ID00043", "total_measure": 5.0, "share_within_group": 0.008187996397281586}, {"is_rear_window_wiper": "No", "policy_id": "ID00051", "total_measure": 5.0, "share_within_group": 0.008187996397281586}, {"is_rear_window_wiper": "No", "policy_id": "ID00071", "total_measure": 5.0, "share_within_group": 0.008187996397281586}, {"is_rear_window_wiper": "No", "policy_id": "ID00155", "total_measure": 5.0, "share_within_group": 0.008187996397281586}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f994676d534f3e536c4c9e465577441e14a9dc4d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_2e4ede83787032f2 +-- problem_id: v2p_m2_11a0062010638813 +-- realization_mode: agent +-- source_kind: agent +SELECT "is_rear_window_wiper", "policy_id", + SUM(CAST("ncap_rating" AS REAL)) AS total_measure, + SUM(CAST("ncap_rating" AS REAL)) * 100.0 / SUM(SUM(CAST("ncap_rating" AS REAL))) OVER (PARTITION BY "is_rear_window_wiper") AS share_within_group +FROM "m2" +GROUP BY "is_rear_window_wiper", "policy_id" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d6d5e6bb069358d238f5094d3d7ee1a760acdb1f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"is_rear_window_wiper\", \"policy_id\",\n SUM(CAST(\"ncap_rating\" AS REAL)) AS total_measure,\n SUM(CAST(\"ncap_rating\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"ncap_rating\" AS REAL))) OVER (PARTITION BY \"is_rear_window_wiper\") AS share_within_group\nFROM \"m2\"\nGROUP BY \"is_rear_window_wiper\", \"policy_id\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"is_rear_window_wiper\\\", \\\"policy_id\\\",\\n SUM(CAST(\\\"ncap_rating\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"ncap_rating\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"ncap_rating\\\" AS REAL))) OVER (PARTITION BY \\\"is_rear_window_wiper\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_rear_window_wiper\\\", \\\"policy_id\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"is_rear_window_wiper\", \"policy_id\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00007\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00043\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00051\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00071\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00155\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00184\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00204\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00224\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00278\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00299\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00411\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00428\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00503\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00544\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00571\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00602\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00631\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00645\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00659\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00661\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00694\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00695\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00711\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00716\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00744\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00786\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00836\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00883\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00921\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00928\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00963\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00974\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID00991\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01000\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01056\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01135\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01181\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01217\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01220\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01273\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01357\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01364\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01370\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01390\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01401\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01416\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01439\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01470\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01491\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}, {\"is_rear_window_wiper\": \"No\", \"policy_id\": \"ID01546\", \"total_measure\": 5.0, \"share_within_group\": 0.008187996397281586}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 141.68}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..59c8bda2f530f38745d339a837e2135ac0a96629 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_2e4ede83787032f2/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:14:56.772097+00:00", + "ended_at": "2026-05-26T00:15:19.786629+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_2e4ede83787032f2", + "problem_id": "v2p_m2_11a0062010638813", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_rear_window_wiper, measure_col=ncap_rating.", + "bindings": { + "group_col": "is_rear_window_wiper", + "measure_col": "ncap_rating", + "item_col": "policy_id", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=29" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_2e4ede83787032f2.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_2e4ede83787032f2", + "api_calls": 0, + "input_tokens": 29610, + "cached_input_tokens": 6528, + "output_tokens": 996, + "total_tokens": 30606, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b223535480ecfa4c4e5ea19db565bab69c468690 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:15:19.792006+00:00", + "ended_at": "2026-05-26T00:15:34.860222+00:00", + "elapsed_ms": 15067.97, + "prompt_metrics": { + "chars": 21830, + "bytes_utf8": 21830, + "lines": 627, + "estimated_tokens": 6259 + }, + "stdout_metrics": { + "chars": 855, + "bytes_utf8": 855, + "lines": 4, + "estimated_tokens": 249 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 492, + "bytes_utf8": 492, + "lines": 1, + "estimated_tokens": 127 + }, + "usage": { + "input_tokens": 29554, + "cached_input_tokens": 28032, + "output_tokens": 649, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e7e1acbd096280b67bc302309d2dea5b51372f07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=is_adjustable_steering, condition_col=steering_type.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "is_adjustable_steering", + "condition_col": "steering_type", + "condition_value": "Electric", + "positive_value": "Power", + "negative_value": "Electric", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 4.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..43b302bf9fb462bb62212fe4a60653bd05a21e57 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a2-cd1d-7b60-afa2-3ad2e8a3a0ec"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_adjustable_steering\\\",\\n AVG(CASE WHEN \\\"steering_type\\\" = 'Electric' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_adjustable_steering\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the provided Grouped Condition Rate template with group_col=\\\"is_adjustable_steering\\\" and condition_col=\\\"steering_type\\\", measuring the within-group proportion of rows where steering_type is 'Electric'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29554,"cached_input_tokens":28032,"output_tokens":649,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..539c52c09d7e3e0abd6e8f95390763db1dfa1092 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"is_adjustable_steering\",\n AVG(CASE WHEN \"steering_type\" = 'Electric' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"is_adjustable_steering\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the provided Grouped Condition Rate template with group_col=\"is_adjustable_steering\" and condition_col=\"steering_type\", measuring the within-group proportion of rows where steering_type is 'Electric'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..522bff9f04ee331b36fee86e95e927d06cb5e366 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=is_adjustable_steering, condition_col=steering_type. +Result preview: [{"is_adjustable_steering": "Yes", "condition_rate": 0.6054157518437201}, {"is_adjustable_steering": "No", "condition_rate": 0.10287869591606694}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c7886c879c55565ca1aed150d14462391f485abf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_3097b65962abaeb8 +-- problem_id: v2p_m2_896b332c07b2256d +-- realization_mode: agent +-- source_kind: agent +SELECT "is_adjustable_steering", + AVG(CASE WHEN "steering_type" = 'Electric' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m2" +GROUP BY "is_adjustable_steering" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3802ead9862926ff060e918b38b6c00d79281190 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"is_adjustable_steering\",\n AVG(CASE WHEN \"steering_type\" = 'Electric' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"is_adjustable_steering\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_adjustable_steering\\\",\\n AVG(CASE WHEN \\\"steering_type\\\" = 'Electric' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_adjustable_steering\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"is_adjustable_steering\", \"condition_rate\"], \"rows\": [{\"is_adjustable_steering\": \"Yes\", \"condition_rate\": 0.6054157518437201}, {\"is_adjustable_steering\": \"No\", \"condition_rate\": 0.10287869591606694}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 32.5}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..60c64a15731a3350169cb7606b8f36ee68a79e33 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:15:19.787068+00:00", + "ended_at": "2026-05-26T00:15:34.899695+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_3097b65962abaeb8", + "problem_id": "v2p_m2_896b332c07b2256d", + "dataset_id": "m2", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=is_adjustable_steering, condition_col=steering_type.", + "bindings": { + "group_col": "is_adjustable_steering", + "condition_col": "steering_type", + "condition_value": "Electric", + "positive_value": "Power", + "negative_value": "Electric", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 4.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=97" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_3097b65962abaeb8.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_3097b65962abaeb8", + "api_calls": 0, + "input_tokens": 29554, + "cached_input_tokens": 28032, + "output_tokens": 649, + "total_tokens": 30203, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6259, + "estimated_output_tokens": 127, + "estimated_total_tokens": 6386, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15067.97, + "sql_execution_elapsed_ms_total": 32.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3097b65962abaeb8/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7f41a160b2aaa270509145cc38fc18fdd0eb92be --- /dev/null +++ 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"reasoning_output_tokens": 474}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..591c822dd5f9a0b279d3d8cd6055b4c8ac5d414a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_33d22761b516f873", + "api_calls": 0, + "input_tokens": 29614, + "cached_input_tokens": 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"chars": 684, + "bytes_utf8": 684, + "lines": 1, + "estimated_tokens": 194 + }, + "usage": { + "input_tokens": 29614, + "cached_input_tokens": 22912, + "output_tokens": 674, + "reasoning_output_tokens": 474 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f8fbbd7168b0cb62fb31768d08de9f853dcb9bb2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_rear_window_defogger, measure_col=age_of_car.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "is_rear_window_defogger", + "measure_col": "age_of_car", + "item_col": "age_of_car", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.09, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d1025804519b35bd0bdf09b1ef0a12c40e0b223b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a3-0832-76b2-9f2c-e605d6b5c05c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"is_rear_window_defogger\\\",\\n \\\"age_of_car\\\",\\n SUM(CAST(\\\"age_of_car\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"age_of_car\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"age_of_car\\\" AS REAL))) OVER (PARTITION BY \\\"is_rear_window_defogger\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_rear_window_defogger\\\", \\\"age_of_car\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"is_rear_window_defogger\\\", item_col=\\\"age_of_car\\\", and measure_col=\\\"age_of_car\\\". CAST to REAL is used because the schema stores numeric-looking fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29614,"cached_input_tokens":22912,"output_tokens":674,"reasoning_output_tokens":474}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e34501063f74afcd795319a5cd0813670d5ccb44 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"is_rear_window_defogger\",\n \"age_of_car\",\n SUM(CAST(\"age_of_car\" AS REAL)) AS total_measure,\n SUM(CAST(\"age_of_car\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"age_of_car\" AS REAL))) OVER (PARTITION BY \"is_rear_window_defogger\") AS share_within_group\nFROM \"m2\"\nGROUP BY \"is_rear_window_defogger\", \"age_of_car\"\nORDER BY share_within_group DESC;","notes":"Applied the provided Within-Group Share of Total template with group_col=\"is_rear_window_defogger\", item_col=\"age_of_car\", and measure_col=\"age_of_car\". CAST to REAL is used because the schema stores numeric-looking fields as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a49587cc29023803fce66b4d91c66a342f7413d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_rear_window_defogger, measure_col=age_of_car. +Result preview: [{"is_rear_window_defogger": "Yes", "age_of_car": "0.12", "total_measure": 141.23999999999998, "share_within_group": 7.940809373348475}, {"is_rear_window_defogger": "Yes", "age_of_car": "0.14", "total_measure": 140.98000000000002, "share_within_group": 7.926191627404901}, {"is_rear_window_defogger": "Yes", "age_of_car": "0.13", "total_measure": 139.1, "share_within_group": 7.820494079812892}, {"is_rear_window_defogger": "No", "age_of_car": "0.1", "total_measure": 177.20000000000002, "share_within_group": 7.74133795833133}, {"is_rear_window_defogger": "Yes", "age_of_car": "0.1", "total_measure": 135.1, "share_within_group": 7.595605680680961}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d0372d0cd172d2855ce27bbf96c11a2c937df27d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_33d22761b516f873 +-- problem_id: v2p_m2_95e89b432db588e1 +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_rear_window_defogger", + "age_of_car", + SUM(CAST("age_of_car" AS REAL)) AS total_measure, + SUM(CAST("age_of_car" AS REAL)) * 100.0 / SUM(SUM(CAST("age_of_car" AS REAL))) OVER (PARTITION BY "is_rear_window_defogger") AS share_within_group +FROM "m2" +GROUP BY "is_rear_window_defogger", "age_of_car" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..887c42975ec2005938d0500105beb68815ce21c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"is_rear_window_defogger\",\n \"age_of_car\",\n SUM(CAST(\"age_of_car\" AS REAL)) AS total_measure,\n SUM(CAST(\"age_of_car\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"age_of_car\" AS REAL))) OVER (PARTITION BY \"is_rear_window_defogger\") AS share_within_group\nFROM \"m2\"\nGROUP BY \"is_rear_window_defogger\", \"age_of_car\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"is_rear_window_defogger\\\",\\n \\\"age_of_car\\\",\\n SUM(CAST(\\\"age_of_car\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"age_of_car\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"age_of_car\\\" AS REAL))) OVER (PARTITION BY \\\"is_rear_window_defogger\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_rear_window_defogger\\\", \\\"age_of_car\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"is_rear_window_defogger\", \"age_of_car\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.12\", \"total_measure\": 141.23999999999998, \"share_within_group\": 7.940809373348475}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.14\", \"total_measure\": 140.98000000000002, \"share_within_group\": 7.926191627404901}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.13\", \"total_measure\": 139.1, \"share_within_group\": 7.820494079812892}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.1\", \"total_measure\": 177.20000000000002, \"share_within_group\": 7.74133795833133}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.1\", \"total_measure\": 135.1, \"share_within_group\": 7.595605680680961}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.15\", \"total_measure\": 134.1, \"share_within_group\": 7.539383580897979}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.13\", \"total_measure\": 161.85, \"share_within_group\": 7.070742373340439}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.11\", \"total_measure\": 125.07000000000001, \"share_within_group\": 7.031698019857646}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.15\", \"total_measure\": 160.5, \"share_within_group\": 7.011764911468276}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.14\", \"total_measure\": 160.16000000000003, \"share_within_group\": 6.996911328478251}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.12\", \"total_measure\": 159.48, \"share_within_group\": 6.967204162498197}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.11\", \"total_measure\": 143.55, \"share_within_group\": 6.271270112406674}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.09\", \"total_measure\": 105.3, \"share_within_group\": 5.920187107148077}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.09\", \"total_measure\": 132.57, \"share_within_group\": 5.791586755846414}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.08\", \"total_measure\": 101.2, \"share_within_group\": 5.689676498037849}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.16\", \"total_measure\": 98.56, \"share_within_group\": 5.541250154610774}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.08\", \"total_measure\": 117.2, \"share_within_group\": 5.120117430679638}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.07\", \"total_measure\": 89.95, \"share_within_group\": 5.057177875479293}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.07\", \"total_measure\": 112.21000000000001, \"share_within_group\": 4.902119256796606}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.06\", \"total_measure\": 109.14, \"share_within_group\": 4.768000139798428}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.16\", \"total_measure\": 108.0, \"share_within_group\": 4.718196949773046}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.05\", \"total_measure\": 105.60000000000001, \"share_within_group\": 4.613348128666978}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.04\", \"total_measure\": 103.36, \"share_within_group\": 4.515489228967981}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.17\", \"total_measure\": 79.22, \"share_within_group\": 4.453914744807889}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.03\", \"total_measure\": 96.06, \"share_within_group\": 4.196574064770359}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.06\", \"total_measure\": 74.03999999999999, \"share_within_group\": 4.162684267932038}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.18\", \"total_measure\": 66.24, \"share_within_group\": 3.724151889624773}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.02\", \"total_measure\": 79.68, \"share_within_group\": 3.480980860721447}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.05\", \"total_measure\": 61.5, \"share_within_group\": 3.4576591366534357}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.17\", \"total_measure\": 79.05000000000001, \"share_within_group\": 3.4534580451811046}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.18\", \"total_measure\": 66.6, \"share_within_group\": 2.909554785693378}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.04\", \"total_measure\": 47.160000000000004, \"share_within_group\": 2.6514342257654637}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.19\", \"total_measure\": 44.65, \"share_within_group\": 2.510316755310177}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.01\", \"total_measure\": 52.300000000000004, \"share_within_group\": 2.2848305599363914}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.03\", \"total_measure\": 36.39, \"share_within_group\": 2.04592221110274}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.19\", \"total_measure\": 42.37, \"share_within_group\": 1.8510185626100364}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.2\", \"total_measure\": 28.200000000000003, \"share_within_group\": 1.5854632138801121}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.02\", \"total_measure\": 24.1, \"share_within_group\": 1.3549526047698828}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.2\", \"total_measure\": 29.200000000000003, \"share_within_group\": 1.2756606567904902}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.21\", \"total_measure\": 21.63, \"share_within_group\": 1.2160840183059156}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.22\", \"total_measure\": 14.3, \"share_within_group\": 0.8039760268966525}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.22\", \"total_measure\": 18.26, \"share_within_group\": 0.7977247805819984}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.01\", \"total_measure\": 11.32, \"share_within_group\": 0.6364341695433641}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.21\", \"total_measure\": 14.49, \"share_within_group\": 0.6330247574278836}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.23\", \"total_measure\": 9.89, \"share_within_group\": 0.5560365668536988}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.23\", \"total_measure\": 10.81, \"share_within_group\": 0.4722565650652465}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.24\", \"total_measure\": 7.4399999999999995, \"share_within_group\": 0.4182924223853912}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.24\", \"total_measure\": 8.16, \"share_within_group\": 0.3564859917606301}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.25\", \"total_measure\": 6.0, \"share_within_group\": 0.33733259869789617}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.31\", \"total_measure\": 4.65, \"share_within_group\": 0.26143276399086957}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 34.19}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1b1716a6b38770ddca2fc480cf33f55aab033d38 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:15:34.900362+00:00", + "ended_at": "2026-05-26T00:15:52.265988+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_33d22761b516f873", + "problem_id": "v2p_m2_95e89b432db588e1", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_rear_window_defogger, measure_col=age_of_car.", + "bindings": { + "group_col": "is_rear_window_defogger", + "measure_col": "age_of_car", + "item_col": "age_of_car", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.09, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=31" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_33d22761b516f873.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_33d22761b516f873", + "api_calls": 0, + "input_tokens": 29614, + "cached_input_tokens": 22912, + "output_tokens": 674, + "total_tokens": 30288, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6319, + "estimated_output_tokens": 194, + "estimated_total_tokens": 6513, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17319.05, + "sql_execution_elapsed_ms_total": 34.19, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b8ced5eb23beec379edbb000b018dd0610e9b42c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:15:52.229872+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17319.05, "started_at": "2026-05-26T00:15:34.905274+00:00", "ended_at": "2026-05-26T00:15:52.224585+00:00", "prompt_metrics": {"chars": 21980, "bytes_utf8": 21980, "lines": 626, "estimated_tokens": 6319}, "response_metrics": {"chars": 684, "bytes_utf8": 684, "lines": 1, "estimated_tokens": 194}, "usage": {"input_tokens": 29614, "cached_input_tokens": 22912, "output_tokens": 674, "reasoning_output_tokens": 474}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"is_rear_window_defogger\\\",\\n \\\"age_of_car\\\",\\n SUM(CAST(\\\"age_of_car\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"age_of_car\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"age_of_car\\\" AS REAL))) OVER (PARTITION BY \\\"is_rear_window_defogger\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_rear_window_defogger\\\", \\\"age_of_car\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"is_rear_window_defogger\\\", item_col=\\\"age_of_car\\\", and measure_col=\\\"age_of_car\\\". CAST to REAL is used because the schema stores numeric-looking fields as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..74df11494143db55c12fec8488aafb529a228048 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_33d22761b516f873", + "api_calls": 0, + "input_tokens": 29614, + "cached_input_tokens": 22912, + "output_tokens": 674, + "total_tokens": 30288, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6319, + "estimated_output_tokens": 194, + "estimated_total_tokens": 6513, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17319.05, + "sql_execution_elapsed_ms_total": 34.19, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_33d22761b516f873/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..78460a04ca86ab35f4bef994a0bf3c57a437cf9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21875, "bytes_utf8": 21875, "lines": 628, "estimated_tokens": 6293}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 426, "bytes_utf8": 426, "lines": 1, "estimated_tokens": 124}, "usage": {"input_tokens": 29588, "cached_input_tokens": 22912, "output_tokens": 532, "reasoning_output_tokens": 402}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ba1ab1b7882d4bda2d34e1ce0facd0723e3158bb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_3a80027c5f839d99", + "api_calls": 0, + "input_tokens": 29588, + "cached_input_tokens": 22912, + "output_tokens": 532, + "total_tokens": 30120, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6293, + "estimated_output_tokens": 124, + "estimated_total_tokens": 6417, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13132.27, + "sql_execution_elapsed_ms_total": 6.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4b5939740bd8b81c0a71b8cc3bff319967d1ae3b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:15:52.270728+00:00", + "ended_at": "2026-05-26T00:16:05.403241+00:00", + "elapsed_ms": 13132.27, + "prompt_metrics": { + "chars": 21875, + "bytes_utf8": 21875, + "lines": 628, + "estimated_tokens": 6293 + }, + "stdout_metrics": { + "chars": 789, + "bytes_utf8": 789, + "lines": 4, + "estimated_tokens": 242 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 426, + "bytes_utf8": 426, + "lines": 1, + "estimated_tokens": 124 + }, + "usage": { + "input_tokens": 29588, + "cached_input_tokens": 22912, + "output_tokens": 532, + "reasoning_output_tokens": 402 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..098f4351f84ea8d72ede2c6eb67a800ce6e6076b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,628 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=is_tpms.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "age_of_policyholder", + "group_col_2": "is_tpms", + "predicate_col": "max_power", + "predicate_op": "=", + "predicate_value": "97.89bhp@3600rpm", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a273f577cb0b81078f204cf2cf12b220d81f258 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a3-4bf6-79f1-a743-6ddf1ea6cc4c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"age_of_policyholder\\\", \\\"is_tpms\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"max_power\\\" = '97.89bhp@3600rpm'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"is_tpms\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the filtered two-dimensional group count template using age_of_policyholder and is_tpms, filtered to rows where max_power equals 97.89bhp@3600rpm.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29588,"cached_input_tokens":22912,"output_tokens":532,"reasoning_output_tokens":402}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..026111f3732d3360630e09e28a068082bfa6459d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"age_of_policyholder\", \"is_tpms\", COUNT(*) AS \"row_count\"\nFROM \"m2\"\nWHERE \"max_power\" = '97.89bhp@3600rpm'\nGROUP BY \"age_of_policyholder\", \"is_tpms\"\nORDER BY \"row_count\" DESC;","notes":"Applied the filtered two-dimensional group count template using age_of_policyholder and is_tpms, filtered to rows where max_power equals 97.89bhp@3600rpm."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..25d1be3099382c4dc57e6495f115e6d1d87f39bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=is_tpms. +Result preview: [{"age_of_policyholder": "0.336538461538461", "is_tpms": "No", "row_count": 86}, {"age_of_policyholder": "0.307692307692308", "is_tpms": "No", "row_count": 85}, {"age_of_policyholder": "0.317307692307692", "is_tpms": "No", "row_count": 84}, {"age_of_policyholder": "0.326923076923077", "is_tpms": "No", "row_count": 81}, {"age_of_policyholder": "0.365384615384615", "is_tpms": "No", "row_count": 78}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c42750b3bf761a01e8b802fccc0b8d854255fa3e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m2_3a80027c5f839d99 +-- problem_id: v2p_m2_0cd2bcb01ea0c6ca +-- realization_mode: agent +-- source_kind: agent +SELECT "age_of_policyholder", "is_tpms", COUNT(*) AS "row_count" +FROM "m2" +WHERE "max_power" = '97.89bhp@3600rpm' +GROUP BY "age_of_policyholder", "is_tpms" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8a7c8b20bc616cb52adbf5f1050e71ed1a142bc0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"age_of_policyholder\", \"is_tpms\", COUNT(*) AS \"row_count\"\nFROM \"m2\"\nWHERE \"max_power\" = '97.89bhp@3600rpm'\nGROUP BY \"age_of_policyholder\", \"is_tpms\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"age_of_policyholder\\\", \\\"is_tpms\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"max_power\\\" = '97.89bhp@3600rpm'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"is_tpms\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"age_of_policyholder\", \"is_tpms\", \"row_count\"], \"rows\": [{\"age_of_policyholder\": \"0.336538461538461\", \"is_tpms\": \"No\", \"row_count\": 86}, {\"age_of_policyholder\": \"0.307692307692308\", \"is_tpms\": \"No\", \"row_count\": 85}, {\"age_of_policyholder\": \"0.317307692307692\", \"is_tpms\": \"No\", \"row_count\": 84}, {\"age_of_policyholder\": \"0.326923076923077\", \"is_tpms\": \"No\", \"row_count\": 81}, {\"age_of_policyholder\": \"0.365384615384615\", \"is_tpms\": \"No\", \"row_count\": 78}, {\"age_of_policyholder\": \"0.461538461538462\", \"is_tpms\": \"No\", \"row_count\": 76}, {\"age_of_policyholder\": \"0.298076923076923\", \"is_tpms\": \"No\", \"row_count\": 73}, {\"age_of_policyholder\": \"0.288461538461538\", \"is_tpms\": \"No\", \"row_count\": 72}, {\"age_of_policyholder\": \"0.346153846153846\", \"is_tpms\": \"No\", \"row_count\": 69}, {\"age_of_policyholder\": \"0.355769230769231\", \"is_tpms\": \"No\", \"row_count\": 69}, {\"age_of_policyholder\": \"0.375\", \"is_tpms\": \"No\", \"row_count\": 69}, {\"age_of_policyholder\": \"0.423076923076923\", \"is_tpms\": \"No\", \"row_count\": 65}, {\"age_of_policyholder\": \"0.471153846153846\", \"is_tpms\": \"No\", \"row_count\": 64}, {\"age_of_policyholder\": \"0.432692307692308\", \"is_tpms\": \"No\", \"row_count\": 63}, {\"age_of_policyholder\": \"0.413461538461538\", \"is_tpms\": \"No\", \"row_count\": 62}, {\"age_of_policyholder\": \"0.403846153846154\", \"is_tpms\": \"No\", \"row_count\": 61}, {\"age_of_policyholder\": \"0.538461538461538\", \"is_tpms\": \"No\", \"row_count\": 58}, {\"age_of_policyholder\": \"0.394230769230769\", \"is_tpms\": \"No\", \"row_count\": 57}, {\"age_of_policyholder\": \"0.384615384615385\", \"is_tpms\": \"No\", \"row_count\": 56}, {\"age_of_policyholder\": \"0.490384615384615\", \"is_tpms\": \"No\", \"row_count\": 52}, {\"age_of_policyholder\": \"0.5\", \"is_tpms\": \"No\", \"row_count\": 52}, {\"age_of_policyholder\": \"0.442307692307692\", \"is_tpms\": \"No\", \"row_count\": 50}, {\"age_of_policyholder\": \"0.480769230769231\", \"is_tpms\": \"No\", \"row_count\": 50}, {\"age_of_policyholder\": \"0.519230769230769\", \"is_tpms\": \"No\", \"row_count\": 46}, {\"age_of_policyholder\": \"0.509615384615385\", \"is_tpms\": \"No\", \"row_count\": 45}, {\"age_of_policyholder\": \"0.528846153846154\", \"is_tpms\": \"No\", \"row_count\": 43}, {\"age_of_policyholder\": \"0.451923076923077\", \"is_tpms\": \"No\", \"row_count\": 42}, {\"age_of_policyholder\": \"0.567307692307692\", \"is_tpms\": \"No\", \"row_count\": 42}, {\"age_of_policyholder\": \"0.548076923076923\", \"is_tpms\": \"No\", \"row_count\": 33}, {\"age_of_policyholder\": \"0.557692307692308\", \"is_tpms\": \"No\", \"row_count\": 28}, {\"age_of_policyholder\": \"0.625\", \"is_tpms\": \"No\", \"row_count\": 28}, {\"age_of_policyholder\": \"0.615384615384615\", \"is_tpms\": \"No\", \"row_count\": 25}, {\"age_of_policyholder\": \"0.586538461538462\", \"is_tpms\": \"No\", \"row_count\": 24}, {\"age_of_policyholder\": \"0.576923076923077\", \"is_tpms\": \"No\", \"row_count\": 22}, {\"age_of_policyholder\": \"0.596153846153846\", \"is_tpms\": \"No\", \"row_count\": 20}, {\"age_of_policyholder\": \"0.605769230769231\", \"is_tpms\": \"No\", \"row_count\": 18}, {\"age_of_policyholder\": \"0.634615384615385\", \"is_tpms\": \"No\", \"row_count\": 18}, {\"age_of_policyholder\": \"0.644230769230769\", \"is_tpms\": \"No\", \"row_count\": 18}, {\"age_of_policyholder\": \"0.682692307692308\", \"is_tpms\": \"No\", \"row_count\": 17}, {\"age_of_policyholder\": \"0.653846153846154\", \"is_tpms\": \"No\", \"row_count\": 11}, {\"age_of_policyholder\": \"0.663461538461538\", \"is_tpms\": \"No\", \"row_count\": 11}, {\"age_of_policyholder\": \"0.701923076923077\", \"is_tpms\": \"No\", \"row_count\": 10}, {\"age_of_policyholder\": \"0.740384615384615\", \"is_tpms\": \"No\", \"row_count\": 10}, {\"age_of_policyholder\": \"0.711538461538462\", \"is_tpms\": \"No\", \"row_count\": 9}, {\"age_of_policyholder\": \"0.730769230769231\", \"is_tpms\": \"No\", \"row_count\": 9}, {\"age_of_policyholder\": \"0.673076923076923\", \"is_tpms\": \"No\", \"row_count\": 8}, {\"age_of_policyholder\": \"0.692307692307692\", \"is_tpms\": \"No\", \"row_count\": 6}, {\"age_of_policyholder\": \"0.75\", \"is_tpms\": \"No\", \"row_count\": 6}, {\"age_of_policyholder\": \"0.769230769230769\", \"is_tpms\": \"No\", \"row_count\": 6}, {\"age_of_policyholder\": \"0.759615384615385\", \"is_tpms\": \"No\", \"row_count\": 5}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 6.2}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..590ec192d5d039d17738618447c5a738db76d8e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:15:52.266396+00:00", + "ended_at": "2026-05-26T00:16:05.417693+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_3a80027c5f839d99", + "problem_id": "v2p_m2_0cd2bcb01ea0c6ca", + "dataset_id": "m2", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=is_tpms.", + "bindings": { + "group_col": "age_of_policyholder", + "group_col_2": "is_tpms", + "predicate_col": "max_power", + "predicate_op": "=", + "predicate_value": "97.89bhp@3600rpm", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=53" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_3a80027c5f839d99.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_3a80027c5f839d99", + "api_calls": 0, + "input_tokens": 29588, + "cached_input_tokens": 22912, + "output_tokens": 532, + "total_tokens": 30120, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6293, + "estimated_output_tokens": 124, + "estimated_total_tokens": 6417, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13132.27, + "sql_execution_elapsed_ms_total": 6.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..39f31e9fdcc99ff7b33bb7535ce4c77c23cbeb51 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:16:05.409307+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13132.27, "started_at": "2026-05-26T00:15:52.270728+00:00", "ended_at": "2026-05-26T00:16:05.403241+00:00", "prompt_metrics": {"chars": 21875, "bytes_utf8": 21875, "lines": 628, "estimated_tokens": 6293}, "response_metrics": {"chars": 426, "bytes_utf8": 426, "lines": 1, "estimated_tokens": 124}, "usage": {"input_tokens": 29588, "cached_input_tokens": 22912, "output_tokens": 532, "reasoning_output_tokens": 402}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"age_of_policyholder\\\", \\\"is_tpms\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"max_power\\\" = '97.89bhp@3600rpm'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"is_tpms\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the filtered two-dimensional group count template using age_of_policyholder and is_tpms, filtered to rows where max_power equals 97.89bhp@3600rpm.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1eedb4eb71f965308d25aeee6f5392791016e903 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3a80027c5f839d99/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + 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"reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..31cc720930917988fc838f651edfeed89e5ea8cc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_3c9c82921f349c37", + "api_calls": 0, + "input_tokens": 29495, + "cached_input_tokens": 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"chars": 595, + "bytes_utf8": 595, + "lines": 1, + "estimated_tokens": 150 + }, + "usage": { + "input_tokens": 29495, + "cached_input_tokens": 28032, + "output_tokens": 672, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..989de367d96991654f13f3e54a668d3120c9a7cb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,624 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=fuel_type, measure_col=gross_weight.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "fuel_type", + "measure_col": "gross_weight", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1410.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..deb9b15e2e144c27b252a642128834d06c41e207 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a3-7f5b-7c60-a01c-8a39a6100dd7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"fuel_type\\\",\\n AVG(CAST(\\\"gross_weight\\\" AS REAL)) OVER (PARTITION BY \\\"fuel_type\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"fuel_type\\\" IS NOT NULL\\n AND \\\"fuel_type\\\" <> ''\\n AND \\\"gross_weight\\\" IS NOT NULL\\n AND \\\"gross_weight\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"fuel_type\\\" and measure_col=\\\"gross_weight\\\". Added null/empty filtering for a stable view and cast \\\"gross_weight\\\" from TEXT to REAL for SQLite-compatible averaging.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29495,"cached_input_tokens":28032,"output_tokens":672,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1f81bf1d0c5084dd49b4b45591542a6d23a7c447 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"fuel_type\",\n AVG(CAST(\"gross_weight\" AS REAL)) OVER (PARTITION BY \"fuel_type\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE \"fuel_type\" IS NOT NULL\n AND \"fuel_type\" <> ''\n AND \"gross_weight\" IS NOT NULL\n AND \"gross_weight\" <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Applied the Window Partition Average template with group_col=\"fuel_type\" and measure_col=\"gross_weight\". Added null/empty filtering for a stable view and cast \"gross_weight\" from TEXT to REAL for SQLite-compatible averaging."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..645edbc9c1cd43b850c625a7b1135b7fd5ef1bb8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=fuel_type, measure_col=gross_weight. +Result preview: [{"fuel_type": "Diesel", "avg_measure": 1619.5033276931754}, {"fuel_type": "Petrol", "avg_measure": 1330.6816189362946}, {"fuel_type": "CNG", "avg_measure": 1236.1431382193803}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..08f9387590cd2a51928ea881f37d8983b7868033 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_3c9c82921f349c37 +-- problem_id: v2p_m2_421fb60358b868dc +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "fuel_type", + AVG(CAST("gross_weight" AS REAL)) OVER (PARTITION BY "fuel_type") AS "avg_measure" +FROM "m2" +WHERE "fuel_type" IS NOT NULL + AND "fuel_type" <> '' + AND "gross_weight" IS NOT NULL + AND "gross_weight" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..17fb52dd257a348379a02c58becc7dcaccc08fe4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"fuel_type\",\n AVG(CAST(\"gross_weight\" AS REAL)) OVER (PARTITION BY \"fuel_type\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE \"fuel_type\" IS NOT NULL\n AND \"fuel_type\" <> ''\n AND \"gross_weight\" IS NOT NULL\n AND \"gross_weight\" <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"fuel_type\\\",\\n AVG(CAST(\\\"gross_weight\\\" AS REAL)) OVER (PARTITION BY \\\"fuel_type\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"fuel_type\\\" IS NOT NULL\\n AND \\\"fuel_type\\\" <> ''\\n AND \\\"gross_weight\\\" IS NOT NULL\\n AND \\\"gross_weight\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"fuel_type\", \"avg_measure\"], \"rows\": [{\"fuel_type\": \"Diesel\", \"avg_measure\": 1619.5033276931754}, {\"fuel_type\": \"Petrol\", \"avg_measure\": 1330.6816189362946}, {\"fuel_type\": \"CNG\", \"avg_measure\": 1236.1431382193803}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 65.98}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..05ead4e4b87673becaebcc6b9d364e000063d9d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:16:05.418240+00:00", + "ended_at": "2026-05-26T00:16:23.499558+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_3c9c82921f349c37", + "problem_id": "v2p_m2_421fb60358b868dc", + "dataset_id": "m2", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=fuel_type, measure_col=gross_weight.", + "bindings": { + "group_col": "fuel_type", + "measure_col": "gross_weight", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1410.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=133" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_3c9c82921f349c37.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_3c9c82921f349c37", + "api_calls": 0, + "input_tokens": 29495, + "cached_input_tokens": 28032, + "output_tokens": 672, + "total_tokens": 30167, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6200, + "estimated_output_tokens": 150, + "estimated_total_tokens": 6350, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18004.35, + "sql_execution_elapsed_ms_total": 65.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ef10576bfca69546f5d7a88fd5c07207ed1eceb8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:16:23.432147+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18004.35, "started_at": "2026-05-26T00:16:05.423077+00:00", "ended_at": "2026-05-26T00:16:23.427703+00:00", "prompt_metrics": {"chars": 21630, "bytes_utf8": 21630, "lines": 624, "estimated_tokens": 6200}, "response_metrics": {"chars": 595, "bytes_utf8": 595, "lines": 1, "estimated_tokens": 150}, "usage": {"input_tokens": 29495, "cached_input_tokens": 28032, "output_tokens": 672, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"fuel_type\\\",\\n AVG(CAST(\\\"gross_weight\\\" AS REAL)) OVER (PARTITION BY \\\"fuel_type\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"fuel_type\\\" IS NOT NULL\\n AND \\\"fuel_type\\\" <> ''\\n AND \\\"gross_weight\\\" IS NOT NULL\\n AND \\\"gross_weight\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"fuel_type\\\" and measure_col=\\\"gross_weight\\\". Added null/empty filtering for a stable view and cast \\\"gross_weight\\\" from TEXT to REAL for SQLite-compatible averaging.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c20e6d5968508ac68d6ab4319e87dcac14b420be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_3c9c82921f349c37", + "api_calls": 0, + "input_tokens": 29495, + "cached_input_tokens": 28032, + "output_tokens": 672, + "total_tokens": 30167, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6200, + "estimated_output_tokens": 150, + "estimated_total_tokens": 6350, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18004.35, + "sql_execution_elapsed_ms_total": 65.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3c9c82921f349c37/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..47790885f2cfe8ee746ca65a2011e860daa2ddc8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21824, "bytes_utf8": 21824, "lines": 627, "estimated_tokens": 6257}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 428, "bytes_utf8": 428, "lines": 1, "estimated_tokens": 114}, "usage": {"input_tokens": 29552, "cached_input_tokens": 22912, "output_tokens": 555, "reasoning_output_tokens": 435}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0325639ba52c698fa10adc49ae7f94d041aa29e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_3fb54192723c1f43", + "api_calls": 0, + "input_tokens": 29552, + "cached_input_tokens": 22912, + "output_tokens": 555, + "total_tokens": 30107, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6257, + "estimated_output_tokens": 114, + "estimated_total_tokens": 6371, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13803.34, + "sql_execution_elapsed_ms_total": 18.13, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..366f2466f3cc51e0fb6b33450d2d917189a9ba1a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:16:23.504487+00:00", + "ended_at": "2026-05-26T00:16:37.308106+00:00", + "elapsed_ms": 13803.34, + "prompt_metrics": { + "chars": 21824, + "bytes_utf8": 21824, + "lines": 627, + "estimated_tokens": 6257 + }, + "stdout_metrics": { + "chars": 792, + "bytes_utf8": 792, + "lines": 4, + "estimated_tokens": 231 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 428, + "bytes_utf8": 428, + "lines": 1, + "estimated_tokens": 114 + }, + "usage": { + "input_tokens": 29552, + "cached_input_tokens": 22912, + "output_tokens": 555, + "reasoning_output_tokens": 435 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f1b09c91f3f9057524cf81910abd5708067e763a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=transmission_type, condition_col=is_central_locking.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "transmission_type", + "condition_col": "is_central_locking", + "condition_value": "Yes", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ac1a13dfeb9c888af6b5fa8bf308d1fbb15f8fa7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a3-c5fb-7c61-8705-7692d8a609ef"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"transmission_type\\\",\\n AVG(CASE WHEN \\\"is_central_locking\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"transmission_type\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows where \\\"is_central_locking\\\" = 'Yes' for each \\\"transmission_type\\\", following the grouped condition rate template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29552,"cached_input_tokens":22912,"output_tokens":555,"reasoning_output_tokens":435}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..841e20cc1bef3eaa0d917298cfdfce3062509bdc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT\n \"transmission_type\",\n AVG(CASE WHEN \"is_central_locking\" = 'Yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"transmission_type\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the within-group proportion of rows where \"is_central_locking\" = 'Yes' for each \"transmission_type\", following the grouped condition rate template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b2cb98ed561b551f578ba25e583149d2aed99af1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=transmission_type, condition_col=is_central_locking. +Result preview: [{"transmission_type": "Automatic", "condition_rate": 1.0}, {"transmission_type": "Manual", "condition_rate": 0.5768314082920825}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..fe01e8b30560ab63e2ac5cd9f2177aab2858399b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_3fb54192723c1f43 +-- problem_id: v2p_m2_5a05ca21c45a18c5 +-- realization_mode: agent +-- source_kind: agent +SELECT + "transmission_type", + AVG(CASE WHEN "is_central_locking" = 'Yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "transmission_type" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b868b27a68c1461ec22fe1b82a9ca87a48e3d3d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT\n \"transmission_type\",\n AVG(CASE WHEN \"is_central_locking\" = 'Yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"transmission_type\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"transmission_type\\\",\\n AVG(CASE WHEN \\\"is_central_locking\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"transmission_type\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"transmission_type\", \"condition_rate\"], \"rows\": [{\"transmission_type\": \"Automatic\", \"condition_rate\": 1.0}, {\"transmission_type\": \"Manual\", \"condition_rate\": 0.5768314082920825}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 18.13}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..66263c854e36b9f9c9836877cba553f4ce363dd2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:16:23.499914+00:00", + "ended_at": "2026-05-26T00:16:37.333034+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_3fb54192723c1f43", + "problem_id": "v2p_m2_5a05ca21c45a18c5", + "dataset_id": "m2", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=transmission_type, condition_col=is_central_locking.", + "bindings": { + "group_col": "transmission_type", + "condition_col": "is_central_locking", + "condition_value": "Yes", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=104" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_3fb54192723c1f43.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_3fb54192723c1f43", + "api_calls": 0, + "input_tokens": 29552, + "cached_input_tokens": 22912, + "output_tokens": 555, + "total_tokens": 30107, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6257, + "estimated_output_tokens": 114, + "estimated_total_tokens": 6371, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13803.34, + "sql_execution_elapsed_ms_total": 18.13, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..925ea5477eedafc38435915f2bb92ec0b2593ed2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:16:37.313292+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13803.34, "started_at": "2026-05-26T00:16:23.504487+00:00", "ended_at": "2026-05-26T00:16:37.308106+00:00", "prompt_metrics": {"chars": 21824, "bytes_utf8": 21824, "lines": 627, "estimated_tokens": 6257}, "response_metrics": {"chars": 428, "bytes_utf8": 428, "lines": 1, "estimated_tokens": 114}, "usage": {"input_tokens": 29552, "cached_input_tokens": 22912, "output_tokens": 555, "reasoning_output_tokens": 435}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"transmission_type\\\",\\n AVG(CASE WHEN \\\"is_central_locking\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"transmission_type\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows where \\\"is_central_locking\\\" = 'Yes' for each \\\"transmission_type\\\", following the grouped condition rate template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..42e0c104977507c1fc307f38c0466b0b1d623230 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_3fb54192723c1f43", + "api_calls": 0, + "input_tokens": 29552, + "cached_input_tokens": 22912, + "output_tokens": 555, + "total_tokens": 30107, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6257, + "estimated_output_tokens": 114, + "estimated_total_tokens": 6371, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13803.34, + "sql_execution_elapsed_ms_total": 18.13, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_3fb54192723c1f43/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..319653edce9979fca5194746a0b2ac55106bd45e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21981, "bytes_utf8": 21981, "lines": 626, "estimated_tokens": 6314}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 838, "bytes_utf8": 838, "lines": 1, "estimated_tokens": 225}, "usage": {"input_tokens": 29609, "cached_input_tokens": 29056, "output_tokens": 1659, "reasoning_output_tokens": 1428}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d2f06ed1ed2b61a64adf0e5ccc553912a6eef9f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_4762b1210fe81183", + "api_calls": 0, + "input_tokens": 29609, + "cached_input_tokens": 29056, + "output_tokens": 1659, + "total_tokens": 31268, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6314, + "estimated_output_tokens": 225, + "estimated_total_tokens": 6539, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35650.29, + "sql_execution_elapsed_ms_total": 47.07, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7dfafa402f750b422fc969558aa0dbf45e87a776 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:16:37.338533+00:00", + "ended_at": "2026-05-26T00:17:12.989366+00:00", + "elapsed_ms": 35650.29, + "prompt_metrics": { + "chars": 21981, + "bytes_utf8": 21981, + "lines": 626, + "estimated_tokens": 6314 + }, + "stdout_metrics": { + "chars": 1253, + "bytes_utf8": 1253, + "lines": 4, + "estimated_tokens": 378 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 838, + "bytes_utf8": 838, + "lines": 1, + "estimated_tokens": 225 + }, + "usage": { + "input_tokens": 29609, + "cached_input_tokens": 29056, + "output_tokens": 1659, + "reasoning_output_tokens": 1428 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f05f32f3ba85c81a4f5eb3428f2613a382f2c4c8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_front_fog_lights, measure_col=gross_weight.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "is_front_fog_lights", + "measure_col": "gross_weight", + "item_col": "population_density", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1410.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d20840a05e8edeb31e45ed55b47e2f825fa6d79c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a3-fc0b-70d2-87b8-bda62f51ffe8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"is_front_fog_lights\\\",\\n \\\"population_density\\\",\\n SUM(CAST(\\\"gross_weight\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"gross_weight\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"gross_weight\\\" AS REAL))) OVER (PARTITION BY \\\"is_front_fog_lights\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"is_front_fog_lights\\\" IS NOT NULL\\n AND \\\"population_density\\\" IS NOT NULL\\n AND \\\"gross_weight\\\" IS NOT NULL\\nGROUP BY \\\"is_front_fog_lights\\\", \\\"population_density\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Filled the planned Within-Group Share of Total template with group_col=\\\"is_front_fog_lights\\\", item_col=\\\"population_density\\\", and measure_col=\\\"gross_weight\\\". CAST to REAL is used because \\\"gross_weight\\\" is stored as TEXT in the SQLite schema snapshot.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29609,"cached_input_tokens":29056,"output_tokens":1659,"reasoning_output_tokens":1428}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..933d7286ea55f1acc76d25a0d37caeacc3215d0a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"is_front_fog_lights\",\n \"population_density\",\n SUM(CAST(\"gross_weight\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"gross_weight\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"gross_weight\" AS REAL))) OVER (PARTITION BY \"is_front_fog_lights\") AS \"share_within_group\"\nFROM \"m2\"\nWHERE \"is_front_fog_lights\" IS NOT NULL\n AND \"population_density\" IS NOT NULL\n AND \"gross_weight\" IS NOT NULL\nGROUP BY \"is_front_fog_lights\", \"population_density\"\nORDER BY \"share_within_group\" DESC;","notes":"Filled the planned Within-Group Share of Total template with group_col=\"is_front_fog_lights\", item_col=\"population_density\", and measure_col=\"gross_weight\". CAST to REAL is used because \"gross_weight\" is stored as TEXT in the SQLite schema snapshot."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4e0e4c7f4ea472d5faf41ae1da74cfedc65a68a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_front_fog_lights, measure_col=gross_weight. +Result preview: [{"is_front_fog_lights": "Yes", "population_density": "8794", "total_measure": 16117094.0, "share_within_group": 32.034972755624054}, {"is_front_fog_lights": "No", "population_density": "4076", "total_measure": 4933745.0, "share_within_group": 15.989992612267525}, {"is_front_fog_lights": "No", "population_density": "34738", "total_measure": 4717635.0, "share_within_group": 15.289592144988179}, {"is_front_fog_lights": "Yes", "population_density": "27003", "total_measure": 6382113.0, "share_within_group": 12.685339930282352}, {"is_front_fog_lights": "No", "population_density": "8794", "total_measure": 3814075.0, "share_within_group": 12.36120453583115}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d48aafc6a3f13287eec5835d4e2d915b14a2f7f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_4762b1210fe81183 +-- problem_id: v2p_m2_d411bbe8e91161b8 +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_front_fog_lights", + "population_density", + SUM(CAST("gross_weight" AS REAL)) AS "total_measure", + SUM(CAST("gross_weight" AS REAL)) * 100.0 / SUM(SUM(CAST("gross_weight" AS REAL))) OVER (PARTITION BY "is_front_fog_lights") AS "share_within_group" +FROM "m2" +WHERE "is_front_fog_lights" IS NOT NULL + AND "population_density" IS NOT NULL + AND "gross_weight" IS NOT NULL +GROUP BY "is_front_fog_lights", "population_density" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7be4e980aab9c3cb5c4fd298a7aff2ac33e46e54 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"is_front_fog_lights\",\n \"population_density\",\n SUM(CAST(\"gross_weight\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"gross_weight\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"gross_weight\" AS REAL))) OVER (PARTITION BY \"is_front_fog_lights\") AS \"share_within_group\"\nFROM \"m2\"\nWHERE \"is_front_fog_lights\" IS NOT NULL\n AND \"population_density\" IS NOT NULL\n AND \"gross_weight\" IS NOT NULL\nGROUP BY \"is_front_fog_lights\", \"population_density\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"is_front_fog_lights\\\",\\n \\\"population_density\\\",\\n SUM(CAST(\\\"gross_weight\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"gross_weight\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"gross_weight\\\" AS REAL))) OVER (PARTITION BY \\\"is_front_fog_lights\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"is_front_fog_lights\\\" IS NOT NULL\\n AND \\\"population_density\\\" IS NOT NULL\\n AND \\\"gross_weight\\\" IS NOT NULL\\nGROUP BY \\\"is_front_fog_lights\\\", \\\"population_density\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"is_front_fog_lights\", \"population_density\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"is_front_fog_lights\": \"Yes\", \"population_density\": \"8794\", \"total_measure\": 16117094.0, \"share_within_group\": 32.034972755624054}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"4076\", \"total_measure\": 4933745.0, \"share_within_group\": 15.989992612267525}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"34738\", \"total_measure\": 4717635.0, \"share_within_group\": 15.289592144988179}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"27003\", \"total_measure\": 6382113.0, \"share_within_group\": 12.685339930282352}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"8794\", \"total_measure\": 3814075.0, \"share_within_group\": 12.36120453583115}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"27003\", \"total_measure\": 3801855.0, \"share_within_group\": 12.321600196790136}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"34738\", \"total_measure\": 4693894.0, \"share_within_group\": 9.329769151174972}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"7788\", \"total_measure\": 3874303.0, \"share_within_group\": 7.70071770084809}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"73430\", \"total_measure\": 2078350.0, \"share_within_group\": 6.735816534033723}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"5410\", \"total_measure\": 3384794.0, \"share_within_group\": 6.727750273926539}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"4076\", \"total_measure\": 3053589.0, \"share_within_group\": 6.069434131356019}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"17804\", \"total_measure\": 1653655.0, \"share_within_group\": 5.359403705144723}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"5410\", \"total_measure\": 1467280.0, \"share_within_group\": 4.755372715883754}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"7788\", \"total_measure\": 1359035.0, \"share_within_group\": 4.404556702831823}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"73430\", \"total_measure\": 2156399.0, \"share_within_group\": 4.286143843006373}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"6112\", \"total_measure\": 1288160.0, \"share_within_group\": 4.174854777338216}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"17804\", \"total_measure\": 2036338.0, \"share_within_group\": 4.047505856281658}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"4990\", \"total_measure\": 1098675.0, \"share_within_group\": 3.560744451381866}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"6112\", \"total_measure\": 1669800.0, \"share_within_group\": 3.3189604470471568}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"34791\", \"total_measure\": 1523193.0, \"share_within_group\": 3.027558581997305}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"34791\", \"total_measure\": 694705.0, \"share_within_group\": 2.2515001925931135}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"6108\", \"total_measure\": 627590.0, \"share_within_group\": 2.0339842175736638}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"6108\", \"total_measure\": 1011649.0, \"share_within_group\": 2.010793518561989}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"27742\", \"total_measure\": 928245.0, \"share_within_group\": 1.8450164332071435}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"13051\", \"total_measure\": 557085.0, \"share_within_group\": 1.8054814414618214}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"4990\", \"total_measure\": 829061.0, \"share_within_group\": 1.647874396448295}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"21622\", \"total_measure\": 459395.0, \"share_within_group\": 1.48887359523296}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"27742\", \"total_measure\": 430035.0, \"share_within_group\": 1.3937194713177241}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"290\", \"total_measure\": 665129.0, \"share_within_group\": 1.3220366769577365}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"290\", \"total_measure\": 403145.0, \"share_within_group\": 1.3065704797618425}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"65567\", \"total_measure\": 398300.0, \"share_within_group\": 1.2908681047492636}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"13051\", \"total_measure\": 645565.0, \"share_within_group\": 1.2831504976631918}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"16206\", \"total_measure\": 391275.0, \"share_within_group\": 1.268100471217093}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"21622\", \"total_measure\": 430843.0, \"share_within_group\": 0.8563605676650725}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"35036\", \"total_measure\": 232565.0, \"share_within_group\": 0.7537302053251631}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"3264\", \"total_measure\": 230055.0, \"share_within_group\": 0.7455954351948075}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"3264\", \"total_measure\": 288575.0, \"share_within_group\": 0.5735830704315686}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"65567\", \"total_measure\": 237327.0, \"share_within_group\": 0.47172052103027945}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"16733\", \"total_measure\": 139095.0, \"share_within_group\": 0.4507991439369792}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"16733\", \"total_measure\": 136419.0, \"share_within_group\": 0.2711517937631609}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"20905\", \"total_measure\": 79495.0, \"share_within_group\": 0.25763886514447076}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"16206\", \"total_measure\": 112650.0, \"share_within_group\": 0.22390759034606672}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"35036\", \"total_measure\": 71202.0, \"share_within_group\": 0.14152390810315707}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"20905\", \"total_measure\": 62752.0, \"share_within_group\": 0.12472835427781961}], \"row_count_returned\": 44, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 47.07}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e4d671b7fa6dc7182e8373db0e2efa07130aba80 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:16:37.333472+00:00", + "ended_at": "2026-05-26T00:17:13.043292+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_4762b1210fe81183", + "problem_id": "v2p_m2_d411bbe8e91161b8", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_front_fog_lights, measure_col=gross_weight.", + "bindings": { + "group_col": "is_front_fog_lights", + "measure_col": "gross_weight", + "item_col": "population_density", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1410.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=28" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_4762b1210fe81183.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_4762b1210fe81183", + "api_calls": 0, + "input_tokens": 29609, + "cached_input_tokens": 29056, + "output_tokens": 1659, + "total_tokens": 31268, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6314, + "estimated_output_tokens": 225, + "estimated_total_tokens": 6539, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35650.29, + "sql_execution_elapsed_ms_total": 47.07, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0482e2acc41a858922e75469885ef517ffacd4e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:17:12.994410+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 35650.29, "started_at": "2026-05-26T00:16:37.338533+00:00", "ended_at": "2026-05-26T00:17:12.989366+00:00", "prompt_metrics": {"chars": 21981, "bytes_utf8": 21981, "lines": 626, "estimated_tokens": 6314}, "response_metrics": {"chars": 838, "bytes_utf8": 838, "lines": 1, "estimated_tokens": 225}, "usage": {"input_tokens": 29609, "cached_input_tokens": 29056, "output_tokens": 1659, "reasoning_output_tokens": 1428}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"is_front_fog_lights\\\",\\n \\\"population_density\\\",\\n SUM(CAST(\\\"gross_weight\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"gross_weight\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"gross_weight\\\" AS REAL))) OVER (PARTITION BY \\\"is_front_fog_lights\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"is_front_fog_lights\\\" IS NOT NULL\\n AND \\\"population_density\\\" IS NOT NULL\\n AND \\\"gross_weight\\\" IS NOT NULL\\nGROUP BY \\\"is_front_fog_lights\\\", \\\"population_density\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Filled the planned Within-Group Share of Total template with group_col=\\\"is_front_fog_lights\\\", item_col=\\\"population_density\\\", and measure_col=\\\"gross_weight\\\". CAST to REAL is used because \\\"gross_weight\\\" is stored as TEXT in the SQLite schema snapshot.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..096c70dd6f5dc4ad32f4e80253aeb682d648eb88 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4762b1210fe81183/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_4762b1210fe81183", + "api_calls": 0, + "input_tokens": 29609, + "cached_input_tokens": 29056, + "output_tokens": 1659, + "total_tokens": 31268, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6314, + "estimated_output_tokens": 225, + "estimated_total_tokens": 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@@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21609, "bytes_utf8": 21609, "lines": 624, "estimated_tokens": 6195}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 392, "bytes_utf8": 392, "lines": 1, "estimated_tokens": 93}, "usage": {"input_tokens": 29490, "cached_input_tokens": 28032, "output_tokens": 615, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..19a57019b3d82abee7a2313bb949f85eb8d95fb3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:17:13.048108+00:00", + "ended_at": "2026-05-26T00:17:29.046129+00:00", + "elapsed_ms": 15997.78, + "prompt_metrics": { + "chars": 21609, + "bytes_utf8": 21609, + "lines": 624, + "estimated_tokens": 6195 + }, + "stdout_metrics": { + "chars": 750, + "bytes_utf8": 750, + "lines": 4, + "estimated_tokens": 208 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 392, + "bytes_utf8": 392, + "lines": 1, + "estimated_tokens": 93 + }, + "usage": { + "input_tokens": 29490, + "cached_input_tokens": 28032, + "output_tokens": 615, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..48fa66d4a9961e8ffc93838e0cac39a3ec41bbc1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,624 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=model, measure_col=height.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "model", + "measure_col": "height", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1530.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..083bc81ba41f5896dff9500e6a079c475d05bba2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a4-8789-7f51-98ce-d3f6979fa607"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"model\\\",\\n AVG(CAST(\\\"height\\\" AS REAL)) OVER (PARTITION BY \\\"model\\\") AS avg_measure\\nFROM \\\"m2\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the requested Window Partition Average template with group_col=\\\"model\\\" and measure_col=\\\"height\\\". CAST to REAL is included because the schema stores \\\"height\\\" as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29490,"cached_input_tokens":28032,"output_tokens":615,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b13d9835a87f1d9e6fcd6ef27b74206e2522d143 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"model\",\n AVG(CAST(\"height\" AS REAL)) OVER (PARTITION BY \"model\") AS avg_measure\nFROM \"m2\"\nORDER BY avg_measure DESC;","notes":"Used the requested Window Partition Average template with group_col=\"model\" and measure_col=\"height\". CAST to REAL is included because the schema stores \"height\" as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1dea3468dcbcdabeddd4ecf52142826d05445702 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=model, measure_col=height. +Result preview: [{"model": "M10", "avg_measure": 1825.0}, {"model": "M8", "avg_measure": 1675.0}, {"model": "M4", "avg_measure": 1635.0}, {"model": "M11", "avg_measure": 1606.0}, {"model": "M6", "avg_measure": 1530.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..67416465abf72eb9476069074896b0ac87fe902d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_47b9daed6a6f0b6b +-- problem_id: v2p_m2_0e5923d820c71f5b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "model", + AVG(CAST("height" AS REAL)) OVER (PARTITION BY "model") AS avg_measure +FROM "m2" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9bef458d9572886175b4d7fe40b743ef52dee314 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"model\",\n AVG(CAST(\"height\" AS REAL)) OVER (PARTITION BY \"model\") AS avg_measure\nFROM \"m2\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"model\\\",\\n AVG(CAST(\\\"height\\\" AS REAL)) OVER (PARTITION BY \\\"model\\\") AS avg_measure\\nFROM \\\"m2\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"model\", \"avg_measure\"], \"rows\": [{\"model\": \"M10\", \"avg_measure\": 1825.0}, {\"model\": \"M8\", \"avg_measure\": 1675.0}, {\"model\": \"M4\", \"avg_measure\": 1635.0}, {\"model\": \"M11\", \"avg_measure\": 1606.0}, {\"model\": \"M6\", \"avg_measure\": 1530.0}, {\"model\": \"M5\", \"avg_measure\": 1523.0}, {\"model\": \"M2\", \"avg_measure\": 1515.0}, {\"model\": \"M9\", \"avg_measure\": 1501.0}, {\"model\": \"M7\", \"avg_measure\": 1500.0}, {\"model\": \"M3\", \"avg_measure\": 1490.0}, {\"model\": \"M1\", \"avg_measure\": 1475.0}], \"row_count_returned\": 11, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 73.42}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8f189a6e71a94d7a897ce54619c66a0b0b9f2e7d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:17:13.043645+00:00", + "ended_at": "2026-05-26T00:17:29.128916+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_47b9daed6a6f0b6b", + "problem_id": "v2p_m2_0e5923d820c71f5b", + "dataset_id": "m2", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=model, measure_col=height.", + "bindings": { + "group_col": "model", + "measure_col": "height", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1530.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_47b9daed6a6f0b6b.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_47b9daed6a6f0b6b", + "api_calls": 0, + "input_tokens": 29490, + "cached_input_tokens": 28032, + "output_tokens": 615, + "total_tokens": 30105, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6195, + "estimated_output_tokens": 93, + "estimated_total_tokens": 6288, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15997.78, + "sql_execution_elapsed_ms_total": 73.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9b6fe934bd187764a9294fda825e92820713dc95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:17:29.052786+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15997.78, "started_at": "2026-05-26T00:17:13.048108+00:00", "ended_at": "2026-05-26T00:17:29.046129+00:00", "prompt_metrics": {"chars": 21609, "bytes_utf8": 21609, "lines": 624, "estimated_tokens": 6195}, "response_metrics": {"chars": 392, "bytes_utf8": 392, "lines": 1, "estimated_tokens": 93}, "usage": {"input_tokens": 29490, "cached_input_tokens": 28032, "output_tokens": 615, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"model\\\",\\n AVG(CAST(\\\"height\\\" AS REAL)) OVER (PARTITION BY \\\"model\\\") AS avg_measure\\nFROM \\\"m2\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the requested Window Partition Average template with group_col=\\\"model\\\" and measure_col=\\\"height\\\". CAST to REAL is included because the schema stores \\\"height\\\" as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b8907bf99a5ab3c1e12997dfc7c6ff50b9403a76 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_47b9daed6a6f0b6b", + "api_calls": 0, + "input_tokens": 29490, + "cached_input_tokens": 28032, + "output_tokens": 615, + "total_tokens": 30105, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6195, + "estimated_output_tokens": 93, + "estimated_total_tokens": 6288, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15997.78, + "sql_execution_elapsed_ms_total": 73.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_47b9daed6a6f0b6b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..214254a2fb291e7147086c570ce9b7c21e1e1b7b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21777, "bytes_utf8": 21777, "lines": 627, "estimated_tokens": 6251}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 438, "bytes_utf8": 438, "lines": 1, "estimated_tokens": 119}, "usage": {"input_tokens": 29546, "cached_input_tokens": 28032, "output_tokens": 330, "reasoning_output_tokens": 205}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e128974cf3872fdfdb6bcc46044b8ca1dc2221f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_4b8af19fa43496c6", + "api_calls": 0, + "input_tokens": 29546, + "cached_input_tokens": 28032, + "output_tokens": 330, + "total_tokens": 29876, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6251, + "estimated_output_tokens": 119, + "estimated_total_tokens": 6370, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9678.92, + "sql_execution_elapsed_ms_total": 17.02, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..48d106ec54c331b25a9e58958ffc2d3880bd1b6d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:17:29.133381+00:00", + "ended_at": "2026-05-26T00:17:38.812471+00:00", + "elapsed_ms": 9678.92, + "prompt_metrics": { + "chars": 21777, + "bytes_utf8": 21777, + "lines": 627, + "estimated_tokens": 6251 + }, + "stdout_metrics": { + "chars": 805, + "bytes_utf8": 805, + "lines": 4, + "estimated_tokens": 237 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 438, + "bytes_utf8": 438, + "lines": 1, + "estimated_tokens": 119 + }, + "usage": { + "input_tokens": 29546, + "cached_input_tokens": 28032, + "output_tokens": 330, + "reasoning_output_tokens": 205 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4b2affac61385c2c5b8fc30e4a0b370d838add57 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_esc, condition_col=gear_box.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "is_esc", + "condition_col": "gear_box", + "condition_value": "6", + "positive_value": "5", + "negative_value": "6", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1493.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ebf63d964b458a6b6b8ac8c629a433232dee111 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a4-c659-7782-8ab8-f0456c92aba9"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_esc\\\",\\n AVG(CASE WHEN \\\"gear_box\\\" = '6' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_esc\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the grouped condition rate template with group_col=\\\"is_esc\\\" and condition_col=\\\"gear_box\\\". Compared \\\"gear_box\\\" to '6' as a text literal because the schema snapshot types this column as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29546,"cached_input_tokens":28032,"output_tokens":330,"reasoning_output_tokens":205}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c576710c4a588a1339514d0774ecc8dc130140b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"is_esc\",\n AVG(CASE WHEN \"gear_box\" = '6' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"is_esc\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the grouped condition rate template with group_col=\"is_esc\" and condition_col=\"gear_box\". Compared \"gear_box\" to '6' as a text literal because the schema snapshot types this column as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8962e28766c390052d16686664bf2c0307a11ac6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:17:38.094423Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a4-c659-7782-8ab8-f0456c92aba9.1779754649178119000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b410d9884ab6e06ac260835fb42eef7279efc2c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_esc, condition_col=gear_box. +Result preview: [{"is_esc": "Yes", "condition_rate": 0.7815336123036791}, {"is_esc": "No", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7b36e0ed39122022ce180cb44161ae0559fb4698 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_4b8af19fa43496c6 +-- problem_id: v2p_m2_8fc0d53fef4c164b +-- realization_mode: agent +-- source_kind: agent +SELECT "is_esc", + AVG(CASE WHEN "gear_box" = '6' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "is_esc" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..84dec485edad1b617e7d5edca24f77451933f3a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"is_esc\",\n AVG(CASE WHEN \"gear_box\" = '6' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"is_esc\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_esc\\\",\\n AVG(CASE WHEN \\\"gear_box\\\" = '6' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_esc\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"is_esc\", \"condition_rate\"], \"rows\": [{\"is_esc\": \"Yes\", \"condition_rate\": 0.7815336123036791}, {\"is_esc\": \"No\", \"condition_rate\": 0.0}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 17.02}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ed3750686a80cdf960cfc0f822360a201d9d2afd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:17:29.129331+00:00", + "ended_at": "2026-05-26T00:17:38.836501+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_4b8af19fa43496c6", + "problem_id": "v2p_m2_8fc0d53fef4c164b", + "dataset_id": "m2", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_esc, condition_col=gear_box.", + "bindings": { + "group_col": "is_esc", + "condition_col": "gear_box", + "condition_value": "6", + "positive_value": "5", + "negative_value": "6", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1493.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_4b8af19fa43496c6.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_4b8af19fa43496c6", + "api_calls": 0, + "input_tokens": 29546, + "cached_input_tokens": 28032, + "output_tokens": 330, + "total_tokens": 29876, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6251, + "estimated_output_tokens": 119, + "estimated_total_tokens": 6370, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9678.92, + "sql_execution_elapsed_ms_total": 17.02, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3fadba07523e5f21d4c28ad30282ae1fab0db3bb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:17:38.817801+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 9678.92, "started_at": "2026-05-26T00:17:29.133381+00:00", "ended_at": "2026-05-26T00:17:38.812471+00:00", "prompt_metrics": {"chars": 21777, "bytes_utf8": 21777, "lines": 627, "estimated_tokens": 6251}, "response_metrics": {"chars": 438, "bytes_utf8": 438, "lines": 1, "estimated_tokens": 119}, "usage": {"input_tokens": 29546, "cached_input_tokens": 28032, "output_tokens": 330, "reasoning_output_tokens": 205}, "stderr_preview": "2026-05-26T00:17:38.094423Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a4-c659-7782-8ab8-f0456c92aba9.1779754649178119000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_esc\\\",\\n AVG(CASE WHEN \\\"gear_box\\\" = '6' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_esc\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the grouped condition rate template with group_col=\\\"is_esc\\\" and condition_col=\\\"gear_box\\\". Compared \\\"gear_box\\\" to '6' as a text literal because the schema snapshot types this column as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cf40dae1a0b49d7cb1d3fb4624d3ea1af40ee99f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_4b8af19fa43496c6", + "api_calls": 0, + "input_tokens": 29546, + "cached_input_tokens": 28032, + "output_tokens": 330, + "total_tokens": 29876, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6251, + "estimated_output_tokens": 119, + "estimated_total_tokens": 6370, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9678.92, + "sql_execution_elapsed_ms_total": 17.02, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4b8af19fa43496c6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6d50e295a584c1c68b8b4cd2584268113e1a8297 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21627, "bytes_utf8": 21627, "lines": 624, "estimated_tokens": 6201}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 513, "bytes_utf8": 513, "lines": 1, "estimated_tokens": 126}, "usage": {"input_tokens": 29496, "cached_input_tokens": 29056, "output_tokens": 648, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..21fbe933a9c6f6473200871f435bc5a966cd5d10 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_4e3143c1d2bc95cc", + "api_calls": 0, + "input_tokens": 29496, + "cached_input_tokens": 29056, + "output_tokens": 648, + "total_tokens": 30144, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6201, + "estimated_output_tokens": 126, + "estimated_total_tokens": 6327, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16073.95, + "sql_execution_elapsed_ms_total": 82.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4fded679cf719528aba88f6974ce2ffdb6d088e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:17:38.840808+00:00", + "ended_at": "2026-05-26T00:17:54.915023+00:00", + "elapsed_ms": 16073.95, + "prompt_metrics": { + "chars": 21627, + "bytes_utf8": 21627, + "lines": 624, + "estimated_tokens": 6201 + }, + "stdout_metrics": { + "chars": 885, + "bytes_utf8": 885, + "lines": 4, + "estimated_tokens": 248 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 513, + "bytes_utf8": 513, + "lines": 1, + "estimated_tokens": 126 + }, + "usage": { + "input_tokens": 29496, + "cached_input_tokens": 29056, + "output_tokens": 648, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..eb571c6b9cab42fef3fbf6eb3184db81a2d9d240 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,624 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=engine_type, measure_col=age_of_car.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "engine_type", + "measure_col": "age_of_car", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.09, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0177382a3f321cab2f5e590ef9f1a0da207f0990 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a4-ec45-7563-ba12-02ef6f6075ff"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"engine_type\\\",\\n AVG(CAST(\\\"age_of_car\\\" AS REAL)) OVER (PARTITION BY \\\"engine_type\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"engine_type\\\" IS NOT NULL\\n AND \\\"age_of_car\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the provided Window Partition Average template with group_col=\\\"engine_type\\\" and measure_col=\\\"age_of_car\\\". CAST to REAL is added because the schema stores numeric-looking values as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29496,"cached_input_tokens":29056,"output_tokens":648,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..15ef76b06289ff3f855bd52f6dc4cfcc9ea44091 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"engine_type\",\n AVG(CAST(\"age_of_car\" AS REAL)) OVER (PARTITION BY \"engine_type\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE \"engine_type\" IS NOT NULL\n AND \"age_of_car\" IS NOT NULL\nORDER BY \"avg_measure\" DESC;","notes":"Uses the provided Window Partition Average template with group_col=\"engine_type\" and measure_col=\"age_of_car\". CAST to REAL is added because the schema stores numeric-looking values as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e0140dca64ba3f8e994b95c1d7d8f2122597aa57 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=engine_type, measure_col=age_of_car. +Result preview: [{"engine_type": "1.5 Turbocharged Revotron", "avg_measure": 0.10286501377410469}, {"engine_type": "1.5 L U2 CRDi", "avg_measure": 0.08912398344985019}, {"engine_type": "1.5 Turbocharged Revotorq", "avg_measure": 0.08663329161451815}, {"engine_type": "K Series Dual jet", "avg_measure": 0.08621152729384438}, {"engine_type": "1.2 L K Series Engine", "avg_measure": 0.08452721088435373}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..be8b6a6cb313e907d14737bdad47fec4e9f0fecd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_4e3143c1d2bc95cc +-- problem_id: v2p_m2_9aa18e5842e30b0f +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "engine_type", + AVG(CAST("age_of_car" AS REAL)) OVER (PARTITION BY "engine_type") AS "avg_measure" +FROM "m2" +WHERE "engine_type" IS NOT NULL + AND "age_of_car" IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f0a5e73d62b34095aa62ca5a58ebb3ea9d0d885a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"engine_type\",\n AVG(CAST(\"age_of_car\" AS REAL)) OVER (PARTITION BY \"engine_type\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE \"engine_type\" IS NOT NULL\n AND \"age_of_car\" IS NOT NULL\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"engine_type\\\",\\n AVG(CAST(\\\"age_of_car\\\" AS REAL)) OVER (PARTITION BY \\\"engine_type\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"engine_type\\\" IS NOT NULL\\n AND \\\"age_of_car\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"engine_type\", \"avg_measure\"], \"rows\": [{\"engine_type\": \"1.5 Turbocharged Revotron\", \"avg_measure\": 0.10286501377410469}, {\"engine_type\": \"1.5 L U2 CRDi\", \"avg_measure\": 0.08912398344985019}, {\"engine_type\": \"1.5 Turbocharged Revotorq\", \"avg_measure\": 0.08663329161451815}, {\"engine_type\": \"K Series Dual jet\", \"avg_measure\": 0.08621152729384438}, {\"engine_type\": \"1.2 L K Series Engine\", \"avg_measure\": 0.08452721088435373}, {\"engine_type\": \"1.2 L K12N Dualjet\", \"avg_measure\": 0.08399074074074075}, {\"engine_type\": \"G12B\", \"avg_measure\": 0.07679073614557486}, {\"engine_type\": \"1.0 SCe\", \"avg_measure\": 0.07599662873999158}, {\"engine_type\": \"K10C\", \"avg_measure\": 0.07363287802540139}, {\"engine_type\": \"i-DTEC\", \"avg_measure\": 0.07226111636707663}, {\"engine_type\": \"F8D Petrol Engine\", \"avg_measure\": 0.02558670056194809}], \"row_count_returned\": 11, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 82.03}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3430244fc551bb4fe1894415e667743ac1a0e648 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:17:38.837016+00:00", + "ended_at": "2026-05-26T00:17:55.003432+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_4e3143c1d2bc95cc", + "problem_id": "v2p_m2_9aa18e5842e30b0f", + "dataset_id": "m2", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=engine_type, measure_col=age_of_car.", + "bindings": { + "group_col": "engine_type", + "measure_col": "age_of_car", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.09, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=136" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_4e3143c1d2bc95cc.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_4e3143c1d2bc95cc", + "api_calls": 0, + "input_tokens": 29496, + "cached_input_tokens": 29056, + "output_tokens": 648, + "total_tokens": 30144, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6201, + "estimated_output_tokens": 126, + "estimated_total_tokens": 6327, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16073.95, + "sql_execution_elapsed_ms_total": 82.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..05058785b20f0df78dd3781f7c9e14eaf33dea37 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:17:54.919852+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16073.95, "started_at": "2026-05-26T00:17:38.840808+00:00", "ended_at": "2026-05-26T00:17:54.915023+00:00", "prompt_metrics": {"chars": 21627, "bytes_utf8": 21627, "lines": 624, "estimated_tokens": 6201}, "response_metrics": {"chars": 513, "bytes_utf8": 513, "lines": 1, "estimated_tokens": 126}, "usage": {"input_tokens": 29496, "cached_input_tokens": 29056, "output_tokens": 648, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"engine_type\\\",\\n AVG(CAST(\\\"age_of_car\\\" AS REAL)) OVER (PARTITION BY \\\"engine_type\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"engine_type\\\" IS NOT NULL\\n AND \\\"age_of_car\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the provided Window Partition Average template with group_col=\\\"engine_type\\\" and measure_col=\\\"age_of_car\\\". CAST to REAL is added because the schema stores numeric-looking values as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4f85c8ed00fecb4356a6fc6d5d6d3c30405898f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_4e3143c1d2bc95cc", + "api_calls": 0, + "input_tokens": 29496, + "cached_input_tokens": 29056, + "output_tokens": 648, + "total_tokens": 30144, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6201, + "estimated_output_tokens": 126, + "estimated_total_tokens": 6327, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16073.95, + "sql_execution_elapsed_ms_total": 82.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4e3143c1d2bc95cc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8b5c2ff7401561f3cd56efc11ab23fbc4cfaaf9c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21882, "bytes_utf8": 21882, "lines": 628, "estimated_tokens": 6291}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 452, "bytes_utf8": 452, "lines": 1, "estimated_tokens": 117}, "usage": {"input_tokens": 29586, "cached_input_tokens": 28032, "output_tokens": 844, "reasoning_output_tokens": 721}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1ee32f9056ee47708af602ddb40d49d36379a293 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:17:55.009032+00:00", + "ended_at": "2026-05-26T00:18:15.068169+00:00", + "elapsed_ms": 20058.83, + "prompt_metrics": { + "chars": 21882, + "bytes_utf8": 21882, + "lines": 628, + "estimated_tokens": 6291 + }, + "stdout_metrics": { + "chars": 819, + "bytes_utf8": 819, + "lines": 4, + "estimated_tokens": 236 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 452, + "bytes_utf8": 452, + "lines": 1, + "estimated_tokens": 117 + }, + "usage": { + "input_tokens": 29586, + "cached_input_tokens": 28032, + "output_tokens": 844, + "reasoning_output_tokens": 721 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..67da402ec295d67c30ce3620a36fa8ec7311d47b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,628 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=is_parking_camera.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "age_of_policyholder", + "group_col_2": "is_parking_camera", + "predicate_col": "airbags", + "predicate_op": ">=", + "predicate_value": 6.0, + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3995.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f5417d3ca030578ecca91075daece69ac1280f6a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a5-2b73-7e41-8e50-f529cf892fdb"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"age_of_policyholder\\\", \\\"is_parking_camera\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE CAST(\\\"airbags\\\" AS REAL) >= 6.0\\nGROUP BY \\\"age_of_policyholder\\\", \\\"is_parking_camera\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the provided filtered two-dimensional group count template with the bound columns. Applied CAST to \\\"airbags\\\" because the schema stores it as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29586,"cached_input_tokens":28032,"output_tokens":844,"reasoning_output_tokens":721}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bbb5353af49670681b4b9d80fab234e5c6573f94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"age_of_policyholder\", \"is_parking_camera\", COUNT(*) AS \"row_count\"\nFROM \"m2\"\nWHERE CAST(\"airbags\" AS REAL) >= 6.0\nGROUP BY \"age_of_policyholder\", \"is_parking_camera\"\nORDER BY \"row_count\" DESC;","notes":"Used the provided filtered two-dimensional group count template with the bound columns. Applied CAST to \"airbags\" because the schema stores it as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a5d9ebb57d678cd9b29d43aa29f086f9e73c955c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=is_parking_camera. +Result preview: [{"age_of_policyholder": "0.394230769230769", "is_parking_camera": "Yes", "row_count": 540}, {"age_of_policyholder": "0.346153846153846", "is_parking_camera": "Yes", "row_count": 537}, {"age_of_policyholder": "0.326923076923077", "is_parking_camera": "Yes", "row_count": 535}, {"age_of_policyholder": "0.471153846153846", "is_parking_camera": "Yes", "row_count": 518}, {"age_of_policyholder": "0.413461538461538", "is_parking_camera": "Yes", "row_count": 510}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ccdb40b1a9930f46ab092e3c0a8eb7de4a68a6d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m2_4ff518565fb16d46 +-- problem_id: v2p_m2_5a0c9114bdec72ca +-- realization_mode: agent +-- source_kind: agent +SELECT "age_of_policyholder", "is_parking_camera", COUNT(*) AS "row_count" +FROM "m2" +WHERE CAST("airbags" AS REAL) >= 6.0 +GROUP BY "age_of_policyholder", "is_parking_camera" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d2b164672f2bc84a6be0dce69a49258836721251 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"age_of_policyholder\", \"is_parking_camera\", COUNT(*) AS \"row_count\"\nFROM \"m2\"\nWHERE CAST(\"airbags\" AS REAL) >= 6.0\nGROUP BY \"age_of_policyholder\", \"is_parking_camera\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"age_of_policyholder\\\", \\\"is_parking_camera\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE CAST(\\\"airbags\\\" AS REAL) >= 6.0\\nGROUP BY \\\"age_of_policyholder\\\", \\\"is_parking_camera\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"age_of_policyholder\", \"is_parking_camera\", \"row_count\"], \"rows\": [{\"age_of_policyholder\": \"0.394230769230769\", \"is_parking_camera\": \"Yes\", \"row_count\": 540}, {\"age_of_policyholder\": \"0.346153846153846\", \"is_parking_camera\": \"Yes\", \"row_count\": 537}, {\"age_of_policyholder\": \"0.326923076923077\", \"is_parking_camera\": \"Yes\", \"row_count\": 535}, {\"age_of_policyholder\": \"0.471153846153846\", \"is_parking_camera\": \"Yes\", \"row_count\": 518}, {\"age_of_policyholder\": \"0.413461538461538\", \"is_parking_camera\": \"Yes\", \"row_count\": 510}, {\"age_of_policyholder\": \"0.355769230769231\", \"is_parking_camera\": \"Yes\", \"row_count\": 508}, {\"age_of_policyholder\": \"0.365384615384615\", \"is_parking_camera\": \"Yes\", \"row_count\": 508}, {\"age_of_policyholder\": \"0.451923076923077\", \"is_parking_camera\": \"Yes\", \"row_count\": 505}, {\"age_of_policyholder\": \"0.375\", \"is_parking_camera\": \"Yes\", \"row_count\": 504}, {\"age_of_policyholder\": \"0.432692307692308\", \"is_parking_camera\": \"Yes\", \"row_count\": 500}, {\"age_of_policyholder\": \"0.461538461538462\", \"is_parking_camera\": \"Yes\", \"row_count\": 500}, {\"age_of_policyholder\": \"0.403846153846154\", \"is_parking_camera\": \"Yes\", \"row_count\": 496}, {\"age_of_policyholder\": \"0.480769230769231\", \"is_parking_camera\": \"Yes\", \"row_count\": 487}, {\"age_of_policyholder\": \"0.307692307692308\", \"is_parking_camera\": \"Yes\", \"row_count\": 484}, {\"age_of_policyholder\": \"0.442307692307692\", \"is_parking_camera\": \"Yes\", \"row_count\": 483}, {\"age_of_policyholder\": \"0.336538461538461\", \"is_parking_camera\": \"Yes\", \"row_count\": 463}, {\"age_of_policyholder\": \"0.384615384615385\", \"is_parking_camera\": \"Yes\", \"row_count\": 463}, {\"age_of_policyholder\": \"0.423076923076923\", \"is_parking_camera\": \"Yes\", \"row_count\": 461}, {\"age_of_policyholder\": \"0.490384615384615\", \"is_parking_camera\": \"Yes\", \"row_count\": 458}, {\"age_of_policyholder\": \"0.509615384615385\", \"is_parking_camera\": \"Yes\", \"row_count\": 452}, {\"age_of_policyholder\": \"0.298076923076923\", \"is_parking_camera\": \"Yes\", \"row_count\": 446}, {\"age_of_policyholder\": \"0.317307692307692\", \"is_parking_camera\": \"Yes\", \"row_count\": 431}, {\"age_of_policyholder\": \"0.5\", \"is_parking_camera\": \"Yes\", \"row_count\": 429}, {\"age_of_policyholder\": \"0.288461538461538\", \"is_parking_camera\": \"Yes\", \"row_count\": 418}, {\"age_of_policyholder\": \"0.519230769230769\", \"is_parking_camera\": \"Yes\", \"row_count\": 409}, {\"age_of_policyholder\": \"0.538461538461538\", \"is_parking_camera\": \"Yes\", \"row_count\": 386}, {\"age_of_policyholder\": \"0.528846153846154\", \"is_parking_camera\": \"Yes\", \"row_count\": 368}, {\"age_of_policyholder\": \"0.548076923076923\", \"is_parking_camera\": \"Yes\", \"row_count\": 329}, {\"age_of_policyholder\": \"0.557692307692308\", \"is_parking_camera\": \"Yes\", \"row_count\": 281}, {\"age_of_policyholder\": \"0.567307692307692\", \"is_parking_camera\": \"Yes\", \"row_count\": 276}, {\"age_of_policyholder\": \"0.576923076923077\", \"is_parking_camera\": \"Yes\", \"row_count\": 265}, {\"age_of_policyholder\": \"0.586538461538462\", \"is_parking_camera\": \"Yes\", \"row_count\": 243}, {\"age_of_policyholder\": \"0.596153846153846\", \"is_parking_camera\": \"Yes\", \"row_count\": 221}, {\"age_of_policyholder\": \"0.605769230769231\", \"is_parking_camera\": \"Yes\", \"row_count\": 190}, {\"age_of_policyholder\": \"0.615384615384615\", \"is_parking_camera\": \"Yes\", \"row_count\": 184}, {\"age_of_policyholder\": \"0.625\", \"is_parking_camera\": \"Yes\", \"row_count\": 172}, {\"age_of_policyholder\": \"0.634615384615385\", \"is_parking_camera\": \"Yes\", \"row_count\": 170}, {\"age_of_policyholder\": \"0.644230769230769\", \"is_parking_camera\": \"Yes\", \"row_count\": 157}, {\"age_of_policyholder\": \"0.653846153846154\", \"is_parking_camera\": \"Yes\", \"row_count\": 154}, {\"age_of_policyholder\": \"0.663461538461538\", \"is_parking_camera\": \"Yes\", \"row_count\": 144}, {\"age_of_policyholder\": \"0.673076923076923\", \"is_parking_camera\": \"Yes\", \"row_count\": 143}, {\"age_of_policyholder\": \"0.692307692307692\", \"is_parking_camera\": \"Yes\", \"row_count\": 132}, {\"age_of_policyholder\": \"0.701923076923077\", \"is_parking_camera\": \"Yes\", \"row_count\": 128}, {\"age_of_policyholder\": \"0.682692307692308\", \"is_parking_camera\": \"Yes\", \"row_count\": 113}, {\"age_of_policyholder\": \"0.711538461538462\", \"is_parking_camera\": \"Yes\", \"row_count\": 111}, {\"age_of_policyholder\": \"0.721153846153846\", \"is_parking_camera\": \"Yes\", \"row_count\": 101}, {\"age_of_policyholder\": \"0.730769230769231\", \"is_parking_camera\": \"Yes\", \"row_count\": 101}, {\"age_of_policyholder\": \"0.740384615384615\", \"is_parking_camera\": \"Yes\", \"row_count\": 77}, {\"age_of_policyholder\": \"0.75\", \"is_parking_camera\": \"Yes\", \"row_count\": 76}, {\"age_of_policyholder\": \"0.759615384615385\", \"is_parking_camera\": \"Yes\", \"row_count\": 68}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 24.65}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..62d5ae652c3b9a33cccaf68178559dbf155fee9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:17:55.003826+00:00", + "ended_at": "2026-05-26T00:18:15.100993+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_4ff518565fb16d46", + "problem_id": "v2p_m2_5a0c9114bdec72ca", + "dataset_id": "m2", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=is_parking_camera.", + "bindings": { + "group_col": "age_of_policyholder", + "group_col_2": "is_parking_camera", + "predicate_col": "airbags", + "predicate_op": ">=", + "predicate_value": 6.0, + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3995.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=55" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_4ff518565fb16d46.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_4ff518565fb16d46", + "api_calls": 0, + "input_tokens": 29586, + "cached_input_tokens": 28032, + "output_tokens": 844, + "total_tokens": 30430, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6291, + "estimated_output_tokens": 117, + "estimated_total_tokens": 6408, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20058.83, + "sql_execution_elapsed_ms_total": 24.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0b162fb7757f4d01a9bfa6176f9fe82197b46f56 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:18:15.073523+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 20058.83, "started_at": "2026-05-26T00:17:55.009032+00:00", "ended_at": "2026-05-26T00:18:15.068169+00:00", "prompt_metrics": {"chars": 21882, "bytes_utf8": 21882, "lines": 628, "estimated_tokens": 6291}, "response_metrics": {"chars": 452, "bytes_utf8": 452, "lines": 1, "estimated_tokens": 117}, "usage": {"input_tokens": 29586, "cached_input_tokens": 28032, "output_tokens": 844, "reasoning_output_tokens": 721}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"age_of_policyholder\\\", \\\"is_parking_camera\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE CAST(\\\"airbags\\\" AS REAL) >= 6.0\\nGROUP BY \\\"age_of_policyholder\\\", \\\"is_parking_camera\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the provided filtered two-dimensional group count template with the bound columns. Applied CAST to \\\"airbags\\\" because the schema stores it as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0e1cb5ce8eca4c3f20ef64011d57024f8d987bdc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_4ff518565fb16d46/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_4ff518565fb16d46", + "api_calls": 0, + "input_tokens": 29586, + "cached_input_tokens": 28032, + "output_tokens": 844, + "total_tokens": 30430, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6291, + "estimated_output_tokens": 117, + "estimated_total_tokens": 6408, + "usage_source": 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+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21820, "bytes_utf8": 21820, "lines": 627, "estimated_tokens": 6263}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 427, "bytes_utf8": 427, "lines": 1, "estimated_tokens": 122}, "usage": {"input_tokens": 29558, "cached_input_tokens": 28032, "output_tokens": 963, "reasoning_output_tokens": 835}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0684cb6bc0058afd597446d3aff4f8a39c29e341 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:18:15.105260+00:00", + "ended_at": "2026-05-26T00:18:36.366239+00:00", + "elapsed_ms": 21260.66, + "prompt_metrics": { + "chars": 21820, + "bytes_utf8": 21820, + "lines": 627, + "estimated_tokens": 6263 + }, + "stdout_metrics": { + "chars": 791, + "bytes_utf8": 791, + "lines": 4, + "estimated_tokens": 241 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 427, + "bytes_utf8": 427, + "lines": 1, + "estimated_tokens": 122 + }, + "usage": { + "input_tokens": 29558, + "cached_input_tokens": 28032, + "output_tokens": 963, + "reasoning_output_tokens": 835 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1c9602a9b23392f1589f46d30150c3761f7fa47c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=rear_brakes_type, condition_col=is_rear_window_defogger.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "rear_brakes_type", + "condition_col": "is_rear_window_defogger", + "condition_value": "No", + "positive_value": "No", + "negative_value": "Yes", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1755.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..17f80b7482d057b0b736dacf3a59818b26df0030 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a5-79f0-7513-b3a5-4dd0502d1e25"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"rear_brakes_type\\\",\\n AVG(CASE WHEN \\\"is_rear_window_defogger\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"rear_brakes_type\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template with \\\"rear_brakes_type\\\" as the group and computes the share of rows where \\\"is_rear_window_defogger\\\" equals 'No'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29558,"cached_input_tokens":28032,"output_tokens":963,"reasoning_output_tokens":835}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9b6216e689504f8bb20c2f1ff614c4b40576e454 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT\n \"rear_brakes_type\",\n AVG(CASE WHEN \"is_rear_window_defogger\" = 'No' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"rear_brakes_type\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the Grouped Condition Rate template with \"rear_brakes_type\" as the group and computes the share of rows where \"is_rear_window_defogger\" equals 'No'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d4bf5ea16814768293a46adefd2d879acb13ecf7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=rear_brakes_type, condition_col=is_rear_window_defogger. +Result preview: [{"rear_brakes_type": "Drum", "condition_rate": 0.8542423834522367}, {"rear_brakes_type": "Disc", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..3af118b940ec2252eeb2b23260e59b4da941410c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_51fb5b813801ee20 +-- problem_id: v2p_m2_31932c510bcc2f87 +-- realization_mode: agent +-- source_kind: agent +SELECT + "rear_brakes_type", + AVG(CASE WHEN "is_rear_window_defogger" = 'No' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "rear_brakes_type" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c3c6af41b47d2cad095ec5c1c1269814772c92e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT\n \"rear_brakes_type\",\n AVG(CASE WHEN \"is_rear_window_defogger\" = 'No' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"rear_brakes_type\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"rear_brakes_type\\\",\\n AVG(CASE WHEN \\\"is_rear_window_defogger\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"rear_brakes_type\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"rear_brakes_type\", \"condition_rate\"], \"rows\": [{\"rear_brakes_type\": \"Drum\", \"condition_rate\": 0.8542423834522367}, {\"rear_brakes_type\": \"Disc\", \"condition_rate\": 0.0}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 18.95}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..67f406dd592360a5baab06e35764dd4d66a89714 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:18:15.101437+00:00", + "ended_at": "2026-05-26T00:18:36.392231+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_51fb5b813801ee20", + "problem_id": "v2p_m2_31932c510bcc2f87", + "dataset_id": "m2", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=rear_brakes_type, condition_col=is_rear_window_defogger.", + "bindings": { + "group_col": "rear_brakes_type", + "condition_col": "is_rear_window_defogger", + "condition_value": "No", + "positive_value": "No", + "negative_value": "Yes", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1755.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=101" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_51fb5b813801ee20.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_51fb5b813801ee20", + "api_calls": 0, + "input_tokens": 29558, + "cached_input_tokens": 28032, + "output_tokens": 963, + "total_tokens": 30521, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6263, + "estimated_output_tokens": 122, + "estimated_total_tokens": 6385, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 21260.66, + "sql_execution_elapsed_ms_total": 18.95, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..03c6525857edaaad23ed9b3f8ce73cdd0f1c0210 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:18:36.370979+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 21260.66, "started_at": "2026-05-26T00:18:15.105260+00:00", "ended_at": "2026-05-26T00:18:36.366239+00:00", "prompt_metrics": {"chars": 21820, "bytes_utf8": 21820, "lines": 627, "estimated_tokens": 6263}, "response_metrics": {"chars": 427, "bytes_utf8": 427, "lines": 1, "estimated_tokens": 122}, "usage": {"input_tokens": 29558, "cached_input_tokens": 28032, "output_tokens": 963, "reasoning_output_tokens": 835}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"rear_brakes_type\\\",\\n AVG(CASE WHEN \\\"is_rear_window_defogger\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"rear_brakes_type\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template with \\\"rear_brakes_type\\\" as the group and computes the share of rows where \\\"is_rear_window_defogger\\\" equals 'No'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a39f61236c80b68a8fc8aee43f88f2e47016e31c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_51fb5b813801ee20", + "api_calls": 0, + "input_tokens": 29558, + "cached_input_tokens": 28032, + "output_tokens": 963, + "total_tokens": 30521, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6263, + "estimated_output_tokens": 122, + "estimated_total_tokens": 6385, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 21260.66, + "sql_execution_elapsed_ms_total": 18.95, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_51fb5b813801ee20/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..72c151b49d7d1f9839de15d2487be13245184300 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21780, "bytes_utf8": 21780, "lines": 627, "estimated_tokens": 6252}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 421, "bytes_utf8": 421, "lines": 1, "estimated_tokens": 122}, "usage": {"input_tokens": 29547, "cached_input_tokens": 29056, "output_tokens": 567, "reasoning_output_tokens": 439}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a53ee4fb579f30f14f2c911be97f6ee7da960cd5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_52ceb9f152a0ffaa", + "api_calls": 0, + "input_tokens": 29547, + "cached_input_tokens": 29056, + "output_tokens": 567, + "total_tokens": 30114, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6252, + "estimated_output_tokens": 122, + "estimated_total_tokens": 6374, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15559.88, + "sql_execution_elapsed_ms_total": 16.57, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d8379891bf2b995538c6aeefec5e7f7066cf0ac2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:18:36.397323+00:00", + "ended_at": "2026-05-26T00:18:51.957447+00:00", + "elapsed_ms": 15559.88, + "prompt_metrics": { + "chars": 21780, + "bytes_utf8": 21780, + "lines": 627, + "estimated_tokens": 6252 + }, + "stdout_metrics": { + "chars": 789, + "bytes_utf8": 789, + "lines": 4, + "estimated_tokens": 242 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 105 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 421, + "bytes_utf8": 421, + "lines": 1, + "estimated_tokens": 122 + }, + "usage": { + "input_tokens": 29547, + "cached_input_tokens": 29056, + "output_tokens": 567, + "reasoning_output_tokens": 439 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c73024b3f7cd394a65cd8f45eb77ede41ca50028 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_esc, condition_col=gear_box.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "is_esc", + "condition_col": "gear_box", + "condition_value": "5", + "positive_value": "5", + "negative_value": "6", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1493.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f5a0a543f2b54b66e5c61eb7cab2cff70b1baba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a5-cd18-7632-9a2b-332c18763f9c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"is_esc\\\",\\n AVG(CASE WHEN \\\"gear_box\\\" = '5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_esc\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows where \\\"gear_box\\\" equals '5' for each \\\"is_esc\\\" group. \\\"gear_box\\\" is stored as TEXT in the schema, so the comparison uses a string literal.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29547,"cached_input_tokens":29056,"output_tokens":567,"reasoning_output_tokens":439}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..15344a2f73483b1d53f62bbfb274a6c689e69672 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"is_esc\",\n AVG(CASE WHEN \"gear_box\" = '5' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"is_esc\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the within-group proportion of rows where \"gear_box\" equals '5' for each \"is_esc\" group. \"gear_box\" is stored as TEXT in the schema, so the comparison uses a string literal."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5665cb3c6d4e69fe0dee2da75018697932faad99 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:18:51.423667Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a5-cd18-7632-9a2b-332c18763f9c.1779754716440462000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6bd0e5dc04d1e2f3cec644066115f75f3717cbca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_esc, condition_col=gear_box. +Result preview: [{"is_esc": "No", "condition_rate": 1.0}, {"is_esc": "Yes", "condition_rate": 0.21846638769632085}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..3b5abe137ed2305f3be048baba14e353d394f7f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_52ceb9f152a0ffaa +-- problem_id: v2p_m2_aba111959b1d0fad +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_esc", + AVG(CASE WHEN "gear_box" = '5' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "is_esc" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e42c9d08b35394e2aaa12deaed75c75525155369 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"is_esc\",\n AVG(CASE WHEN \"gear_box\" = '5' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"is_esc\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"is_esc\\\",\\n AVG(CASE WHEN \\\"gear_box\\\" = '5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_esc\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"is_esc\", \"condition_rate\"], \"rows\": [{\"is_esc\": \"No\", \"condition_rate\": 1.0}, {\"is_esc\": \"Yes\", \"condition_rate\": 0.21846638769632085}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 16.57}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0157c6bfe7eb9869d345afd2c593174869941efe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:18:36.392945+00:00", + "ended_at": "2026-05-26T00:18:51.981217+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_52ceb9f152a0ffaa", + "problem_id": "v2p_m2_aba111959b1d0fad", + "dataset_id": "m2", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_esc, condition_col=gear_box.", + "bindings": { + "group_col": "is_esc", + "condition_col": "gear_box", + "condition_value": "5", + "positive_value": "5", + "negative_value": "6", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1493.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_52ceb9f152a0ffaa.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_52ceb9f152a0ffaa", + "api_calls": 0, + "input_tokens": 29547, + "cached_input_tokens": 29056, + "output_tokens": 567, + "total_tokens": 30114, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6252, + "estimated_output_tokens": 122, + "estimated_total_tokens": 6374, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15559.88, + "sql_execution_elapsed_ms_total": 16.57, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8e027028edec6a5d6b0514f19dadfe0e827e1334 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:18:51.963036+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15559.88, "started_at": "2026-05-26T00:18:36.397323+00:00", "ended_at": "2026-05-26T00:18:51.957447+00:00", "prompt_metrics": {"chars": 21780, "bytes_utf8": 21780, "lines": 627, "estimated_tokens": 6252}, "response_metrics": {"chars": 421, "bytes_utf8": 421, "lines": 1, "estimated_tokens": 122}, "usage": {"input_tokens": 29547, "cached_input_tokens": 29056, "output_tokens": 567, "reasoning_output_tokens": 439}, "stderr_preview": "2026-05-26T00:18:51.423667Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a5-cd18-7632-9a2b-332c18763f9c.1779754716440462000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"is_esc\\\",\\n AVG(CASE WHEN \\\"gear_box\\\" = '5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_esc\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows where \\\"gear_box\\\" equals '5' for each \\\"is_esc\\\" group. \\\"gear_box\\\" is stored as TEXT in the schema, so the comparison uses a string literal.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cc97b0df948d06569a345d548e74b787203d6c0f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_52ceb9f152a0ffaa", + "api_calls": 0, + "input_tokens": 29547, + "cached_input_tokens": 29056, + "output_tokens": 567, + "total_tokens": 30114, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6252, + "estimated_output_tokens": 122, + "estimated_total_tokens": 6374, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15559.88, + "sql_execution_elapsed_ms_total": 16.57, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_52ceb9f152a0ffaa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a54c1923031a54489e318ed502adfb0fa695095c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21642, "bytes_utf8": 21642, "lines": 624, "estimated_tokens": 6204}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 428, "bytes_utf8": 428, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 29499, "cached_input_tokens": 22912, "output_tokens": 964, "reasoning_output_tokens": 851}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c41504a88489c30c0f5959e7618907ad41b20aab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_55ad298d9ca633d7", + "api_calls": 0, + "input_tokens": 29499, + "cached_input_tokens": 22912, + "output_tokens": 964, + "total_tokens": 30463, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6204, + "estimated_output_tokens": 107, + "estimated_total_tokens": 6311, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22508.73, + "sql_execution_elapsed_ms_total": 102.97, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2a8d1f264e20ff706b8b1a83b107991141ebde0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:18:51.985556+00:00", + "ended_at": "2026-05-26T00:19:14.494626+00:00", + "elapsed_ms": 22508.73, + "prompt_metrics": { + "chars": 21642, + "bytes_utf8": 21642, + "lines": 624, + "estimated_tokens": 6204 + }, + "stdout_metrics": { + "chars": 791, + "bytes_utf8": 791, + "lines": 4, + "estimated_tokens": 226 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 428, + "bytes_utf8": 428, + "lines": 1, + "estimated_tokens": 107 + }, + "usage": { + "input_tokens": 29499, + "cached_input_tokens": 22912, + "output_tokens": 964, + "reasoning_output_tokens": 851 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..610037c49bb76f128ce4e08fbce41ebcba8b477a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,624 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=airbags, measure_col=age_of_policyholder.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "airbags", + "measure_col": "age_of_policyholder", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.509615, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..41ffbdbef606eb6d1fe31aea3cbb319d9a62ab2a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a6-09fb-7a11-9e86-f21ebaf29c58"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"airbags\\\",\\n AVG(CAST(NULLIF(\\\"age_of_policyholder\\\", '') AS REAL)) OVER (PARTITION BY \\\"airbags\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Follows the provided window-partition-average template with group_col=\\\"airbags\\\" and measure_col=\\\"age_of_policyholder\\\", casting the TEXT measure to REAL for SQLite averaging.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29499,"cached_input_tokens":22912,"output_tokens":964,"reasoning_output_tokens":851}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..881fa4d7814cafa1061ecadc451f965aa9928924 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"airbags\",\n AVG(CAST(NULLIF(\"age_of_policyholder\", '') AS REAL)) OVER (PARTITION BY \"airbags\") AS \"avg_measure\"\nFROM \"m2\"\nORDER BY \"avg_measure\" DESC;","notes":"Follows the provided window-partition-average template with group_col=\"airbags\" and measure_col=\"age_of_policyholder\", casting the TEXT measure to REAL for SQLite averaging."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c9615bdff950d84d468e3a4bd37e035d97d6dc48 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:19:13.898514Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a6-09fb-7a11-9e86-f21ebaf29c58.1779754732028372000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3cee000887c4cb921ec180e0d0ab13d6cbef3ac8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=airbags, measure_col=age_of_policyholder. +Result preview: [{"airbags": "2", "avg_measure": 0.47084415584415584}, {"airbags": "6", "avg_measure": 0.46748981646964893}, {"airbags": "1", "avg_measure": 0.44887701215244635}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c4292de89ed7ac3a8e18a82c86d29c85d53c6186 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_55ad298d9ca633d7 +-- problem_id: v2p_m2_ec663c07c57490b6 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "airbags", + AVG(CAST(NULLIF("age_of_policyholder", '') AS REAL)) OVER (PARTITION BY "airbags") AS "avg_measure" +FROM "m2" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c16de7fb75685bcc6e6b12f3a3793e2deffe1450 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"airbags\",\n AVG(CAST(NULLIF(\"age_of_policyholder\", '') AS REAL)) OVER (PARTITION BY \"airbags\") AS \"avg_measure\"\nFROM \"m2\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"airbags\\\",\\n AVG(CAST(NULLIF(\\\"age_of_policyholder\\\", '') AS REAL)) OVER (PARTITION BY \\\"airbags\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"airbags\", \"avg_measure\"], \"rows\": [{\"airbags\": \"2\", \"avg_measure\": 0.47084415584415584}, {\"airbags\": \"6\", \"avg_measure\": 0.46748981646964893}, {\"airbags\": \"1\", \"avg_measure\": 0.44887701215244635}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 102.97}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c708fa69babd9bc0e483ea0f3930626a1a88b9c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:18:51.981661+00:00", + "ended_at": "2026-05-26T00:19:14.604560+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_55ad298d9ca633d7", + "problem_id": "v2p_m2_ec663c07c57490b6", + "dataset_id": "m2", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=airbags, measure_col=age_of_policyholder.", + "bindings": { + "group_col": "airbags", + "measure_col": "age_of_policyholder", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.509615, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=137" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_55ad298d9ca633d7.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_55ad298d9ca633d7", + "api_calls": 0, + "input_tokens": 29499, + "cached_input_tokens": 22912, + "output_tokens": 964, + "total_tokens": 30463, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6204, + "estimated_output_tokens": 107, + "estimated_total_tokens": 6311, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22508.73, + "sql_execution_elapsed_ms_total": 102.97, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..821cf9e46342d2114837ef58368f1755f982b18e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:19:14.500044+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 22508.73, "started_at": "2026-05-26T00:18:51.985556+00:00", "ended_at": "2026-05-26T00:19:14.494626+00:00", "prompt_metrics": {"chars": 21642, "bytes_utf8": 21642, "lines": 624, "estimated_tokens": 6204}, "response_metrics": {"chars": 428, "bytes_utf8": 428, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 29499, "cached_input_tokens": 22912, "output_tokens": 964, "reasoning_output_tokens": 851}, "stderr_preview": "2026-05-26T00:19:13.898514Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a6-09fb-7a11-9e86-f21ebaf29c58.1779754732028372000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"airbags\\\",\\n AVG(CAST(NULLIF(\\\"age_of_policyholder\\\", '') AS REAL)) OVER (PARTITION BY \\\"airbags\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Follows the provided window-partition-average template with group_col=\\\"airbags\\\" and measure_col=\\\"age_of_policyholder\\\", casting the TEXT measure to REAL for SQLite averaging.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..131a61eaae9e37d845a7833adf6e5b076ad5aee1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_55ad298d9ca633d7", + "api_calls": 0, + "input_tokens": 29499, + "cached_input_tokens": 22912, + "output_tokens": 964, + "total_tokens": 30463, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6204, + "estimated_output_tokens": 107, + "estimated_total_tokens": 6311, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22508.73, + "sql_execution_elapsed_ms_total": 102.97, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55ad298d9ca633d7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d48fbd707e43b6481a52a0927c8fcb1ecb5be6b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21830, "bytes_utf8": 21830, "lines": 627, "estimated_tokens": 6260}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 495, "bytes_utf8": 495, "lines": 1, "estimated_tokens": 127}, "usage": {"input_tokens": 29555, "cached_input_tokens": 3456, "output_tokens": 333, "reasoning_output_tokens": 200}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..729b3e4f42da6f54b03f6c6cc1bf1a9b790cbb77 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_55d1f833ccbd5713", + "api_calls": 0, + "input_tokens": 29555, + "cached_input_tokens": 3456, + "output_tokens": 333, + "total_tokens": 29888, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6260, + "estimated_output_tokens": 127, + "estimated_total_tokens": 6387, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9714.73, + "sql_execution_elapsed_ms_total": 15.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3be938987461b2c190401d42de122a93de467dca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:19:14.610505+00:00", + "ended_at": "2026-05-26T00:19:24.325413+00:00", + "elapsed_ms": 9714.73, + "prompt_metrics": { + "chars": 21830, + "bytes_utf8": 21830, + "lines": 627, + "estimated_tokens": 6260 + }, + "stdout_metrics": { + "chars": 857, + "bytes_utf8": 857, + "lines": 4, + "estimated_tokens": 244 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 495, + "bytes_utf8": 495, + "lines": 1, + "estimated_tokens": 127 + }, + "usage": { + "input_tokens": 29555, + "cached_input_tokens": 3456, + "output_tokens": 333, + "reasoning_output_tokens": 200 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f417807cbb84e98b0f323a98a82bf8999f8e6f94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_parking_camera, condition_col=is_rear_window_washer.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "is_parking_camera", + "condition_col": "is_rear_window_washer", + "condition_value": "Yes", + "positive_value": "No", + "negative_value": "Yes", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3995.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5640a8c993ec9b93d449e9a6cc508a561d197f93 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a6-6273-7692-97cb-c1ba9fa4fe11"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_parking_camera\\\",\\n AVG(CASE WHEN \\\"is_rear_window_washer\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_parking_camera\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"is_parking_camera\\\" and condition_col=\\\"is_rear_window_washer\\\", measuring the rate of rows where the washer value is 'Yes' within each parking-camera group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29555,"cached_input_tokens":3456,"output_tokens":333,"reasoning_output_tokens":200}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..66545d95bd1f98199e9605471e2c9398e516888c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"is_parking_camera\",\n AVG(CASE WHEN \"is_rear_window_washer\" = 'Yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"is_parking_camera\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned Grouped Condition Rate template with group_col=\"is_parking_camera\" and condition_col=\"is_rear_window_washer\", measuring the rate of rows where the washer value is 'Yes' within each parking-camera group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..881b027a688a19e666f3f2d94fa19bcf80b232b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_parking_camera, condition_col=is_rear_window_washer. +Result preview: [{"is_parking_camera": "Yes", "condition_rate": 0.7409122684376093}, {"is_parking_camera": "No", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6383c9dc0c11a5d3cbe2623710a63ac86d2ca93a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_55d1f833ccbd5713 +-- problem_id: v2p_m2_69ca8c11eeb5b1a7 +-- realization_mode: agent +-- source_kind: agent +SELECT "is_parking_camera", + AVG(CASE WHEN "is_rear_window_washer" = 'Yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "is_parking_camera" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..82eccf31eb3c8f49d819d69037a2e6e5ae41ffba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"is_parking_camera\",\n AVG(CASE WHEN \"is_rear_window_washer\" = 'Yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"is_parking_camera\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_parking_camera\\\",\\n AVG(CASE WHEN \\\"is_rear_window_washer\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_parking_camera\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"is_parking_camera\", \"condition_rate\"], \"rows\": [{\"is_parking_camera\": \"Yes\", \"condition_rate\": 0.7409122684376093}, {\"is_parking_camera\": \"No\", \"condition_rate\": 0.0}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 15.58}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..29415b46a43952f7eecae2f17faa5ce121e9513c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:19:14.605093+00:00", + "ended_at": "2026-05-26T00:19:24.346727+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_55d1f833ccbd5713", + "problem_id": "v2p_m2_69ca8c11eeb5b1a7", + "dataset_id": "m2", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_parking_camera, condition_col=is_rear_window_washer.", + "bindings": { + "group_col": "is_parking_camera", + "condition_col": "is_rear_window_washer", + "condition_value": "Yes", + "positive_value": "No", + "negative_value": "Yes", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3995.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=100" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_55d1f833ccbd5713.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_55d1f833ccbd5713", + "api_calls": 0, + "input_tokens": 29555, + "cached_input_tokens": 3456, + "output_tokens": 333, + "total_tokens": 29888, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6260, + "estimated_output_tokens": 127, + "estimated_total_tokens": 6387, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9714.73, + "sql_execution_elapsed_ms_total": 15.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..da6840aac398ff77abad91731341fde993d226a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:19:24.329643+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 9714.73, "started_at": "2026-05-26T00:19:14.610505+00:00", "ended_at": "2026-05-26T00:19:24.325413+00:00", "prompt_metrics": {"chars": 21830, "bytes_utf8": 21830, "lines": 627, "estimated_tokens": 6260}, "response_metrics": {"chars": 495, "bytes_utf8": 495, "lines": 1, "estimated_tokens": 127}, "usage": {"input_tokens": 29555, "cached_input_tokens": 3456, "output_tokens": 333, "reasoning_output_tokens": 200}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_parking_camera\\\",\\n AVG(CASE WHEN \\\"is_rear_window_washer\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_parking_camera\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"is_parking_camera\\\" and condition_col=\\\"is_rear_window_washer\\\", measuring the rate of rows where the washer value is 'Yes' within each parking-camera group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0fc34d5312208af732c488a5184a88b9bc28da98 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55d1f833ccbd5713/usage_summary.json @@ 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"reasoning_output_tokens": 377}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5ec2f6b3c1c2dec267a48fe676a9fe10c5030b7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_55fdb20e19fe571b", + "api_calls": 0, + "input_tokens": 29498, + "cached_input_tokens": 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"chars": 444, + "bytes_utf8": 444, + "lines": 1, + "estimated_tokens": 117 + }, + "usage": { + "input_tokens": 29498, + "cached_input_tokens": 6528, + "output_tokens": 500, + "reasoning_output_tokens": 377 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..839cf357990c59c8404fbce53674fba3007c140c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,624 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=is_adjustable_steering, measure_col=make.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "is_adjustable_steering", + "measure_col": "make", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..53fbff07443c57432d6e3975c68347fd392283c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a6-88a0-7980-8b0e-afbce3e597b9"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"is_adjustable_steering\\\",\\n AVG(CAST(\\\"make\\\" AS REAL)) OVER (PARTITION BY \\\"is_adjustable_steering\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"is_adjustable_steering\\\" and measure_col=\\\"make\\\". CAST(\\\"make\\\" AS REAL) is used because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29498,"cached_input_tokens":6528,"output_tokens":500,"reasoning_output_tokens":377}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6a1e9eb2a6f53d563bf566c1ebbc12c7522fc723 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"is_adjustable_steering\",\n AVG(CAST(\"make\" AS REAL)) OVER (PARTITION BY \"is_adjustable_steering\") AS \"avg_measure\"\nFROM \"m2\"\nORDER BY \"avg_measure\" DESC;","notes":"Applied the Window Partition Average template with group_col=\"is_adjustable_steering\" and measure_col=\"make\". CAST(\"make\" AS REAL) is used because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..35db7ff2bf41afde5601ad042ed4aebdfd61c16f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=is_adjustable_steering, measure_col=make. +Result preview: [{"is_adjustable_steering": "Yes", "avg_measure": 2.1621347745313293}, {"is_adjustable_steering": "No", "avg_measure": 1.150091043093731}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e3fff57a6bd5b085e99dc279d7edc27353c6fdec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_55fdb20e19fe571b +-- problem_id: v2p_m2_1b9ce4588479af2b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "is_adjustable_steering", + AVG(CAST("make" AS REAL)) OVER (PARTITION BY "is_adjustable_steering") AS "avg_measure" +FROM "m2" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e78088ce9c7e0648913cd0f00774f57d86fb7333 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"is_adjustable_steering\",\n AVG(CAST(\"make\" AS REAL)) OVER (PARTITION BY \"is_adjustable_steering\") AS \"avg_measure\"\nFROM \"m2\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"is_adjustable_steering\\\",\\n AVG(CAST(\\\"make\\\" AS REAL)) OVER (PARTITION BY \\\"is_adjustable_steering\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"is_adjustable_steering\", \"avg_measure\"], \"rows\": [{\"is_adjustable_steering\": \"Yes\", \"avg_measure\": 2.1621347745313293}, {\"is_adjustable_steering\": \"No\", \"avg_measure\": 1.150091043093731}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 53.49}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8b281da7554528bb497f18e822ab02eeb5e86564 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:19:24.347195+00:00", + "ended_at": "2026-05-26T00:19:36.976021+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_55fdb20e19fe571b", + "problem_id": "v2p_m2_1b9ce4588479af2b", + "dataset_id": "m2", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=is_adjustable_steering, measure_col=make.", + "bindings": { + "group_col": "is_adjustable_steering", + "measure_col": "make", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=139" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_55fdb20e19fe571b.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_55fdb20e19fe571b", + "api_calls": 0, + "input_tokens": 29498, + "cached_input_tokens": 6528, + "output_tokens": 500, + "total_tokens": 29998, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6203, + "estimated_output_tokens": 117, + "estimated_total_tokens": 6320, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12564.75, + "sql_execution_elapsed_ms_total": 53.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c9ab8720258aec567072c2b86c163e3f4fd94db5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:19:36.920696+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12564.75, "started_at": "2026-05-26T00:19:24.351809+00:00", "ended_at": "2026-05-26T00:19:36.916768+00:00", "prompt_metrics": {"chars": 21632, "bytes_utf8": 21632, "lines": 624, "estimated_tokens": 6203}, "response_metrics": {"chars": 444, "bytes_utf8": 444, "lines": 1, "estimated_tokens": 117}, "usage": {"input_tokens": 29498, "cached_input_tokens": 6528, "output_tokens": 500, "reasoning_output_tokens": 377}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"is_adjustable_steering\\\",\\n AVG(CAST(\\\"make\\\" AS REAL)) OVER (PARTITION BY \\\"is_adjustable_steering\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"is_adjustable_steering\\\" and measure_col=\\\"make\\\". CAST(\\\"make\\\" AS REAL) is used because the SQLite schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c9f59b10b44861016a5e6572af1a520ac33d2285 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_55fdb20e19fe571b", + "api_calls": 0, + "input_tokens": 29498, + "cached_input_tokens": 6528, + "output_tokens": 500, + "total_tokens": 29998, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6203, + "estimated_output_tokens": 117, + "estimated_total_tokens": 6320, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12564.75, + "sql_execution_elapsed_ms_total": 53.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_55fdb20e19fe571b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e459912748bc5d35b5a5182f1f05378360fff5c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21820, "bytes_utf8": 21820, "lines": 627, "estimated_tokens": 6258}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 505, "bytes_utf8": 505, "lines": 1, "estimated_tokens": 130}, "usage": {"input_tokens": 29553, "cached_input_tokens": 6528, "output_tokens": 629, "reasoning_output_tokens": 493}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a2e312963d791814a681a73e159a1e337cec5760 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_5735ae4c5e8d5b17", + "api_calls": 0, + "input_tokens": 29553, + "cached_input_tokens": 6528, + "output_tokens": 629, + "total_tokens": 30182, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6258, + "estimated_output_tokens": 130, + "estimated_total_tokens": 6388, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15732.73, + "sql_execution_elapsed_ms_total": 14.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e865e164306851f98ab341352d38eab86c989a3b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:19:36.979825+00:00", + "ended_at": "2026-05-26T00:19:52.712795+00:00", + "elapsed_ms": 15732.73, + "prompt_metrics": { + "chars": 21820, + "bytes_utf8": 21820, + "lines": 627, + "estimated_tokens": 6258 + }, + "stdout_metrics": { + "chars": 867, + "bytes_utf8": 867, + "lines": 4, + "estimated_tokens": 247 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 505, + "bytes_utf8": 505, + "lines": 1, + "estimated_tokens": 130 + }, + "usage": { + "input_tokens": 29553, + "cached_input_tokens": 6528, + "output_tokens": 629, + "reasoning_output_tokens": 493 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f95d31217995a993ac83c3521e76f674aa97dda --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=is_adjustable_steering, condition_col=steering_type.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "is_adjustable_steering", + "condition_col": "steering_type", + "condition_value": "Power", + "positive_value": "Power", + "negative_value": "Electric", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 4.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b10f19b10dbfdfb865dbb1a430562ff684cc5820 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a6-b9bd-72d1-989d-aeff5fa7bdd6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_adjustable_steering\\\",\\n AVG(CASE WHEN \\\"steering_type\\\" = 'Power' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_adjustable_steering\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned grouped condition rate template with group_col=\\\"is_adjustable_steering\\\" and condition_col=\\\"steering_type\\\", measuring the share of rows where steering_type is 'Power' within each steering-adjustment group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29553,"cached_input_tokens":6528,"output_tokens":629,"reasoning_output_tokens":493}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7ddc37201ad5152d5108dee1bd9f6d413f551dfc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"is_adjustable_steering\",\n AVG(CASE WHEN \"steering_type\" = 'Power' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"is_adjustable_steering\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned grouped condition rate template with group_col=\"is_adjustable_steering\" and condition_col=\"steering_type\", measuring the share of rows where steering_type is 'Power' within each steering-adjustment group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..384329fa318ff46b6a4b7af5359a855959f72a9f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=is_adjustable_steering, condition_col=steering_type. +Result preview: [{"is_adjustable_steering": "No", "condition_rate": 0.8447064944073528}, {"is_adjustable_steering": "Yes", "condition_rate": 0.3945842481562799}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c0e1e447a0500f5d535fa045d1e35c5fd0398b02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_5735ae4c5e8d5b17 +-- problem_id: v2p_m2_515adb5b92430e0e +-- realization_mode: agent +-- source_kind: agent +SELECT "is_adjustable_steering", + AVG(CASE WHEN "steering_type" = 'Power' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m2" +GROUP BY "is_adjustable_steering" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1391aeebe4c50f96e65e98f3e425ad6835dabff0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"is_adjustable_steering\",\n AVG(CASE WHEN \"steering_type\" = 'Power' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"is_adjustable_steering\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_adjustable_steering\\\",\\n AVG(CASE WHEN \\\"steering_type\\\" = 'Power' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_adjustable_steering\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"is_adjustable_steering\", \"condition_rate\"], \"rows\": [{\"is_adjustable_steering\": \"No\", \"condition_rate\": 0.8447064944073528}, {\"is_adjustable_steering\": \"Yes\", \"condition_rate\": 0.3945842481562799}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 14.48}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..50ebb2de1e24b4a401a6e8675808dea7f5d0e989 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:19:36.976532+00:00", + "ended_at": "2026-05-26T00:19:52.733192+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_5735ae4c5e8d5b17", + "problem_id": "v2p_m2_515adb5b92430e0e", + "dataset_id": "m2", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=is_adjustable_steering, condition_col=steering_type.", + "bindings": { + "group_col": "is_adjustable_steering", + "condition_col": "steering_type", + "condition_value": "Power", + "positive_value": "Power", + "negative_value": "Electric", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 4.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=97" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_5735ae4c5e8d5b17.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_5735ae4c5e8d5b17", + "api_calls": 0, + "input_tokens": 29553, + "cached_input_tokens": 6528, + "output_tokens": 629, + "total_tokens": 30182, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6258, + "estimated_output_tokens": 130, + "estimated_total_tokens": 6388, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15732.73, + "sql_execution_elapsed_ms_total": 14.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f3cf9fea8b5220d6783af2a4f11f422c2a7bd992 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:19:52.717063+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15732.73, "started_at": "2026-05-26T00:19:36.979825+00:00", "ended_at": "2026-05-26T00:19:52.712795+00:00", "prompt_metrics": {"chars": 21820, "bytes_utf8": 21820, "lines": 627, "estimated_tokens": 6258}, "response_metrics": {"chars": 505, "bytes_utf8": 505, "lines": 1, "estimated_tokens": 130}, "usage": {"input_tokens": 29553, "cached_input_tokens": 6528, "output_tokens": 629, "reasoning_output_tokens": 493}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_adjustable_steering\\\",\\n AVG(CASE WHEN \\\"steering_type\\\" = 'Power' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_adjustable_steering\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned grouped condition rate template with group_col=\\\"is_adjustable_steering\\\" and condition_col=\\\"steering_type\\\", measuring the share of rows where steering_type is 'Power' within each steering-adjustment group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_5735ae4c5e8d5b17/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..42189afbe83cdf9257f4c9441d16b28204d41f4e --- /dev/null +++ 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..74b406ea3bbd20e16d19a1b1dc339227ec114725 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21636, "bytes_utf8": 21636, "lines": 624, "estimated_tokens": 6201}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 435, "bytes_utf8": 435, "lines": 1, "estimated_tokens": 106}, "usage": {"input_tokens": 29496, "cached_input_tokens": 28032, "output_tokens": 447, "reasoning_output_tokens": 335}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..abfc28f81ce7e220cc043a53f42ef451afdfa1b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_593d28e678db1363", + "api_calls": 0, + "input_tokens": 29496, + "cached_input_tokens": 28032, + "output_tokens": 447, + "total_tokens": 29943, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6201, + "estimated_output_tokens": 106, + "estimated_total_tokens": 6307, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11554.18, + "sql_execution_elapsed_ms_total": 57.61, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2bdd5a679ddbc725c90370b96ea9c0537fd9d999 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:19:52.737984+00:00", + "ended_at": "2026-05-26T00:20:04.292386+00:00", + "elapsed_ms": 11554.18, + "prompt_metrics": { + "chars": 21636, + "bytes_utf8": 21636, + "lines": 624, + "estimated_tokens": 6201 + }, + "stdout_metrics": { + "chars": 801, + "bytes_utf8": 801, + "lines": 4, + "estimated_tokens": 223 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 435, + "bytes_utf8": 435, + "lines": 1, + "estimated_tokens": 106 + }, + "usage": { + "input_tokens": 29496, + "cached_input_tokens": 28032, + "output_tokens": 447, + "reasoning_output_tokens": 335 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a3a7796587a7172b0f156af2229433e1642e4d63 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,624 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=is_esc, measure_col=population_density.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "is_esc", + "measure_col": "population_density", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 27003.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a8b81fc72f98212fbbf86b9b6b5dda3c093ac125 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a6-f746-7960-a8df-63cda2598097"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"is_esc\\\",\\n AVG(CAST(\\\"population_density\\\" AS REAL)) OVER (PARTITION BY \\\"is_esc\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the planned Window Partition Average template with group_col=\\\"is_esc\\\" and measure_col=\\\"population_density\\\". Cast \\\"population_density\\\" to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29496,"cached_input_tokens":28032,"output_tokens":447,"reasoning_output_tokens":335}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6021523e9495d01c47dbb6d9a288357a264c1d36 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"is_esc\",\n AVG(CAST(\"population_density\" AS REAL)) OVER (PARTITION BY \"is_esc\") AS \"avg_measure\"\nFROM \"m2\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the planned Window Partition Average template with group_col=\"is_esc\" and measure_col=\"population_density\". Cast \"population_density\" to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea241e91108ecb05c13cadf2158c9fb70fdcddb4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=is_esc, measure_col=population_density. +Result preview: [{"is_esc": "No", "avg_measure": 19538.24298972407}, {"is_esc": "Yes", "avg_measure": 17273.070974403567}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ef12eb733fe883c6b3fa4fc0a04ef3a495ac2719 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_593d28e678db1363 +-- problem_id: v2p_m2_013ab0222e62804b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "is_esc", + AVG(CAST("population_density" AS REAL)) OVER (PARTITION BY "is_esc") AS "avg_measure" +FROM "m2" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..77e32f31a787408140d8a4925e96d332b0b04072 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"is_esc\",\n AVG(CAST(\"population_density\" AS REAL)) OVER (PARTITION BY \"is_esc\") AS \"avg_measure\"\nFROM \"m2\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"is_esc\\\",\\n AVG(CAST(\\\"population_density\\\" AS REAL)) OVER (PARTITION BY \\\"is_esc\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"is_esc\", \"avg_measure\"], \"rows\": [{\"is_esc\": \"No\", \"avg_measure\": 19538.24298972407}, {\"is_esc\": \"Yes\", \"avg_measure\": 17273.070974403567}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 57.61}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..be145feb1d44f789fbaebc45c8ae5a806dd475d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:19:52.733570+00:00", + "ended_at": "2026-05-26T00:20:04.355341+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_593d28e678db1363", + "problem_id": "v2p_m2_013ab0222e62804b", + "dataset_id": "m2", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=is_esc, measure_col=population_density.", + "bindings": { + "group_col": "is_esc", + "measure_col": "population_density", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 27003.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=138" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_593d28e678db1363.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_593d28e678db1363", + "api_calls": 0, + "input_tokens": 29496, + "cached_input_tokens": 28032, + "output_tokens": 447, + "total_tokens": 29943, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6201, + "estimated_output_tokens": 106, + "estimated_total_tokens": 6307, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11554.18, + "sql_execution_elapsed_ms_total": 57.61, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..07410108a333a4fb06484a910ca09a6c5d471bcc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:20:04.296355+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11554.18, "started_at": "2026-05-26T00:19:52.737984+00:00", "ended_at": "2026-05-26T00:20:04.292386+00:00", "prompt_metrics": {"chars": 21636, "bytes_utf8": 21636, "lines": 624, "estimated_tokens": 6201}, "response_metrics": {"chars": 435, "bytes_utf8": 435, "lines": 1, "estimated_tokens": 106}, "usage": {"input_tokens": 29496, "cached_input_tokens": 28032, "output_tokens": 447, "reasoning_output_tokens": 335}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"is_esc\\\",\\n AVG(CAST(\\\"population_density\\\" AS REAL)) OVER (PARTITION BY \\\"is_esc\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the planned Window Partition Average template with group_col=\\\"is_esc\\\" and measure_col=\\\"population_density\\\". Cast \\\"population_density\\\" to REAL because the SQLite schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4c5348bba098387422520c6ff54628ea42a2c882 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_593d28e678db1363", + "api_calls": 0, + "input_tokens": 29496, + "cached_input_tokens": 28032, + "output_tokens": 447, + "total_tokens": 29943, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6201, + "estimated_output_tokens": 106, + "estimated_total_tokens": 6307, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11554.18, + "sql_execution_elapsed_ms_total": 57.61, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_593d28e678db1363/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a16170816be0081c3b2b57ed48a6df14bea49e3a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21832, "bytes_utf8": 21832, "lines": 627, "estimated_tokens": 6261}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 444, "bytes_utf8": 444, "lines": 1, "estimated_tokens": 119}, "usage": {"input_tokens": 29556, "cached_input_tokens": 29056, "output_tokens": 542, "reasoning_output_tokens": 417}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1f359381d9374c87a2e236e17cfca6fc6df535ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:20:04.358935+00:00", + "ended_at": "2026-05-26T00:20:17.750368+00:00", + "elapsed_ms": 13391.22, + "prompt_metrics": { + "chars": 21832, + "bytes_utf8": 21832, + "lines": 627, + "estimated_tokens": 6261 + }, + "stdout_metrics": { + "chars": 807, + "bytes_utf8": 807, + "lines": 4, + "estimated_tokens": 235 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 444, + "bytes_utf8": 444, + "lines": 1, + "estimated_tokens": 119 + }, + "usage": { + "input_tokens": 29556, + "cached_input_tokens": 29056, + "output_tokens": 542, + "reasoning_output_tokens": 417 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..98f41c6e835bcb01b253f9afa2c575fc099955a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_parking_camera, condition_col=is_rear_window_washer.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "is_parking_camera", + "condition_col": "is_rear_window_washer", + "condition_value": "No", + "positive_value": "No", + "negative_value": "Yes", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3995.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..20460067ec1d46712a09b96b1a534ca3409e6da4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a7-24ad-71a1-a4ff-c2cfaa4991f9"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_parking_camera\\\",\\n AVG(CASE WHEN \\\"is_rear_window_washer\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_parking_camera\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the provided Grouped Condition Rate template to compute the within-group proportion of rows where \\\"is_rear_window_washer\\\" = 'No' for each \\\"is_parking_camera\\\" group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29556,"cached_input_tokens":29056,"output_tokens":542,"reasoning_output_tokens":417}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9109a46524f57be0332d48fe65a43f1a6d7dba25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"is_parking_camera\",\n AVG(CASE WHEN \"is_rear_window_washer\" = 'No' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"is_parking_camera\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the provided Grouped Condition Rate template to compute the within-group proportion of rows where \"is_rear_window_washer\" = 'No' for each \"is_parking_camera\" group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..73ffe641198065e45f9c0c4eb4ab9e44544b26bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_parking_camera, condition_col=is_rear_window_washer. +Result preview: [{"is_parking_camera": "No", "condition_rate": 1.0}, {"is_parking_camera": "Yes", "condition_rate": 0.2590877315623908}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..cba3d1b7505a8dc95e055e0849770355920706b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_63c8fcd8f89dda97 +-- problem_id: v2p_m2_ac57eb4dbef0f646 +-- realization_mode: agent +-- source_kind: agent +SELECT "is_parking_camera", + AVG(CASE WHEN "is_rear_window_washer" = 'No' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "is_parking_camera" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c29fdc1ca847e7f14ccd671230ebdd36440cfee9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"is_parking_camera\",\n AVG(CASE WHEN \"is_rear_window_washer\" = 'No' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"is_parking_camera\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"is_parking_camera\\\",\\n AVG(CASE WHEN \\\"is_rear_window_washer\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_parking_camera\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"is_parking_camera\", \"condition_rate\"], \"rows\": [{\"is_parking_camera\": \"No\", \"condition_rate\": 1.0}, {\"is_parking_camera\": \"Yes\", \"condition_rate\": 0.2590877315623908}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 15.22}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9bbd050203765e39f3a176827b9ca5be7eccf17e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_63c8fcd8f89dda97/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:20:04.355667+00:00", + "ended_at": "2026-05-26T00:20:17.772775+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_63c8fcd8f89dda97", + "problem_id": "v2p_m2_ac57eb4dbef0f646", + "dataset_id": "m2", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_parking_camera, condition_col=is_rear_window_washer.", + "bindings": { + "group_col": "is_parking_camera", + "condition_col": "is_rear_window_washer", + "condition_value": "No", + "positive_value": "No", + "negative_value": "Yes", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3995.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=100" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_63c8fcd8f89dda97.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_63c8fcd8f89dda97", + "api_calls": 0, + "input_tokens": 29556, + "cached_input_tokens": 29056, + "output_tokens": 542, + "total_tokens": 30098, + "cost_usd": 0.0, + "ai_cli_calls": 1, + 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"reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9d777cac8b0413e33d63b527464711f269ceb325 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_64744650f776e1a3", + "api_calls": 0, + "input_tokens": 29692, + "cached_input_tokens": 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"chars": 618, + "bytes_utf8": 618, + "lines": 1, + "estimated_tokens": 174 + }, + "usage": { + "input_tokens": 29692, + "cached_input_tokens": 28032, + "output_tokens": 696, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2c4aafe562f1f5177886eba5d106a4ab1bd94532 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=is_ecw, condition_col=cylinder.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "is_ecw", + "condition_col": "cylinder", + "condition_value": "4", + "positive_value": "4", + "negative_value": "3", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3887b86711d33da33e1ec140adf753fe75e70199 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a7-5918-7d81-92da-d475522e888b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"is_ecw\\\",\\n SUM(CASE WHEN \\\"cylinder\\\" = '4' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"cylinder\\\" = '3' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m2\\\"\\n GROUP BY \\\"is_ecw\\\"\\n)\\nSELECT \\\"is_ecw\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped-ratio template with group_col=\\\"is_ecw\\\" and condition_col=\\\"cylinder\\\", comparing the TEXT values '4' and '3'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29692,"cached_input_tokens":28032,"output_tokens":696,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..09c82be844d86dfc0d8c60d01be7ae519877f1d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"is_ecw\",\n SUM(CASE WHEN \"cylinder\" = '4' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"cylinder\" = '3' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m2\"\n GROUP BY \"is_ecw\"\n)\nSELECT \"is_ecw\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Uses the planned grouped-ratio template with group_col=\"is_ecw\" and condition_col=\"cylinder\", comparing the TEXT values '4' and '3'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0e6d9a358ec7ce9a267dccb6a80124016b0f6637 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=is_ecw, condition_col=cylinder. +Result preview: [{"is_ecw": "Yes", "condition_ratio": 5.141988710377768}, {"is_ecw": "No", "condition_ratio": 0.08088038533583088}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..221d1b83d41806d36506916bc194683b20f532dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m2_64744650f776e1a3 +-- problem_id: v2p_m2_db892cc52ef16e40 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "is_ecw", + SUM(CASE WHEN "cylinder" = '4' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "cylinder" = '3' THEN 1 ELSE 0 END) AS denominator_count + FROM "m2" + GROUP BY "is_ecw" +) +SELECT "is_ecw", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..390ffa5afdee52f020c822c5569784d79358788c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"is_ecw\",\n SUM(CASE WHEN \"cylinder\" = '4' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"cylinder\" = '3' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m2\"\n GROUP BY \"is_ecw\"\n)\nSELECT \"is_ecw\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"is_ecw\\\",\\n SUM(CASE WHEN \\\"cylinder\\\" = '4' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"cylinder\\\" = '3' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m2\\\"\\n GROUP BY \\\"is_ecw\\\"\\n)\\nSELECT \\\"is_ecw\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"is_ecw\", \"condition_ratio\"], \"rows\": [{\"is_ecw\": \"Yes\", \"condition_ratio\": 5.141988710377768}, {\"is_ecw\": \"No\", \"condition_ratio\": 0.08088038533583088}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 31.75}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..58e4d0c15f499cb1b9cdf071df39cd41ee216c2f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:20:17.773143+00:00", + "ended_at": "2026-05-26T00:20:34.941749+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_64744650f776e1a3", + "problem_id": "v2p_m2_db892cc52ef16e40", + "dataset_id": "m2", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=is_ecw, condition_col=cylinder.", + "bindings": { + "group_col": "is_ecw", + "condition_col": "cylinder", + "condition_value": "4", + "positive_value": "4", + "negative_value": "3", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=38" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_64744650f776e1a3.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_64744650f776e1a3", + "api_calls": 0, + "input_tokens": 29692, + "cached_input_tokens": 28032, + "output_tokens": 696, + "total_tokens": 30388, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6397, + "estimated_output_tokens": 174, + "estimated_total_tokens": 6571, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17122.68, + "sql_execution_elapsed_ms_total": 31.75, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/trace.jsonl 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_64744650f776e1a3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dae43b54f8dd39ef9ed41733c3462bd849a31a44 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21945, "bytes_utf8": 21945, "lines": 626, "estimated_tokens": 6306}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 625, "bytes_utf8": 625, "lines": 1, "estimated_tokens": 170}, "usage": {"input_tokens": 29601, "cached_input_tokens": 29056, "output_tokens": 1728, "reasoning_output_tokens": 1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1e78d16887a68cbcb5ef988f6f5f9eb7603d5a1d --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fcac5046af08e55e9a61fbe0839e2473e8e9292d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:20:34.946601+00:00", + "ended_at": "2026-05-26T00:21:10.796357+00:00", + "elapsed_ms": 35849.25, + "prompt_metrics": { + "chars": 21945, + "bytes_utf8": 21945, + "lines": 626, + "estimated_tokens": 6306 + }, + "stdout_metrics": { + "chars": 1021, + "bytes_utf8": 1021, + "lines": 4, + "estimated_tokens": 311 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 625, + "bytes_utf8": 625, + "lines": 1, + "estimated_tokens": 170 + }, + "usage": { + "input_tokens": 29601, + "cached_input_tokens": 29056, + "output_tokens": 1728, + "reasoning_output_tokens": 1552 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8b48755acf9903f6eb159a3fc93f66b41bb82dc6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=height, measure_col=width.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "height", + "measure_col": "width", + "item_col": "age_of_policyholder", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1755.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a5b1aa3faff0d6a1cf72314b5c99fe6184a102c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a7-9c27-75c0-9237-61de43d4f8aa"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"height\\\",\\n \\\"age_of_policyholder\\\",\\n SUM(CAST(\\\"width\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"width\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"width\\\" AS REAL))) OVER (PARTITION BY \\\"height\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"height\\\", \\\"age_of_policyholder\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the provided within-group share template using \\\"height\\\" as the group column, \\\"age_of_policyholder\\\" as the item column, and CAST(\\\"width\\\" AS REAL) as the measure because the schema stores numeric fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29601,"cached_input_tokens":29056,"output_tokens":1728,"reasoning_output_tokens":1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..883a7d624566c10a9968c59a8ffbcdd76a7a76c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"height\",\n \"age_of_policyholder\",\n SUM(CAST(\"width\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"width\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"width\" AS REAL))) OVER (PARTITION BY \"height\") AS \"share_within_group\"\nFROM \"m2\"\nGROUP BY \"height\", \"age_of_policyholder\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the provided within-group share template using \"height\" as the group column, \"age_of_policyholder\" as the item column, and CAST(\"width\" AS REAL) as the measure because the schema stores numeric fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..245e3c2c81e89d96a565590d262fca39e675635b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=height, measure_col=width. +Result preview: [{"height": "1606", "age_of_policyholder": "0.346153846153846", "total_measure": 32598.0, "share_within_group": 4.958677685950414}, {"height": "1675", "age_of_policyholder": "0.307692307692308", "total_measure": 278640.0, "share_within_group": 4.121734962856459}, {"height": "1515", "age_of_policyholder": "0.375", "total_measure": 76340.0, "share_within_group": 4.074074074074074}, {"height": "1501", "age_of_policyholder": "0.336538461538461", "total_measure": 145770.0, "share_within_group": 4.068117313150426}, {"height": "1675", "age_of_policyholder": "0.326923076923077", "total_measure": 273780.0, "share_within_group": 4.049844236760125}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ff605c1cba1186a5c2f6f4b2b045aeb10539df03 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_6be0c5c3dd40f44a +-- problem_id: v2p_m2_ad02229ba32db1a9 +-- realization_mode: agent +-- source_kind: agent +SELECT + "height", + "age_of_policyholder", + SUM(CAST("width" AS REAL)) AS "total_measure", + SUM(CAST("width" AS REAL)) * 100.0 / SUM(SUM(CAST("width" AS REAL))) OVER (PARTITION BY "height") AS "share_within_group" +FROM "m2" +GROUP BY "height", "age_of_policyholder" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..70457ff437a102496ce5e152a71388c89053a35f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"height\",\n \"age_of_policyholder\",\n SUM(CAST(\"width\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"width\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"width\" AS REAL))) OVER (PARTITION BY \"height\") AS \"share_within_group\"\nFROM \"m2\"\nGROUP BY \"height\", \"age_of_policyholder\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"height\\\",\\n \\\"age_of_policyholder\\\",\\n SUM(CAST(\\\"width\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"width\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"width\\\" AS REAL))) OVER (PARTITION BY \\\"height\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"height\\\", \\\"age_of_policyholder\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"height\", \"age_of_policyholder\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"height\": \"1606\", \"age_of_policyholder\": \"0.346153846153846\", \"total_measure\": 32598.0, \"share_within_group\": 4.958677685950414}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.307692307692308\", \"total_measure\": 278640.0, \"share_within_group\": 4.121734962856459}, {\"height\": \"1515\", \"age_of_policyholder\": \"0.375\", \"total_measure\": 76340.0, \"share_within_group\": 4.074074074074074}, {\"height\": \"1501\", \"age_of_policyholder\": \"0.336538461538461\", \"total_measure\": 145770.0, \"share_within_group\": 4.068117313150426}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.326923076923077\", \"total_measure\": 273780.0, \"share_within_group\": 4.049844236760125}, {\"height\": \"1501\", \"age_of_policyholder\": \"0.307692307692308\", \"total_measure\": 144075.0, \"share_within_group\": 4.02081362346263}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.298076923076923\", \"total_measure\": 268920.0, \"share_within_group\": 3.977953510663791}, {\"height\": \"1501\", \"age_of_policyholder\": \"0.317307692307692\", \"total_measure\": 142380.0, \"share_within_group\": 3.9735099337748343}, {\"height\": \"1825\", \"age_of_policyholder\": \"0.365384615384615\", \"total_measure\": 70800.0, \"share_within_group\": 3.970223325062035}, {\"height\": \"1606\", \"age_of_policyholder\": \"0.355769230769231\", \"total_measure\": 25354.0, \"share_within_group\": 3.8567493112947657}, {\"height\": \"1606\", \"age_of_policyholder\": \"0.375\", \"total_measure\": 25354.0, \"share_within_group\": 3.8567493112947657}, {\"height\": \"1606\", \"age_of_policyholder\": \"0.451923076923077\", \"total_measure\": 25354.0, \"share_within_group\": 3.8567493112947657}, {\"height\": \"1606\", \"age_of_policyholder\": \"0.461538461538462\", \"total_measure\": 25354.0, \"share_within_group\": 3.8567493112947657}, {\"height\": \"1606\", \"age_of_policyholder\": \"0.5\", \"total_measure\": 25354.0, \"share_within_group\": 3.8567493112947657}, {\"height\": \"1501\", \"age_of_policyholder\": \"0.326923076923077\", \"total_measure\": 137295.0, \"share_within_group\": 3.8315988647114474}, {\"height\": \"1523\", \"age_of_policyholder\": \"0.509615384615385\", \"total_measure\": 107055.0, \"share_within_group\": 3.8172715894868587}, {\"height\": \"1515\", \"age_of_policyholder\": \"0.336538461538461\", \"total_measure\": 71135.0, \"share_within_group\": 3.7962962962962963}, {\"height\": \"1490\", \"age_of_policyholder\": \"0.336538461538461\", \"total_measure\": 142110.0, \"share_within_group\": 3.7926675094816686}, {\"height\": \"1490\", \"age_of_policyholder\": \"0.375\", \"total_measure\": 142110.0, \"share_within_group\": 3.7926675094816686}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.317307692307692\", \"total_measure\": 255960.0, \"share_within_group\": 3.786244907740235}, {\"height\": \"1825\", \"age_of_policyholder\": \"0.288461538461538\", \"total_measure\": 66375.0, \"share_within_group\": 3.7220843672456576}, {\"height\": \"1825\", \"age_of_policyholder\": \"0.336538461538461\", \"total_measure\": 66375.0, \"share_within_group\": 3.7220843672456576}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.365384615384615\", \"total_measure\": 251100.0, \"share_within_group\": 3.7143541816439014}, {\"height\": \"1501\", \"age_of_policyholder\": \"0.365384615384615\", \"total_measure\": 132210.0, \"share_within_group\": 3.6896877956480605}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.403846153846154\", \"total_measure\": 246240.0, \"share_within_group\": 3.642463455547568}, {\"height\": \"1825\", \"age_of_policyholder\": \"0.317307692307692\", \"total_measure\": 64900.0, \"share_within_group\": 3.6393713813068653}, {\"height\": \"1825\", \"age_of_policyholder\": \"0.375\", \"total_measure\": 64900.0, \"share_within_group\": 3.6393713813068653}, {\"height\": \"1515\", \"age_of_policyholder\": \"0.365384615384615\", \"total_measure\": 67665.0, \"share_within_group\": 3.611111111111111}, {\"height\": \"1501\", \"age_of_policyholder\": \"0.461538461538462\", \"total_measure\": 128820.0, \"share_within_group\": 3.595080416272469}, {\"height\": \"1490\", \"age_of_policyholder\": \"0.480769230769231\", \"total_measure\": 134215.0, \"share_within_group\": 3.5819637589549096}, {\"height\": \"1606\", \"age_of_policyholder\": \"0.423076923076923\", \"total_measure\": 23543.0, \"share_within_group\": 3.581267217630854}, {\"height\": \"1606\", \"age_of_policyholder\": \"0.432692307692308\", \"total_measure\": 23543.0, \"share_within_group\": 3.581267217630854}, {\"height\": \"1523\", \"age_of_policyholder\": \"0.442307692307692\", \"total_measure\": 100035.0, \"share_within_group\": 3.566958698372966}, {\"height\": \"1523\", \"age_of_policyholder\": \"0.471153846153846\", \"total_measure\": 100035.0, \"share_within_group\": 3.566958698372966}, {\"height\": \"1825\", \"age_of_policyholder\": \"0.298076923076923\", \"total_measure\": 63425.0, \"share_within_group\": 3.5566583953680726}, {\"height\": \"1825\", \"age_of_policyholder\": \"0.471153846153846\", \"total_measure\": 63425.0, \"share_within_group\": 3.5566583953680726}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.432692307692308\", \"total_measure\": 238140.0, \"share_within_group\": 3.5226455787203452}, {\"height\": \"1515\", \"age_of_policyholder\": \"0.403846153846154\", \"total_measure\": 65930.0, \"share_within_group\": 3.5185185185185186}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.375\", \"total_measure\": 234900.0, \"share_within_group\": 3.474718427989456}, {\"height\": \"1825\", \"age_of_policyholder\": \"0.355769230769231\", \"total_measure\": 61950.0, \"share_within_group\": 3.4739454094292803}, {\"height\": \"1501\", \"age_of_policyholder\": \"0.298076923076923\", \"total_measure\": 123735.0, \"share_within_group\": 3.4531693472090823}, {\"height\": \"1523\", \"age_of_policyholder\": \"0.336538461538461\", \"total_measure\": 96525.0, \"share_within_group\": 3.44180225281602}, {\"height\": \"1523\", \"age_of_policyholder\": \"0.423076923076923\", \"total_measure\": 96525.0, \"share_within_group\": 3.44180225281602}, {\"height\": \"1515\", \"age_of_policyholder\": \"0.451923076923077\", \"total_measure\": 64195.0, \"share_within_group\": 3.425925925925926}, {\"height\": \"1501\", \"age_of_policyholder\": \"0.288461538461538\", \"total_measure\": 122040.0, \"share_within_group\": 3.4058656575212867}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.336538461538461\", \"total_measure\": 230040.0, \"share_within_group\": 3.4028277018931226}, {\"height\": \"1500\", \"age_of_policyholder\": \"0.346153846153846\", \"total_measure\": 174500.0, \"share_within_group\": 3.401360544217687}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.355769230769231\", \"total_measure\": 228420.0, \"share_within_group\": 3.3788641265276778}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.288461538461538\", \"total_measure\": 226800.0, \"share_within_group\": 3.3549005511622334}, {\"height\": \"1500\", \"age_of_policyholder\": \"0.288461538461538\", \"total_measure\": 171010.0, \"share_within_group\": 3.3333333333333335}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 52.39}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6ffa05920d54d5bc6b5e49926106fa6a5add8328 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:20:34.942272+00:00", + "ended_at": "2026-05-26T00:21:10.857294+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_6be0c5c3dd40f44a", + "problem_id": "v2p_m2_ad02229ba32db1a9", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=height, measure_col=width.", + "bindings": { + "group_col": "height", + "measure_col": "width", + "item_col": "age_of_policyholder", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1755.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_6be0c5c3dd40f44a.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_6be0c5c3dd40f44a", + "api_calls": 0, + "input_tokens": 29601, + "cached_input_tokens": 29056, + "output_tokens": 1728, + "total_tokens": 31329, + "cost_usd": 0.0, + "ai_cli_calls": 1, + 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\\\"height\\\",\\n \\\"age_of_policyholder\\\",\\n SUM(CAST(\\\"width\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"width\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"width\\\" AS REAL))) OVER (PARTITION BY \\\"height\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"height\\\", \\\"age_of_policyholder\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the provided within-group share template using \\\"height\\\" as the group column, \\\"age_of_policyholder\\\" as the item column, and CAST(\\\"width\\\" AS REAL) as the measure because the schema stores numeric fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6be0c5c3dd40f44a/usage_summary.json new file mode 100644 index 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with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..742c081b7585de6f0f145eb8250724841b130b46 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21954, "bytes_utf8": 21954, "lines": 626, "estimated_tokens": 6309}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": 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"ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_6e3b0a1d7828e917", + "api_calls": 0, + "input_tokens": 29604, + "cached_input_tokens": 28032, + "output_tokens": 734, + "total_tokens": 30338, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6309, + "estimated_output_tokens": 212, + "estimated_total_tokens": 6521, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17552.94, + "sql_execution_elapsed_ms_total": 138.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fc65917a94fe092d49664057fe6e39e4a675068d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:21:10.861613+00:00", + "ended_at": "2026-05-26T00:21:28.414826+00:00", + "elapsed_ms": 17552.94, + "prompt_metrics": { + "chars": 21954, + "bytes_utf8": 21954, + "lines": 626, + "estimated_tokens": 6309 + }, + "stdout_metrics": { + "chars": 1160, + "bytes_utf8": 1160, + "lines": 4, + "estimated_tokens": 355 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 762, + "bytes_utf8": 762, + "lines": 1, + "estimated_tokens": 212 + }, + "usage": { + "input_tokens": 29604, + "cached_input_tokens": 28032, + "output_tokens": 734, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..82d1dd43f14ce3e71da80f98902d4915b160defe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=length, measure_col=turning_radius.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "length", + "measure_col": "turning_radius", + "item_col": "policy_tenure", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2049acd34fd337763be51a9e255a2b99a3a4c3e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a8-2874-7042-85d1-202ad48e8013"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"length\\\",\\n \\\"policy_tenure\\\",\\n SUM(CAST(NULLIF(\\\"turning_radius\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"turning_radius\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"turning_radius\\\", '') AS REAL))) OVER (PARTITION BY \\\"length\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nWHERE \\\"length\\\" IS NOT NULL\\n AND \\\"policy_tenure\\\" IS NOT NULL\\n AND NULLIF(\\\"turning_radius\\\", '') IS NOT NULL\\nGROUP BY \\\"length\\\", \\\"policy_tenure\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the requested template with group_col=\\\"length\\\", item_col=\\\"policy_tenure\\\", and measure_col=\\\"turning_radius\\\". CAST/NULLIF are applied because the schema stores these fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29604,"cached_input_tokens":28032,"output_tokens":734,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..edda3e4878fe171f4c1cac53081e401db9291b6a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"length\",\n \"policy_tenure\",\n SUM(CAST(NULLIF(\"turning_radius\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"turning_radius\", '') AS REAL)) * 100.0\n / SUM(SUM(CAST(NULLIF(\"turning_radius\", '') AS REAL))) OVER (PARTITION BY \"length\") AS share_within_group\nFROM \"m2\"\nWHERE \"length\" IS NOT NULL\n AND \"policy_tenure\" IS NOT NULL\n AND NULLIF(\"turning_radius\", '') IS NOT NULL\nGROUP BY \"length\", \"policy_tenure\"\nORDER BY share_within_group DESC;","notes":"Uses the requested template with group_col=\"length\", item_col=\"policy_tenure\", and measure_col=\"turning_radius\". CAST/NULLIF are applied because the schema stores these fields as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1b09f890bee0ae0d9b753be77a297393163c9924 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=length, measure_col=turning_radius. +Result preview: [{"length": "3993", "policy_tenure": "0.003207086095964", "total_measure": 5.1, "share_within_group": 0.2754820936639118}, {"length": "3993", "policy_tenure": "0.010227097793872", "total_measure": 5.1, "share_within_group": 0.2754820936639118}, {"length": "3993", "policy_tenure": "0.011372853836526", "total_measure": 5.1, "share_within_group": 0.2754820936639118}, {"length": "3993", "policy_tenure": "0.011564262617135", "total_measure": 5.1, "share_within_group": 0.2754820936639118}, {"length": "3993", "policy_tenure": "0.022283460731275", "total_measure": 5.1, "share_within_group": 0.2754820936639118}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2492dab6778407fb8f61e5ba84db4b352799504e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_6e3b0a1d7828e917 +-- problem_id: v2p_m2_d311571dd6533d99 +-- realization_mode: agent +-- source_kind: agent +SELECT + "length", + "policy_tenure", + SUM(CAST(NULLIF("turning_radius", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("turning_radius", '') AS REAL)) * 100.0 + / SUM(SUM(CAST(NULLIF("turning_radius", '') AS REAL))) OVER (PARTITION BY "length") AS share_within_group +FROM "m2" +WHERE "length" IS NOT NULL + AND "policy_tenure" IS NOT NULL + AND NULLIF("turning_radius", '') IS NOT NULL +GROUP BY "length", "policy_tenure" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f4a5549d85fa3a356801a573dcf4999a6ba93fd2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"length\",\n \"policy_tenure\",\n SUM(CAST(NULLIF(\"turning_radius\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"turning_radius\", '') AS REAL)) * 100.0\n / SUM(SUM(CAST(NULLIF(\"turning_radius\", '') AS REAL))) OVER (PARTITION BY \"length\") AS share_within_group\nFROM \"m2\"\nWHERE \"length\" IS NOT NULL\n AND \"policy_tenure\" IS NOT NULL\n AND NULLIF(\"turning_radius\", '') IS NOT NULL\nGROUP BY \"length\", \"policy_tenure\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"length\\\",\\n \\\"policy_tenure\\\",\\n SUM(CAST(NULLIF(\\\"turning_radius\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"turning_radius\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"turning_radius\\\", '') AS REAL))) OVER (PARTITION BY \\\"length\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nWHERE \\\"length\\\" IS NOT NULL\\n AND \\\"policy_tenure\\\" IS NOT NULL\\n AND NULLIF(\\\"turning_radius\\\", '') IS NOT NULL\\nGROUP BY \\\"length\\\", \\\"policy_tenure\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"length\", \"policy_tenure\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"length\": \"3993\", \"policy_tenure\": \"0.003207086095964\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.010227097793872\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.011372853836526\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.011564262617135\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.022283460731275\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.031145333968194\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.031744783016684\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.035841503215489\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.044118019156228\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.044319221767301\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.046019994481643\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.048005935982684\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.048994811979753\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.055487307104274\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.061500801136425\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.061523092949527\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.065490091992144\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.065918248553686\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.075369612224513\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.076702218739072\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.080204939284633\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.08149032082493\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.0819095718642\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.081998929475403\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.082668322462106\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.082950749951429\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.083351116961298\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.08362917779049\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.083873344704773\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.084582879716355\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.085196331986468\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.085790259657887\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.086053693939136\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.086316302214449\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.086455917404267\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.087126557117271\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.088702412635705\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.090348520136164\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.090528247115388\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.090681098465729\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.091482623271279\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.092058385798303\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.095380847021632\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.095918324441583\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.096600085485125\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.096738454306116\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.096844668198661\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.09702384334349\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.09755630715621\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.099306324356777\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 138.7}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..588eff0da9f8ae00a9ce965a8e7c6d49f70de15b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:21:10.857815+00:00", + "ended_at": "2026-05-26T00:21:28.564846+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_6e3b0a1d7828e917", + "problem_id": "v2p_m2_d311571dd6533d99", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=length, measure_col=turning_radius.", + "bindings": { + "group_col": "length", + "measure_col": "turning_radius", + "item_col": "policy_tenure", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=24" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_6e3b0a1d7828e917.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_6e3b0a1d7828e917", + "api_calls": 0, + "input_tokens": 29604, + "cached_input_tokens": 28032, + "output_tokens": 734, + "total_tokens": 30338, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6309, + "estimated_output_tokens": 212, + "estimated_total_tokens": 6521, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17552.94, + "sql_execution_elapsed_ms_total": 138.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4399c6c45088ecb8242fcda66a850b3e52848ff4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:21:28.420629+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17552.94, "started_at": "2026-05-26T00:21:10.861613+00:00", "ended_at": "2026-05-26T00:21:28.414826+00:00", "prompt_metrics": {"chars": 21954, "bytes_utf8": 21954, "lines": 626, "estimated_tokens": 6309}, "response_metrics": {"chars": 762, "bytes_utf8": 762, "lines": 1, "estimated_tokens": 212}, "usage": {"input_tokens": 29604, "cached_input_tokens": 28032, "output_tokens": 734, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"length\\\",\\n \\\"policy_tenure\\\",\\n SUM(CAST(NULLIF(\\\"turning_radius\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"turning_radius\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"turning_radius\\\", '') AS REAL))) OVER (PARTITION BY \\\"length\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nWHERE \\\"length\\\" IS NOT NULL\\n AND \\\"policy_tenure\\\" IS NOT NULL\\n AND NULLIF(\\\"turning_radius\\\", '') IS NOT NULL\\nGROUP BY \\\"length\\\", \\\"policy_tenure\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the requested template with group_col=\\\"length\\\", item_col=\\\"policy_tenure\\\", and measure_col=\\\"turning_radius\\\". CAST/NULLIF are applied because the schema stores these fields as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5a76863c31f4ad0b23a59a31bbc8dcaec90100cc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_6e3b0a1d7828e917", + "api_calls": 0, + "input_tokens": 29604, + "cached_input_tokens": 28032, + "output_tokens": 734, + "total_tokens": 30338, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6309, + "estimated_output_tokens": 212, + "estimated_total_tokens": 6521, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17552.94, + "sql_execution_elapsed_ms_total": 138.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_6e3b0a1d7828e917/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b8e8d24826f369edf22f0a072a81113d5b164f75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21820, "bytes_utf8": 21820, "lines": 627, "estimated_tokens": 6256}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 425, "bytes_utf8": 425, "lines": 1, "estimated_tokens": 113}, "usage": {"input_tokens": 29551, "cached_input_tokens": 29056, "output_tokens": 635, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..375b56a69379c0ab52678cf7db352a0ac5db6a9f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:21:28.569735+00:00", + "ended_at": "2026-05-26T00:21:44.746261+00:00", + "elapsed_ms": 16176.28, + "prompt_metrics": { + "chars": 21820, + "bytes_utf8": 21820, + "lines": 627, + "estimated_tokens": 6256 + }, + "stdout_metrics": { + "chars": 788, + "bytes_utf8": 788, + "lines": 4, + "estimated_tokens": 228 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 425, + "bytes_utf8": 425, + "lines": 1, + "estimated_tokens": 113 + }, + "usage": { + "input_tokens": 29551, + "cached_input_tokens": 29056, + "output_tokens": 635, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6bcbf028f35e3d3142314503f57ac889a33a5d9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=transmission_type, condition_col=is_central_locking.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "transmission_type", + "condition_col": "is_central_locking", + "condition_value": "No", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e006bf8355cd85578e0684c41c44e5424c501340 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a8-6daa-7e71-aa22-522f5293f25a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"transmission_type\\\",\\n AVG(CASE WHEN \\\"is_central_locking\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"transmission_type\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the rate of rows with \\\"is_central_locking\\\" = 'No' within each \\\"transmission_type\\\" group, following the planned grouped condition rate template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29551,"cached_input_tokens":29056,"output_tokens":635,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d91f3910a2dd562cfb26a2aac7428832f3cf58e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"transmission_type\",\n AVG(CASE WHEN \"is_central_locking\" = 'No' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"transmission_type\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the rate of rows with \"is_central_locking\" = 'No' within each \"transmission_type\" group, following the planned grouped condition rate template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0ec2d4d7cc8dd4f9c7f667e180158f6dd895a2ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=transmission_type, condition_col=is_central_locking. +Result preview: [{"transmission_type": "Manual", "condition_rate": 0.42316859170791754}, {"transmission_type": "Automatic", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ebaea267763d7198bfb7ac154560d01371add981 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_72d2419ef3582ad7 +-- problem_id: v2p_m2_3bdef76ca572d04f +-- realization_mode: agent +-- source_kind: agent +SELECT "transmission_type", + AVG(CASE WHEN "is_central_locking" = 'No' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "transmission_type" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7e36ca67ece4241d6c49b809cf1127c1a7e1d362 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"transmission_type\",\n AVG(CASE WHEN \"is_central_locking\" = 'No' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"transmission_type\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"transmission_type\\\",\\n AVG(CASE WHEN \\\"is_central_locking\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"transmission_type\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"transmission_type\", \"condition_rate\"], \"rows\": [{\"transmission_type\": \"Manual\", \"condition_rate\": 0.42316859170791754}, {\"transmission_type\": \"Automatic\", \"condition_rate\": 0.0}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 29.13}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..71c7fa37c3cc3bbe8a51d7810c605478bf0e4706 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:21:28.565938+00:00", + "ended_at": "2026-05-26T00:21:44.781137+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_72d2419ef3582ad7", + "problem_id": "v2p_m2_3bdef76ca572d04f", + "dataset_id": "m2", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=transmission_type, condition_col=is_central_locking.", + "bindings": { + "group_col": "transmission_type", + "condition_col": "is_central_locking", + "condition_value": "No", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=104" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_72d2419ef3582ad7.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_72d2419ef3582ad7", + "api_calls": 0, + "input_tokens": 29551, + "cached_input_tokens": 29056, + "output_tokens": 635, + "total_tokens": 30186, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6256, + "estimated_output_tokens": 113, + "estimated_total_tokens": 6369, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16176.28, + "sql_execution_elapsed_ms_total": 29.13, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d16961ff53aa99ee1ac3e70cc4ce7cd8995dc604 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:21:44.750487+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16176.28, "started_at": "2026-05-26T00:21:28.569735+00:00", "ended_at": "2026-05-26T00:21:44.746261+00:00", "prompt_metrics": {"chars": 21820, "bytes_utf8": 21820, "lines": 627, "estimated_tokens": 6256}, "response_metrics": {"chars": 425, "bytes_utf8": 425, "lines": 1, "estimated_tokens": 113}, "usage": {"input_tokens": 29551, "cached_input_tokens": 29056, "output_tokens": 635, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"transmission_type\\\",\\n AVG(CASE WHEN \\\"is_central_locking\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"transmission_type\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the rate of rows with \\\"is_central_locking\\\" = 'No' within each \\\"transmission_type\\\" group, following the planned grouped condition rate template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..10833f640c1ad570923ef71b0f4707644be2ba53 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_72d2419ef3582ad7", + "api_calls": 0, + "input_tokens": 29551, + "cached_input_tokens": 29056, + "output_tokens": 635, + "total_tokens": 30186, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6256, + "estimated_output_tokens": 113, + "estimated_total_tokens": 6369, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16176.28, + "sql_execution_elapsed_ms_total": 29.13, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_72d2419ef3582ad7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..411cecdbd28a61d606876d859555e49328e4313f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21803, "bytes_utf8": 21803, "lines": 627, "estimated_tokens": 6257}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 376, "bytes_utf8": 376, "lines": 1, "estimated_tokens": 100}, "usage": {"input_tokens": 29552, "cached_input_tokens": 29056, "output_tokens": 439, "reasoning_output_tokens": 333}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a944050a7a2ce81dbb92506884a70e8b8a26e66c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_7617c320a00b116b", + "api_calls": 0, + "input_tokens": 29552, + "cached_input_tokens": 29056, + "output_tokens": 439, + "total_tokens": 29991, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6257, + "estimated_output_tokens": 100, + "estimated_total_tokens": 6357, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13523.26, + "sql_execution_elapsed_ms_total": 28.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/sql_attempt_1.metadata.json new file mode 100644 index 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"chars": 376, + "bytes_utf8": 376, + "lines": 1, + "estimated_tokens": 100 + }, + "usage": { + "input_tokens": 29552, + "cached_input_tokens": 29056, + "output_tokens": 439, + "reasoning_output_tokens": 333 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3cdf53d07462b21439a12ce3b8884d6a8115e47e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=cylinder, condition_col=is_power_door_locks.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "cylinder", + "condition_col": "is_power_door_locks", + "condition_value": "No", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 18, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1510.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c87f753b5e682bdb28c7be914d5e502882ad0ce0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a8-acf6-76a0-8d93-cb683690de89"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"cylinder\\\",\\n AVG(CASE WHEN \\\"is_power_door_locks\\\" = 'No' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m2\\\"\\nGROUP BY \\\"cylinder\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Computes the within-cylinder proportion of rows where \\\"is_power_door_locks\\\" is 'No', following the grouped condition rate template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29552,"cached_input_tokens":29056,"output_tokens":439,"reasoning_output_tokens":333}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b69b4188eb46b9d4098dc95f306275ca3d21be29 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"cylinder\",\n AVG(CASE WHEN \"is_power_door_locks\" = 'No' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"m2\"\nGROUP BY \"cylinder\"\nORDER BY condition_rate DESC;","notes":"Computes the within-cylinder proportion of rows where \"is_power_door_locks\" is 'No', following the grouped condition rate template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..dddca4f8363eacfe1e6b57c9efb1f2efcd6397e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=cylinder, condition_col=is_power_door_locks. +Result preview: [{"cylinder": "3", "condition_rate": 0.683899894770554}, {"cylinder": "4", "condition_rate": 0.03291139240506329}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..dc2d885eca7d413d0a801e0e75c92422d69bfb86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_7617c320a00b116b +-- problem_id: v2p_m2_c5c3523bf946f1d6 +-- realization_mode: agent +-- source_kind: agent +SELECT "cylinder", + AVG(CASE WHEN "is_power_door_locks" = 'No' THEN 1 ELSE 0 END) AS condition_rate +FROM "m2" +GROUP BY "cylinder" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9017fb5d1397db5fd4177caa6e25c36ccbc97466 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"cylinder\",\n AVG(CASE WHEN \"is_power_door_locks\" = 'No' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"m2\"\nGROUP BY \"cylinder\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"cylinder\\\",\\n AVG(CASE WHEN \\\"is_power_door_locks\\\" = 'No' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m2\\\"\\nGROUP BY \\\"cylinder\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"cylinder\", \"condition_rate\"], \"rows\": [{\"cylinder\": \"3\", \"condition_rate\": 0.683899894770554}, {\"cylinder\": \"4\", \"condition_rate\": 0.03291139240506329}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 28.14}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..51d1c76aacfd3b52feab5e16dcb052331e571968 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:21:44.781527+00:00", + "ended_at": "2026-05-26T00:21:58.343442+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_7617c320a00b116b", + "problem_id": "v2p_m2_c5c3523bf946f1d6", + "dataset_id": "m2", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=cylinder, condition_col=is_power_door_locks.", + "bindings": { + "group_col": "cylinder", + "condition_col": "is_power_door_locks", + "condition_value": "No", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 18, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1510.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=103" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_7617c320a00b116b.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_7617c320a00b116b", + "api_calls": 0, + "input_tokens": 29552, + "cached_input_tokens": 29056, + "output_tokens": 439, + "total_tokens": 29991, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6257, + "estimated_output_tokens": 100, + "estimated_total_tokens": 6357, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13523.26, + "sql_execution_elapsed_ms_total": 28.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cb96149bcbc24bf6f7abcf3538462e221377d603 --- /dev/null +++ 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\\\"cylinder\\\",\\n AVG(CASE WHEN \\\"is_power_door_locks\\\" = 'No' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m2\\\"\\nGROUP BY \\\"cylinder\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Computes the within-cylinder proportion of rows where \\\"is_power_door_locks\\\" is 'No', following the grouped condition rate template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8647c1f2fe98ec1443e8e9101946bef2fe12a737 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7617c320a00b116b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_7617c320a00b116b", + "api_calls": 0, + 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index 0000000000000000000000000000000000000000..539cdab1d0d60c8d3e89a6660ce382767aaefca4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21973, "bytes_utf8": 21973, "lines": 626, "estimated_tokens": 6318}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 795, "bytes_utf8": 795, "lines": 1, "estimated_tokens": 235}, "usage": {"input_tokens": 29613, "cached_input_tokens": 22912, "output_tokens": 757, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b028bd78d4f5a78eb138e5f287e7d87d92eb7548 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_767dad50d7db0e40", + "api_calls": 0, + "input_tokens": 29613, + "cached_input_tokens": 22912, + "output_tokens": 757, + 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{ + "chars": 795, + "bytes_utf8": 795, + "lines": 1, + "estimated_tokens": 235 + }, + "usage": { + "input_tokens": 29613, + "cached_input_tokens": 22912, + "output_tokens": 757, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..aa7cd5acde523ee7be330252e5580633a38a7e71 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_rear_window_defogger, measure_col=age_of_car.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "is_rear_window_defogger", + "measure_col": "age_of_car", + "item_col": "age_of_car", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.11, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e5546831bd15ffbd03537ea3900140b522321f87 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a8-e201-7351-8d5d-932fb0defc19"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"is_rear_window_defogger\\\",\\n \\\"age_of_car\\\",\\n SUM(CAST(\\\"age_of_car\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"age_of_car\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"age_of_car\\\" AS REAL))) OVER (PARTITION BY \\\"is_rear_window_defogger\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nWHERE \\\"is_rear_window_defogger\\\" IS NOT NULL\\n AND \\\"age_of_car\\\" IS NOT NULL\\n AND TRIM(\\\"age_of_car\\\") <> ''\\nGROUP BY \\\"is_rear_window_defogger\\\", \\\"age_of_car\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the requested Within-Group Share of Total template with group_col=\\\"is_rear_window_defogger\\\", item_col=\\\"age_of_car\\\", and measure_col=\\\"age_of_car\\\". CAST to REAL is applied because \\\"age_of_car\\\" is stored as TEXT in the SQLite schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29613,"cached_input_tokens":22912,"output_tokens":757,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a1541b784c9456a90452e2db0ea7a2c28e535d80 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"is_rear_window_defogger\",\n \"age_of_car\",\n SUM(CAST(\"age_of_car\" AS REAL)) AS total_measure,\n SUM(CAST(\"age_of_car\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"age_of_car\" AS REAL))) OVER (PARTITION BY \"is_rear_window_defogger\") AS share_within_group\nFROM \"m2\"\nWHERE \"is_rear_window_defogger\" IS NOT NULL\n AND \"age_of_car\" IS NOT NULL\n AND TRIM(\"age_of_car\") <> ''\nGROUP BY \"is_rear_window_defogger\", \"age_of_car\"\nORDER BY share_within_group DESC;","notes":"Uses the requested Within-Group Share of Total template with group_col=\"is_rear_window_defogger\", item_col=\"age_of_car\", and measure_col=\"age_of_car\". CAST to REAL is applied because \"age_of_car\" is stored as TEXT in the SQLite schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..aac7fae8c80d30c938b7cc85c3ad8f9637895d89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:22:17.530374Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a8-e201-7351-8d5d-932fb0defc19.1779754918401944000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..80557b16041cd230e77dec54a84085d0257a642c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_rear_window_defogger, measure_col=age_of_car. +Result preview: [{"is_rear_window_defogger": "Yes", "age_of_car": "0.12", "total_measure": 141.23999999999998, "share_within_group": 7.940809373348475}, {"is_rear_window_defogger": "Yes", "age_of_car": "0.14", "total_measure": 140.98000000000002, "share_within_group": 7.926191627404901}, {"is_rear_window_defogger": "Yes", "age_of_car": "0.13", "total_measure": 139.1, "share_within_group": 7.820494079812892}, {"is_rear_window_defogger": "No", "age_of_car": "0.1", "total_measure": 177.20000000000002, "share_within_group": 7.74133795833133}, {"is_rear_window_defogger": "Yes", "age_of_car": "0.1", "total_measure": 135.1, "share_within_group": 7.595605680680961}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..cd197543af320e12f3747cb606d78b7280af4e38 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_767dad50d7db0e40 +-- problem_id: v2p_m2_e2b542ec5a3a4761 +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_rear_window_defogger", + "age_of_car", + SUM(CAST("age_of_car" AS REAL)) AS total_measure, + SUM(CAST("age_of_car" AS REAL)) * 100.0 / SUM(SUM(CAST("age_of_car" AS REAL))) OVER (PARTITION BY "is_rear_window_defogger") AS share_within_group +FROM "m2" +WHERE "is_rear_window_defogger" IS NOT NULL + AND "age_of_car" IS NOT NULL + AND TRIM("age_of_car") <> '' +GROUP BY "is_rear_window_defogger", "age_of_car" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..936aaf7d57f0ffd44767baa1277ba0ff929833d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"is_rear_window_defogger\",\n \"age_of_car\",\n SUM(CAST(\"age_of_car\" AS REAL)) AS total_measure,\n SUM(CAST(\"age_of_car\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"age_of_car\" AS REAL))) OVER (PARTITION BY \"is_rear_window_defogger\") AS share_within_group\nFROM \"m2\"\nWHERE \"is_rear_window_defogger\" IS NOT NULL\n AND \"age_of_car\" IS NOT NULL\n AND TRIM(\"age_of_car\") <> ''\nGROUP BY \"is_rear_window_defogger\", \"age_of_car\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"is_rear_window_defogger\\\",\\n \\\"age_of_car\\\",\\n SUM(CAST(\\\"age_of_car\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"age_of_car\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"age_of_car\\\" AS REAL))) OVER (PARTITION BY \\\"is_rear_window_defogger\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nWHERE \\\"is_rear_window_defogger\\\" IS NOT NULL\\n AND \\\"age_of_car\\\" IS NOT NULL\\n AND TRIM(\\\"age_of_car\\\") <> ''\\nGROUP BY \\\"is_rear_window_defogger\\\", \\\"age_of_car\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"is_rear_window_defogger\", \"age_of_car\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.12\", \"total_measure\": 141.23999999999998, \"share_within_group\": 7.940809373348475}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.14\", \"total_measure\": 140.98000000000002, \"share_within_group\": 7.926191627404901}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.13\", \"total_measure\": 139.1, \"share_within_group\": 7.820494079812892}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.1\", \"total_measure\": 177.20000000000002, \"share_within_group\": 7.74133795833133}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.1\", \"total_measure\": 135.1, \"share_within_group\": 7.595605680680961}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.15\", \"total_measure\": 134.1, \"share_within_group\": 7.539383580897979}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.13\", \"total_measure\": 161.85, \"share_within_group\": 7.070742373340439}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.11\", \"total_measure\": 125.07000000000001, \"share_within_group\": 7.031698019857646}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.15\", \"total_measure\": 160.5, \"share_within_group\": 7.011764911468276}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.14\", \"total_measure\": 160.16000000000003, \"share_within_group\": 6.996911328478251}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.12\", \"total_measure\": 159.48, \"share_within_group\": 6.967204162498197}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.11\", \"total_measure\": 143.55, \"share_within_group\": 6.271270112406674}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.09\", \"total_measure\": 105.3, \"share_within_group\": 5.920187107148077}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.09\", \"total_measure\": 132.57, \"share_within_group\": 5.791586755846414}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.08\", \"total_measure\": 101.2, \"share_within_group\": 5.689676498037849}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.16\", \"total_measure\": 98.56, \"share_within_group\": 5.541250154610774}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.08\", \"total_measure\": 117.2, \"share_within_group\": 5.120117430679638}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.07\", \"total_measure\": 89.95, \"share_within_group\": 5.057177875479293}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.07\", \"total_measure\": 112.21000000000001, \"share_within_group\": 4.902119256796606}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.06\", \"total_measure\": 109.14, \"share_within_group\": 4.768000139798428}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.16\", \"total_measure\": 108.0, \"share_within_group\": 4.718196949773046}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.05\", \"total_measure\": 105.60000000000001, \"share_within_group\": 4.613348128666978}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.04\", \"total_measure\": 103.36, \"share_within_group\": 4.515489228967981}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.17\", \"total_measure\": 79.22, \"share_within_group\": 4.453914744807889}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.03\", \"total_measure\": 96.06, \"share_within_group\": 4.196574064770359}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.06\", \"total_measure\": 74.03999999999999, \"share_within_group\": 4.162684267932038}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.18\", \"total_measure\": 66.24, \"share_within_group\": 3.724151889624773}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.02\", \"total_measure\": 79.68, \"share_within_group\": 3.480980860721447}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.05\", \"total_measure\": 61.5, \"share_within_group\": 3.4576591366534357}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.17\", \"total_measure\": 79.05000000000001, \"share_within_group\": 3.4534580451811046}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.18\", \"total_measure\": 66.6, \"share_within_group\": 2.909554785693378}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.04\", \"total_measure\": 47.160000000000004, \"share_within_group\": 2.6514342257654637}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.19\", \"total_measure\": 44.65, \"share_within_group\": 2.510316755310177}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.01\", \"total_measure\": 52.300000000000004, \"share_within_group\": 2.2848305599363914}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.03\", \"total_measure\": 36.39, \"share_within_group\": 2.04592221110274}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.19\", \"total_measure\": 42.37, \"share_within_group\": 1.8510185626100364}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.2\", \"total_measure\": 28.200000000000003, \"share_within_group\": 1.5854632138801121}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.02\", \"total_measure\": 24.1, \"share_within_group\": 1.3549526047698828}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.2\", \"total_measure\": 29.200000000000003, \"share_within_group\": 1.2756606567904902}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.21\", \"total_measure\": 21.63, \"share_within_group\": 1.2160840183059156}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.22\", \"total_measure\": 14.3, \"share_within_group\": 0.8039760268966525}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.22\", \"total_measure\": 18.26, \"share_within_group\": 0.7977247805819984}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.01\", \"total_measure\": 11.32, \"share_within_group\": 0.6364341695433641}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.21\", \"total_measure\": 14.49, \"share_within_group\": 0.6330247574278836}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.23\", \"total_measure\": 9.89, \"share_within_group\": 0.5560365668536988}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.23\", \"total_measure\": 10.81, \"share_within_group\": 0.4722565650652465}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.24\", \"total_measure\": 7.4399999999999995, \"share_within_group\": 0.4182924223853912}, {\"is_rear_window_defogger\": \"No\", \"age_of_car\": \"0.24\", \"total_measure\": 8.16, \"share_within_group\": 0.3564859917606301}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.25\", \"total_measure\": 6.0, \"share_within_group\": 0.33733259869789617}, {\"is_rear_window_defogger\": \"Yes\", \"age_of_car\": \"0.31\", \"total_measure\": 4.65, \"share_within_group\": 0.26143276399086957}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 56.25}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..801354c22438fe0cb35a0a7ca68ecc43e291cafc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:21:58.343885+00:00", + "ended_at": "2026-05-26T00:22:19.119745+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_767dad50d7db0e40", + "problem_id": "v2p_m2_e2b542ec5a3a4761", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_rear_window_defogger, measure_col=age_of_car.", + "bindings": { + "group_col": "is_rear_window_defogger", + "measure_col": "age_of_car", + "item_col": "age_of_car", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.11, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=31" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_767dad50d7db0e40.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_767dad50d7db0e40", + "api_calls": 0, + "input_tokens": 29613, + "cached_input_tokens": 22912, + "output_tokens": 757, + "total_tokens": 30370, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6318, + "estimated_output_tokens": 235, + "estimated_total_tokens": 6553, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20707.02, + "sql_execution_elapsed_ms_total": 56.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c2782eac52bced4522ec3fbe27d26591eff9dc0f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:22:19.061075+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 20707.02, "started_at": "2026-05-26T00:21:58.347137+00:00", "ended_at": "2026-05-26T00:22:19.054467+00:00", "prompt_metrics": {"chars": 21973, "bytes_utf8": 21973, "lines": 626, "estimated_tokens": 6318}, "response_metrics": {"chars": 795, "bytes_utf8": 795, "lines": 1, "estimated_tokens": 235}, "usage": {"input_tokens": 29613, "cached_input_tokens": 22912, "output_tokens": 757, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:22:17.530374Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a8-e201-7351-8d5d-932fb0defc19.1779754918401944000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"is_rear_window_defogger\\\",\\n \\\"age_of_car\\\",\\n SUM(CAST(\\\"age_of_car\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"age_of_car\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"age_of_car\\\" AS REAL))) OVER (PARTITION BY \\\"is_rear_window_defogger\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nWHERE \\\"is_rear_window_defogger\\\" IS NOT NULL\\n AND \\\"age_of_car\\\" IS NOT NULL\\n AND TRIM(\\\"age_of_car\\\") <> ''\\nGROUP BY \\\"is_rear_window_defogger\\\", \\\"age_of_car\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the requested Within-Group Share of Total template with group_col=\\\"is_rear_window_defogger\\\", item_col=\\\"age_of_car\\\", and measure_col=\\\"age_of_car\\\". CAST to REAL is applied because \\\"age_of_car\\\" is stored as TEXT in the SQLite schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6f298083db200eeacf96c45aed143a76e7d33d23 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_767dad50d7db0e40", + "api_calls": 0, + "input_tokens": 29613, + "cached_input_tokens": 22912, + "output_tokens": 757, + "total_tokens": 30370, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6318, + "estimated_output_tokens": 235, + "estimated_total_tokens": 6553, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20707.02, + "sql_execution_elapsed_ms_total": 56.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_767dad50d7db0e40/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9043212195412ca0b4491c805ad3964133c2d87a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 22375, "bytes_utf8": 22375, "lines": 627, "estimated_tokens": 6404}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 800, "bytes_utf8": 800, "lines": 1, "estimated_tokens": 226}, "usage": {"input_tokens": 29699, "cached_input_tokens": 28032, "output_tokens": 2286, "reasoning_output_tokens": 2054}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..adbe45b89c162dec4aae1687378454d19a65a814 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_788a5f281839ee52", + "api_calls": 0, + "input_tokens": 29699, + "cached_input_tokens": 28032, + "output_tokens": 2286, + "total_tokens": 31985, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6404, + "estimated_output_tokens": 226, + "estimated_total_tokens": 6630, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 47953.16, + "sql_execution_elapsed_ms_total": 33.45, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d8699ef7902e50af597d6d457b3817f313ac57be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:22:19.124886+00:00", + "ended_at": "2026-05-26T00:23:07.078706+00:00", + "elapsed_ms": 47953.16, + "prompt_metrics": { + "chars": 22375, + "bytes_utf8": 22375, + "lines": 627, + "estimated_tokens": 6404 + }, + "stdout_metrics": { + "chars": 1206, + "bytes_utf8": 1206, + "lines": 4, + "estimated_tokens": 369 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 800, + "bytes_utf8": 800, + "lines": 1, + "estimated_tokens": 226 + }, + "usage": { + "input_tokens": 29699, + "cached_input_tokens": 28032, + "output_tokens": 2286, + "reasoning_output_tokens": 2054 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f476e3be828db91ce3b134322bd565876601c215 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=area_cluster, condition_col=is_rear_window_washer.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "area_cluster", + "condition_col": "is_rear_window_washer", + "condition_value": "No", + "positive_value": "No", + "negative_value": "Yes", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a6360e825cfed1542b1b379b723cb38f33490854 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a9-331e-7060-bac5-930e382664c5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"area_cluster\\\",\\n SUM(CASE WHEN \\\"is_rear_window_washer\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"is_rear_window_washer\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"area_cluster\\\"\\n)\\nSELECT\\n \\\"area_cluster\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC\\nLIMIT 14;\",\"notes\":\"Applies the grouped ratio template using \\\"area_cluster\\\" as the group and the ratio of \\\"is_rear_window_washer\\\" = 'No' to 'Yes' as the contrastive condition view. Groups with zero 'Yes' rows return NULL ratios via NULLIF.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29699,"cached_input_tokens":28032,"output_tokens":2286,"reasoning_output_tokens":2054}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e1399a05cc73ac42eba5af7aed3baebdad7f4eeb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT\n \"area_cluster\",\n SUM(CASE WHEN \"is_rear_window_washer\" = 'No' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"is_rear_window_washer\" = 'Yes' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m2\"\n GROUP BY \"area_cluster\"\n)\nSELECT\n \"area_cluster\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC\nLIMIT 14;","notes":"Applies the grouped ratio template using \"area_cluster\" as the group and the ratio of \"is_rear_window_washer\" = 'No' to 'Yes' as the contrastive condition view. Groups with zero 'Yes' rows return NULL ratios via NULLIF."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1b77c2be3cdae608b3f8b62bec677a205efc9a95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=area_cluster, condition_col=is_rear_window_washer. +Result preview: [{"area_cluster": "C16", "condition_ratio": 9.837837837837839}, {"area_cluster": "C18", "condition_ratio": 9.083333333333334}, {"area_cluster": "C17", "condition_ratio": 6.935483870967742}, {"area_cluster": "C3", "condition_ratio": 4.6334256694367495}, {"area_cluster": "C1", "condition_ratio": 4.539622641509434}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d64db1bba0519191dff8b531a5601e999df210d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/generated_sql.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m2_788a5f281839ee52 +-- problem_id: v2p_m2_632cd49b18cf5ca9 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "area_cluster", + SUM(CASE WHEN "is_rear_window_washer" = 'No' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "is_rear_window_washer" = 'Yes' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m2" + GROUP BY "area_cluster" +) +SELECT + "area_cluster", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC +LIMIT 14; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f6e6b9b181b53a0958c725225756e04bc32e14a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT\n \"area_cluster\",\n SUM(CASE WHEN \"is_rear_window_washer\" = 'No' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"is_rear_window_washer\" = 'Yes' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m2\"\n GROUP BY \"area_cluster\"\n)\nSELECT\n \"area_cluster\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC\nLIMIT 14;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"area_cluster\\\",\\n SUM(CASE WHEN \\\"is_rear_window_washer\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"is_rear_window_washer\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"area_cluster\\\"\\n)\\nSELECT\\n \\\"area_cluster\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC\\nLIMIT 14;\", \"columns\": [\"area_cluster\", \"condition_ratio\"], \"rows\": [{\"area_cluster\": \"C16\", \"condition_ratio\": 9.837837837837839}, {\"area_cluster\": \"C18\", \"condition_ratio\": 9.083333333333334}, {\"area_cluster\": \"C17\", \"condition_ratio\": 6.935483870967742}, {\"area_cluster\": \"C3\", \"condition_ratio\": 4.6334256694367495}, {\"area_cluster\": \"C1\", \"condition_ratio\": 4.539622641509434}, {\"area_cluster\": \"C20\", \"condition_ratio\": 4.190476190476191}, {\"area_cluster\": \"C22\", \"condition_ratio\": 4.048780487804878}, {\"area_cluster\": \"C10\", \"condition_ratio\": 3.494301994301994}, {\"area_cluster\": \"C4\", \"condition_ratio\": 3.433333333333333}, {\"area_cluster\": \"C5\", \"condition_ratio\": 3.3374766935985085}, {\"area_cluster\": \"C6\", \"condition_ratio\": 3.2583732057416266}, {\"area_cluster\": \"C9\", \"condition_ratio\": 3.044378698224852}, {\"area_cluster\": \"C21\", \"condition_ratio\": 2.86734693877551}, {\"area_cluster\": \"C7\", \"condition_ratio\": 2.8627450980392157}], \"row_count_returned\": 14, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 33.45}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e11c02ec4ae4b7dd512e90f077a74f80757f83de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:22:19.120212+00:00", + "ended_at": "2026-05-26T00:23:07.118524+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_788a5f281839ee52", + "problem_id": "v2p_m2_632cd49b18cf5ca9", + "dataset_id": "m2", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=area_cluster, condition_col=is_rear_window_washer.", + "bindings": { + "group_col": "area_cluster", + "condition_col": "is_rear_window_washer", + "condition_value": "No", + "positive_value": "No", + "negative_value": "Yes", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/1", + "binding_index=44" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_788a5f281839ee52.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_788a5f281839ee52", + "api_calls": 0, + "input_tokens": 29699, + "cached_input_tokens": 28032, + "output_tokens": 2286, + "total_tokens": 31985, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6404, + "estimated_output_tokens": 226, + "estimated_total_tokens": 6630, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 47953.16, + "sql_execution_elapsed_ms_total": 33.45, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..77dc835c99844da37cd802c2b3b324d60d6603ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:23:07.083595+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 47953.16, "started_at": "2026-05-26T00:22:19.124886+00:00", "ended_at": "2026-05-26T00:23:07.078706+00:00", "prompt_metrics": {"chars": 22375, "bytes_utf8": 22375, "lines": 627, "estimated_tokens": 6404}, "response_metrics": {"chars": 800, "bytes_utf8": 800, "lines": 1, "estimated_tokens": 226}, "usage": {"input_tokens": 29699, "cached_input_tokens": 28032, "output_tokens": 2286, "reasoning_output_tokens": 2054}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"area_cluster\\\",\\n SUM(CASE WHEN \\\"is_rear_window_washer\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"is_rear_window_washer\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"area_cluster\\\"\\n)\\nSELECT\\n \\\"area_cluster\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC\\nLIMIT 14;\",\"notes\":\"Applies the grouped ratio template using \\\"area_cluster\\\" as the group and the ratio of \\\"is_rear_window_washer\\\" = 'No' to 'Yes' as the contrastive condition view. Groups with zero 'Yes' rows return NULL ratios via NULLIF.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..70c2adf819adae2fe4d64871a778d3cf01b5a8f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_788a5f281839ee52/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_788a5f281839ee52", + "api_calls": 0, + "input_tokens": 29699, + "cached_input_tokens": 28032, + "output_tokens": 2286, + "total_tokens": 31985, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6404, + "estimated_output_tokens": 226, + "estimated_total_tokens": 6630, + "usage_source": "ai_cli_json_usage", 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"sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21858, "bytes_utf8": 21858, "lines": 628, "estimated_tokens": 6284}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 493, "bytes_utf8": 493, "lines": 1, "estimated_tokens": 132}, "usage": {"input_tokens": 29579, "cached_input_tokens": 28032, "output_tokens": 1054, "reasoning_output_tokens": 916}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f0a80cfe10012a9b2366f89cef3dd1b10fb384fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_7a1c6d221f5ccd7d", + "api_calls": 0, + "input_tokens": 29579, + "cached_input_tokens": 28032, + "output_tokens": 1054, + "total_tokens": 30633, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6284, + "estimated_output_tokens": 132, + "estimated_total_tokens": 6416, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22916.42, + "sql_execution_elapsed_ms_total": 8.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b3949b2f6c4f1cd948e796c3c1993e2e762c0276 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:23:07.122244+00:00", + "ended_at": "2026-05-26T00:23:30.038998+00:00", + "elapsed_ms": 22916.42, + "prompt_metrics": { + "chars": 21858, + "bytes_utf8": 21858, + "lines": 628, + "estimated_tokens": 6284 + }, + "stdout_metrics": { + "chars": 873, + "bytes_utf8": 873, + "lines": 4, + "estimated_tokens": 254 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 101 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 493, + "bytes_utf8": 493, + "lines": 1, + "estimated_tokens": 132 + }, + "usage": { + "input_tokens": 29579, + "cached_input_tokens": 28032, + "output_tokens": 1054, + "reasoning_output_tokens": 916 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0511891e2511d8859a486b461caf002c35de84ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,628 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=airbags.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "age_of_policyholder", + "group_col_2": "airbags", + "predicate_col": "model", + "predicate_op": "=", + "predicate_value": "M6", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad2381e7f30bfc10555d4b516be235ced62e1919 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a9-ee96-7f12-a617-f11dd12bbf59"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"age_of_policyholder\\\", \\\"airbags\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"model\\\" = 'M6'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"airbags\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the provided filtered two-dimensional group count template on \\\"m2\\\", grouping by \\\"age_of_policyholder\\\" and \\\"airbags\\\" with the bound filter \\\"model\\\" = 'M6'. The template skeleton does not include LIMIT, so top_k was not added.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29579,"cached_input_tokens":28032,"output_tokens":1054,"reasoning_output_tokens":916}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ff8e2276080b9e619fcdb3dfad9b94654502b963 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"age_of_policyholder\", \"airbags\", COUNT(*) AS \"row_count\"\nFROM \"m2\"\nWHERE \"model\" = 'M6'\nGROUP BY \"age_of_policyholder\", \"airbags\"\nORDER BY \"row_count\" DESC;","notes":"Applied the provided filtered two-dimensional group count template on \"m2\", grouping by \"age_of_policyholder\" and \"airbags\" with the bound filter \"model\" = 'M6'. The template skeleton does not include LIMIT, so top_k was not added."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c2719fa0c4483347a8b7896193e5246e192955f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:23:29.422899Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a9-ee96-7f12-a617-f11dd12bbf59.1779754987159041000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f3cd6d3881dadfb6e10d5bbc7e11ee12ae916f18 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=airbags. +Result preview: [{"age_of_policyholder": "0.365384615384615", "airbags": "2", "row_count": 401}, {"age_of_policyholder": "0.490384615384615", "airbags": "2", "row_count": 400}, {"age_of_policyholder": "0.355769230769231", "airbags": "2", "row_count": 398}, {"age_of_policyholder": "0.394230769230769", "airbags": "2", "row_count": 398}, {"age_of_policyholder": "0.442307692307692", "airbags": "2", "row_count": 394}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..216ad47d82deb39c7197c2bb2847c4ad7654123e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m2_7a1c6d221f5ccd7d +-- problem_id: v2p_m2_c6c692f4ae60e5f1 +-- realization_mode: agent +-- source_kind: agent +SELECT "age_of_policyholder", "airbags", COUNT(*) AS "row_count" +FROM "m2" +WHERE "model" = 'M6' +GROUP BY "age_of_policyholder", "airbags" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b2b2c9eaf1df6aa79a91286cf2e287130d8e2bfb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"age_of_policyholder\", \"airbags\", COUNT(*) AS \"row_count\"\nFROM \"m2\"\nWHERE \"model\" = 'M6'\nGROUP BY \"age_of_policyholder\", \"airbags\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"age_of_policyholder\\\", \\\"airbags\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"model\\\" = 'M6'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"airbags\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"age_of_policyholder\", \"airbags\", \"row_count\"], \"rows\": [{\"age_of_policyholder\": \"0.365384615384615\", \"airbags\": \"2\", \"row_count\": 401}, {\"age_of_policyholder\": \"0.490384615384615\", \"airbags\": \"2\", \"row_count\": 400}, {\"age_of_policyholder\": \"0.355769230769231\", \"airbags\": \"2\", \"row_count\": 398}, {\"age_of_policyholder\": \"0.394230769230769\", \"airbags\": \"2\", \"row_count\": 398}, {\"age_of_policyholder\": \"0.442307692307692\", \"airbags\": \"2\", \"row_count\": 394}, {\"age_of_policyholder\": \"0.403846153846154\", \"airbags\": \"2\", \"row_count\": 393}, {\"age_of_policyholder\": \"0.5\", \"airbags\": \"2\", \"row_count\": 390}, {\"age_of_policyholder\": \"0.471153846153846\", \"airbags\": \"2\", \"row_count\": 389}, {\"age_of_policyholder\": \"0.317307692307692\", \"airbags\": \"2\", \"row_count\": 384}, {\"age_of_policyholder\": \"0.480769230769231\", \"airbags\": \"2\", \"row_count\": 377}, {\"age_of_policyholder\": \"0.375\", \"airbags\": \"2\", \"row_count\": 376}, {\"age_of_policyholder\": \"0.336538461538461\", \"airbags\": \"2\", \"row_count\": 373}, {\"age_of_policyholder\": \"0.326923076923077\", \"airbags\": \"2\", \"row_count\": 370}, {\"age_of_policyholder\": \"0.298076923076923\", \"airbags\": \"2\", \"row_count\": 366}, {\"age_of_policyholder\": \"0.423076923076923\", \"airbags\": \"2\", \"row_count\": 362}, {\"age_of_policyholder\": \"0.346153846153846\", \"airbags\": \"2\", \"row_count\": 360}, {\"age_of_policyholder\": \"0.451923076923077\", \"airbags\": \"2\", \"row_count\": 360}, {\"age_of_policyholder\": \"0.413461538461538\", \"airbags\": \"2\", \"row_count\": 359}, {\"age_of_policyholder\": \"0.432692307692308\", \"airbags\": \"2\", \"row_count\": 355}, {\"age_of_policyholder\": \"0.461538461538462\", \"airbags\": \"2\", \"row_count\": 354}, {\"age_of_policyholder\": \"0.384615384615385\", \"airbags\": \"2\", \"row_count\": 352}, {\"age_of_policyholder\": \"0.307692307692308\", \"airbags\": \"2\", \"row_count\": 347}, {\"age_of_policyholder\": \"0.509615384615385\", \"airbags\": \"2\", \"row_count\": 336}, {\"age_of_policyholder\": \"0.528846153846154\", \"airbags\": \"2\", \"row_count\": 328}, {\"age_of_policyholder\": \"0.519230769230769\", \"airbags\": \"2\", \"row_count\": 322}, {\"age_of_policyholder\": \"0.288461538461538\", \"airbags\": \"2\", \"row_count\": 305}, {\"age_of_policyholder\": \"0.548076923076923\", \"airbags\": \"2\", \"row_count\": 300}, {\"age_of_policyholder\": \"0.538461538461538\", \"airbags\": \"2\", \"row_count\": 298}, {\"age_of_policyholder\": \"0.557692307692308\", \"airbags\": \"2\", \"row_count\": 254}, {\"age_of_policyholder\": \"0.567307692307692\", \"airbags\": \"2\", \"row_count\": 223}, {\"age_of_policyholder\": \"0.576923076923077\", \"airbags\": \"2\", \"row_count\": 206}, {\"age_of_policyholder\": \"0.596153846153846\", \"airbags\": \"2\", \"row_count\": 203}, {\"age_of_policyholder\": \"0.586538461538462\", \"airbags\": \"2\", \"row_count\": 200}, {\"age_of_policyholder\": \"0.605769230769231\", \"airbags\": \"2\", \"row_count\": 197}, {\"age_of_policyholder\": \"0.625\", \"airbags\": \"2\", \"row_count\": 177}, {\"age_of_policyholder\": \"0.653846153846154\", \"airbags\": \"2\", \"row_count\": 164}, {\"age_of_policyholder\": \"0.644230769230769\", \"airbags\": \"2\", \"row_count\": 161}, {\"age_of_policyholder\": \"0.615384615384615\", \"airbags\": \"2\", \"row_count\": 152}, {\"age_of_policyholder\": \"0.673076923076923\", \"airbags\": \"2\", \"row_count\": 137}, {\"age_of_policyholder\": \"0.682692307692308\", \"airbags\": \"2\", \"row_count\": 137}, {\"age_of_policyholder\": \"0.634615384615385\", \"airbags\": \"2\", \"row_count\": 135}, {\"age_of_policyholder\": \"0.663461538461538\", \"airbags\": \"2\", \"row_count\": 132}, {\"age_of_policyholder\": \"0.701923076923077\", \"airbags\": \"2\", \"row_count\": 118}, {\"age_of_policyholder\": \"0.711538461538462\", \"airbags\": \"2\", \"row_count\": 109}, {\"age_of_policyholder\": \"0.692307692307692\", \"airbags\": \"2\", \"row_count\": 106}, {\"age_of_policyholder\": \"0.730769230769231\", \"airbags\": \"2\", \"row_count\": 106}, {\"age_of_policyholder\": \"0.721153846153846\", \"airbags\": \"2\", \"row_count\": 105}, {\"age_of_policyholder\": \"0.75\", \"airbags\": \"2\", \"row_count\": 94}, {\"age_of_policyholder\": \"0.740384615384615\", \"airbags\": \"2\", \"row_count\": 83}, {\"age_of_policyholder\": \"0.759615384615385\", \"airbags\": \"2\", \"row_count\": 81}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 8.96}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..224dcbb681a5b1c0038859582bbf54413e5228a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:23:07.119049+00:00", + "ended_at": "2026-05-26T00:23:30.054752+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_7a1c6d221f5ccd7d", + "problem_id": "v2p_m2_c6c692f4ae60e5f1", + "dataset_id": "m2", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=airbags.", + "bindings": { + "group_col": "age_of_policyholder", + "group_col_2": "airbags", + "predicate_col": "model", + "predicate_op": "=", + "predicate_value": "M6", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=50" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_7a1c6d221f5ccd7d.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_7a1c6d221f5ccd7d", + "api_calls": 0, + "input_tokens": 29579, + "cached_input_tokens": 28032, + "output_tokens": 1054, + "total_tokens": 30633, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6284, + "estimated_output_tokens": 132, + "estimated_total_tokens": 6416, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22916.42, + "sql_execution_elapsed_ms_total": 8.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0d76edd486645dbaa26aed828d5876f244026ef2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:23:30.043230+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 22916.42, "started_at": "2026-05-26T00:23:07.122244+00:00", "ended_at": "2026-05-26T00:23:30.038998+00:00", "prompt_metrics": {"chars": 21858, "bytes_utf8": 21858, "lines": 628, "estimated_tokens": 6284}, "response_metrics": {"chars": 493, "bytes_utf8": 493, "lines": 1, "estimated_tokens": 132}, "usage": {"input_tokens": 29579, "cached_input_tokens": 28032, "output_tokens": 1054, "reasoning_output_tokens": 916}, "stderr_preview": "2026-05-26T00:23:29.422899Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a9-ee96-7f12-a617-f11dd12bbf59.1779754987159041000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"age_of_policyholder\\\", \\\"airbags\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"model\\\" = 'M6'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"airbags\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the provided filtered two-dimensional group count template on \\\"m2\\\", grouping by \\\"age_of_policyholder\\\" and \\\"airbags\\\" with the bound filter \\\"model\\\" = 'M6'. The template skeleton does not include LIMIT, so top_k was not added.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..193bf4e680126c7d9fa8f6f498041fe23cb2c643 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7a1c6d221f5ccd7d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_7a1c6d221f5ccd7d", + "api_calls": 0, + "input_tokens": 29579, + "cached_input_tokens": 28032, + "output_tokens": 1054, + "total_tokens": 30633, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6284, + "estimated_output_tokens": 132, + "estimated_total_tokens": 6416, + "usage_source": 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+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 22364, "bytes_utf8": 22364, "lines": 627, "estimated_tokens": 6399}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 710, "bytes_utf8": 710, "lines": 1, "estimated_tokens": 198}, "usage": {"input_tokens": 29694, "cached_input_tokens": 28032, "output_tokens": 662, "reasoning_output_tokens": 458}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3f978999084c50a58a32f299451b51205c9d7fed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:23:30.058704+00:00", + "ended_at": "2026-05-26T00:23:47.618061+00:00", + "elapsed_ms": 17559.09, + "prompt_metrics": { + "chars": 22364, + "bytes_utf8": 22364, + "lines": 627, + "estimated_tokens": 6399 + }, + "stdout_metrics": { + "chars": 1103, + "bytes_utf8": 1103, + "lines": 4, + "estimated_tokens": 331 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 710, + "bytes_utf8": 710, + "lines": 1, + "estimated_tokens": 198 + }, + "usage": { + "input_tokens": 29694, + "cached_input_tokens": 28032, + "output_tokens": 662, + "reasoning_output_tokens": 458 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7c0a5797886c157fd4177727b9665dec405b0359 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=is_claim, condition_col=steering_type.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "is_claim", + "condition_col": "steering_type", + "condition_value": "Power", + "positive_value": "Power", + "negative_value": "Electric", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1755.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..896173c59ec4126a603e8135d20c44080b81c2d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61aa-482e-7610-88f4-579ef983aa96"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n SELECT \\\"is_claim\\\",\\n SUM(CASE WHEN \\\"steering_type\\\" = 'Power' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"steering_type\\\" = 'Electric' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"is_claim\\\"\\n)\\nSELECT \\\"is_claim\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM grouped\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Computes, for each \\\"is_claim\\\" group, the ratio of rows where \\\"steering_type\\\" is 'Power' to rows where it is 'Electric'. The ratio is NULL if a group has no 'Electric' rows.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29694,"cached_input_tokens":28032,"output_tokens":662,"reasoning_output_tokens":458}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c7aa345e8449051854eb5a837df6f676551eed48 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH grouped AS (\n SELECT \"is_claim\",\n SUM(CASE WHEN \"steering_type\" = 'Power' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"steering_type\" = 'Electric' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m2\"\n GROUP BY \"is_claim\"\n)\nSELECT \"is_claim\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM grouped\nORDER BY \"condition_ratio\" DESC;","notes":"Computes, for each \"is_claim\" group, the ratio of rows where \"steering_type\" is 'Power' to rows where it is 'Electric'. The ratio is NULL if a group has no 'Electric' rows."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9a108374a89ac4cd5c2a03761427d4447711dbdd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=is_claim, condition_col=steering_type. +Result preview: [{"is_claim": "0", "condition_ratio": 1.4101597558786574}, {"is_claim": "1", "condition_ratio": 1.3011897307451472}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4644ce1b214d1e358595e55fceb27e21b0af76db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m2_7d372a6dacca645c +-- problem_id: v2p_m2_d85f96edf162fb17 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "is_claim", + SUM(CASE WHEN "steering_type" = 'Power' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "steering_type" = 'Electric' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m2" + GROUP BY "is_claim" +) +SELECT "is_claim", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM grouped +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f60953820dec64220b3388c40447a2abed2ce9a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH grouped AS (\n SELECT \"is_claim\",\n SUM(CASE WHEN \"steering_type\" = 'Power' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"steering_type\" = 'Electric' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m2\"\n GROUP BY \"is_claim\"\n)\nSELECT \"is_claim\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM grouped\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n SELECT \\\"is_claim\\\",\\n SUM(CASE WHEN \\\"steering_type\\\" = 'Power' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"steering_type\\\" = 'Electric' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"is_claim\\\"\\n)\\nSELECT \\\"is_claim\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM grouped\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"is_claim\", \"condition_ratio\"], \"rows\": [{\"is_claim\": \"0\", \"condition_ratio\": 1.4101597558786574}, {\"is_claim\": \"1\", \"condition_ratio\": 1.3011897307451472}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 31.19}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2f9053f9e2795ac0973a6ea4fd9c98ed5b8fc905 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:23:30.055285+00:00", + "ended_at": "2026-05-26T00:23:47.655562+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_7d372a6dacca645c", + "problem_id": "v2p_m2_d85f96edf162fb17", + "dataset_id": "m2", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=is_claim, condition_col=steering_type.", + "bindings": { + "group_col": "is_claim", + "condition_col": "steering_type", + "condition_value": "Power", + "positive_value": "Power", + "negative_value": "Electric", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1755.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=41" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_7d372a6dacca645c.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_7d372a6dacca645c", + "api_calls": 0, + "input_tokens": 29694, + "cached_input_tokens": 28032, + "output_tokens": 662, + "total_tokens": 30356, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6399, + "estimated_output_tokens": 198, + "estimated_total_tokens": 6597, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17559.09, + "sql_execution_elapsed_ms_total": 31.19, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6c5a49f437ac1c22ecb325531bdb813e5ac999c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:23:47.622569+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17559.09, "started_at": "2026-05-26T00:23:30.058704+00:00", "ended_at": "2026-05-26T00:23:47.618061+00:00", "prompt_metrics": {"chars": 22364, "bytes_utf8": 22364, "lines": 627, "estimated_tokens": 6399}, "response_metrics": {"chars": 710, "bytes_utf8": 710, "lines": 1, "estimated_tokens": 198}, "usage": {"input_tokens": 29694, "cached_input_tokens": 28032, "output_tokens": 662, "reasoning_output_tokens": 458}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n SELECT \\\"is_claim\\\",\\n SUM(CASE WHEN \\\"steering_type\\\" = 'Power' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"steering_type\\\" = 'Electric' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"is_claim\\\"\\n)\\nSELECT \\\"is_claim\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM grouped\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Computes, for each \\\"is_claim\\\" group, the ratio of rows where \\\"steering_type\\\" is 'Power' to rows where it is 'Electric'. The ratio is NULL if a group has no 'Electric' rows.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4405dabe74677ee358109176c78f2cc423110743 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7d372a6dacca645c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_7d372a6dacca645c", + "api_calls": 0, + "input_tokens": 29694, + "cached_input_tokens": 28032, + "output_tokens": 662, + "total_tokens": 30356, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6399, + "estimated_output_tokens": 198, + "estimated_total_tokens": 6597, + "usage_source": "ai_cli_json_usage", + 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"sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21986, "bytes_utf8": 21986, "lines": 626, "estimated_tokens": 6314}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 692, "bytes_utf8": 692, "lines": 1, "estimated_tokens": 180}, "usage": {"input_tokens": 29609, "cached_input_tokens": 28032, "output_tokens": 647, "reasoning_output_tokens": 461}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4bd696379ff4f992dd8f93cef854720d54ff06e1 --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e34966340a5bb9cbb258d9143c8f3b5db815d571 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:23:47.660682+00:00", + "ended_at": "2026-05-26T00:24:02.820673+00:00", + "elapsed_ms": 15159.76, + "prompt_metrics": { + "chars": 21986, + "bytes_utf8": 21986, + "lines": 626, + "estimated_tokens": 6314 + }, + "stdout_metrics": { + "chars": 1078, + "bytes_utf8": 1078, + "lines": 4, + "estimated_tokens": 313 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 692, + "bytes_utf8": 692, + "lines": 1, + "estimated_tokens": 180 + }, + "usage": { + "input_tokens": 29609, + "cached_input_tokens": 28032, + "output_tokens": 647, + "reasoning_output_tokens": 461 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d3b693c13fa0a58672dca503ba063a745628ba2e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_power_door_locks, measure_col=population_density.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "is_power_door_locks", + "measure_col": "population_density", + "item_col": "area_cluster", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 27003.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bc2af3d1f55f3176501686d9cb177c920251c10a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61aa-8cf0-7720-83ee-ffdb2626aece"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"is_power_door_locks\\\",\\n \\\"area_cluster\\\",\\n SUM(CAST(\\\"population_density\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"population_density\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"population_density\\\" AS REAL))) OVER (PARTITION BY \\\"is_power_door_locks\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_power_door_locks\\\", \\\"area_cluster\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the provided Within-Group Share of Total template with group_col=\\\"is_power_door_locks\\\", item_col=\\\"area_cluster\\\", and measure_col=\\\"population_density\\\". Cast \\\"population_density\\\" from TEXT to REAL for SQLite numeric aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29609,"cached_input_tokens":28032,"output_tokens":647,"reasoning_output_tokens":461}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..10b5c37ee298edcd3be71094e447008077d1adf4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"is_power_door_locks\",\n \"area_cluster\",\n SUM(CAST(\"population_density\" AS REAL)) AS total_measure,\n SUM(CAST(\"population_density\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"population_density\" AS REAL))) OVER (PARTITION BY \"is_power_door_locks\") AS share_within_group\nFROM \"m2\"\nGROUP BY \"is_power_door_locks\", \"area_cluster\"\nORDER BY share_within_group DESC;","notes":"Used the provided Within-Group Share of Total template with group_col=\"is_power_door_locks\", item_col=\"area_cluster\", and measure_col=\"population_density\". Cast \"population_density\" from TEXT to REAL for SQLite numeric aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..5ac49871d431111dce4d22ecd1d91f890081d899 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_power_door_locks, measure_col=population_density. +Result preview: [{"is_power_door_locks": "No", "area_cluster": "C10", "total_measure": 94724700.0, "share_within_group": 27.157727333260414}, {"is_power_door_locks": "No", "area_cluster": "C5", "total_measure": 93167316.0, "share_within_group": 26.711222778216353}, {"is_power_door_locks": "Yes", "area_cluster": "C2", "total_measure": 150109677.0, "share_within_group": 19.900298956268237}, {"is_power_door_locks": "Yes", "area_cluster": "C5", "total_measure": 149269186.0, "share_within_group": 19.788873613783135}, {"is_power_door_locks": "Yes", "area_cluster": "C10", "total_measure": 136946950.0, "share_within_group": 18.15529352014473}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e47b4d745d1da6537d5eed13294ab0ae3c94465b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_7f7017961abffb1a +-- problem_id: v2p_m2_a26879d5707da524 +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_power_door_locks", + "area_cluster", + SUM(CAST("population_density" AS REAL)) AS total_measure, + SUM(CAST("population_density" AS REAL)) * 100.0 / SUM(SUM(CAST("population_density" AS REAL))) OVER (PARTITION BY "is_power_door_locks") AS share_within_group +FROM "m2" +GROUP BY "is_power_door_locks", "area_cluster" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f3c00f8557f5370c5e1b8def3dee9464e5443734 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"is_power_door_locks\",\n \"area_cluster\",\n SUM(CAST(\"population_density\" AS REAL)) AS total_measure,\n SUM(CAST(\"population_density\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"population_density\" AS REAL))) OVER (PARTITION BY \"is_power_door_locks\") AS share_within_group\nFROM \"m2\"\nGROUP BY \"is_power_door_locks\", \"area_cluster\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"is_power_door_locks\\\",\\n \\\"area_cluster\\\",\\n SUM(CAST(\\\"population_density\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"population_density\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"population_density\\\" AS REAL))) OVER (PARTITION BY \\\"is_power_door_locks\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_power_door_locks\\\", \\\"area_cluster\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"is_power_door_locks\", \"area_cluster\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"is_power_door_locks\": \"No\", \"area_cluster\": \"C10\", \"total_measure\": 94724700.0, \"share_within_group\": 27.157727333260414}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C5\", \"total_measure\": 93167316.0, \"share_within_group\": 26.711222778216353}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C2\", \"total_measure\": 150109677.0, \"share_within_group\": 19.900298956268237}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C5\", \"total_measure\": 149269186.0, \"share_within_group\": 19.788873613783135}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C10\", \"total_measure\": 136946950.0, \"share_within_group\": 18.15529352014473}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C8\", \"total_measure\": 112536818.0, \"share_within_group\": 14.919200191118582}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C2\", \"total_measure\": 48146349.0, \"share_within_group\": 13.803637469783439}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C12\", \"total_measure\": 45541419.0, \"share_within_group\": 6.037504517398132}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C17\", \"total_measure\": 17965358.0, \"share_within_group\": 5.150697695621192}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C9\", \"total_measure\": 17091840.0, \"share_within_group\": 4.900258647889238}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C9\", \"total_measure\": 31584296.0, \"share_within_group\": 4.1871846324955255}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C3\", \"total_measure\": 13911388.0, \"share_within_group\": 3.988417826936279}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C14\", \"total_measure\": 25225332.0, \"share_within_group\": 3.3441657999911607}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C19\", \"total_measure\": 21083920.0, \"share_within_group\": 2.7951316634306194}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C12\", \"total_measure\": 9741480.0, \"share_within_group\": 2.792898342907496}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C8\", \"total_measure\": 7536458.0, \"share_within_group\": 2.1607149077544623}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C13\", \"total_measure\": 15115540.0, \"share_within_group\": 2.00389322592061}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C17\", \"total_measure\": 14293606.0, \"share_within_group\": 1.8949280169532936}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C4\", \"total_measure\": 6183892.0, \"share_within_group\": 1.7729320102816943}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C18\", \"total_measure\": 6131300.0, \"share_within_group\": 1.7578537973561235}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C19\", \"total_measure\": 5326464.0, \"share_within_group\": 1.5271059920213799}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C3\", \"total_measure\": 10956288.0, \"share_within_group\": 1.4524940097697647}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C16\", \"total_measure\": 4618710.0, \"share_within_group\": 1.324191755808181}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C7\", \"total_measure\": 4431200.0, \"share_within_group\": 1.2704323303124059}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C6\", \"total_measure\": 4306830.0, \"share_within_group\": 1.2347752466960145}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C7\", \"total_measure\": 8813504.0, \"share_within_group\": 1.1684214366290717}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C4\", \"total_measure\": 8194738.0, \"share_within_group\": 1.0863905600722308}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C1\", \"total_measure\": 3762460.0, \"share_within_group\": 1.0787034720859394}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C13\", \"total_measure\": 3402890.0, \"share_within_group\": 0.9756141615130851}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C6\", \"total_measure\": 7308560.0, \"share_within_group\": 0.9689084131453016}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C14\", \"total_measure\": 3278748.0, \"share_within_group\": 0.9400224458718045}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C11\", \"total_measure\": 5332284.0, \"share_within_group\": 0.7069100929430807}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C11\", \"total_measure\": 2070612.0, \"share_within_group\": 0.5936478670186025}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C1\", \"total_measure\": 3562860.0, \"share_within_group\": 0.472334499389602}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C22\", \"total_measure\": 1372106.0, \"share_within_group\": 0.39338504762042653}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C20\", \"total_measure\": 1149775.0, \"share_within_group\": 0.32964238413633923}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C18\", \"total_measure\": 2347412.0, \"share_within_group\": 0.3112004602710026}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C22\", \"total_measure\": 2091625.0, \"share_within_group\": 0.2772903362146636}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C16\", \"total_measure\": 1879896.0, \"share_within_group\": 0.2492210572586392}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C20\", \"total_measure\": 1128870.0, \"share_within_group\": 0.14965624423242563}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C21\", \"total_measure\": 411264.0, \"share_within_group\": 0.11791006542101491}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C21\", \"total_measure\": 825792.0, \"share_within_group\": 0.10947667068589229}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C15\", \"total_measure\": 160080.0, \"share_within_group\": 0.021222081884297302}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C15\", \"total_measure\": 63510.0, \"share_within_group\": 0.01820842148811629}], \"row_count_returned\": 44, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 44.0}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2017207f7116a1d38316aeba8834dba72610e061 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:23:47.655936+00:00", + "ended_at": "2026-05-26T00:24:02.870452+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_7f7017961abffb1a", + "problem_id": "v2p_m2_a26879d5707da524", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_power_door_locks, measure_col=population_density.", + "bindings": { + "group_col": "is_power_door_locks", + "measure_col": "population_density", + "item_col": "area_cluster", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 27003.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=1/2", + "binding_index=33" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 10, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_7f7017961abffb1a.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_7f7017961abffb1a", + "api_calls": 0, + "input_tokens": 29609, + "cached_input_tokens": 28032, + "output_tokens": 647, + "total_tokens": 30256, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6314, + "estimated_output_tokens": 180, + "estimated_total_tokens": 6494, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15159.76, + "sql_execution_elapsed_ms_total": 44.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4a2fee76c3a7ef4dac1b3ae4c75be294ed6f23d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:24:02.824949+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15159.76, "started_at": "2026-05-26T00:23:47.660682+00:00", "ended_at": "2026-05-26T00:24:02.820673+00:00", "prompt_metrics": {"chars": 21986, "bytes_utf8": 21986, "lines": 626, "estimated_tokens": 6314}, "response_metrics": {"chars": 692, "bytes_utf8": 692, "lines": 1, "estimated_tokens": 180}, "usage": {"input_tokens": 29609, "cached_input_tokens": 28032, "output_tokens": 647, "reasoning_output_tokens": 461}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"is_power_door_locks\\\",\\n \\\"area_cluster\\\",\\n SUM(CAST(\\\"population_density\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"population_density\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"population_density\\\" AS REAL))) OVER (PARTITION BY \\\"is_power_door_locks\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_power_door_locks\\\", \\\"area_cluster\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the provided Within-Group Share of Total template with group_col=\\\"is_power_door_locks\\\", item_col=\\\"area_cluster\\\", and measure_col=\\\"population_density\\\". Cast \\\"population_density\\\" from TEXT to REAL for SQLite numeric aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..09373919afc33aaab4ecf2b647bf75c5ffeafbee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_7f7017961abffb1a", + "api_calls": 0, + "input_tokens": 29609, + "cached_input_tokens": 28032, + "output_tokens": 647, + "total_tokens": 30256, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6314, + "estimated_output_tokens": 180, + "estimated_total_tokens": 6494, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15159.76, + "sql_execution_elapsed_ms_total": 44.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_7f7017961abffb1a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..094009c04f3240d258d3f11781af8c487fc44183 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21612, "bytes_utf8": 21612, "lines": 624, "estimated_tokens": 6200}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 392, "bytes_utf8": 392, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 29495, "cached_input_tokens": 22912, "output_tokens": 624, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d2885e6e256638ade61f2a1075c2c3663d736400 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:24:02.874976+00:00", + "ended_at": "2026-05-26T00:24:20.031419+00:00", + "elapsed_ms": 17156.17, + "prompt_metrics": { + "chars": 21612, + "bytes_utf8": 21612, + "lines": 624, + "estimated_tokens": 6200 + }, + "stdout_metrics": { + "chars": 754, + "bytes_utf8": 754, + "lines": 4, + "estimated_tokens": 217 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 392, + "bytes_utf8": 392, + "lines": 1, + "estimated_tokens": 102 + }, + "usage": { + "input_tokens": 29495, + "cached_input_tokens": 22912, + "output_tokens": 624, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..49187096a20f0e1c64996f802de0940f0a3ec91f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,624 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=is_tpms, measure_col=airbags.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "is_tpms", + "measure_col": "airbags", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a4b8c7d5aa55abe1d47d314015db6a40c8c0ac8e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61aa-c860-7b71-94bd-6d77aaad6c85"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"is_tpms\\\",\\n AVG(CAST(\\\"airbags\\\" AS REAL)) OVER (PARTITION BY \\\"is_tpms\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with \\\"is_tpms\\\" as the grouping column and cast \\\"airbags\\\" from TEXT to REAL so SQLite can average it numerically.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29495,"cached_input_tokens":22912,"output_tokens":624,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..83a7ec904831f3c8d06210d7355cdf0d53800f57 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"is_tpms\",\n AVG(CAST(\"airbags\" AS REAL)) OVER (PARTITION BY \"is_tpms\") AS \"avg_measure\"\nFROM \"m2\"\nORDER BY \"avg_measure\" DESC;","notes":"Applied the Window Partition Average template with \"is_tpms\" as the grouping column and cast \"airbags\" from TEXT to REAL so SQLite can average it numerically."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b8a0c9967f6ce3dea024c594b0c1a4fe2069691f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=is_tpms, measure_col=airbags. +Result preview: [{"is_tpms": "Yes", "avg_measure": 6.0}, {"is_tpms": "No", "avg_measure": 2.2367074976443666}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5065870771b712cd33ad6d54d5439bbf77972b7b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_8544a03a4108c041 +-- problem_id: v2p_m2_37c9de380496b071 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "is_tpms", + AVG(CAST("airbags" AS REAL)) OVER (PARTITION BY "is_tpms") AS "avg_measure" +FROM "m2" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6fac2b36d31e7aa0b94f6fe76a424e6e89b4af60 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"is_tpms\",\n AVG(CAST(\"airbags\" AS REAL)) OVER (PARTITION BY \"is_tpms\") AS \"avg_measure\"\nFROM \"m2\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"is_tpms\\\",\\n AVG(CAST(\\\"airbags\\\" AS REAL)) OVER (PARTITION BY \\\"is_tpms\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"is_tpms\", \"avg_measure\"], \"rows\": [{\"is_tpms\": \"Yes\", \"avg_measure\": 6.0}, {\"is_tpms\": \"No\", \"avg_measure\": 2.2367074976443666}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 73.41}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ec5115755847ee3928f4db9446b6685595a0d679 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:24:02.870810+00:00", + "ended_at": "2026-05-26T00:24:20.112578+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_8544a03a4108c041", + "problem_id": "v2p_m2_37c9de380496b071", + "dataset_id": "m2", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=is_tpms, measure_col=airbags.", + "bindings": { + "group_col": "is_tpms", + "measure_col": "airbags", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=140" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_8544a03a4108c041.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_8544a03a4108c041", + "api_calls": 0, + "input_tokens": 29495, + "cached_input_tokens": 22912, + "output_tokens": 624, + "total_tokens": 30119, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6200, + "estimated_output_tokens": 102, + "estimated_total_tokens": 6302, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17156.17, + "sql_execution_elapsed_ms_total": 73.41, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4761eddab174ca5424f838497d3c33e8cfea033c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:24:20.037571+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17156.17, "started_at": "2026-05-26T00:24:02.874976+00:00", "ended_at": "2026-05-26T00:24:20.031419+00:00", "prompt_metrics": {"chars": 21612, "bytes_utf8": 21612, "lines": 624, "estimated_tokens": 6200}, "response_metrics": {"chars": 392, "bytes_utf8": 392, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 29495, "cached_input_tokens": 22912, "output_tokens": 624, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"is_tpms\\\",\\n AVG(CAST(\\\"airbags\\\" AS REAL)) OVER (PARTITION BY \\\"is_tpms\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with \\\"is_tpms\\\" as the grouping column and cast \\\"airbags\\\" from TEXT to REAL so SQLite can average it numerically.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ff7d3e8ed48a641b37573f930e7dbde035f6694c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_8544a03a4108c041", + "api_calls": 0, + "input_tokens": 29495, + "cached_input_tokens": 22912, + "output_tokens": 624, + "total_tokens": 30119, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6200, + "estimated_output_tokens": 102, + "estimated_total_tokens": 6302, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17156.17, + "sql_execution_elapsed_ms_total": 73.41, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8544a03a4108c041/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0fca3777c8a856f7e4a6db5764aea85b53ea0bfb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21628, "bytes_utf8": 21628, "lines": 624, "estimated_tokens": 6202}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 556, "bytes_utf8": 556, "lines": 1, "estimated_tokens": 139}, "usage": {"input_tokens": 29497, "cached_input_tokens": 28032, "output_tokens": 3586, "reasoning_output_tokens": 3441}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ccb9a68d809271593ce512ff2afab1366c2f5dcf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_85c66ef1387e0f30", + "api_calls": 0, + "input_tokens": 29497, + "cached_input_tokens": 28032, + "output_tokens": 3586, + "total_tokens": 33083, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6202, + "estimated_output_tokens": 139, + "estimated_total_tokens": 6341, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 68479.26, + "sql_execution_elapsed_ms_total": 91.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a89f97264f572bb77fe85f7e3f9f14e14afb4106 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:24:20.118583+00:00", + "ended_at": "2026-05-26T00:25:28.598767+00:00", + "elapsed_ms": 68479.26, + "prompt_metrics": { + "chars": 21628, + "bytes_utf8": 21628, + "lines": 624, + "estimated_tokens": 6202 + }, + "stdout_metrics": { + "chars": 930, + "bytes_utf8": 930, + "lines": 4, + "estimated_tokens": 266 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 556, + "bytes_utf8": 556, + "lines": 1, + "estimated_tokens": 139 + }, + "usage": { + "input_tokens": 29497, + "cached_input_tokens": 28032, + "output_tokens": 3586, + "reasoning_output_tokens": 3441 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..448be77f913320af55e9e187d4b2fad81cc4e6df --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,624 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=engine_type, measure_col=age_of_car.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "engine_type", + "measure_col": "age_of_car", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.11, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e94858e86f18df87f909adcb0e46c83038c3c5f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ab-0bc4-7bf2-8a51-ab75fe2b4f81"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"engine_type\\\",\\n AVG(CAST(\\\"age_of_car\\\" AS REAL)) OVER (PARTITION BY \\\"engine_type\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE NULLIF(TRIM(\\\"engine_type\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"age_of_car\\\"), '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the planned window partition average on \\\"engine_type\\\" and cast \\\"age_of_car\\\" to REAL because the SQLite schema stores numeric-looking values as TEXT; blank/null group and measure values are filtered out.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29497,"cached_input_tokens":28032,"output_tokens":3586,"reasoning_output_tokens":3441}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..88e0bda5873e41074f275c938e29b5de8892d455 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"engine_type\",\n AVG(CAST(\"age_of_car\" AS REAL)) OVER (PARTITION BY \"engine_type\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE NULLIF(TRIM(\"engine_type\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"age_of_car\"), '') IS NOT NULL\nORDER BY \"avg_measure\" DESC;","notes":"Used the planned window partition average on \"engine_type\" and cast \"age_of_car\" to REAL because the SQLite schema stores numeric-looking values as TEXT; blank/null group and measure values are filtered out."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9df8bc669faed4c7a6f8bd85022a0a77495c395d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=engine_type, measure_col=age_of_car. +Result preview: [{"engine_type": "1.5 Turbocharged Revotron", "avg_measure": 0.10286501377410469}, {"engine_type": "1.5 L U2 CRDi", "avg_measure": 0.08912398344985019}, {"engine_type": "1.5 Turbocharged Revotorq", "avg_measure": 0.08663329161451815}, {"engine_type": "K Series Dual jet", "avg_measure": 0.08621152729384438}, {"engine_type": "1.2 L K Series Engine", "avg_measure": 0.08452721088435373}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..fa096176951ecebdf6eecc38f4b70227e6fd7961 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_85c66ef1387e0f30 +-- problem_id: v2p_m2_64b23a1c7dd21c21 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "engine_type", + AVG(CAST("age_of_car" AS REAL)) OVER (PARTITION BY "engine_type") AS "avg_measure" +FROM "m2" +WHERE NULLIF(TRIM("engine_type"), '') IS NOT NULL + AND NULLIF(TRIM("age_of_car"), '') IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e560f57ab4f0b4187cc51e6a72a37332e68b88b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"engine_type\",\n AVG(CAST(\"age_of_car\" AS REAL)) OVER (PARTITION BY \"engine_type\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE NULLIF(TRIM(\"engine_type\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"age_of_car\"), '') IS NOT NULL\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"engine_type\\\",\\n AVG(CAST(\\\"age_of_car\\\" AS REAL)) OVER (PARTITION BY \\\"engine_type\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE NULLIF(TRIM(\\\"engine_type\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"age_of_car\\\"), '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"engine_type\", \"avg_measure\"], \"rows\": [{\"engine_type\": \"1.5 Turbocharged Revotron\", \"avg_measure\": 0.10286501377410469}, {\"engine_type\": \"1.5 L U2 CRDi\", \"avg_measure\": 0.08912398344985019}, {\"engine_type\": \"1.5 Turbocharged Revotorq\", \"avg_measure\": 0.08663329161451815}, {\"engine_type\": \"K Series Dual jet\", \"avg_measure\": 0.08621152729384438}, {\"engine_type\": \"1.2 L K Series Engine\", \"avg_measure\": 0.08452721088435373}, {\"engine_type\": \"1.2 L K12N Dualjet\", \"avg_measure\": 0.08399074074074075}, {\"engine_type\": \"G12B\", \"avg_measure\": 0.07679073614557486}, {\"engine_type\": \"1.0 SCe\", \"avg_measure\": 0.07599662873999158}, {\"engine_type\": \"K10C\", \"avg_measure\": 0.07363287802540139}, {\"engine_type\": \"i-DTEC\", \"avg_measure\": 0.07226111636707663}, {\"engine_type\": \"F8D Petrol Engine\", \"avg_measure\": 0.02558670056194809}], \"row_count_returned\": 11, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 91.54}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5aaf3d953665c37007f68ebccf21328c74b3c67f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:24:20.113059+00:00", + "ended_at": "2026-05-26T00:25:28.698250+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_85c66ef1387e0f30", + "problem_id": "v2p_m2_64b23a1c7dd21c21", + "dataset_id": "m2", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=engine_type, measure_col=age_of_car.", + "bindings": { + "group_col": "engine_type", + "measure_col": "age_of_car", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.11, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=136" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_85c66ef1387e0f30.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_85c66ef1387e0f30", + "api_calls": 0, + "input_tokens": 29497, + "cached_input_tokens": 28032, + "output_tokens": 3586, + "total_tokens": 33083, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6202, + "estimated_output_tokens": 139, + "estimated_total_tokens": 6341, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 68479.26, + "sql_execution_elapsed_ms_total": 91.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9ad48df711c6ca3ea6c4916e00fbb3da65853e6a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:25:28.604298+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 68479.26, "started_at": "2026-05-26T00:24:20.118583+00:00", "ended_at": "2026-05-26T00:25:28.598767+00:00", "prompt_metrics": {"chars": 21628, "bytes_utf8": 21628, "lines": 624, "estimated_tokens": 6202}, "response_metrics": {"chars": 556, "bytes_utf8": 556, "lines": 1, "estimated_tokens": 139}, "usage": {"input_tokens": 29497, "cached_input_tokens": 28032, "output_tokens": 3586, "reasoning_output_tokens": 3441}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"engine_type\\\",\\n AVG(CAST(\\\"age_of_car\\\" AS REAL)) OVER (PARTITION BY \\\"engine_type\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE NULLIF(TRIM(\\\"engine_type\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"age_of_car\\\"), '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the planned window partition average on \\\"engine_type\\\" and cast \\\"age_of_car\\\" to REAL because the SQLite schema stores numeric-looking values as TEXT; blank/null group and measure values are filtered out.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..95d8c2f23920bcc8e24c22afec4d5ebf9cdcda2f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_85c66ef1387e0f30", + "api_calls": 0, + "input_tokens": 29497, + "cached_input_tokens": 28032, + "output_tokens": 3586, + "total_tokens": 33083, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6202, + "estimated_output_tokens": 139, + "estimated_total_tokens": 6341, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 68479.26, + "sql_execution_elapsed_ms_total": 91.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_85c66ef1387e0f30/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..21003456b4503d1e3aea3d54293212a4f8b89261 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21637, "bytes_utf8": 21637, "lines": 624, "estimated_tokens": 6204}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 548, "bytes_utf8": 548, "lines": 1, "estimated_tokens": 151}, "usage": {"input_tokens": 29499, "cached_input_tokens": 28032, "output_tokens": 864, "reasoning_output_tokens": 707}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d594355a2d6dff60543ed7d7b0485ce44a4bb7ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_88b333c91ec1f629", + "api_calls": 0, + "input_tokens": 29499, + "cached_input_tokens": 28032, + "output_tokens": 864, + "total_tokens": 30363, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6204, + "estimated_output_tokens": 151, + "estimated_total_tokens": 6355, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19803.22, + "sql_execution_elapsed_ms_total": 59.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/sql_attempt_1.metadata.json new file mode 100644 index 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"chars": 548, + "bytes_utf8": 548, + "lines": 1, + "estimated_tokens": 151 + }, + "usage": { + "input_tokens": 29499, + "cached_input_tokens": 28032, + "output_tokens": 864, + "reasoning_output_tokens": 707 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..26c37588b7f5c45d6d7f34b55659407c42b8c7ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,624 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=is_adjustable_steering, measure_col=make.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "is_adjustable_steering", + "measure_col": "make", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3586a27377e91ef17ffff4995b4fdd775fe950bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ac-17a3-73e2-b649-aff4c53cd72f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"is_adjustable_steering\\\",\\n AVG(CAST(\\\"make\\\" AS REAL)) OVER (PARTITION BY \\\"is_adjustable_steering\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"is_adjustable_steering\\\" IS NOT NULL\\n AND \\\"make\\\" IS NOT NULL\\n AND TRIM(\\\"make\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Follows the Window Partition Average template with group_col=\\\"is_adjustable_steering\\\" and measure_col=\\\"make\\\". CAST to REAL is used because \\\"make\\\" is stored as TEXT in the SQLite schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29499,"cached_input_tokens":28032,"output_tokens":864,"reasoning_output_tokens":707}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1510e8d2c505b9c53af093219bb7249d5082e360 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"is_adjustable_steering\",\n AVG(CAST(\"make\" AS REAL)) OVER (PARTITION BY \"is_adjustable_steering\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE \"is_adjustable_steering\" IS NOT NULL\n AND \"make\" IS NOT NULL\n AND TRIM(\"make\") <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Follows the Window Partition Average template with group_col=\"is_adjustable_steering\" and measure_col=\"make\". CAST to REAL is used because \"make\" is stored as TEXT in the SQLite schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f88f12fadc7fb9b978dc0d77d2a08d68ad8244f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=is_adjustable_steering, measure_col=make. +Result preview: [{"is_adjustable_steering": "Yes", "avg_measure": 2.1621347745313293}, {"is_adjustable_steering": "No", "avg_measure": 1.150091043093731}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5d20da5b70da68bf7891262f5a07709e88aac257 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_88b333c91ec1f629 +-- problem_id: v2p_m2_4c255b2bca9cdb67 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "is_adjustable_steering", + AVG(CAST("make" AS REAL)) OVER (PARTITION BY "is_adjustable_steering") AS "avg_measure" +FROM "m2" +WHERE "is_adjustable_steering" IS NOT NULL + AND "make" IS NOT NULL + AND TRIM("make") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..28a2eea638a9e4e7f9a4a3aa97a4febc26b2619e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"is_adjustable_steering\",\n AVG(CAST(\"make\" AS REAL)) OVER (PARTITION BY \"is_adjustable_steering\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE \"is_adjustable_steering\" IS NOT NULL\n AND \"make\" IS NOT NULL\n AND TRIM(\"make\") <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"is_adjustable_steering\\\",\\n AVG(CAST(\\\"make\\\" AS REAL)) OVER (PARTITION BY \\\"is_adjustable_steering\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"is_adjustable_steering\\\" IS NOT NULL\\n AND \\\"make\\\" IS NOT NULL\\n AND TRIM(\\\"make\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"is_adjustable_steering\", \"avg_measure\"], \"rows\": [{\"is_adjustable_steering\": \"Yes\", \"avg_measure\": 2.1621347745313293}, {\"is_adjustable_steering\": \"No\", \"avg_measure\": 1.150091043093731}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 59.22}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..57bbb107130159fc47bca431d610edc58fa4d29f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:25:28.698846+00:00", + "ended_at": "2026-05-26T00:25:48.573342+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_88b333c91ec1f629", + "problem_id": "v2p_m2_4c255b2bca9cdb67", + "dataset_id": "m2", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=is_adjustable_steering, measure_col=make.", + "bindings": { + "group_col": "is_adjustable_steering", + "measure_col": "make", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=139" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_88b333c91ec1f629.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_88b333c91ec1f629", + "api_calls": 0, + "input_tokens": 29499, + "cached_input_tokens": 28032, + "output_tokens": 864, + "total_tokens": 30363, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6204, + "estimated_output_tokens": 151, + "estimated_total_tokens": 6355, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19803.22, + "sql_execution_elapsed_ms_total": 59.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4ec1d0ba24349a90045af6251516bc0463700653 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:25:48.511447+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 19803.22, "started_at": "2026-05-26T00:25:28.702253+00:00", "ended_at": "2026-05-26T00:25:48.505772+00:00", "prompt_metrics": {"chars": 21637, "bytes_utf8": 21637, "lines": 624, "estimated_tokens": 6204}, "response_metrics": {"chars": 548, "bytes_utf8": 548, "lines": 1, "estimated_tokens": 151}, "usage": {"input_tokens": 29499, "cached_input_tokens": 28032, "output_tokens": 864, "reasoning_output_tokens": 707}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"is_adjustable_steering\\\",\\n AVG(CAST(\\\"make\\\" AS REAL)) OVER (PARTITION BY \\\"is_adjustable_steering\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"is_adjustable_steering\\\" IS NOT NULL\\n AND \\\"make\\\" IS NOT NULL\\n AND TRIM(\\\"make\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Follows the Window Partition Average template with group_col=\\\"is_adjustable_steering\\\" and measure_col=\\\"make\\\". CAST to REAL is used because \\\"make\\\" is stored as TEXT in the SQLite schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4b9d78484ed905cd7ecd6d7f136259bbbbf4b575 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_88b333c91ec1f629", + "api_calls": 0, + "input_tokens": 29499, + "cached_input_tokens": 28032, + "output_tokens": 864, + "total_tokens": 30363, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6204, + "estimated_output_tokens": 151, + "estimated_total_tokens": 6355, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19803.22, + "sql_execution_elapsed_ms_total": 59.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_88b333c91ec1f629/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0001b780e07e424b5029ca0ad03f38ef4d8d6f42 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 22410, "bytes_utf8": 22410, "lines": 627, "estimated_tokens": 6410}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 810, "bytes_utf8": 810, "lines": 1, "estimated_tokens": 222}, "usage": {"input_tokens": 29705, "cached_input_tokens": 22912, "output_tokens": 1154, "reasoning_output_tokens": 926}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..69998508fbf843f9c06a5381db24088730dfe6a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_8dd30563b610fa25", + "api_calls": 0, + "input_tokens": 29705, + "cached_input_tokens": 22912, + "output_tokens": 1154, + "total_tokens": 30859, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6410, + "estimated_output_tokens": 222, + "estimated_total_tokens": 6632, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25234.72, + "sql_execution_elapsed_ms_total": 16.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3d6524943a35d378e542b00f4cbbf576b3354e3e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:25:48.577478+00:00", + "ended_at": "2026-05-26T00:26:13.794967+00:00", + "elapsed_ms": 25234.72, + "prompt_metrics": { + "chars": 22410, + "bytes_utf8": 22410, + "lines": 627, + "estimated_tokens": 6410 + }, + "stdout_metrics": { + "chars": 1216, + "bytes_utf8": 1216, + "lines": 4, + "estimated_tokens": 362 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 810, + "bytes_utf8": 810, + "lines": 1, + "estimated_tokens": 222 + }, + "usage": { + "input_tokens": 29705, + "cached_input_tokens": 22912, + "output_tokens": 1154, + "reasoning_output_tokens": 926 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c2587dc0a468fafb0b0f1ecfdbaf4345dd91028e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=is_driver_seat_height_adjustable, condition_col=is_parking_camera.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "is_driver_seat_height_adjustable", + "condition_col": "is_parking_camera", + "condition_value": "No", + "positive_value": "No", + "negative_value": "Yes", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1493.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..eb85e3b55c715c1ec038573e0738e952838fa389 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ac-654c-78d1-b416-b27c7299dfca"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"is_driver_seat_height_adjustable\\\",\\n SUM(CASE WHEN \\\"is_parking_camera\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"is_parking_camera\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"is_driver_seat_height_adjustable\\\"\\n)\\nSELECT \\\"is_driver_seat_height_adjustable\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the planned grouped-ratio template to compare, within each \\\"is_driver_seat_height_adjustable\\\" group, the count of \\\"is_parking_camera\\\"='No' against the count of \\\"is_parking_camera\\\"='Yes'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29705,"cached_input_tokens":22912,"output_tokens":1154,"reasoning_output_tokens":926}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b352a42c3e3204c4994b3f82bf1a3aee325737d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT \"is_driver_seat_height_adjustable\",\n SUM(CASE WHEN \"is_parking_camera\" = 'No' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"is_parking_camera\" = 'Yes' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m2\"\n GROUP BY \"is_driver_seat_height_adjustable\"\n)\nSELECT \"is_driver_seat_height_adjustable\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Uses the planned grouped-ratio template to compare, within each \"is_driver_seat_height_adjustable\" group, the count of \"is_parking_camera\"='No' against the count of \"is_parking_camera\"='Yes'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..daf8e860eb9b54fd17cbfb3a47b7f430bfdb0c35 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=is_driver_seat_height_adjustable, condition_col=is_parking_camera. +Result preview: [{"is_driver_seat_height_adjustable": "No", "condition_ratio": 9.240623683101559}, {"is_driver_seat_height_adjustable": "Yes", "condition_ratio": 0.6715086522057031}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5243876a2e44c22d2ed0243857e0104e7f7eeaf3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m2_8dd30563b610fa25 +-- problem_id: v2p_m2_e484d02694c78d93 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "is_driver_seat_height_adjustable", + SUM(CASE WHEN "is_parking_camera" = 'No' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "is_parking_camera" = 'Yes' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m2" + GROUP BY "is_driver_seat_height_adjustable" +) +SELECT "is_driver_seat_height_adjustable", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..49cff24cfb178fbd911cce691f4f833931a28463 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT \"is_driver_seat_height_adjustable\",\n SUM(CASE WHEN \"is_parking_camera\" = 'No' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"is_parking_camera\" = 'Yes' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m2\"\n GROUP BY \"is_driver_seat_height_adjustable\"\n)\nSELECT \"is_driver_seat_height_adjustable\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"is_driver_seat_height_adjustable\\\",\\n SUM(CASE WHEN \\\"is_parking_camera\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"is_parking_camera\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"is_driver_seat_height_adjustable\\\"\\n)\\nSELECT \\\"is_driver_seat_height_adjustable\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"is_driver_seat_height_adjustable\", \"condition_ratio\"], \"rows\": [{\"is_driver_seat_height_adjustable\": \"No\", \"condition_ratio\": 9.240623683101559}, {\"is_driver_seat_height_adjustable\": \"Yes\", \"condition_ratio\": 0.6715086522057031}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 16.79}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bda12b85180d5bff7297c0d8fbb46d8d401bca66 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:25:48.573808+00:00", + "ended_at": "2026-05-26T00:26:13.819407+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_8dd30563b610fa25", + "problem_id": "v2p_m2_e484d02694c78d93", + "dataset_id": "m2", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=is_driver_seat_height_adjustable, condition_col=is_parking_camera.", + "bindings": { + "group_col": "is_driver_seat_height_adjustable", + "condition_col": "is_parking_camera", + "condition_value": "No", + "positive_value": "No", + "negative_value": "Yes", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1493.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=36" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_8dd30563b610fa25.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_8dd30563b610fa25", + "api_calls": 0, + "input_tokens": 29705, + "cached_input_tokens": 22912, + "output_tokens": 1154, + "total_tokens": 30859, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6410, + "estimated_output_tokens": 222, + "estimated_total_tokens": 6632, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25234.72, + "sql_execution_elapsed_ms_total": 16.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f46983963ffc597aaabbb04525bcdd4e2aac60cd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:26:13.799053+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 25234.72, "started_at": "2026-05-26T00:25:48.577478+00:00", "ended_at": "2026-05-26T00:26:13.794967+00:00", "prompt_metrics": {"chars": 22410, "bytes_utf8": 22410, "lines": 627, "estimated_tokens": 6410}, "response_metrics": {"chars": 810, "bytes_utf8": 810, "lines": 1, "estimated_tokens": 222}, "usage": {"input_tokens": 29705, "cached_input_tokens": 22912, "output_tokens": 1154, "reasoning_output_tokens": 926}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"is_driver_seat_height_adjustable\\\",\\n SUM(CASE WHEN \\\"is_parking_camera\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"is_parking_camera\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"is_driver_seat_height_adjustable\\\"\\n)\\nSELECT \\\"is_driver_seat_height_adjustable\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the planned grouped-ratio template to compare, within each \\\"is_driver_seat_height_adjustable\\\" group, the count of \\\"is_parking_camera\\\"='No' against the count of \\\"is_parking_camera\\\"='Yes'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c6377c6d09886b5d1321f8ccd390e6f29b4787a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_8dd30563b610fa25", + "api_calls": 0, + "input_tokens": 29705, + "cached_input_tokens": 22912, + "output_tokens": 1154, + "total_tokens": 30859, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6410, + "estimated_output_tokens": 222, + "estimated_total_tokens": 6632, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25234.72, + "sql_execution_elapsed_ms_total": 16.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8dd30563b610fa25/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..47707af9ea24c6fcf9c5295d6aab5ae5761fc9cb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21807, "bytes_utf8": 21807, "lines": 627, "estimated_tokens": 6255}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 350, "bytes_utf8": 350, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 29550, "cached_input_tokens": 29056, "output_tokens": 1601, "reasoning_output_tokens": 1494}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..af3d50e7fa68a012bb0f89d3fdf1bc7994f6718b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_8f0888ec5aa93245", + "api_calls": 0, + "input_tokens": 29550, + "cached_input_tokens": 29056, + "output_tokens": 1601, + "total_tokens": 31151, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6255, + "estimated_output_tokens": 101, + "estimated_total_tokens": 6356, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33059.06, + "sql_execution_elapsed_ms_total": 32.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2b6f90e8d4d8d41f46bfc28ee64cd917fa79c588 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:26:13.823003+00:00", + "ended_at": "2026-05-26T00:26:46.878388+00:00", + "elapsed_ms": 33059.06, + "prompt_metrics": { + "chars": 21807, + "bytes_utf8": 21807, + "lines": 627, + "estimated_tokens": 6255 + }, + "stdout_metrics": { + "chars": 715, + "bytes_utf8": 715, + "lines": 4, + "estimated_tokens": 216 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 350, + "bytes_utf8": 350, + "lines": 1, + "estimated_tokens": 101 + }, + "usage": { + "input_tokens": 29550, + "cached_input_tokens": 29056, + "output_tokens": 1601, + "reasoning_output_tokens": 1494 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..71bc75b24655c2db3975063e1ab7f14156637acd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=displacement, condition_col=is_brake_assist.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "displacement", + "condition_col": "is_brake_assist", + "condition_value": "No", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1635.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f800336d2f89c98efa8a7738b7f06f339eff34b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ac-c7e8-7f63-9490-d40389dab305"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"displacement\\\",\\n AVG(CASE WHEN \\\"is_brake_assist\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"displacement\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the fraction of rows with 'No' in \\\"is_brake_assist\\\" for each \\\"displacement\\\" group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29550,"cached_input_tokens":29056,"output_tokens":1601,"reasoning_output_tokens":1494}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb6aed409539ece325cd093dac80cac1dd8112b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"displacement\",\n AVG(CASE WHEN \"is_brake_assist\" = 'No' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"displacement\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the fraction of rows with 'No' in \"is_brake_assist\" for each \"displacement\" group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..139163a5d5ad0f8845960590cbd7570d45b81d4d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=displacement, condition_col=is_brake_assist. +Result preview: [{"displacement": "999", "condition_rate": 1.0}, {"displacement": "998", "condition_rate": 1.0}, {"displacement": "796", "condition_rate": 1.0}, {"displacement": "1498", "condition_rate": 1.0}, {"displacement": "1497", "condition_rate": 1.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..87a65b19fb59c977cd299a3bf2b083b2405aecb4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_8f0888ec5aa93245 +-- problem_id: v2p_m2_19da38fbba5af6bd +-- realization_mode: agent +-- source_kind: agent +SELECT "displacement", + AVG(CASE WHEN "is_brake_assist" = 'No' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "displacement" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e80aaa2f34c7616fcf8a0df1ae662dd6e218622d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"displacement\",\n AVG(CASE WHEN \"is_brake_assist\" = 'No' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"displacement\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"displacement\\\",\\n AVG(CASE WHEN \\\"is_brake_assist\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"displacement\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"displacement\", \"condition_rate\"], \"rows\": [{\"displacement\": \"999\", \"condition_rate\": 1.0}, {\"displacement\": \"998\", \"condition_rate\": 1.0}, {\"displacement\": \"796\", \"condition_rate\": 1.0}, {\"displacement\": \"1498\", \"condition_rate\": 1.0}, {\"displacement\": \"1497\", \"condition_rate\": 1.0}, {\"displacement\": \"1196\", \"condition_rate\": 1.0}, {\"displacement\": \"1493\", \"condition_rate\": 0.0}, {\"displacement\": \"1199\", \"condition_rate\": 0.0}, {\"displacement\": \"1197\", \"condition_rate\": 0.0}], \"row_count_returned\": 9, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 32.92}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3ea0e91625695af0fef71ac6a557651400e76cf4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:26:13.819777+00:00", + "ended_at": "2026-05-26T00:26:46.918489+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_8f0888ec5aa93245", + "problem_id": "v2p_m2_19da38fbba5af6bd", + "dataset_id": "m2", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=displacement, condition_col=is_brake_assist.", + "bindings": { + "group_col": "displacement", + "condition_col": "is_brake_assist", + "condition_value": "No", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1635.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_8f0888ec5aa93245.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_8f0888ec5aa93245", + "api_calls": 0, + "input_tokens": 29550, + "cached_input_tokens": 29056, + "output_tokens": 1601, + "total_tokens": 31151, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6255, + "estimated_output_tokens": 101, + "estimated_total_tokens": 6356, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33059.06, + "sql_execution_elapsed_ms_total": 32.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d3a82d3709c929df09d6fadb3243aa863dd0b260 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:26:46.883805+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 33059.06, "started_at": "2026-05-26T00:26:13.823003+00:00", "ended_at": "2026-05-26T00:26:46.878388+00:00", "prompt_metrics": {"chars": 21807, "bytes_utf8": 21807, "lines": 627, "estimated_tokens": 6255}, "response_metrics": {"chars": 350, "bytes_utf8": 350, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 29550, "cached_input_tokens": 29056, "output_tokens": 1601, "reasoning_output_tokens": 1494}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"displacement\\\",\\n AVG(CASE WHEN \\\"is_brake_assist\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"displacement\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the fraction of rows with 'No' in \\\"is_brake_assist\\\" for each \\\"displacement\\\" group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ce7c29bbe7e94e236e7009697dd346209ed81258 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_8f0888ec5aa93245/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_8f0888ec5aa93245", + "api_calls": 0, + "input_tokens": 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=rear_brakes_type, condition_col=is_rear_window_defogger.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "rear_brakes_type", + "condition_col": "is_rear_window_defogger", + "condition_value": "Yes", + "positive_value": "No", + "negative_value": "Yes", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1755.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c7bf05d499155197bbbb9969c9a886ad089d3927 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ad-494a-7610-8189-5188cb491521"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"rear_brakes_type\\\",\\n AVG(CASE WHEN \\\"is_rear_window_defogger\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"rear_brakes_type\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the grouped condition rate template to compute the within-group proportion of rows where \\\"is_rear_window_defogger\\\" = 'Yes' for each \\\"rear_brakes_type\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29559,"cached_input_tokens":6528,"output_tokens":643,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..834e14c0000c3f66233bd978f97dc3064ba6e0f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT\n \"rear_brakes_type\",\n AVG(CASE WHEN \"is_rear_window_defogger\" = 'Yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"rear_brakes_type\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the grouped condition rate template to compute the within-group proportion of rows where \"is_rear_window_defogger\" = 'Yes' for each \"rear_brakes_type\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f04bf839323f4b86656421d3694ca1a6d763cf52 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=rear_brakes_type, condition_col=is_rear_window_defogger. +Result preview: [{"rear_brakes_type": "Disc", "condition_rate": 1.0}, {"rear_brakes_type": "Drum", "condition_rate": 0.14575761654776326}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4426c97e18a79238a34398911a344cda30d38397 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_93482695d31276ba +-- problem_id: v2p_m2_0814764a3a827d31 +-- realization_mode: agent +-- source_kind: agent +SELECT + "rear_brakes_type", + AVG(CASE WHEN "is_rear_window_defogger" = 'Yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "rear_brakes_type" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ec9fc0fa70259c60de13124337e2cf1ef698d570 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT\n \"rear_brakes_type\",\n AVG(CASE WHEN \"is_rear_window_defogger\" = 'Yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"rear_brakes_type\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"rear_brakes_type\\\",\\n AVG(CASE WHEN \\\"is_rear_window_defogger\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"rear_brakes_type\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"rear_brakes_type\", \"condition_rate\"], \"rows\": [{\"rear_brakes_type\": \"Disc\", \"condition_rate\": 1.0}, {\"rear_brakes_type\": \"Drum\", \"condition_rate\": 0.14575761654776326}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 27.75}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4a3323ce0f4e3cf8d7b60167bd821e0109660845 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_93482695d31276ba/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:26:46.918843+00:00", + "ended_at": "2026-05-26T00:27:02.253673+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_93482695d31276ba", + "problem_id": "v2p_m2_0814764a3a827d31", + "dataset_id": "m2", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=rear_brakes_type, condition_col=is_rear_window_defogger.", + "bindings": { + "group_col": "rear_brakes_type", + "condition_col": "is_rear_window_defogger", + "condition_value": "Yes", + "positive_value": "No", + "negative_value": "Yes", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1755.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=101" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_93482695d31276ba.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_93482695d31276ba", + "api_calls": 0, + "input_tokens": 29559, + "cached_input_tokens": 6528, + "output_tokens": 643, + "total_tokens": 30202, + "cost_usd": 0.0, + "ai_cli_calls": 1, + 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"reasoning_output_tokens": 333}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..151b9df4fa69a033547037ebbfdfccfd3a2ccc75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_97f64a1ba3fa7484", + "api_calls": 0, + "input_tokens": 29496, + "cached_input_tokens": 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"chars": 422, + "bytes_utf8": 422, + "lines": 1, + "estimated_tokens": 109 + }, + "usage": { + "input_tokens": 29496, + "cached_input_tokens": 28032, + "output_tokens": 448, + "reasoning_output_tokens": 333 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c820f0f7fdb6d117a3bb8f1738c1ae33951a5281 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,624 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=max_torque, measure_col=ncap_rating.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "max_torque", + "measure_col": "ncap_rating", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..faedd0c708fa0919f76a1ad83bfae25572c7c581 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ad-8516-7f83-a6e6-05542e045d26"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"max_torque\\\",\\n AVG(CAST(\\\"ncap_rating\\\" AS REAL)) OVER (PARTITION BY \\\"max_torque\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"max_torque\\\" and measure_col=\\\"ncap_rating\\\". Cast \\\"ncap_rating\\\" to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29496,"cached_input_tokens":28032,"output_tokens":448,"reasoning_output_tokens":333}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e44ab702c2e4d2e02d3aa926cab1e8d6f2933b5c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"max_torque\",\n AVG(CAST(\"ncap_rating\" AS REAL)) OVER (PARTITION BY \"max_torque\") AS \"avg_measure\"\nFROM \"m2\"\nORDER BY \"avg_measure\" DESC;","notes":"Applied the Window Partition Average template with group_col=\"max_torque\" and measure_col=\"ncap_rating\". Cast \"ncap_rating\" to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..01e3d14ed4ba4b8288e28bb317ceeb789255cf5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=max_torque, measure_col=ncap_rating. +Result preview: [{"max_torque": "170Nm@4000rpm", "avg_measure": 5.0}, {"max_torque": "200Nm@3000rpm", "avg_measure": 5.0}, {"max_torque": "200Nm@1750rpm", "avg_measure": 4.0}, {"max_torque": "250Nm@2750rpm", "avg_measure": 3.0}, {"max_torque": "82.1Nm@3400rpm", "avg_measure": 2.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5fa0fb15570faba484c9e43e67dcb1b1176d8985 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_97f64a1ba3fa7484 +-- problem_id: v2p_m2_71a1307b12af34f8 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "max_torque", + AVG(CAST("ncap_rating" AS REAL)) OVER (PARTITION BY "max_torque") AS "avg_measure" +FROM "m2" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5ebca23c6c15be85073d73ab7c5060319287bdde --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"max_torque\",\n AVG(CAST(\"ncap_rating\" AS REAL)) OVER (PARTITION BY \"max_torque\") AS \"avg_measure\"\nFROM \"m2\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"max_torque\\\",\\n AVG(CAST(\\\"ncap_rating\\\" AS REAL)) OVER (PARTITION BY \\\"max_torque\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"max_torque\", \"avg_measure\"], \"rows\": [{\"max_torque\": \"170Nm@4000rpm\", \"avg_measure\": 5.0}, {\"max_torque\": \"200Nm@3000rpm\", \"avg_measure\": 5.0}, {\"max_torque\": \"200Nm@1750rpm\", \"avg_measure\": 4.0}, {\"max_torque\": \"250Nm@2750rpm\", \"avg_measure\": 3.0}, {\"max_torque\": \"82.1Nm@3400rpm\", \"avg_measure\": 2.0}, {\"max_torque\": \"91Nm@4250rpm\", \"avg_measure\": 2.0}, {\"max_torque\": \"113Nm@4400rpm\", \"avg_measure\": 1.6695886716115982}, {\"max_torque\": \"60Nm@3500rpm\", \"avg_measure\": 0.0}, {\"max_torque\": \"85Nm@3000rpm\", \"avg_measure\": 0.0}], \"row_count_returned\": 9, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 80.34}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c7bc8e5ae9b43ab764a9804da7a6e25642df6f9a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:27:02.254017+00:00", + "ended_at": "2026-05-26T00:27:16.559483+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_97f64a1ba3fa7484", + "problem_id": "v2p_m2_71a1307b12af34f8", + "dataset_id": "m2", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=max_torque, measure_col=ncap_rating.", + "bindings": { + "group_col": "max_torque", + "measure_col": "ncap_rating", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=134" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_97f64a1ba3fa7484.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_97f64a1ba3fa7484", + "api_calls": 0, + "input_tokens": 29496, + "cached_input_tokens": 28032, + "output_tokens": 448, + "total_tokens": 29944, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6201, + "estimated_output_tokens": 109, + "estimated_total_tokens": 6310, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14214.91, + "sql_execution_elapsed_ms_total": 80.34, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..af236646e026d00635bc19a71fa871d14fb92070 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:27:16.477387+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14214.91, "started_at": "2026-05-26T00:27:02.257320+00:00", "ended_at": "2026-05-26T00:27:16.472236+00:00", "prompt_metrics": {"chars": 21626, "bytes_utf8": 21626, "lines": 624, "estimated_tokens": 6201}, "response_metrics": {"chars": 422, "bytes_utf8": 422, "lines": 1, "estimated_tokens": 109}, "usage": {"input_tokens": 29496, "cached_input_tokens": 28032, "output_tokens": 448, "reasoning_output_tokens": 333}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"max_torque\\\",\\n AVG(CAST(\\\"ncap_rating\\\" AS REAL)) OVER (PARTITION BY \\\"max_torque\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"max_torque\\\" and measure_col=\\\"ncap_rating\\\". Cast \\\"ncap_rating\\\" to REAL because the SQLite schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..030c0b7f661278d8ebc9105bb678fe0345ca58c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_97f64a1ba3fa7484", + "api_calls": 0, + "input_tokens": 29496, + "cached_input_tokens": 28032, + "output_tokens": 448, + "total_tokens": 29944, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6201, + "estimated_output_tokens": 109, + "estimated_total_tokens": 6310, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14214.91, + "sql_execution_elapsed_ms_total": 80.34, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_97f64a1ba3fa7484/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..51c3210883861c2f520255e9c10795fc375a0ba2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21938, "bytes_utf8": 21938, "lines": 626, "estimated_tokens": 6305}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 610, "bytes_utf8": 610, "lines": 1, "estimated_tokens": 169}, "usage": {"input_tokens": 29600, "cached_input_tokens": 29056, "output_tokens": 1663, "reasoning_output_tokens": 1488}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b7caa5081e2e9f53ceedaaf2a79d0d8ecfd3332c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_9d3a0004b8a26939", + "api_calls": 0, + "input_tokens": 29600, + "cached_input_tokens": 29056, + "output_tokens": 1663, + "total_tokens": 31263, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6305, + "estimated_output_tokens": 169, + "estimated_total_tokens": 6474, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34321.55, + "sql_execution_elapsed_ms_total": 45.85, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4ee1655fd9db8d78afb3fbf4fc9be35342240ee4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:27:16.564578+00:00", + "ended_at": "2026-05-26T00:27:50.886380+00:00", + "elapsed_ms": 34321.55, + "prompt_metrics": { + "chars": 21938, + "bytes_utf8": 21938, + "lines": 626, + "estimated_tokens": 6305 + }, + "stdout_metrics": { + "chars": 999, + "bytes_utf8": 999, + "lines": 4, + "estimated_tokens": 307 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 610, + "bytes_utf8": 610, + "lines": 1, + "estimated_tokens": 169 + }, + "usage": { + "input_tokens": 29600, + "cached_input_tokens": 29056, + "output_tokens": 1663, + "reasoning_output_tokens": 1488 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5cf8097e06be84a7dd7fcb95a7efeeb2bbccd45c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=width, measure_col=length.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "width", + "measure_col": "length", + "item_col": "age_of_car", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3990.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8924775d45926f01b07e3b363a685256b5df5cd8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ad-bcff-70a0-868e-5d7b6cab101d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"width\\\",\\n \\\"age_of_car\\\",\\n SUM(CAST(\\\"length\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"length\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"length\\\" AS REAL))) OVER (PARTITION BY \\\"width\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"width\\\", \\\"age_of_car\\\"\\nORDER BY share_within_group DESC\\nLIMIT 15;\",\"notes\":\"Applied the requested Within-Group Share of Total template with group_col=\\\"width\\\", item_col=\\\"age_of_car\\\", and measure_col=\\\"length\\\". CAST(\\\"length\\\" AS REAL) is used because the schema stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29600,"cached_input_tokens":29056,"output_tokens":1663,"reasoning_output_tokens":1488}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b9070a597e6985f16501576f3cc546e75393e380 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"width\",\n \"age_of_car\",\n SUM(CAST(\"length\" AS REAL)) AS total_measure,\n SUM(CAST(\"length\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"length\" AS REAL))) OVER (PARTITION BY \"width\") AS share_within_group\nFROM \"m2\"\nGROUP BY \"width\", \"age_of_car\"\nORDER BY share_within_group DESC\nLIMIT 15;","notes":"Applied the requested Within-Group Share of Total template with group_col=\"width\", item_col=\"age_of_car\", and measure_col=\"length\". CAST(\"length\" AS REAL) is used because the schema stores numeric-looking fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..705c1efe8e67b1139813ecbe3d8ea45962f224b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=width, measure_col=length. +Result preview: [{"width": "1515", "age_of_car": "0.01", "total_measure": 12849850.0, "share_within_group": 24.953170992774954}, {"width": "1515", "age_of_car": "0", "total_measure": 11661325.0, "share_within_group": 22.645169922397645}, {"width": "1515", "age_of_car": "0.02", "total_measure": 8660730.0, "share_within_group": 16.81830345196682}, {"width": "1515", "age_of_car": "0.03", "total_measure": 5980520.0, "share_within_group": 11.613593791811613}, {"width": "1811", "age_of_car": "0.13", "total_measure": 127776.0, "share_within_group": 8.81542699724518}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d40a23d374bbe8c4de5d34cf7a16d22a14047078 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_9d3a0004b8a26939 +-- problem_id: v2p_m2_8b270fb7d62be81b +-- realization_mode: agent +-- source_kind: agent +SELECT + "width", + "age_of_car", + SUM(CAST("length" AS REAL)) AS total_measure, + SUM(CAST("length" AS REAL)) * 100.0 / SUM(SUM(CAST("length" AS REAL))) OVER (PARTITION BY "width") AS share_within_group +FROM "m2" +GROUP BY "width", "age_of_car" +ORDER BY share_within_group DESC +LIMIT 15; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..86d41a66b4d6b0303cc5fb4191a68daaa57e68f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"width\",\n \"age_of_car\",\n SUM(CAST(\"length\" AS REAL)) AS total_measure,\n SUM(CAST(\"length\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"length\" AS REAL))) OVER (PARTITION BY \"width\") AS share_within_group\nFROM \"m2\"\nGROUP BY \"width\", \"age_of_car\"\nORDER BY share_within_group DESC\nLIMIT 15;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"width\\\",\\n \\\"age_of_car\\\",\\n SUM(CAST(\\\"length\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"length\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"length\\\" AS REAL))) OVER (PARTITION BY \\\"width\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"width\\\", \\\"age_of_car\\\"\\nORDER BY share_within_group DESC\\nLIMIT 15;\", \"columns\": [\"width\", \"age_of_car\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"width\": \"1515\", \"age_of_car\": \"0.01\", \"total_measure\": 12849850.0, \"share_within_group\": 24.953170992774954}, {\"width\": \"1515\", \"age_of_car\": \"0\", \"total_measure\": 11661325.0, \"share_within_group\": 22.645169922397645}, {\"width\": \"1515\", \"age_of_car\": \"0.02\", \"total_measure\": 8660730.0, \"share_within_group\": 16.81830345196682}, {\"width\": \"1515\", \"age_of_car\": \"0.03\", \"total_measure\": 5980520.0, \"share_within_group\": 11.613593791811613}, {\"width\": \"1811\", \"age_of_car\": \"0.13\", \"total_measure\": 127776.0, \"share_within_group\": 8.81542699724518}, {\"width\": \"1475\", \"age_of_car\": \"0.01\", \"total_measure\": 382200.0, \"share_within_group\": 8.602150537634408}, {\"width\": \"1475\", \"age_of_car\": \"0\", \"total_measure\": 378525.0, \"share_within_group\": 8.519437551695615}, {\"width\": \"1755\", \"age_of_car\": \"0.01\", \"total_measure\": 542640.0, \"share_within_group\": 8.51063829787234}, {\"width\": \"1695\", \"age_of_car\": \"0.07\", \"total_measure\": 707115.0, \"share_within_group\": 8.37275307473983}, {\"width\": \"1620\", \"age_of_car\": \"0.02\", \"total_measure\": 1268285.0, \"share_within_group\": 8.31536065180925}, {\"width\": \"1811\", \"age_of_car\": \"0.11\", \"total_measure\": 115797.0, \"share_within_group\": 7.988980716253444}, {\"width\": \"1620\", \"age_of_car\": \"0.01\", \"total_measure\": 1209805.0, \"share_within_group\": 7.931943445962138}, {\"width\": \"1811\", \"age_of_car\": \"0.14\", \"total_measure\": 111804.0, \"share_within_group\": 7.7134986225895315}, {\"width\": \"1695\", \"age_of_car\": \"0.03\", \"total_measure\": 651185.0, \"share_within_group\": 7.710501419110691}, {\"width\": \"1620\", \"age_of_car\": \"0.03\", \"total_measure\": 1165945.0, \"share_within_group\": 7.644380541576803}], \"row_count_returned\": 15, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 45.85}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e378517946304daf2c366331300fc64a7b8563be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:27:16.559939+00:00", + "ended_at": "2026-05-26T00:27:50.938502+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_9d3a0004b8a26939", + "problem_id": "v2p_m2_8b270fb7d62be81b", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=width, measure_col=length.", + "bindings": { + "group_col": "width", + "measure_col": "length", + "item_col": "age_of_car", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3990.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=25" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_9d3a0004b8a26939.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_9d3a0004b8a26939", + "api_calls": 0, + "input_tokens": 29600, + "cached_input_tokens": 29056, + "output_tokens": 1663, + "total_tokens": 31263, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6305, + "estimated_output_tokens": 169, + "estimated_total_tokens": 6474, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34321.55, + "sql_execution_elapsed_ms_total": 45.85, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..632eb85e4088bdd70231112ffdb0eb9e963098f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:27:50.890609+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 34321.55, "started_at": "2026-05-26T00:27:16.564578+00:00", "ended_at": "2026-05-26T00:27:50.886380+00:00", "prompt_metrics": {"chars": 21938, "bytes_utf8": 21938, "lines": 626, "estimated_tokens": 6305}, "response_metrics": {"chars": 610, "bytes_utf8": 610, "lines": 1, "estimated_tokens": 169}, "usage": {"input_tokens": 29600, "cached_input_tokens": 29056, "output_tokens": 1663, "reasoning_output_tokens": 1488}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"width\\\",\\n \\\"age_of_car\\\",\\n SUM(CAST(\\\"length\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"length\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"length\\\" AS REAL))) OVER (PARTITION BY \\\"width\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"width\\\", \\\"age_of_car\\\"\\nORDER BY share_within_group DESC\\nLIMIT 15;\",\"notes\":\"Applied the requested Within-Group Share of Total template with group_col=\\\"width\\\", item_col=\\\"age_of_car\\\", and measure_col=\\\"length\\\". CAST(\\\"length\\\" AS REAL) is used because the schema stores numeric-looking fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fa8ba1ed01029af001d6fffc8d315e61c04d50fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9d3a0004b8a26939/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_9d3a0004b8a26939", + "api_calls": 0, + "input_tokens": 29600, + "cached_input_tokens": 29056, + "output_tokens": 1663, + "total_tokens": 31263, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6305, + "estimated_output_tokens": 169, + "estimated_total_tokens": 6474, + 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+1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21613, "bytes_utf8": 21613, "lines": 624, "estimated_tokens": 6201}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 572, "bytes_utf8": 572, "lines": 1, "estimated_tokens": 163}, "usage": {"input_tokens": 29496, "cached_input_tokens": 22912, "output_tokens": 1060, "reasoning_output_tokens": 891}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..19a5672472db8d967693352992ac6989d25cfb14 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_9e921e49fde347d7", + "api_calls": 0, + "input_tokens": 29496, + "cached_input_tokens": 22912, + "output_tokens": 1060, + "total_tokens": 30556, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6201, + "estimated_output_tokens": 163, + "estimated_total_tokens": 6364, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23286.78, + "sql_execution_elapsed_ms_total": 91.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2ab3978fb7aa1befced6d49b287503736d500985 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:27:50.942315+00:00", + "ended_at": "2026-05-26T00:28:14.229327+00:00", + "elapsed_ms": 23286.78, + "prompt_metrics": { + "chars": 21613, + "bytes_utf8": 21613, + "lines": 624, + "estimated_tokens": 6201 + }, + "stdout_metrics": { + "chars": 960, + "bytes_utf8": 960, + "lines": 4, + "estimated_tokens": 294 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 572, + "bytes_utf8": 572, + "lines": 1, + "estimated_tokens": 163 + }, + "usage": { + "input_tokens": 29496, + "cached_input_tokens": 22912, + "output_tokens": 1060, + "reasoning_output_tokens": 891 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad1aeab68c5b27478fb245ed76caff85eeea6bad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,624 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=is_tpms, measure_col=airbags.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "is_tpms", + "measure_col": "airbags", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..71e426a10f42947bf52fc7d2d5ca3f64b5701464 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ae-4345-7ce2-ad27-40630e483a09"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"is_tpms\\\",\\n AVG(CAST(\\\"airbags\\\" AS REAL)) OVER (PARTITION BY \\\"is_tpms\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"is_tpms\\\" IS NOT NULL\\n AND TRIM(\\\"is_tpms\\\") <> ''\\n AND \\\"airbags\\\" IS NOT NULL\\n AND TRIM(\\\"airbags\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the planned window-partition-average template with group_col=\\\"is_tpms\\\" and measure_col=\\\"airbags\\\". Added null/empty filtering for a filtered_stable_view and cast \\\"airbags\\\" from TEXT to REAL for SQLite averaging.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29496,"cached_input_tokens":22912,"output_tokens":1060,"reasoning_output_tokens":891}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2fd6f23d3a1fb3747647faef84650d8396804240 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"is_tpms\",\n AVG(CAST(\"airbags\" AS REAL)) OVER (PARTITION BY \"is_tpms\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE \"is_tpms\" IS NOT NULL\n AND TRIM(\"is_tpms\") <> ''\n AND \"airbags\" IS NOT NULL\n AND TRIM(\"airbags\") <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Used the planned window-partition-average template with group_col=\"is_tpms\" and measure_col=\"airbags\". Added null/empty filtering for a filtered_stable_view and cast \"airbags\" from TEXT to REAL for SQLite averaging."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4a7748df2c6af21edc14ebffc2f4e29f5cdf8a09 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=is_tpms, measure_col=airbags. +Result preview: [{"is_tpms": "Yes", "avg_measure": 6.0}, {"is_tpms": "No", "avg_measure": 2.2367074976443666}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0ebeda73240f8fc04dd40183bcda538cb0298df7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_9e921e49fde347d7 +-- problem_id: v2p_m2_99805d55c3f385f2 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "is_tpms", + AVG(CAST("airbags" AS REAL)) OVER (PARTITION BY "is_tpms") AS "avg_measure" +FROM "m2" +WHERE "is_tpms" IS NOT NULL + AND TRIM("is_tpms") <> '' + AND "airbags" IS NOT NULL + AND TRIM("airbags") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a8505a4a69e54c34488bd9fe9b4be89dafadac07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"is_tpms\",\n AVG(CAST(\"airbags\" AS REAL)) OVER (PARTITION BY \"is_tpms\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE \"is_tpms\" IS NOT NULL\n AND TRIM(\"is_tpms\") <> ''\n AND \"airbags\" IS NOT NULL\n AND TRIM(\"airbags\") <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"is_tpms\\\",\\n AVG(CAST(\\\"airbags\\\" AS REAL)) OVER (PARTITION BY \\\"is_tpms\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"is_tpms\\\" IS NOT NULL\\n AND TRIM(\\\"is_tpms\\\") <> ''\\n AND \\\"airbags\\\" IS NOT NULL\\n AND TRIM(\\\"airbags\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"is_tpms\", \"avg_measure\"], \"rows\": [{\"is_tpms\": \"Yes\", \"avg_measure\": 6.0}, {\"is_tpms\": \"No\", \"avg_measure\": 2.2367074976443666}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 91.36}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e0e23bc85868ae937ac3514e34a21e33eacfc1f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:27:50.938849+00:00", + "ended_at": "2026-05-26T00:28:14.330239+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_9e921e49fde347d7", + "problem_id": "v2p_m2_99805d55c3f385f2", + "dataset_id": "m2", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=is_tpms, measure_col=airbags.", + "bindings": { + "group_col": "is_tpms", + "measure_col": "airbags", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=140" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_9e921e49fde347d7.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_9e921e49fde347d7", + "api_calls": 0, + "input_tokens": 29496, + "cached_input_tokens": 22912, + "output_tokens": 1060, + "total_tokens": 30556, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6201, + "estimated_output_tokens": 163, + "estimated_total_tokens": 6364, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23286.78, + "sql_execution_elapsed_ms_total": 91.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..89c89eed08a19bffe60204b00a200c022a905339 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:28:14.236847+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 23286.78, "started_at": "2026-05-26T00:27:50.942315+00:00", "ended_at": "2026-05-26T00:28:14.229327+00:00", "prompt_metrics": {"chars": 21613, "bytes_utf8": 21613, "lines": 624, "estimated_tokens": 6201}, "response_metrics": {"chars": 572, "bytes_utf8": 572, "lines": 1, "estimated_tokens": 163}, "usage": {"input_tokens": 29496, "cached_input_tokens": 22912, "output_tokens": 1060, "reasoning_output_tokens": 891}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"is_tpms\\\",\\n AVG(CAST(\\\"airbags\\\" AS REAL)) OVER (PARTITION BY \\\"is_tpms\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"is_tpms\\\" IS NOT NULL\\n AND TRIM(\\\"is_tpms\\\") <> ''\\n AND \\\"airbags\\\" IS NOT NULL\\n AND TRIM(\\\"airbags\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the planned window-partition-average template with group_col=\\\"is_tpms\\\" and measure_col=\\\"airbags\\\". Added null/empty filtering for a filtered_stable_view and cast \\\"airbags\\\" from TEXT to REAL for SQLite averaging.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..af5fcb9b5255aedacc7becd20e6db74258179fae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_9e921e49fde347d7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_9e921e49fde347d7", + "api_calls": 0, + "input_tokens": 29496, + "cached_input_tokens": 22912, + "output_tokens": 1060, + "total_tokens": 30556, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6201, + "estimated_output_tokens": 163, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21903, "bytes_utf8": 21903, "lines": 628, "estimated_tokens": 6297}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 475, "bytes_utf8": 475, "lines": 1, "estimated_tokens": 132}, "usage": {"input_tokens": 29592, "cached_input_tokens": 28032, "output_tokens": 654, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cdd1f026048ce17b21def23cc301c07d04fda8f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_aa50fa3940a0c968", + "api_calls": 0, + "input_tokens": 29592, + "cached_input_tokens": 28032, + "output_tokens": 654, + "total_tokens": 30246, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6297, + "estimated_output_tokens": 132, + "estimated_total_tokens": 6429, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16693.6, + "sql_execution_elapsed_ms_total": 19.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..86799517b3e5a208c085ec898b72d5bcfed03373 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:28:14.336365+00:00", + "ended_at": "2026-05-26T00:28:31.030148+00:00", + "elapsed_ms": 16693.6, + "prompt_metrics": { + "chars": 21903, + "bytes_utf8": 21903, + "lines": 628, + "estimated_tokens": 6297 + }, + "stdout_metrics": { + "chars": 838, + "bytes_utf8": 838, + "lines": 4, + "estimated_tokens": 246 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 475, + "bytes_utf8": 475, + "lines": 1, + "estimated_tokens": 132 + }, + "usage": { + "input_tokens": 29592, + "cached_input_tokens": 28032, + "output_tokens": 654, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..58afdfa92efcd4224225d215579cff9916568d8f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,628 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=is_adjustable_steering.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "age_of_policyholder", + "group_col_2": "is_adjustable_steering", + "predicate_col": "max_torque", + "predicate_op": "=", + "predicate_value": "91Nm@4250rpm", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 4.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8531df78a2a44df18d8fc0183476ddf6bf1cfec1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ae-9eae-79e0-be35-2292210f531e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"age_of_policyholder\\\", \\\"is_adjustable_steering\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"max_torque\\\" = '91Nm@4250rpm'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"is_adjustable_steering\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with age_of_policyholder and is_adjustable_steering as grouping columns, filtered on max_torque = '91Nm@4250rpm'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29592,"cached_input_tokens":28032,"output_tokens":654,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bcca37de7f702a1ff79ee70591bb193714cad503 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"age_of_policyholder\", \"is_adjustable_steering\", COUNT(*) AS \"row_count\"\nFROM \"m2\"\nWHERE \"max_torque\" = '91Nm@4250rpm'\nGROUP BY \"age_of_policyholder\", \"is_adjustable_steering\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned filtered two-dimensional group count template with age_of_policyholder and is_adjustable_steering as grouping columns, filtered on max_torque = '91Nm@4250rpm'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..52c75949656424617777b5fc711663178ebca3d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:28:30.220786Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61ae-9eae-79e0-be35-2292210f531e.1779755294383007000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c094a3c052358007c52d156f9d89db2d3c8f8c6f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=is_adjustable_steering. +Result preview: [{"age_of_policyholder": "0.336538461538461", "is_adjustable_steering": "No", "row_count": 90}, {"age_of_policyholder": "0.375", "is_adjustable_steering": "No", "row_count": 90}, {"age_of_policyholder": "0.480769230769231", "is_adjustable_steering": "No", "row_count": 85}, {"age_of_policyholder": "0.432692307692308", "is_adjustable_steering": "No", "row_count": 78}, {"age_of_policyholder": "0.317307692307692", "is_adjustable_steering": "No", "row_count": 77}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..26dbeea9992b48e4267d411c068e9079098abb00 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m2_aa50fa3940a0c968 +-- problem_id: v2p_m2_9c9a51014483e1db +-- realization_mode: agent +-- source_kind: agent +SELECT "age_of_policyholder", "is_adjustable_steering", COUNT(*) AS "row_count" +FROM "m2" +WHERE "max_torque" = '91Nm@4250rpm' +GROUP BY "age_of_policyholder", "is_adjustable_steering" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2b36e251029a3b2b36b158f303a5d222da0496e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"age_of_policyholder\", \"is_adjustable_steering\", COUNT(*) AS \"row_count\"\nFROM \"m2\"\nWHERE \"max_torque\" = '91Nm@4250rpm'\nGROUP BY \"age_of_policyholder\", \"is_adjustable_steering\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"age_of_policyholder\\\", \\\"is_adjustable_steering\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"max_torque\\\" = '91Nm@4250rpm'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"is_adjustable_steering\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"age_of_policyholder\", \"is_adjustable_steering\", \"row_count\"], \"rows\": [{\"age_of_policyholder\": \"0.336538461538461\", \"is_adjustable_steering\": \"No\", \"row_count\": 90}, {\"age_of_policyholder\": \"0.375\", \"is_adjustable_steering\": \"No\", \"row_count\": 90}, {\"age_of_policyholder\": \"0.480769230769231\", \"is_adjustable_steering\": \"No\", \"row_count\": 85}, {\"age_of_policyholder\": \"0.432692307692308\", \"is_adjustable_steering\": \"No\", \"row_count\": 78}, {\"age_of_policyholder\": \"0.317307692307692\", \"is_adjustable_steering\": \"No\", \"row_count\": 77}, {\"age_of_policyholder\": \"0.365384615384615\", \"is_adjustable_steering\": \"No\", \"row_count\": 77}, {\"age_of_policyholder\": \"0.307692307692308\", \"is_adjustable_steering\": \"No\", \"row_count\": 76}, {\"age_of_policyholder\": \"0.442307692307692\", \"is_adjustable_steering\": \"No\", \"row_count\": 75}, {\"age_of_policyholder\": \"0.471153846153846\", \"is_adjustable_steering\": \"No\", \"row_count\": 75}, {\"age_of_policyholder\": \"0.355769230769231\", \"is_adjustable_steering\": \"No\", \"row_count\": 74}, {\"age_of_policyholder\": \"0.413461538461538\", \"is_adjustable_steering\": \"No\", \"row_count\": 74}, {\"age_of_policyholder\": \"0.384615384615385\", \"is_adjustable_steering\": \"No\", \"row_count\": 73}, {\"age_of_policyholder\": \"0.326923076923077\", \"is_adjustable_steering\": \"No\", \"row_count\": 71}, {\"age_of_policyholder\": \"0.423076923076923\", \"is_adjustable_steering\": \"No\", \"row_count\": 71}, {\"age_of_policyholder\": \"0.451923076923077\", \"is_adjustable_steering\": \"No\", \"row_count\": 71}, {\"age_of_policyholder\": \"0.528846153846154\", \"is_adjustable_steering\": \"No\", \"row_count\": 71}, {\"age_of_policyholder\": \"0.394230769230769\", \"is_adjustable_steering\": \"No\", \"row_count\": 68}, {\"age_of_policyholder\": \"0.5\", \"is_adjustable_steering\": \"No\", \"row_count\": 68}, {\"age_of_policyholder\": \"0.490384615384615\", \"is_adjustable_steering\": \"No\", \"row_count\": 66}, {\"age_of_policyholder\": \"0.519230769230769\", \"is_adjustable_steering\": \"No\", \"row_count\": 65}, {\"age_of_policyholder\": \"0.288461538461538\", \"is_adjustable_steering\": \"No\", \"row_count\": 64}, {\"age_of_policyholder\": \"0.461538461538462\", \"is_adjustable_steering\": \"No\", \"row_count\": 64}, {\"age_of_policyholder\": \"0.298076923076923\", \"is_adjustable_steering\": \"No\", \"row_count\": 63}, {\"age_of_policyholder\": \"0.509615384615385\", \"is_adjustable_steering\": \"No\", \"row_count\": 63}, {\"age_of_policyholder\": \"0.346153846153846\", \"is_adjustable_steering\": \"No\", \"row_count\": 61}, {\"age_of_policyholder\": \"0.403846153846154\", \"is_adjustable_steering\": \"No\", \"row_count\": 55}, {\"age_of_policyholder\": \"0.557692307692308\", \"is_adjustable_steering\": \"No\", \"row_count\": 53}, {\"age_of_policyholder\": \"0.567307692307692\", \"is_adjustable_steering\": \"No\", \"row_count\": 43}, {\"age_of_policyholder\": \"0.548076923076923\", \"is_adjustable_steering\": \"No\", \"row_count\": 38}, {\"age_of_policyholder\": \"0.586538461538462\", \"is_adjustable_steering\": \"No\", \"row_count\": 38}, {\"age_of_policyholder\": \"0.538461538461538\", \"is_adjustable_steering\": \"No\", \"row_count\": 34}, {\"age_of_policyholder\": \"0.576923076923077\", \"is_adjustable_steering\": \"No\", \"row_count\": 31}, {\"age_of_policyholder\": \"0.596153846153846\", \"is_adjustable_steering\": \"No\", \"row_count\": 25}, {\"age_of_policyholder\": \"0.625\", \"is_adjustable_steering\": \"No\", \"row_count\": 21}, {\"age_of_policyholder\": \"0.605769230769231\", \"is_adjustable_steering\": \"No\", \"row_count\": 19}, {\"age_of_policyholder\": \"0.634615384615385\", \"is_adjustable_steering\": \"No\", \"row_count\": 19}, {\"age_of_policyholder\": \"0.615384615384615\", \"is_adjustable_steering\": \"No\", \"row_count\": 17}, {\"age_of_policyholder\": \"0.644230769230769\", \"is_adjustable_steering\": \"No\", \"row_count\": 17}, {\"age_of_policyholder\": \"0.653846153846154\", \"is_adjustable_steering\": \"No\", \"row_count\": 16}, {\"age_of_policyholder\": \"0.673076923076923\", \"is_adjustable_steering\": \"No\", \"row_count\": 14}, {\"age_of_policyholder\": \"0.682692307692308\", \"is_adjustable_steering\": \"No\", \"row_count\": 13}, {\"age_of_policyholder\": \"0.711538461538462\", \"is_adjustable_steering\": \"No\", \"row_count\": 13}, {\"age_of_policyholder\": \"0.701923076923077\", \"is_adjustable_steering\": \"No\", \"row_count\": 12}, {\"age_of_policyholder\": \"0.663461538461538\", \"is_adjustable_steering\": \"No\", \"row_count\": 11}, {\"age_of_policyholder\": \"0.730769230769231\", \"is_adjustable_steering\": \"No\", \"row_count\": 11}, {\"age_of_policyholder\": \"0.692307692307692\", \"is_adjustable_steering\": \"No\", \"row_count\": 9}, {\"age_of_policyholder\": \"0.75\", \"is_adjustable_steering\": \"No\", \"row_count\": 9}, {\"age_of_policyholder\": \"0.778846153846154\", \"is_adjustable_steering\": \"No\", \"row_count\": 8}, {\"age_of_policyholder\": \"0.721153846153846\", \"is_adjustable_steering\": \"No\", \"row_count\": 7}, {\"age_of_policyholder\": \"0.740384615384615\", \"is_adjustable_steering\": \"No\", \"row_count\": 6}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 19.14}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bd02e654ea54c6729f384f84b6faae5de6a7312d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:28:14.331115+00:00", + "ended_at": "2026-05-26T00:28:31.055419+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_aa50fa3940a0c968", + "problem_id": "v2p_m2_9c9a51014483e1db", + "dataset_id": "m2", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=is_adjustable_steering.", + "bindings": { + "group_col": "age_of_policyholder", + "group_col_2": "is_adjustable_steering", + "predicate_col": "max_torque", + "predicate_op": "=", + "predicate_value": "91Nm@4250rpm", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 4.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=52" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_aa50fa3940a0c968.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_aa50fa3940a0c968", + "api_calls": 0, + "input_tokens": 29592, + "cached_input_tokens": 28032, + "output_tokens": 654, + "total_tokens": 30246, + "cost_usd": 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AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61ae-9eae-79e0-be35-2292210f531e.1779755294383007000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"age_of_policyholder\\\", \\\"is_adjustable_steering\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"max_torque\\\" = '91Nm@4250rpm'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"is_adjustable_steering\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with age_of_policyholder and is_adjustable_steering as grouping columns, filtered on max_torque = '91Nm@4250rpm'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_aa50fa3940a0c968/usage_summary.json 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"bytes_utf8": 21625, "lines": 624, "estimated_tokens": 6199}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 418, "bytes_utf8": 418, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 29494, "cached_input_tokens": 28032, "output_tokens": 588, "reasoning_output_tokens": 477}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..51b154a227e9b4f9c90accf42abf41ca2e058d2a --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d1f109959ca3bdd43d2002fe1f0d775739b1e207 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:28:31.059049+00:00", + "ended_at": "2026-05-26T00:28:45.711118+00:00", + "elapsed_ms": 14651.91, + "prompt_metrics": { + "chars": 21625, + "bytes_utf8": 21625, + "lines": 624, + "estimated_tokens": 6199 + }, + "stdout_metrics": { + "chars": 785, + "bytes_utf8": 785, + "lines": 4, + "estimated_tokens": 223 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 418, + "bytes_utf8": 418, + "lines": 1, + "estimated_tokens": 105 + }, + "usage": { + "input_tokens": 29494, + "cached_input_tokens": 28032, + "output_tokens": 588, + "reasoning_output_tokens": 477 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ade1532ae982ce77f36d2d36c4bd11de7f428281 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,624 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=fuel_type, measure_col=gross_weight.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "fuel_type", + "measure_col": "gross_weight", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1510.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3913ef1ab3b0a9759c8e3122ec0e847eb840439a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ae-e000-7402-99d4-34bd85dfaa62"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"fuel_type\\\",\\n AVG(CAST(\\\"gross_weight\\\" AS REAL)) OVER (PARTITION BY \\\"fuel_type\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the Window Partition Average template with group_col=\\\"fuel_type\\\" and measure_col=\\\"gross_weight\\\". Cast \\\"gross_weight\\\" to REAL because it is stored as TEXT in SQLite schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29494,"cached_input_tokens":28032,"output_tokens":588,"reasoning_output_tokens":477}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f5e09b3eac1d863f58a8f57b81d01a63833fb7f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"fuel_type\",\n AVG(CAST(\"gross_weight\" AS REAL)) OVER (PARTITION BY \"fuel_type\") AS \"avg_measure\"\nFROM \"m2\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the Window Partition Average template with group_col=\"fuel_type\" and measure_col=\"gross_weight\". Cast \"gross_weight\" to REAL because it is stored as TEXT in SQLite schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4d50097b7d09d5f6ee6f3f3e0a52163edcd3fdb9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=fuel_type, measure_col=gross_weight. +Result preview: [{"fuel_type": "Diesel", "avg_measure": 1619.5033276931754}, {"fuel_type": "Petrol", "avg_measure": 1330.6816189362946}, {"fuel_type": "CNG", "avg_measure": 1236.1431382193803}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..83b722668f556446dc4bcebce0e5aae9b638214e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_b16db2e8df579de8 +-- problem_id: v2p_m2_471875a0fd591670 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "fuel_type", + AVG(CAST("gross_weight" AS REAL)) OVER (PARTITION BY "fuel_type") AS "avg_measure" +FROM "m2" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..da0edc0b6e4dec7b05e37a624bafee6bdbf57358 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"fuel_type\",\n AVG(CAST(\"gross_weight\" AS REAL)) OVER (PARTITION BY \"fuel_type\") AS \"avg_measure\"\nFROM \"m2\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"fuel_type\\\",\\n AVG(CAST(\\\"gross_weight\\\" AS REAL)) OVER (PARTITION BY \\\"fuel_type\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"fuel_type\", \"avg_measure\"], \"rows\": [{\"fuel_type\": \"Diesel\", \"avg_measure\": 1619.5033276931754}, {\"fuel_type\": \"Petrol\", \"avg_measure\": 1330.6816189362946}, {\"fuel_type\": \"CNG\", \"avg_measure\": 1236.1431382193803}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 62.58}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..353d5ca07c7591b1ba08c6912404e79840f0f97a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:28:31.055763+00:00", + "ended_at": "2026-05-26T00:28:45.780032+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_b16db2e8df579de8", + "problem_id": "v2p_m2_471875a0fd591670", + "dataset_id": "m2", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=fuel_type, measure_col=gross_weight.", + "bindings": { + "group_col": "fuel_type", + "measure_col": "gross_weight", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1510.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=133" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_b16db2e8df579de8.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_b16db2e8df579de8", + "api_calls": 0, + "input_tokens": 29494, + "cached_input_tokens": 28032, + "output_tokens": 588, + "total_tokens": 30082, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6199, + "estimated_output_tokens": 105, + "estimated_total_tokens": 6304, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14651.91, + "sql_execution_elapsed_ms_total": 62.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f2f1a2a430395876348a2c012c296826d11f180b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:28:45.715748+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14651.91, "started_at": "2026-05-26T00:28:31.059049+00:00", "ended_at": "2026-05-26T00:28:45.711118+00:00", "prompt_metrics": {"chars": 21625, "bytes_utf8": 21625, "lines": 624, "estimated_tokens": 6199}, "response_metrics": {"chars": 418, "bytes_utf8": 418, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 29494, "cached_input_tokens": 28032, "output_tokens": 588, "reasoning_output_tokens": 477}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"fuel_type\\\",\\n AVG(CAST(\\\"gross_weight\\\" AS REAL)) OVER (PARTITION BY \\\"fuel_type\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the Window Partition Average template with group_col=\\\"fuel_type\\\" and measure_col=\\\"gross_weight\\\". Cast \\\"gross_weight\\\" to REAL because it is stored as TEXT in SQLite schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..93d7d4076829a27392b7da53398fc4060a8b307f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_b16db2e8df579de8", + "api_calls": 0, + "input_tokens": 29494, + "cached_input_tokens": 28032, + "output_tokens": 588, + "total_tokens": 30082, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6199, + "estimated_output_tokens": 105, + "estimated_total_tokens": 6304, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14651.91, + "sql_execution_elapsed_ms_total": 62.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b16db2e8df579de8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a58a5b5b2f7ca363875d3b39d2d472da500ec875 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21960, "bytes_utf8": 21960, "lines": 626, "estimated_tokens": 6309}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 769, "bytes_utf8": 769, "lines": 1, "estimated_tokens": 206}, "usage": {"input_tokens": 29604, "cached_input_tokens": 29056, "output_tokens": 2891, "reasoning_output_tokens": 2679}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0f0d160efaaa2028671197ba1947811d23351c2a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_b54480a530c0ed98", + "api_calls": 0, + "input_tokens": 29604, + "cached_input_tokens": 29056, + "output_tokens": 2891, + "total_tokens": 32495, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6309, + "estimated_output_tokens": 206, + "estimated_total_tokens": 6515, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 57558.98, + "sql_execution_elapsed_ms_total": 52.32, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..45c749c4fb088db24ed2da7e79c577231cfc8f99 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:28:45.784598+00:00", + "ended_at": "2026-05-26T00:29:43.344224+00:00", + "elapsed_ms": 57558.98, + "prompt_metrics": { + "chars": 21960, + "bytes_utf8": 21960, + "lines": 626, + "estimated_tokens": 6309 + }, + "stdout_metrics": { + "chars": 1192, + "bytes_utf8": 1192, + "lines": 4, + "estimated_tokens": 361 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 769, + "bytes_utf8": 769, + "lines": 1, + "estimated_tokens": 206 + }, + "usage": { + "input_tokens": 29604, + "cached_input_tokens": 29056, + "output_tokens": 2891, + "reasoning_output_tokens": 2679 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a35c5351bbdfd5ec7b0f83f6961c98c15510acb1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_central_locking, measure_col=make.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "is_central_locking", + "measure_col": "make", + "item_col": "population_density", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..59ed68e49f9a4c8dd4abf27690a2802f3349b306 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61af-1989-72a0-a5ec-6c0dbe32fd2a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"is_central_locking\\\",\\n \\\"population_density\\\",\\n SUM(CAST(\\\"make\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"is_central_locking\\\", \\\"population_density\\\"\\n)\\nSELECT\\n \\\"is_central_locking\\\",\\n \\\"population_density\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"is_central_locking\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the provided within-group share template with \\\"is_central_locking\\\" as the group column and \\\"population_density\\\" as the item column; \\\"make\\\" is cast from TEXT to REAL before summation for SQLite compatibility.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29604,"cached_input_tokens":29056,"output_tokens":2891,"reasoning_output_tokens":2679}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e0011784632d0d18247c32b7c6723313d215336d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n \"is_central_locking\",\n \"population_density\",\n SUM(CAST(\"make\" AS REAL)) AS \"total_measure\"\n FROM \"m2\"\n GROUP BY \"is_central_locking\", \"population_density\"\n)\nSELECT\n \"is_central_locking\",\n \"population_density\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"is_central_locking\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the provided within-group share template with \"is_central_locking\" as the group column and \"population_density\" as the item column; \"make\" is cast from TEXT to REAL before summation for SQLite compatibility."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..254550d95407c6116117886ccc748ba6015202e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_central_locking, measure_col=make. +Result preview: [{"is_central_locking": "Yes", "population_density": "8794", "total_measure": 26109.0, "share_within_group": 29.947352121399813}, {"is_central_locking": "No", "population_density": "4076", "total_measure": 3413.0, "share_within_group": 21.123971034226653}, {"is_central_locking": "No", "population_density": "34738", "total_measure": 2682.0, "share_within_group": 16.599616265395802}, {"is_central_locking": "Yes", "population_density": "27003", "total_measure": 11532.0, "share_within_group": 13.227349368569561}, {"is_central_locking": "No", "population_density": "27003", "total_measure": 1783.0, "share_within_group": 11.035464504549111}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1244a3750df3e7fc0a3dc36834b0389d852c5a44 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/generated_sql.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_b54480a530c0ed98 +-- problem_id: v2p_m2_b70b9f884df0839a +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "is_central_locking", + "population_density", + SUM(CAST("make" AS REAL)) AS "total_measure" + FROM "m2" + GROUP BY "is_central_locking", "population_density" +) +SELECT + "is_central_locking", + "population_density", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "is_central_locking") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8b056140b2cf0af3485756f0a72df0b8fa9c9adf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n \"is_central_locking\",\n \"population_density\",\n SUM(CAST(\"make\" AS REAL)) AS \"total_measure\"\n FROM \"m2\"\n GROUP BY \"is_central_locking\", \"population_density\"\n)\nSELECT\n \"is_central_locking\",\n \"population_density\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"is_central_locking\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"is_central_locking\\\",\\n \\\"population_density\\\",\\n SUM(CAST(\\\"make\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"is_central_locking\\\", \\\"population_density\\\"\\n)\\nSELECT\\n \\\"is_central_locking\\\",\\n \\\"population_density\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"is_central_locking\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"is_central_locking\", \"population_density\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"is_central_locking\": \"Yes\", \"population_density\": \"8794\", \"total_measure\": 26109.0, \"share_within_group\": 29.947352121399813}, {\"is_central_locking\": \"No\", \"population_density\": \"4076\", \"total_measure\": 3413.0, \"share_within_group\": 21.123971034226653}, {\"is_central_locking\": \"No\", \"population_density\": \"34738\", \"total_measure\": 2682.0, \"share_within_group\": 16.599616265395802}, {\"is_central_locking\": \"Yes\", \"population_density\": \"27003\", \"total_measure\": 11532.0, \"share_within_group\": 13.227349368569561}, {\"is_central_locking\": \"No\", \"population_density\": \"27003\", \"total_measure\": 1783.0, \"share_within_group\": 11.035464504549111}, {\"is_central_locking\": \"Yes\", \"population_density\": \"34738\", \"total_measure\": 9107.0, \"share_within_group\": 10.44584379982336}, {\"is_central_locking\": \"No\", \"population_density\": \"73430\", \"total_measure\": 1290.0, \"share_within_group\": 7.984155474407378}, {\"is_central_locking\": \"Yes\", \"population_density\": \"7788\", \"total_measure\": 6673.0, \"share_within_group\": 7.654015117626143}, {\"is_central_locking\": \"Yes\", \"population_density\": \"5410\", \"total_measure\": 5779.0, \"share_within_group\": 6.628585848158472}, {\"is_central_locking\": \"Yes\", \"population_density\": \"4076\", \"total_measure\": 5620.0, \"share_within_group\": 6.446210843857174}, {\"is_central_locking\": \"No\", \"population_density\": \"17804\", \"total_measure\": 960.0, \"share_within_group\": 5.941697097233397}, {\"is_central_locking\": \"No\", \"population_density\": \"8794\", \"total_measure\": 857.0, \"share_within_group\": 5.304202512842731}, {\"is_central_locking\": \"No\", \"population_density\": \"4990\", \"total_measure\": 754.0, \"share_within_group\": 4.666707928452064}, {\"is_central_locking\": \"No\", \"population_density\": \"6112\", \"total_measure\": 725.0, \"share_within_group\": 4.4872191619731385}, {\"is_central_locking\": \"Yes\", \"population_density\": \"73430\", \"total_measure\": 3836.0, \"share_within_group\": 4.399940355344505}, {\"is_central_locking\": \"Yes\", \"population_density\": \"17804\", \"total_measure\": 3578.0, \"share_within_group\": 4.104011103082023}, {\"is_central_locking\": \"No\", \"population_density\": \"5410\", \"total_measure\": 629.0, \"share_within_group\": 3.893049452249799}, {\"is_central_locking\": \"Yes\", \"population_density\": \"6112\", \"total_measure\": 2919.0, \"share_within_group\": 3.3481297959464573}, {\"is_central_locking\": \"Yes\", \"population_density\": \"34791\", \"total_measure\": 2645.0, \"share_within_group\": 3.0338483419932785}, {\"is_central_locking\": \"No\", \"population_density\": \"7788\", \"total_measure\": 421.0, \"share_within_group\": 2.6056817478492293}, {\"is_central_locking\": \"No\", \"population_density\": \"6108\", \"total_measure\": 339.0, \"share_within_group\": 2.0981617874605436}, {\"is_central_locking\": \"No\", \"population_density\": \"13051\", \"total_measure\": 330.0, \"share_within_group\": 2.0424583771739804}, {\"is_central_locking\": \"Yes\", \"population_density\": \"6108\", \"total_measure\": 1682.0, \"share_within_group\": 1.929275202734478}, {\"is_central_locking\": \"Yes\", \"population_density\": \"27742\", \"total_measure\": 1622.0, \"share_within_group\": 1.860454446394366}, {\"is_central_locking\": \"No\", \"population_density\": \"21622\", \"total_measure\": 286.0, \"share_within_group\": 1.770130593550783}, {\"is_central_locking\": \"No\", \"population_density\": \"16206\", \"total_measure\": 285.0, \"share_within_group\": 1.763941325741165}, {\"is_central_locking\": \"No\", \"population_density\": \"34791\", \"total_measure\": 280.0, \"share_within_group\": 1.7329949866930743}, {\"is_central_locking\": \"No\", \"population_density\": \"65567\", \"total_measure\": 274.0, \"share_within_group\": 1.6958593798353654}, {\"is_central_locking\": \"Yes\", \"population_density\": \"4990\", \"total_measure\": 1460.0, \"share_within_group\": 1.674638404276063}, {\"is_central_locking\": \"Yes\", \"population_density\": \"290\", \"total_measure\": 1196.0, \"share_within_group\": 1.3718270763795695}, {\"is_central_locking\": \"No\", \"population_density\": \"290\", \"total_measure\": 219.0, \"share_within_group\": 1.3554496503063687}, {\"is_central_locking\": \"Yes\", \"population_density\": \"13051\", \"total_measure\": 1048.0, \"share_within_group\": 1.2020692107406261}, {\"is_central_locking\": \"No\", \"population_density\": \"27742\", \"total_measure\": 192.0, \"share_within_group\": 1.1883394194466794}, {\"is_central_locking\": \"No\", \"population_density\": \"35036\", \"total_measure\": 175.0, \"share_within_group\": 1.0831218666831715}, {\"is_central_locking\": \"Yes\", \"population_density\": \"21622\", \"total_measure\": 808.0, \"share_within_group\": 0.9267861853801773}, {\"is_central_locking\": \"No\", \"population_density\": \"3264\", \"total_measure\": 126.0, \"share_within_group\": 0.7798477440118834}, {\"is_central_locking\": \"Yes\", \"population_density\": \"3264\", \"total_measure\": 475.0, \"share_within_group\": 0.5448309876925548}, {\"is_central_locking\": \"No\", \"population_density\": \"16733\", \"total_measure\": 82.0, \"share_within_group\": 0.507519960388686}, {\"is_central_locking\": \"Yes\", \"population_density\": \"65567\", \"total_measure\": 415.0, \"share_within_group\": 0.4760102313524426}, {\"is_central_locking\": \"No\", \"population_density\": \"20905\", \"total_measure\": 55.0, \"share_within_group\": 0.34040972952899673}, {\"is_central_locking\": \"Yes\", \"population_density\": \"16206\", \"total_measure\": 236.0, \"share_within_group\": 0.27069497493777456}, {\"is_central_locking\": \"Yes\", \"population_density\": \"16733\", \"total_measure\": 223.0, \"share_within_group\": 0.2557838110640836}, {\"is_central_locking\": \"Yes\", \"population_density\": \"35036\", \"total_measure\": 123.0, \"share_within_group\": 0.14108255049722995}, {\"is_central_locking\": \"Yes\", \"population_density\": \"20905\", \"total_measure\": 97.0, \"share_within_group\": 0.11126022274984802}], \"row_count_returned\": 44, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 52.32}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0e2de7c306f1aaa07f56e8fc2edb2a19287637a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:28:45.780427+00:00", + "ended_at": "2026-05-26T00:29:43.404080+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_b54480a530c0ed98", + "problem_id": "v2p_m2_b70b9f884df0839a", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_central_locking, measure_col=make.", + "bindings": { + "group_col": "is_central_locking", + "measure_col": "make", + "item_col": "population_density", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=11", + "sql_variant_index=2/2", + "binding_index=34" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 11, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_b54480a530c0ed98.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_b54480a530c0ed98", + "api_calls": 0, + "input_tokens": 29604, + "cached_input_tokens": 29056, + "output_tokens": 2891, + "total_tokens": 32495, + "cost_usd": 0.0, + 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\\\"grouped\\\" AS (\\n SELECT\\n \\\"is_central_locking\\\",\\n \\\"population_density\\\",\\n SUM(CAST(\\\"make\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"is_central_locking\\\", \\\"population_density\\\"\\n)\\nSELECT\\n \\\"is_central_locking\\\",\\n \\\"population_density\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"is_central_locking\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the provided within-group share template with \\\"is_central_locking\\\" as the group column and \\\"population_density\\\" as the item column; \\\"make\\\" is cast from TEXT to REAL before summation for SQLite compatibility.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b54480a530c0ed98/usage_summary.json 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"bytes_utf8": 21993, "lines": 626, "estimated_tokens": 6319}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 956, "bytes_utf8": 956, "lines": 1, "estimated_tokens": 275}, "usage": {"input_tokens": 29614, "cached_input_tokens": 28032, "output_tokens": 3794, "reasoning_output_tokens": 3513}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e822c86e08a478722a7c03f953ded0364027cb4b --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..be7a1de93fe7992d9a45c606b8e3b7ecebaea574 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:29:43.408353+00:00", + "ended_at": "2026-05-26T00:30:56.137264+00:00", + "elapsed_ms": 72728.29, + "prompt_metrics": { + "chars": 21993, + "bytes_utf8": 21993, + "lines": 626, + "estimated_tokens": 6319 + }, + "stdout_metrics": { + "chars": 1367, + "bytes_utf8": 1367, + "lines": 4, + "estimated_tokens": 427 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 956, + "bytes_utf8": 956, + "lines": 1, + "estimated_tokens": 275 + }, + "usage": { + "input_tokens": 29614, + "cached_input_tokens": 28032, + "output_tokens": 3794, + "reasoning_output_tokens": 3513 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..be8def99681bb65e7c33a2af9168b02d7442333e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_brake_assist, measure_col=age_of_policyholder.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "is_brake_assist", + "measure_col": "age_of_policyholder", + "item_col": "age_of_policyholder", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.548077, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8768ca4e14b0a038da29cacb7daf02288067b85c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61af-fa9b-7fc3-8446-dd0d7e73c9c8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"is_brake_assist\\\",\\n CAST(\\\"age_of_policyholder\\\" AS REAL) AS \\\"age_of_policyholder\\\",\\n SUM(CAST(\\\"age_of_policyholder\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"age_of_policyholder\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"age_of_policyholder\\\" AS REAL))) OVER (PARTITION BY \\\"is_brake_assist\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"is_brake_assist\\\" IS NOT NULL\\n AND TRIM(\\\"is_brake_assist\\\") <> ''\\n AND \\\"age_of_policyholder\\\" IS NOT NULL\\n AND TRIM(\\\"age_of_policyholder\\\") <> ''\\nGROUP BY\\n \\\"is_brake_assist\\\",\\n CAST(\\\"age_of_policyholder\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses tpl_tpcds_within_group_share with is_brake_assist as the group and age_of_policyholder as both item and measure; age_of_policyholder is cast from TEXT to REAL, so shares reflect summed age values per distinct age level within each brake-assist group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29614,"cached_input_tokens":28032,"output_tokens":3794,"reasoning_output_tokens":3513}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..30ca3dd82560f43f4138a980c788d313659469d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"is_brake_assist\",\n CAST(\"age_of_policyholder\" AS REAL) AS \"age_of_policyholder\",\n SUM(CAST(\"age_of_policyholder\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"age_of_policyholder\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"age_of_policyholder\" AS REAL))) OVER (PARTITION BY \"is_brake_assist\") AS \"share_within_group\"\nFROM \"m2\"\nWHERE \"is_brake_assist\" IS NOT NULL\n AND TRIM(\"is_brake_assist\") <> ''\n AND \"age_of_policyholder\" IS NOT NULL\n AND TRIM(\"age_of_policyholder\") <> ''\nGROUP BY\n \"is_brake_assist\",\n CAST(\"age_of_policyholder\" AS REAL)\nORDER BY \"share_within_group\" DESC;","notes":"Uses tpl_tpcds_within_group_share with is_brake_assist as the group and age_of_policyholder as both item and measure; age_of_policyholder is cast from TEXT to REAL, so shares reflect summed age values per distinct age level within each brake-assist group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8c83df9511003c0865390aa17b96d947b342aef7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_brake_assist, measure_col=age_of_policyholder. +Result preview: [{"is_brake_assist": "Yes", "age_of_policyholder": 0.471153846153846, "total_measure": 446.18269230769215, "share_within_group": 2.9365363135562372}, {"is_brake_assist": "No", "age_of_policyholder": 0.471153846153846, "total_measure": 360.903846153846, "share_within_group": 2.9317757184545488}, {"is_brake_assist": "No", "age_of_policyholder": 0.480769230769231, "total_measure": 359.6153846153848, "share_within_group": 2.921308996381953}, {"is_brake_assist": "No", "age_of_policyholder": 0.5, "total_measure": 357.0, "share_within_group": 2.9000631127719005}, {"is_brake_assist": "No", "age_of_policyholder": 0.461538461538462, "total_measure": 354.9230769230773, "share_within_group": 2.8831913816698047}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2621c8b6d170ad27514dff5206ceaa6c2ea1ca93 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/generated_sql.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_b75d8b6fa1119d1d +-- problem_id: v2p_m2_dc5c1585ae2df651 +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_brake_assist", + CAST("age_of_policyholder" AS REAL) AS "age_of_policyholder", + SUM(CAST("age_of_policyholder" AS REAL)) AS "total_measure", + SUM(CAST("age_of_policyholder" AS REAL)) * 100.0 + / SUM(SUM(CAST("age_of_policyholder" AS REAL))) OVER (PARTITION BY "is_brake_assist") AS "share_within_group" +FROM "m2" +WHERE "is_brake_assist" IS NOT NULL + AND TRIM("is_brake_assist") <> '' + AND "age_of_policyholder" IS NOT NULL + AND TRIM("age_of_policyholder") <> '' +GROUP BY + "is_brake_assist", + CAST("age_of_policyholder" AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c388dd2f33a113bf5e0e6cea67503647dd96024e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"is_brake_assist\",\n CAST(\"age_of_policyholder\" AS REAL) AS \"age_of_policyholder\",\n SUM(CAST(\"age_of_policyholder\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"age_of_policyholder\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"age_of_policyholder\" AS REAL))) OVER (PARTITION BY \"is_brake_assist\") AS \"share_within_group\"\nFROM \"m2\"\nWHERE \"is_brake_assist\" IS NOT NULL\n AND TRIM(\"is_brake_assist\") <> ''\n AND \"age_of_policyholder\" IS NOT NULL\n AND TRIM(\"age_of_policyholder\") <> ''\nGROUP BY\n \"is_brake_assist\",\n CAST(\"age_of_policyholder\" AS REAL)\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"is_brake_assist\\\",\\n CAST(\\\"age_of_policyholder\\\" AS REAL) AS \\\"age_of_policyholder\\\",\\n SUM(CAST(\\\"age_of_policyholder\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"age_of_policyholder\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"age_of_policyholder\\\" AS REAL))) OVER (PARTITION BY \\\"is_brake_assist\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"is_brake_assist\\\" IS NOT NULL\\n AND TRIM(\\\"is_brake_assist\\\") <> ''\\n AND \\\"age_of_policyholder\\\" IS NOT NULL\\n AND TRIM(\\\"age_of_policyholder\\\") <> ''\\nGROUP BY\\n \\\"is_brake_assist\\\",\\n CAST(\\\"age_of_policyholder\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"is_brake_assist\", \"age_of_policyholder\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.471153846153846, \"total_measure\": 446.18269230769215, \"share_within_group\": 2.9365363135562372}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.471153846153846, \"total_measure\": 360.903846153846, \"share_within_group\": 2.9317757184545488}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.480769230769231, \"total_measure\": 359.6153846153848, \"share_within_group\": 2.921308996381953}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.5, \"total_measure\": 357.0, \"share_within_group\": 2.9000631127719005}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.461538461538462, \"total_measure\": 354.9230769230773, \"share_within_group\": 2.8831913816698047}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.490384615384615, \"total_measure\": 435.4615384615381, \"share_within_group\": 2.865975401770033}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.480769230769231, \"total_measure\": 434.1346153846156, \"share_within_group\": 2.857242302374076}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.509615384615385, \"total_measure\": 351.63461538461564, \"share_within_group\": 2.8564778074248136}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.5, \"total_measure\": 426.0, \"share_within_group\": 2.803704606077098}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.509615384615385, \"total_measure\": 423.490384615385, \"share_within_group\": 2.787187657219523}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.432692307692308, \"total_measure\": 342.6923076923079, \"share_within_group\": 2.7838356318463315}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.442307692307692, \"total_measure\": 341.4615384615382, \"share_within_group\": 2.77383756897101}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.528846153846154, \"total_measure\": 339.51923076923083, \"share_within_group\": 2.758059375995902}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.461538461538462, \"total_measure\": 415.84615384615427, \"share_within_group\": 2.7368774106993152}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.519230769230769, \"total_measure\": 335.94230769230757, \"share_within_group\": 2.7290025057645075}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.451923076923077, \"total_measure\": 413.9615384615385, \"share_within_group\": 2.7244738782238906}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.490384615384615, \"total_measure\": 331.00961538461513, \"share_within_group\": 2.688932144397021}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.442307692307692, \"total_measure\": 406.48076923076894, \"share_within_group\": 2.6752394482959363}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.519230769230769, \"total_measure\": 400.8461538461537, \"share_within_group\": 2.6381554175275825}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.432692307692308, \"total_measure\": 391.1538461538464, \"share_within_group\": 2.574365821939699}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.423076923076923, \"total_measure\": 316.88461538461536, \"share_within_group\": 2.5741887509295074}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.451923076923077, \"total_measure\": 315.44230769230774, \"share_within_group\": 2.5624722709974947}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.375, \"total_measure\": 315.375, \"share_within_group\": 2.5619255019340006}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.538461538461538, \"total_measure\": 387.1538461538458, \"share_within_group\": 2.5480399570939007}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.538461538461538, \"total_measure\": 311.7692307692305, \"share_within_group\": 2.5326343021039652}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.403846153846154, \"total_measure\": 311.36538461538476, \"share_within_group\": 2.529353687723005}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.394230769230769, \"total_measure\": 383.5865384615382, \"share_within_group\": 2.524561842051138}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.557692307692308, \"total_measure\": 308.9615384615387, \"share_within_group\": 2.5098262211696505}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.528846153846154, \"total_measure\": 379.71153846153857, \"share_within_group\": 2.499058660481777}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.403846153846154, \"total_measure\": 379.2115384615386, \"share_within_group\": 2.495767927376053}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.413461538461538, \"total_measure\": 377.4903846153842, \"share_within_group\": 2.4844402114928825}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.413461538461538, \"total_measure\": 304.7211538461535, \"share_within_group\": 2.4753797701695275}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.548076923076923, \"total_measure\": 296.50961538461536, \"share_within_group\": 2.408673944423268}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.423076923076923, \"total_measure\": 365.5384615384615, \"share_within_group\": 2.4057790336002833}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.567307692307692, \"total_measure\": 294.99999999999983, \"share_within_group\": 2.3964106954277598}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.365384615384615, \"total_measure\": 294.49999999999966, \"share_within_group\": 2.3923489823846604}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.548076923076923, \"total_measure\": 362.27884615384613, \"share_within_group\": 2.384325985084119}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.384615384615385, \"total_measure\": 293.0769230769234, \"share_within_group\": 2.380788722185079}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.394230769230769, \"total_measure\": 292.5192307692306, \"share_within_group\": 2.376258349944697}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.375, \"total_measure\": 351.75, \"share_within_group\": 2.3150307398770407}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.365384615384615, \"total_measure\": 350.7692307692304, \"share_within_group\": 2.3085758403235017}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.355769230769231, \"total_measure\": 339.7596153846156, \"share_within_group\": 2.2361164286686153}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.355769230769231, \"total_measure\": 273.5865384615386, \"share_within_group\": 2.2224600233704734}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.346153846153846, \"total_measure\": 272.4230769230768, \"share_within_group\": 2.213008729558647}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.384615384615385, \"total_measure\": 330.7692307692311, \"share_within_group\": 2.176946516094535}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.346153846153846, \"total_measure\": 327.4615384615383, \"share_within_group\": 2.1551770509335864}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.336538461538461, \"total_measure\": 258.46153846153805, \"share_within_group\": 2.0995932038167573}, {\"is_brake_assist\": \"Yes\", \"age_of_policyholder\": 0.557692307692308, \"total_measure\": 314.5384615384617, \"share_within_group\": 2.0701242568164067}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.576923076923077, \"total_measure\": 253.84615384615387, \"share_within_group\": 2.062100468034319}, {\"is_brake_assist\": \"No\", \"age_of_policyholder\": 0.586538461538462, \"total_measure\": 252.21153846153865, \"share_within_group\": 2.0488217907780384}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 79.5}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e08239a23bab3af11c29f8f943ff69ec56b22db5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:29:43.404527+00:00", + "ended_at": "2026-05-26T00:30:56.225682+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_b75d8b6fa1119d1d", + "problem_id": "v2p_m2_dc5c1585ae2df651", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_brake_assist, measure_col=age_of_policyholder.", + "bindings": { + "group_col": "is_brake_assist", + "measure_col": "age_of_policyholder", + "item_col": "age_of_policyholder", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.548077, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=32" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_b75d8b6fa1119d1d.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_b75d8b6fa1119d1d", + "api_calls": 0, + "input_tokens": 29614, + "cached_input_tokens": 28032, + "output_tokens": 3794, + "total_tokens": 33408, + 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\\\"is_brake_assist\\\",\\n CAST(\\\"age_of_policyholder\\\" AS REAL) AS \\\"age_of_policyholder\\\",\\n SUM(CAST(\\\"age_of_policyholder\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"age_of_policyholder\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"age_of_policyholder\\\" AS REAL))) OVER (PARTITION BY \\\"is_brake_assist\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"is_brake_assist\\\" IS NOT NULL\\n AND TRIM(\\\"is_brake_assist\\\") <> ''\\n AND \\\"age_of_policyholder\\\" IS NOT NULL\\n AND TRIM(\\\"age_of_policyholder\\\") <> ''\\nGROUP BY\\n \\\"is_brake_assist\\\",\\n CAST(\\\"age_of_policyholder\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses tpl_tpcds_within_group_share with is_brake_assist as the group and age_of_policyholder as both item and measure; age_of_policyholder is cast from TEXT to REAL, so shares reflect summed age values per distinct age level within each brake-assist group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5340097e059bdc702f7661a356a401080c24a4ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b75d8b6fa1119d1d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_b75d8b6fa1119d1d", + "api_calls": 0, + "input_tokens": 29614, + "cached_input_tokens": 28032, + "output_tokens": 3794, + "total_tokens": 33408, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6319, + "estimated_output_tokens": 275, + "estimated_total_tokens": 6594, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 72728.29, + "sql_execution_elapsed_ms_total": 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"cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21984, "bytes_utf8": 21984, "lines": 626, "estimated_tokens": 6320}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 819, "bytes_utf8": 819, "lines": 1, "estimated_tokens": 242}, "usage": {"input_tokens": 29615, "cached_input_tokens": 29056, "output_tokens": 764, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2c3e2ca5d612f37545d06b46d2bb65665096707e --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..58f93cda690be4cdf0368b5c403c27dc9e62186a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:30:56.230558+00:00", + "ended_at": "2026-05-26T00:31:14.844501+00:00", + "elapsed_ms": 18613.75, + "prompt_metrics": { + "chars": 21984, + "bytes_utf8": 21984, + "lines": 626, + "estimated_tokens": 6320 + }, + "stdout_metrics": { + "chars": 1229, + "bytes_utf8": 1229, + "lines": 4, + "estimated_tokens": 392 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 819, + "bytes_utf8": 819, + "lines": 1, + "estimated_tokens": 242 + }, + "usage": { + "input_tokens": 29615, + "cached_input_tokens": 29056, + "output_tokens": 764, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..819065ec5e27fb52282e445896bcd2d2c78d4d84 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_rear_window_washer, measure_col=policy_tenure.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "is_rear_window_washer", + "measure_col": "policy_tenure", + "item_col": "policy_tenure", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.904032, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6bcbc213ca520d1c93cf1a307554ebd65261b04d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b1-170d-7a72-b3f7-ab9e285030bb"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"is_rear_window_washer\\\",\\n CAST(\\\"policy_tenure\\\" AS REAL) AS \\\"policy_tenure\\\",\\n SUM(CAST(\\\"policy_tenure\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"policy_tenure\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"policy_tenure\\\" AS REAL))) OVER (PARTITION BY \\\"is_rear_window_washer\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"policy_tenure\\\" IS NOT NULL\\nGROUP BY\\n \\\"is_rear_window_washer\\\",\\n CAST(\\\"policy_tenure\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the required Within-Group Share of Total template with group_col=\\\"is_rear_window_washer\\\", item_col=\\\"policy_tenure\\\", and measure_col=\\\"policy_tenure\\\". Cast \\\"policy_tenure\\\" to REAL because the schema stores it as TEXT but it is used as a numeric measure.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29615,"cached_input_tokens":29056,"output_tokens":764,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..74ad92fe94c37604ac83264a0e617a1fb1e14c94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"is_rear_window_washer\",\n CAST(\"policy_tenure\" AS REAL) AS \"policy_tenure\",\n SUM(CAST(\"policy_tenure\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"policy_tenure\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"policy_tenure\" AS REAL))) OVER (PARTITION BY \"is_rear_window_washer\") AS \"share_within_group\"\nFROM \"m2\"\nWHERE \"policy_tenure\" IS NOT NULL\nGROUP BY\n \"is_rear_window_washer\",\n CAST(\"policy_tenure\" AS REAL)\nORDER BY \"share_within_group\" DESC;","notes":"Used the required Within-Group Share of Total template with group_col=\"is_rear_window_washer\", item_col=\"policy_tenure\", and measure_col=\"policy_tenure\". Cast \"policy_tenure\" to REAL because the schema stores it as TEXT but it is used as a numeric measure."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..36521578fcc4191100a4f1b1afedfaeb897c9fca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_rear_window_washer, measure_col=policy_tenure. +Result preview: [{"is_rear_window_washer": "Yes", "policy_tenure": 1.34816885255766, "total_measure": 1.34816885255766, "share_within_group": 0.011712418644269666}, {"is_rear_window_washer": "Yes", "policy_tenure": 1.34477758705525, "total_measure": 1.34477758705525, "share_within_group": 0.011682956517754325}, {"is_rear_window_washer": "Yes", "policy_tenure": 1.34242241036834, "total_measure": 1.34242241036834, "share_within_group": 0.011662495567862193}, {"is_rear_window_washer": "Yes", "policy_tenure": 1.32813030838181, "total_measure": 1.32813030838181, "share_within_group": 0.011538330793208583}, {"is_rear_window_washer": "Yes", "policy_tenure": 1.29099233003371, "total_measure": 1.29099233003371, "share_within_group": 0.011215689049046077}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..921273771f454b24a71ff229245fdbed3856b944 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_b986366cbfda3714 +-- problem_id: v2p_m2_ae5090d969a3a598 +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_rear_window_washer", + CAST("policy_tenure" AS REAL) AS "policy_tenure", + SUM(CAST("policy_tenure" AS REAL)) AS "total_measure", + SUM(CAST("policy_tenure" AS REAL)) * 100.0 + / SUM(SUM(CAST("policy_tenure" AS REAL))) OVER (PARTITION BY "is_rear_window_washer") AS "share_within_group" +FROM "m2" +WHERE "policy_tenure" IS NOT NULL +GROUP BY + "is_rear_window_washer", + CAST("policy_tenure" AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4b4a7363ed97890138fdf3aaab854dd9079fff62 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"is_rear_window_washer\",\n CAST(\"policy_tenure\" AS REAL) AS \"policy_tenure\",\n SUM(CAST(\"policy_tenure\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"policy_tenure\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"policy_tenure\" AS REAL))) OVER (PARTITION BY \"is_rear_window_washer\") AS \"share_within_group\"\nFROM \"m2\"\nWHERE \"policy_tenure\" IS NOT NULL\nGROUP BY\n \"is_rear_window_washer\",\n CAST(\"policy_tenure\" AS REAL)\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"is_rear_window_washer\\\",\\n CAST(\\\"policy_tenure\\\" AS REAL) AS \\\"policy_tenure\\\",\\n SUM(CAST(\\\"policy_tenure\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"policy_tenure\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"policy_tenure\\\" AS REAL))) OVER (PARTITION BY \\\"is_rear_window_washer\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"policy_tenure\\\" IS NOT NULL\\nGROUP BY\\n \\\"is_rear_window_washer\\\",\\n CAST(\\\"policy_tenure\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"is_rear_window_washer\", \"policy_tenure\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.34816885255766, \"total_measure\": 1.34816885255766, \"share_within_group\": 0.011712418644269666}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.34477758705525, \"total_measure\": 1.34477758705525, \"share_within_group\": 0.011682956517754325}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.34242241036834, \"total_measure\": 1.34242241036834, \"share_within_group\": 0.011662495567862193}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.32813030838181, \"total_measure\": 1.32813030838181, \"share_within_group\": 0.011538330793208583}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.29099233003371, \"total_measure\": 1.29099233003371, \"share_within_group\": 0.011215689049046077}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.26250953346714, \"total_measure\": 1.26250953346714, \"share_within_group\": 0.010968240491757167}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.25803090879435, \"total_measure\": 1.25803090879435, \"share_within_group\": 0.010929331769738591}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.25023015853154, \"total_measure\": 1.25023015853154, \"share_within_group\": 0.010861561584539539}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24998264113548, \"total_measure\": 1.24998264113548, \"share_within_group\": 0.010859411240123188}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24995783695969, \"total_measure\": 1.24995783695969, \"share_within_group\": 0.010859195750134358}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24991775111105, \"total_measure\": 1.24991775111105, \"share_within_group\": 0.01085884749832592}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24983637684123, \"total_measure\": 1.24983637684123, \"share_within_group\": 0.010858140547180152}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24982241802399, \"total_measure\": 1.24982241802399, \"share_within_group\": 0.010858019277866606}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24982051701787, \"total_measure\": 1.24982051701787, \"share_within_group\": 0.010858002762591476}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24978453110349, \"total_measure\": 1.24978453110349, \"share_within_group\": 0.01085769012957543}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24973536957045, \"total_measure\": 1.24973536957045, \"share_within_group\": 0.010857263031400697}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24966437688924, \"total_measure\": 1.24966437688924, \"share_within_group\": 0.010856646271859461}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24957033642655, \"total_measure\": 1.24957033642655, \"share_within_group\": 0.01085582928126779}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24938888462834, \"total_measure\": 1.24938888462834, \"share_within_group\": 0.010854252891618704}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24919545221151, \"total_measure\": 1.24919545221151, \"share_within_group\": 0.010852572418552598}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24911665313009, \"total_measure\": 1.24911665313009, \"share_within_group\": 0.0108518878397414}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24906472340291, \"total_measure\": 1.24906472340291, \"share_within_group\": 0.010851436692465851}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24899122483752, \"total_measure\": 1.24899122483752, \"share_within_group\": 0.010850798162680825}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24893050095288, \"total_measure\": 1.24893050095288, \"share_within_group\": 0.010850270614846396}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24892549653783, \"total_measure\": 1.24892549653783, \"share_within_group\": 0.010850227138241799}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24891007510646, \"total_measure\": 1.24891007510646, \"share_within_group\": 0.010850093162249134}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24883721385521, \"total_measure\": 1.24883721385521, \"share_within_group\": 0.010849460169226067}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.2487520694002, \"total_measure\": 1.2487520694002, \"share_within_group\": 0.010848720464032298}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24874555599999, \"total_measure\": 1.24874555599999, \"share_within_group\": 0.01084866387789332}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24866530552302, \"total_measure\": 1.24866530552302, \"share_within_group\": 0.010847966689866099}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24864835753267, \"total_measure\": 1.24864835753267, \"share_within_group\": 0.010847819451663864}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24857579485504, \"total_measure\": 1.24857579485504, \"share_within_group\": 0.010847189052543801}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24856822917354, \"total_measure\": 1.24856822917354, \"share_within_group\": 0.010847123324553655}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24853797135661, \"total_measure\": 1.24853797135661, \"share_within_group\": 0.010846860455241348}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24851218222759, \"total_measure\": 1.24851218222759, \"share_within_group\": 0.010846636408323944}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24849800643909, \"total_measure\": 1.24849800643909, \"share_within_group\": 0.01084651325404011}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24844537776162, \"total_measure\": 1.24844537776162, \"share_within_group\": 0.010846056034529324}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24843838317874, \"total_measure\": 1.24843838317874, \"share_within_group\": 0.010845995268043897}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24837706245095, \"total_measure\": 1.24837706245095, \"share_within_group\": 0.010845462535045293}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24828764136058, \"total_measure\": 1.24828764136058, \"share_within_group\": 0.010844685675941884}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24828622200768, \"total_measure\": 1.24828622200768, \"share_within_group\": 0.010844673345101176}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24827761280314, \"total_measure\": 1.24827761280314, \"share_within_group\": 0.010844598551348469}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24822396723246, \"total_measure\": 1.24822396723246, \"share_within_group\": 0.010844132497425754}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24819601422566, \"total_measure\": 1.24819601422566, \"share_within_group\": 0.01084388965149634}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24811760288417, \"total_measure\": 1.24811760288417, \"share_within_group\": 0.010843208441233806}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.248090880762, \"total_measure\": 1.248090880762, \"share_within_group\": 0.010842976288798802}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24808278363305, \"total_measure\": 1.24808278363305, \"share_within_group\": 0.010842905943779407}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24803434336503, \"total_measure\": 1.24803434336503, \"share_within_group\": 0.010842485111702466}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.2479740917089, \"total_measure\": 1.2479740917089, \"share_within_group\": 0.010841961666423882}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": 1.24796159542916, \"total_measure\": 1.24796159542916, \"share_within_group\": 0.01084185310312372}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 186.71}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..51956f2f4c5fc880cafedad1dddfe22ba5a64b9e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:30:56.226797+00:00", + "ended_at": "2026-05-26T00:31:15.046156+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_b986366cbfda3714", + "problem_id": "v2p_m2_ae5090d969a3a598", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=is_rear_window_washer, measure_col=policy_tenure.", + "bindings": { + "group_col": "is_rear_window_washer", + "measure_col": "policy_tenure", + "item_col": "policy_tenure", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.904032, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=30" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_b986366cbfda3714.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_b986366cbfda3714", + "api_calls": 0, + "input_tokens": 29615, + "cached_input_tokens": 29056, + "output_tokens": 764, + "total_tokens": 30379, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6320, + "estimated_output_tokens": 242, + "estimated_total_tokens": 6562, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18613.75, + "sql_execution_elapsed_ms_total": 186.71, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1373c1393db17ffcdae56793274b44f4c1af7fce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:31:14.850053+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18613.75, "started_at": "2026-05-26T00:30:56.230558+00:00", "ended_at": "2026-05-26T00:31:14.844501+00:00", "prompt_metrics": {"chars": 21984, "bytes_utf8": 21984, "lines": 626, "estimated_tokens": 6320}, "response_metrics": {"chars": 819, "bytes_utf8": 819, "lines": 1, "estimated_tokens": 242}, "usage": {"input_tokens": 29615, "cached_input_tokens": 29056, "output_tokens": 764, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"is_rear_window_washer\\\",\\n CAST(\\\"policy_tenure\\\" AS REAL) AS \\\"policy_tenure\\\",\\n SUM(CAST(\\\"policy_tenure\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"policy_tenure\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"policy_tenure\\\" AS REAL))) OVER (PARTITION BY \\\"is_rear_window_washer\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"policy_tenure\\\" IS NOT NULL\\nGROUP BY\\n \\\"is_rear_window_washer\\\",\\n CAST(\\\"policy_tenure\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the required Within-Group Share of Total template with group_col=\\\"is_rear_window_washer\\\", item_col=\\\"policy_tenure\\\", and measure_col=\\\"policy_tenure\\\". Cast \\\"policy_tenure\\\" to REAL because the schema stores it as TEXT but it is used as a numeric measure.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..76977097f5ceda77283a485f7f008a934b2efb33 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_b986366cbfda3714/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_b986366cbfda3714", + "api_calls": 0, + "input_tokens": 29615, + "cached_input_tokens": 29056, + "output_tokens": 764, + "total_tokens": 30379, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6320, + "estimated_output_tokens": 242, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4d0440e737b22b983b64d23dc6201fbdf1aba747 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_be76d7791f9829e8", + "api_calls": 0, + "input_tokens": 29695, + "cached_input_tokens": 29056, + "output_tokens": 698, + "total_tokens": 30393, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6400, + "estimated_output_tokens": 176, + "estimated_total_tokens": 6576, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18367.44, + "sql_execution_elapsed_ms_total": 28.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..20ae8687c5af80d3c47e919331ce86c26b0573fe --- /dev/null +++ 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"input_tokens": 29695, + "cached_input_tokens": 29056, + "output_tokens": 698, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e16dbd8aa91314c96d7d7ef8eb82b3dfac4ada75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=is_speed_alert, condition_col=transmission_type.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "is_speed_alert", + "condition_col": "transmission_type", + "condition_value": "Manual", + "positive_value": "Manual", + "negative_value": "Automatic", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6ce027580b305246135cdf3b7cedaca2d5be0ed3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b1-6092-7b32-9cc6-13a878a56cbe"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"is_speed_alert\\\",\\n SUM(CASE WHEN \\\"transmission_type\\\" = 'Manual' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"transmission_type\\\" = 'Automatic' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m2\\\"\\n GROUP BY \\\"is_speed_alert\\\"\\n)\\nSELECT \\\"is_speed_alert\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped ratio template with group_col=\\\"is_speed_alert\\\" and condition_col=\\\"transmission_type\\\", computing Manual-to-Automatic ratios per speed-alert group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29695,"cached_input_tokens":29056,"output_tokens":698,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3c3afb7820393ab48ecacd81310e76b1af3bf890 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"is_speed_alert\",\n SUM(CASE WHEN \"transmission_type\" = 'Manual' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"transmission_type\" = 'Automatic' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m2\"\n GROUP BY \"is_speed_alert\"\n)\nSELECT \"is_speed_alert\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Uses the planned grouped ratio template with group_col=\"is_speed_alert\" and condition_col=\"transmission_type\", computing Manual-to-Automatic ratios per speed-alert group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f13da413a072c9b695a02c3945eac0436675ed22 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=is_speed_alert, condition_col=transmission_type. +Result preview: [{"is_speed_alert": "Yes", "condition_ratio": 1.8528244574004213}, {"is_speed_alert": "No", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a16542e90d66e32c1cc6f3db485890fc07d10a3a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m2_be76d7791f9829e8 +-- problem_id: v2p_m2_f590c1a65fbda5be +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "is_speed_alert", + SUM(CASE WHEN "transmission_type" = 'Manual' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "transmission_type" = 'Automatic' THEN 1 ELSE 0 END) AS denominator_count + FROM "m2" + GROUP BY "is_speed_alert" +) +SELECT "is_speed_alert", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d39d1995b26f3f7a3ce1ebc4c6c3aceee403f946 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"is_speed_alert\",\n SUM(CASE WHEN \"transmission_type\" = 'Manual' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"transmission_type\" = 'Automatic' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m2\"\n GROUP BY \"is_speed_alert\"\n)\nSELECT \"is_speed_alert\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"is_speed_alert\\\",\\n SUM(CASE WHEN \\\"transmission_type\\\" = 'Manual' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"transmission_type\\\" = 'Automatic' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m2\\\"\\n GROUP BY \\\"is_speed_alert\\\"\\n)\\nSELECT \\\"is_speed_alert\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"is_speed_alert\", \"condition_ratio\"], \"rows\": [{\"is_speed_alert\": \"Yes\", \"condition_ratio\": 1.8528244574004213}, {\"is_speed_alert\": \"No\", \"condition_ratio\": null}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 28.54}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d7775a0fbdf8c082444c36775688110748a56b12 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:31:15.046584+00:00", + "ended_at": "2026-05-26T00:31:33.453364+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_be76d7791f9829e8", + "problem_id": "v2p_m2_f590c1a65fbda5be", + "dataset_id": "m2", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=is_speed_alert, condition_col=transmission_type.", + "bindings": { + "group_col": "is_speed_alert", + "condition_col": "transmission_type", + "condition_value": "Manual", + "positive_value": "Manual", + "negative_value": "Automatic", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=39" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_be76d7791f9829e8.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_be76d7791f9829e8", + "api_calls": 0, + "input_tokens": 29695, + "cached_input_tokens": 29056, + "output_tokens": 698, + "total_tokens": 30393, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6400, + "estimated_output_tokens": 176, + "estimated_total_tokens": 6576, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18367.44, + "sql_execution_elapsed_ms_total": 28.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..34d79caf95fa81a6dafa88b9969e7a7a4aca00ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:31:33.422531+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18367.44, "started_at": "2026-05-26T00:31:15.050458+00:00", "ended_at": "2026-05-26T00:31:33.418090+00:00", "prompt_metrics": {"chars": 22384, "bytes_utf8": 22384, "lines": 627, "estimated_tokens": 6400}, "response_metrics": {"chars": 711, "bytes_utf8": 711, "lines": 1, "estimated_tokens": 176}, "usage": {"input_tokens": 29695, "cached_input_tokens": 29056, "output_tokens": 698, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"is_speed_alert\\\",\\n SUM(CASE WHEN \\\"transmission_type\\\" = 'Manual' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"transmission_type\\\" = 'Automatic' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m2\\\"\\n GROUP BY \\\"is_speed_alert\\\"\\n)\\nSELECT \\\"is_speed_alert\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped ratio template with group_col=\\\"is_speed_alert\\\" and condition_col=\\\"transmission_type\\\", computing Manual-to-Automatic ratios per speed-alert group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..42c1fd163d1c894fb48dec8d665fec7d3daa71a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_be76d7791f9829e8", + "api_calls": 0, + "input_tokens": 29695, + "cached_input_tokens": 29056, + "output_tokens": 698, + "total_tokens": 30393, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6400, + "estimated_output_tokens": 176, + "estimated_total_tokens": 6576, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18367.44, + "sql_execution_elapsed_ms_total": 28.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_be76d7791f9829e8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1cb27ee974897bd2d45108eec34288018f9964a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 22389, "bytes_utf8": 22389, "lines": 627, "estimated_tokens": 6409}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 778, "bytes_utf8": 778, "lines": 1, "estimated_tokens": 213}, "usage": {"input_tokens": 29704, "cached_input_tokens": 29056, "output_tokens": 735, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3cb0fe798ccdea38f4eed23f9b7ddeb16daa76db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_bf5740105f04985b", + "api_calls": 0, + "input_tokens": 29704, + "cached_input_tokens": 29056, + "output_tokens": 735, + "total_tokens": 30439, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6409, + "estimated_output_tokens": 213, + "estimated_total_tokens": 6622, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17958.25, + "sql_execution_elapsed_ms_total": 41.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0a50ba36396f3b33dd79b740d01b023ee07db104 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:31:33.457036+00:00", + "ended_at": "2026-05-26T00:31:51.415482+00:00", + "elapsed_ms": 17958.25, + "prompt_metrics": { + "chars": 22389, + "bytes_utf8": 22389, + "lines": 627, + "estimated_tokens": 6409 + }, + "stdout_metrics": { + "chars": 1179, + "bytes_utf8": 1179, + "lines": 4, + "estimated_tokens": 351 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 778, + "bytes_utf8": 778, + "lines": 1, + "estimated_tokens": 213 + }, + "usage": { + "input_tokens": 29704, + "cached_input_tokens": 29056, + "output_tokens": 735, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d93f3bb9eee66b302aa1b86eb8a5e1c6a43304a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=age_of_policyholder, condition_col=is_rear_window_wiper.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "age_of_policyholder", + "condition_col": "is_rear_window_wiper", + "condition_value": "No", + "positive_value": "No", + "negative_value": "Yes", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1510.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7bf75ee40ebec641edbd321678a5b23dddabc2d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b1-a878-7340-b344-e4a3bf298cec"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"age_of_policyholder\\\",\\n SUM(CASE WHEN \\\"is_rear_window_wiper\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"is_rear_window_wiper\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"age_of_policyholder\\\"\\n)\\nSELECT \\\"age_of_policyholder\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the planned grouped ratio template with group_col=\\\"age_of_policyholder\\\" and condition_col=\\\"is_rear_window_wiper\\\", computing the ratio of 'No' to 'Yes' within each age_of_policyholder group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29704,"cached_input_tokens":29056,"output_tokens":735,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..13f334e18bc01379c983a560a11ae066a84fba7b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT \"age_of_policyholder\",\n SUM(CASE WHEN \"is_rear_window_wiper\" = 'No' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"is_rear_window_wiper\" = 'Yes' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m2\"\n GROUP BY \"age_of_policyholder\"\n)\nSELECT \"age_of_policyholder\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Uses the planned grouped ratio template with group_col=\"age_of_policyholder\" and condition_col=\"is_rear_window_wiper\", computing the ratio of 'No' to 'Yes' within each age_of_policyholder group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e5b40464ce84903053375d21eb0f044df7cfdc19 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=age_of_policyholder, condition_col=is_rear_window_wiper. +Result preview: [{"age_of_policyholder": "0.894230769230769", "condition_ratio": 3.6666666666666665}, {"age_of_policyholder": "0.682692307692308", "condition_ratio": 3.0973451327433628}, {"age_of_policyholder": "0.557692307692308", "condition_ratio": 2.97864768683274}, {"age_of_policyholder": "0.644230769230769", "condition_ratio": 2.9426751592356686}, {"age_of_policyholder": "0.625", "condition_ratio": 2.9244186046511627}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5ece7455795504967b622f278e856d4606deebe8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m2_bf5740105f04985b +-- problem_id: v2p_m2_fca8cced4af6925a +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "age_of_policyholder", + SUM(CASE WHEN "is_rear_window_wiper" = 'No' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "is_rear_window_wiper" = 'Yes' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m2" + GROUP BY "age_of_policyholder" +) +SELECT "age_of_policyholder", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a9dda7381a50665db6e89541d5787bd8a90785e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT \"age_of_policyholder\",\n SUM(CASE WHEN \"is_rear_window_wiper\" = 'No' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"is_rear_window_wiper\" = 'Yes' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m2\"\n GROUP BY \"age_of_policyholder\"\n)\nSELECT \"age_of_policyholder\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"age_of_policyholder\\\",\\n SUM(CASE WHEN \\\"is_rear_window_wiper\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"is_rear_window_wiper\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"age_of_policyholder\\\"\\n)\\nSELECT \\\"age_of_policyholder\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"age_of_policyholder\", \"condition_ratio\"], \"rows\": [{\"age_of_policyholder\": \"0.894230769230769\", \"condition_ratio\": 3.6666666666666665}, {\"age_of_policyholder\": \"0.682692307692308\", \"condition_ratio\": 3.0973451327433628}, {\"age_of_policyholder\": \"0.557692307692308\", \"condition_ratio\": 2.97864768683274}, {\"age_of_policyholder\": \"0.644230769230769\", \"condition_ratio\": 2.9426751592356686}, {\"age_of_policyholder\": \"0.625\", \"condition_ratio\": 2.9244186046511627}, {\"age_of_policyholder\": \"0.605769230769231\", \"condition_ratio\": 2.8684210526315788}, {\"age_of_policyholder\": \"0.615384615384615\", \"condition_ratio\": 2.8206521739130435}, {\"age_of_policyholder\": \"0.567307692307692\", \"condition_ratio\": 2.789855072463768}, {\"age_of_policyholder\": \"0.75\", \"condition_ratio\": 2.776315789473684}, {\"age_of_policyholder\": \"0.596153846153846\", \"condition_ratio\": 2.751131221719457}, {\"age_of_policyholder\": \"0.740384615384615\", \"condition_ratio\": 2.7142857142857144}, {\"age_of_policyholder\": \"0.317307692307692\", \"condition_ratio\": 2.7099767981438516}, {\"age_of_policyholder\": \"0.528846153846154\", \"condition_ratio\": 2.6956521739130435}, {\"age_of_policyholder\": \"0.586538461538462\", \"condition_ratio\": 2.6666666666666665}, {\"age_of_policyholder\": \"0.548076923076923\", \"condition_ratio\": 2.653495440729483}, {\"age_of_policyholder\": \"0.5\", \"condition_ratio\": 2.6503496503496504}, {\"age_of_policyholder\": \"0.653846153846154\", \"condition_ratio\": 2.6363636363636362}, {\"age_of_policyholder\": \"0.336538461538461\", \"condition_ratio\": 2.5680345572354213}, {\"age_of_policyholder\": \"0.375\", \"condition_ratio\": 2.5297619047619047}, {\"age_of_policyholder\": \"0.384615384615385\", \"condition_ratio\": 2.5032397408207343}, {\"age_of_policyholder\": \"0.442307692307692\", \"condition_ratio\": 2.5010351966873707}, {\"age_of_policyholder\": \"0.423076923076923\", \"condition_ratio\": 2.4989154013015185}, {\"age_of_policyholder\": \"0.576923076923077\", \"condition_ratio\": 2.4981132075471697}, {\"age_of_policyholder\": \"0.701923076923077\", \"condition_ratio\": 2.4921875}, {\"age_of_policyholder\": \"0.634615384615385\", \"condition_ratio\": 2.488235294117647}, {\"age_of_policyholder\": \"0.365384615384615\", \"condition_ratio\": 2.4763779527559056}, {\"age_of_policyholder\": \"0.519230769230769\", \"condition_ratio\": 2.469437652811736}, {\"age_of_policyholder\": \"0.298076923076923\", \"condition_ratio\": 2.4551569506726456}, {\"age_of_policyholder\": \"0.403846153846154\", \"condition_ratio\": 2.4475806451612905}, {\"age_of_policyholder\": \"0.788461538461538\", \"condition_ratio\": 2.4473684210526314}, {\"age_of_policyholder\": \"0.778846153846154\", \"condition_ratio\": 2.44}, {\"age_of_policyholder\": \"0.759615384615385\", \"condition_ratio\": 2.426470588235294}, {\"age_of_policyholder\": \"0.721153846153846\", \"condition_ratio\": 2.4158415841584158}, {\"age_of_policyholder\": \"0.490384615384615\", \"condition_ratio\": 2.412663755458515}, {\"age_of_policyholder\": \"0.673076923076923\", \"condition_ratio\": 2.4125874125874125}, {\"age_of_policyholder\": \"0.798076923076923\", \"condition_ratio\": 2.4}, {\"age_of_policyholder\": \"0.355769230769231\", \"condition_ratio\": 2.393700787401575}, {\"age_of_policyholder\": \"0.432692307692308\", \"condition_ratio\": 2.392}, {\"age_of_policyholder\": \"0.480769230769231\", \"condition_ratio\": 2.3901437371663246}, {\"age_of_policyholder\": \"0.663461538461538\", \"condition_ratio\": 2.388888888888889}, {\"age_of_policyholder\": \"0.288461538461538\", \"condition_ratio\": 2.3684210526315788}, {\"age_of_policyholder\": \"0.509615384615385\", \"condition_ratio\": 2.3650442477876106}, {\"age_of_policyholder\": \"0.538461538461538\", \"condition_ratio\": 2.3626943005181347}, {\"age_of_policyholder\": \"0.711538461538462\", \"condition_ratio\": 2.3513513513513513}, {\"age_of_policyholder\": \"0.461538461538462\", \"condition_ratio\": 2.34}, {\"age_of_policyholder\": \"0.471153846153846\", \"condition_ratio\": 2.306949806949807}, {\"age_of_policyholder\": \"0.730769230769231\", \"condition_ratio\": 2.3069306930693068}, {\"age_of_policyholder\": \"0.307692307692308\", \"condition_ratio\": 2.272727272727273}, {\"age_of_policyholder\": \"0.884615384615385\", \"condition_ratio\": 2.25}, {\"age_of_policyholder\": \"0.413461538461538\", \"condition_ratio\": 2.235294117647059}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 41.64}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..747b62c9b58b50eb530d9cf2f60f73a84587b539 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:31:33.453739+00:00", + "ended_at": "2026-05-26T00:31:51.466074+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_bf5740105f04985b", + "problem_id": "v2p_m2_fca8cced4af6925a", + "dataset_id": "m2", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=age_of_policyholder, condition_col=is_rear_window_wiper.", + "bindings": { + "group_col": "age_of_policyholder", + "condition_col": "is_rear_window_wiper", + "condition_value": "No", + "positive_value": "No", + "negative_value": "Yes", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1510.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=43" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_bf5740105f04985b.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_bf5740105f04985b", + "api_calls": 0, + "input_tokens": 29704, + "cached_input_tokens": 29056, + "output_tokens": 735, + "total_tokens": 30439, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6409, + "estimated_output_tokens": 213, + "estimated_total_tokens": 6622, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17958.25, + "sql_execution_elapsed_ms_total": 41.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ecacf2c4a156efc26e9f12e1f52fc585bca11b0d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:31:51.421876+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17958.25, "started_at": "2026-05-26T00:31:33.457036+00:00", "ended_at": "2026-05-26T00:31:51.415482+00:00", "prompt_metrics": {"chars": 22389, "bytes_utf8": 22389, "lines": 627, "estimated_tokens": 6409}, "response_metrics": {"chars": 778, "bytes_utf8": 778, "lines": 1, "estimated_tokens": 213}, "usage": {"input_tokens": 29704, "cached_input_tokens": 29056, "output_tokens": 735, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"age_of_policyholder\\\",\\n SUM(CASE WHEN \\\"is_rear_window_wiper\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"is_rear_window_wiper\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m2\\\"\\n GROUP BY \\\"age_of_policyholder\\\"\\n)\\nSELECT \\\"age_of_policyholder\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the planned grouped ratio template with group_col=\\\"age_of_policyholder\\\" and condition_col=\\\"is_rear_window_wiper\\\", computing the ratio of 'No' to 'Yes' within each age_of_policyholder group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4ce87166388c868382d7cb2cdb74fe04362445b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_bf5740105f04985b", + "api_calls": 0, + "input_tokens": 29704, + "cached_input_tokens": 29056, + "output_tokens": 735, + "total_tokens": 30439, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6409, + "estimated_output_tokens": 213, + "estimated_total_tokens": 6622, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17958.25, + "sql_execution_elapsed_ms_total": 41.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_bf5740105f04985b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f9a05c46ed8d321967b6eba78766cb54b12da4bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21610, "bytes_utf8": 21610, "lines": 624, "estimated_tokens": 6196}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 561, "bytes_utf8": 561, "lines": 1, "estimated_tokens": 150}, "usage": {"input_tokens": 29491, "cached_input_tokens": 28032, "output_tokens": 953, "reasoning_output_tokens": 797}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b4be90652c2db5a079c052faade8de95273ec7a0 --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d340ad8d1b4c054a10aa1bbc8021497d47f5e9d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:31:51.471646+00:00", + "ended_at": "2026-05-26T00:32:12.792696+00:00", + "elapsed_ms": 21320.84, + "prompt_metrics": { + "chars": 21610, + "bytes_utf8": 21610, + "lines": 624, + "estimated_tokens": 6196 + }, + "stdout_metrics": { + "chars": 948, + "bytes_utf8": 948, + "lines": 4, + "estimated_tokens": 283 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 561, + "bytes_utf8": 561, + "lines": 1, + "estimated_tokens": 150 + }, + "usage": { + "input_tokens": 29491, + "cached_input_tokens": 28032, + "output_tokens": 953, + "reasoning_output_tokens": 797 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1d7a75ab23e553552c34725bc009af1a65d45083 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,624 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=model, measure_col=height.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "model", + "measure_col": "height", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1635.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f586e16f0db39a2effd40a09e7afa55411a73661 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b1-eed8-79b3-89ad-546ec3f3bc25"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"model\\\",\\n AVG(CAST(\\\"height\\\" AS REAL)) OVER (PARTITION BY \\\"model\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"model\\\" IS NOT NULL\\n AND TRIM(\\\"model\\\") <> ''\\n AND \\\"height\\\" IS NOT NULL\\n AND TRIM(\\\"height\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"model\\\" and measure_col=\\\"height\\\". Cast \\\"height\\\" to REAL because the schema stores it as TEXT, and filtered null/blank values to keep a stable slice view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29491,"cached_input_tokens":28032,"output_tokens":953,"reasoning_output_tokens":797}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fec4fc33ba0bd997ec149c1216c58b51b4e35235 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"model\",\n AVG(CAST(\"height\" AS REAL)) OVER (PARTITION BY \"model\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE \"model\" IS NOT NULL\n AND TRIM(\"model\") <> ''\n AND \"height\" IS NOT NULL\n AND TRIM(\"height\") <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Applied the Window Partition Average template with group_col=\"model\" and measure_col=\"height\". Cast \"height\" to REAL because the schema stores it as TEXT, and filtered null/blank values to keep a stable slice view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8f8bf909d8290491e4eec3690c6aedb896668475 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=model, measure_col=height. +Result preview: [{"model": "M10", "avg_measure": 1825.0}, {"model": "M8", "avg_measure": 1675.0}, {"model": "M4", "avg_measure": 1635.0}, {"model": "M11", "avg_measure": 1606.0}, {"model": "M6", "avg_measure": 1530.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1abc645fde19f30bedc16e6d1522ddd7749cbc32 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_c9e5f1c01320a74b +-- problem_id: v2p_m2_60cef3f6924c98cc +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "model", + AVG(CAST("height" AS REAL)) OVER (PARTITION BY "model") AS "avg_measure" +FROM "m2" +WHERE "model" IS NOT NULL + AND TRIM("model") <> '' + AND "height" IS NOT NULL + AND TRIM("height") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f0e0781460d0c23abbf1b4add1406194dc327ce1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"model\",\n AVG(CAST(\"height\" AS REAL)) OVER (PARTITION BY \"model\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE \"model\" IS NOT NULL\n AND TRIM(\"model\") <> ''\n AND \"height\" IS NOT NULL\n AND TRIM(\"height\") <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"model\\\",\\n AVG(CAST(\\\"height\\\" AS REAL)) OVER (PARTITION BY \\\"model\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"model\\\" IS NOT NULL\\n AND TRIM(\\\"model\\\") <> ''\\n AND \\\"height\\\" IS NOT NULL\\n AND TRIM(\\\"height\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"model\", \"avg_measure\"], \"rows\": [{\"model\": \"M10\", \"avg_measure\": 1825.0}, {\"model\": \"M8\", \"avg_measure\": 1675.0}, {\"model\": \"M4\", \"avg_measure\": 1635.0}, {\"model\": \"M11\", \"avg_measure\": 1606.0}, {\"model\": \"M6\", \"avg_measure\": 1530.0}, {\"model\": \"M5\", \"avg_measure\": 1523.0}, {\"model\": \"M2\", \"avg_measure\": 1515.0}, {\"model\": \"M9\", \"avg_measure\": 1501.0}, {\"model\": \"M7\", \"avg_measure\": 1500.0}, {\"model\": \"M3\", \"avg_measure\": 1490.0}, {\"model\": \"M1\", \"avg_measure\": 1475.0}], \"row_count_returned\": 11, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 73.18}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7c8ce4cf08bec025aaa70733e686718e37a41fb0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:31:51.466560+00:00", + "ended_at": "2026-05-26T00:32:12.871595+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_c9e5f1c01320a74b", + "problem_id": "v2p_m2_60cef3f6924c98cc", + "dataset_id": "m2", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=model, measure_col=height.", + "bindings": { + "group_col": "model", + "measure_col": "height", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1635.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_c9e5f1c01320a74b.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_c9e5f1c01320a74b", + "api_calls": 0, + "input_tokens": 29491, + "cached_input_tokens": 28032, + "output_tokens": 953, + "total_tokens": 30444, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6196, + "estimated_output_tokens": 150, + "estimated_total_tokens": 6346, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 21320.84, + "sql_execution_elapsed_ms_total": 73.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4f6e022212acbb2e6e10f446227b3ba95cd7f985 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:32:12.796933+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 21320.84, "started_at": "2026-05-26T00:31:51.471646+00:00", "ended_at": "2026-05-26T00:32:12.792696+00:00", "prompt_metrics": {"chars": 21610, "bytes_utf8": 21610, "lines": 624, "estimated_tokens": 6196}, "response_metrics": {"chars": 561, "bytes_utf8": 561, "lines": 1, "estimated_tokens": 150}, "usage": {"input_tokens": 29491, "cached_input_tokens": 28032, "output_tokens": 953, "reasoning_output_tokens": 797}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"model\\\",\\n AVG(CAST(\\\"height\\\" AS REAL)) OVER (PARTITION BY \\\"model\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"model\\\" IS NOT NULL\\n AND TRIM(\\\"model\\\") <> ''\\n AND \\\"height\\\" IS NOT NULL\\n AND TRIM(\\\"height\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"model\\\" and measure_col=\\\"height\\\". Cast \\\"height\\\" to REAL because the schema stores it as TEXT, and filtered null/blank values to keep a stable slice view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8645a8a635361b7590107dc3d47a221176179d91 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_c9e5f1c01320a74b", + "api_calls": 0, + "input_tokens": 29491, + "cached_input_tokens": 28032, + "output_tokens": 953, + "total_tokens": 30444, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6196, + "estimated_output_tokens": 150, + "estimated_total_tokens": 6346, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 21320.84, + "sql_execution_elapsed_ms_total": 73.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_c9e5f1c01320a74b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..458964f2b560bbe7d9202cb7301e66d74d6e9dad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21993, "bytes_utf8": 21993, "lines": 626, "estimated_tokens": 6315}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 675, "bytes_utf8": 675, "lines": 1, "estimated_tokens": 182}, "usage": {"input_tokens": 29610, "cached_input_tokens": 22912, "output_tokens": 1953, "reasoning_output_tokens": 1765}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..084420549204706cd858fb8e7afd225ed505d4af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_dc827ea6d0a77824", + "api_calls": 0, + "input_tokens": 29610, + "cached_input_tokens": 22912, + "output_tokens": 1953, + "total_tokens": 31563, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6315, + "estimated_output_tokens": 182, + "estimated_total_tokens": 6497, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39723.39, + "sql_execution_elapsed_ms_total": 49.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a10d680c129e8cc73958893bd0bb2abd33e2cc10 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:32:12.876164+00:00", + "ended_at": "2026-05-26T00:32:52.599938+00:00", + "elapsed_ms": 39723.39, + "prompt_metrics": { + "chars": 21993, + "bytes_utf8": 21993, + "lines": 626, + "estimated_tokens": 6315 + }, + "stdout_metrics": { + "chars": 1071, + "bytes_utf8": 1071, + "lines": 4, + "estimated_tokens": 324 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 106 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 675, + "bytes_utf8": 675, + "lines": 1, + "estimated_tokens": 182 + }, + "usage": { + "input_tokens": 29610, + "cached_input_tokens": 22912, + "output_tokens": 1953, + "reasoning_output_tokens": 1765 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f02bb142fb97f3c336fe63597b26b98c5b8691d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_power_door_locks, measure_col=population_density.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "is_power_door_locks", + "measure_col": "population_density", + "item_col": "area_cluster", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 27003.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5545d56ac4cea3528d8f45babe03388653c8c7dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b2-4273-7453-a535-6c5b0fd1c2f5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"is_power_door_locks\\\",\\n \\\"area_cluster\\\",\\n SUM(CAST(\\\"population_density\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"population_density\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"population_density\\\" AS REAL))) OVER (PARTITION BY \\\"is_power_door_locks\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_power_door_locks\\\", \\\"area_cluster\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"is_power_door_locks\\\" and item_col=\\\"area_cluster\\\". CAST is applied because \\\"population_density\\\" is stored as TEXT in the SQLite schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29610,"cached_input_tokens":22912,"output_tokens":1953,"reasoning_output_tokens":1765}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d6f4918e44e7f3ebfdf11bd55860ab6f8c011e02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"is_power_door_locks\",\n \"area_cluster\",\n SUM(CAST(\"population_density\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"population_density\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"population_density\" AS REAL))) OVER (PARTITION BY \"is_power_door_locks\") AS \"share_within_group\"\nFROM \"m2\"\nGROUP BY \"is_power_door_locks\", \"area_cluster\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the planned Within-Group Share of Total template with group_col=\"is_power_door_locks\" and item_col=\"area_cluster\". CAST is applied because \"population_density\" is stored as TEXT in the SQLite schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5f09b45772fa5138c7382f7aeae00815ae889a7b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:32:51.895533Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61b2-4273-7453-a535-6c5b0fd1c2f5.1779755532916280000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..034b2a7578b1faeda8760b3483fa178a5cb88f01 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_power_door_locks, measure_col=population_density. +Result preview: [{"is_power_door_locks": "No", "area_cluster": "C10", "total_measure": 94724700.0, "share_within_group": 27.157727333260414}, {"is_power_door_locks": "No", "area_cluster": "C5", "total_measure": 93167316.0, "share_within_group": 26.711222778216353}, {"is_power_door_locks": "Yes", "area_cluster": "C2", "total_measure": 150109677.0, "share_within_group": 19.900298956268237}, {"is_power_door_locks": "Yes", "area_cluster": "C5", "total_measure": 149269186.0, "share_within_group": 19.788873613783135}, {"is_power_door_locks": "Yes", "area_cluster": "C10", "total_measure": 136946950.0, "share_within_group": 18.15529352014473}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e097994f9e811b1791370fb75ffe3c089f87bf03 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_dc827ea6d0a77824 +-- problem_id: v2p_m2_413bbc4419ed1f41 +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_power_door_locks", + "area_cluster", + SUM(CAST("population_density" AS REAL)) AS "total_measure", + SUM(CAST("population_density" AS REAL)) * 100.0 / SUM(SUM(CAST("population_density" AS REAL))) OVER (PARTITION BY "is_power_door_locks") AS "share_within_group" +FROM "m2" +GROUP BY "is_power_door_locks", "area_cluster" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6b8d6ff0d2daf04d5ee6a8615df2a194d810776b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"is_power_door_locks\",\n \"area_cluster\",\n SUM(CAST(\"population_density\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"population_density\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"population_density\" AS REAL))) OVER (PARTITION BY \"is_power_door_locks\") AS \"share_within_group\"\nFROM \"m2\"\nGROUP BY \"is_power_door_locks\", \"area_cluster\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"is_power_door_locks\\\",\\n \\\"area_cluster\\\",\\n SUM(CAST(\\\"population_density\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"population_density\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"population_density\\\" AS REAL))) OVER (PARTITION BY \\\"is_power_door_locks\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_power_door_locks\\\", \\\"area_cluster\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"is_power_door_locks\", \"area_cluster\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"is_power_door_locks\": \"No\", \"area_cluster\": \"C10\", \"total_measure\": 94724700.0, \"share_within_group\": 27.157727333260414}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C5\", \"total_measure\": 93167316.0, \"share_within_group\": 26.711222778216353}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C2\", \"total_measure\": 150109677.0, \"share_within_group\": 19.900298956268237}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C5\", \"total_measure\": 149269186.0, \"share_within_group\": 19.788873613783135}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C10\", \"total_measure\": 136946950.0, \"share_within_group\": 18.15529352014473}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C8\", \"total_measure\": 112536818.0, \"share_within_group\": 14.919200191118582}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C2\", \"total_measure\": 48146349.0, \"share_within_group\": 13.803637469783439}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C12\", \"total_measure\": 45541419.0, \"share_within_group\": 6.037504517398132}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C17\", \"total_measure\": 17965358.0, \"share_within_group\": 5.150697695621192}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C9\", \"total_measure\": 17091840.0, \"share_within_group\": 4.900258647889238}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C9\", \"total_measure\": 31584296.0, \"share_within_group\": 4.1871846324955255}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C3\", \"total_measure\": 13911388.0, \"share_within_group\": 3.988417826936279}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C14\", \"total_measure\": 25225332.0, \"share_within_group\": 3.3441657999911607}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C19\", \"total_measure\": 21083920.0, \"share_within_group\": 2.7951316634306194}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C12\", \"total_measure\": 9741480.0, \"share_within_group\": 2.792898342907496}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C8\", \"total_measure\": 7536458.0, \"share_within_group\": 2.1607149077544623}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C13\", \"total_measure\": 15115540.0, \"share_within_group\": 2.00389322592061}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C17\", \"total_measure\": 14293606.0, \"share_within_group\": 1.8949280169532936}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C4\", \"total_measure\": 6183892.0, \"share_within_group\": 1.7729320102816943}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C18\", \"total_measure\": 6131300.0, \"share_within_group\": 1.7578537973561235}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C19\", \"total_measure\": 5326464.0, \"share_within_group\": 1.5271059920213799}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C3\", \"total_measure\": 10956288.0, \"share_within_group\": 1.4524940097697647}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C16\", \"total_measure\": 4618710.0, \"share_within_group\": 1.324191755808181}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C7\", \"total_measure\": 4431200.0, \"share_within_group\": 1.2704323303124059}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C6\", \"total_measure\": 4306830.0, \"share_within_group\": 1.2347752466960145}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C7\", \"total_measure\": 8813504.0, \"share_within_group\": 1.1684214366290717}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C4\", \"total_measure\": 8194738.0, \"share_within_group\": 1.0863905600722308}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C1\", \"total_measure\": 3762460.0, \"share_within_group\": 1.0787034720859394}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C13\", \"total_measure\": 3402890.0, \"share_within_group\": 0.9756141615130851}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C6\", \"total_measure\": 7308560.0, \"share_within_group\": 0.9689084131453016}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C14\", \"total_measure\": 3278748.0, \"share_within_group\": 0.9400224458718045}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C11\", \"total_measure\": 5332284.0, \"share_within_group\": 0.7069100929430807}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C11\", \"total_measure\": 2070612.0, \"share_within_group\": 0.5936478670186025}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C1\", \"total_measure\": 3562860.0, \"share_within_group\": 0.472334499389602}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C22\", \"total_measure\": 1372106.0, \"share_within_group\": 0.39338504762042653}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C20\", \"total_measure\": 1149775.0, \"share_within_group\": 0.32964238413633923}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C18\", \"total_measure\": 2347412.0, \"share_within_group\": 0.3112004602710026}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C22\", \"total_measure\": 2091625.0, \"share_within_group\": 0.2772903362146636}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C16\", \"total_measure\": 1879896.0, \"share_within_group\": 0.2492210572586392}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C20\", \"total_measure\": 1128870.0, \"share_within_group\": 0.14965624423242563}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C21\", \"total_measure\": 411264.0, \"share_within_group\": 0.11791006542101491}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C21\", \"total_measure\": 825792.0, \"share_within_group\": 0.10947667068589229}, {\"is_power_door_locks\": \"Yes\", \"area_cluster\": \"C15\", \"total_measure\": 160080.0, \"share_within_group\": 0.021222081884297302}, {\"is_power_door_locks\": \"No\", \"area_cluster\": \"C15\", \"total_measure\": 63510.0, \"share_within_group\": 0.01820842148811629}], \"row_count_returned\": 44, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 49.1}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d6d233ba751d42dc22661537035f38b732c4f25b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:32:12.871931+00:00", + "ended_at": "2026-05-26T00:32:52.655681+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_dc827ea6d0a77824", + "problem_id": "v2p_m2_413bbc4419ed1f41", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_power_door_locks, measure_col=population_density.", + "bindings": { + "group_col": "is_power_door_locks", + "measure_col": "population_density", + "item_col": "area_cluster", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 27003.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=2/2", + "binding_index=33" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 10, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_dc827ea6d0a77824.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_dc827ea6d0a77824", + "api_calls": 0, + "input_tokens": 29610, + "cached_input_tokens": 22912, + "output_tokens": 1953, + "total_tokens": 31563, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6315, + "estimated_output_tokens": 182, + "estimated_total_tokens": 6497, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39723.39, + "sql_execution_elapsed_ms_total": 49.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2a6b9f0da8790f039b29eba0d42749df33da3ab9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:32:52.605016+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 39723.39, "started_at": "2026-05-26T00:32:12.876164+00:00", "ended_at": "2026-05-26T00:32:52.599938+00:00", "prompt_metrics": {"chars": 21993, "bytes_utf8": 21993, "lines": 626, "estimated_tokens": 6315}, "response_metrics": {"chars": 675, "bytes_utf8": 675, "lines": 1, "estimated_tokens": 182}, "usage": {"input_tokens": 29610, "cached_input_tokens": 22912, "output_tokens": 1953, "reasoning_output_tokens": 1765}, "stderr_preview": "2026-05-26T00:32:51.895533Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61b2-4273-7453-a535-6c5b0fd1c2f5.1779755532916280000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"is_power_door_locks\\\",\\n \\\"area_cluster\\\",\\n SUM(CAST(\\\"population_density\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"population_density\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"population_density\\\" AS REAL))) OVER (PARTITION BY \\\"is_power_door_locks\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_power_door_locks\\\", \\\"area_cluster\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"is_power_door_locks\\\" and item_col=\\\"area_cluster\\\". CAST is applied because \\\"population_density\\\" is stored as TEXT in the SQLite schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f0a496874fd1eb1854a5cf22435329ed54078ee6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_dc827ea6d0a77824", + "api_calls": 0, + "input_tokens": 29610, + "cached_input_tokens": 22912, + "output_tokens": 1953, + "total_tokens": 31563, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6315, + "estimated_output_tokens": 182, + "estimated_total_tokens": 6497, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39723.39, + "sql_execution_elapsed_ms_total": 49.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_dc827ea6d0a77824/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a2dfe9dc0f0e66b98755440515d0ab0b8205b0f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21890, "bytes_utf8": 21890, "lines": 628, "estimated_tokens": 6291}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 467, "bytes_utf8": 467, "lines": 1, "estimated_tokens": 128}, "usage": {"input_tokens": 29586, "cached_input_tokens": 28032, "output_tokens": 650, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..36644abb5343502af0230ffd8709a6981881f41e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_df9b5a0135231b9c", + "api_calls": 0, + "input_tokens": 29586, + "cached_input_tokens": 28032, + "output_tokens": 650, + "total_tokens": 30236, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6291, + "estimated_output_tokens": 128, + "estimated_total_tokens": 6419, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16456.56, + "sql_execution_elapsed_ms_total": 20.77, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f6044b40dce6506f65b71e2725194cad0a0a050d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:32:52.660938+00:00", + "ended_at": "2026-05-26T00:33:09.117688+00:00", + "elapsed_ms": 16456.56, + "prompt_metrics": { + "chars": 21890, + "bytes_utf8": 21890, + "lines": 628, + "estimated_tokens": 6291 + }, + "stdout_metrics": { + "chars": 842, + "bytes_utf8": 842, + "lines": 4, + "estimated_tokens": 257 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 467, + "bytes_utf8": 467, + "lines": 1, + "estimated_tokens": 128 + }, + "usage": { + "input_tokens": 29586, + "cached_input_tokens": 28032, + "output_tokens": 650, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e238d661305cd7ccbae84d05e5f90ba2fd16288e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,628 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=is_parking_sensors.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "age_of_policyholder", + "group_col_2": "is_parking_sensors", + "predicate_col": "engine_type", + "predicate_op": "=", + "predicate_value": "i-DTEC", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ff0be5b05099901eb75cb97a94a47ce48c3cd6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b2-dde0-70f3-81e7-6a35a4d7b2f9"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"age_of_policyholder\\\", \\\"is_parking_sensors\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"engine_type\\\" = 'i-DTEC'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"is_parking_sensors\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the provided filtered two-dimensional group count template with group_col=\\\"age_of_policyholder\\\", group_col_2=\\\"is_parking_sensors\\\", and predicate \\\"engine_type\\\" = 'i-DTEC'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29586,"cached_input_tokens":28032,"output_tokens":650,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..62a12a00c71c57cc19dfb7916283c5701cee5330 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"age_of_policyholder\", \"is_parking_sensors\", COUNT(*) AS \"row_count\"\nFROM \"m2\"\nWHERE \"engine_type\" = 'i-DTEC'\nGROUP BY \"age_of_policyholder\", \"is_parking_sensors\"\nORDER BY \"row_count\" DESC;","notes":"Uses the provided filtered two-dimensional group count template with group_col=\"age_of_policyholder\", group_col_2=\"is_parking_sensors\", and predicate \"engine_type\" = 'i-DTEC'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d58f4d1baaf3db9b2e4afe7da55c7a312c2ea110 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=is_parking_sensors. +Result preview: [{"age_of_policyholder": "0.336538461538461", "is_parking_sensors": "Yes", "row_count": 86}, {"age_of_policyholder": "0.307692307692308", "is_parking_sensors": "Yes", "row_count": 85}, {"age_of_policyholder": "0.317307692307692", "is_parking_sensors": "Yes", "row_count": 84}, {"age_of_policyholder": "0.326923076923077", "is_parking_sensors": "Yes", "row_count": 81}, {"age_of_policyholder": "0.365384615384615", "is_parking_sensors": "Yes", "row_count": 78}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b30f4a0e7ea9790ae56ec0bca5d251a46a41ec2d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m2_df9b5a0135231b9c +-- problem_id: v2p_m2_56f8fbffd1dbfcf4 +-- realization_mode: agent +-- source_kind: agent +SELECT "age_of_policyholder", "is_parking_sensors", COUNT(*) AS "row_count" +FROM "m2" +WHERE "engine_type" = 'i-DTEC' +GROUP BY "age_of_policyholder", "is_parking_sensors" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..92a15e8fed4be7646c9336653e8d42b1a2eae112 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"age_of_policyholder\", \"is_parking_sensors\", COUNT(*) AS \"row_count\"\nFROM \"m2\"\nWHERE \"engine_type\" = 'i-DTEC'\nGROUP BY \"age_of_policyholder\", \"is_parking_sensors\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"age_of_policyholder\\\", \\\"is_parking_sensors\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"engine_type\\\" = 'i-DTEC'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"is_parking_sensors\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"age_of_policyholder\", \"is_parking_sensors\", \"row_count\"], \"rows\": [{\"age_of_policyholder\": \"0.336538461538461\", \"is_parking_sensors\": \"Yes\", \"row_count\": 86}, {\"age_of_policyholder\": \"0.307692307692308\", \"is_parking_sensors\": \"Yes\", \"row_count\": 85}, {\"age_of_policyholder\": \"0.317307692307692\", \"is_parking_sensors\": \"Yes\", \"row_count\": 84}, {\"age_of_policyholder\": \"0.326923076923077\", \"is_parking_sensors\": \"Yes\", \"row_count\": 81}, {\"age_of_policyholder\": \"0.365384615384615\", \"is_parking_sensors\": \"Yes\", \"row_count\": 78}, {\"age_of_policyholder\": \"0.461538461538462\", \"is_parking_sensors\": \"Yes\", \"row_count\": 76}, {\"age_of_policyholder\": \"0.298076923076923\", \"is_parking_sensors\": \"Yes\", \"row_count\": 73}, {\"age_of_policyholder\": \"0.288461538461538\", \"is_parking_sensors\": \"Yes\", \"row_count\": 72}, {\"age_of_policyholder\": \"0.346153846153846\", \"is_parking_sensors\": \"Yes\", \"row_count\": 69}, {\"age_of_policyholder\": \"0.355769230769231\", \"is_parking_sensors\": \"Yes\", \"row_count\": 69}, {\"age_of_policyholder\": \"0.375\", \"is_parking_sensors\": \"Yes\", \"row_count\": 69}, {\"age_of_policyholder\": \"0.423076923076923\", \"is_parking_sensors\": \"Yes\", \"row_count\": 65}, {\"age_of_policyholder\": \"0.471153846153846\", \"is_parking_sensors\": \"Yes\", \"row_count\": 64}, {\"age_of_policyholder\": \"0.432692307692308\", \"is_parking_sensors\": \"Yes\", \"row_count\": 63}, {\"age_of_policyholder\": \"0.413461538461538\", \"is_parking_sensors\": \"Yes\", \"row_count\": 62}, {\"age_of_policyholder\": \"0.403846153846154\", \"is_parking_sensors\": \"Yes\", \"row_count\": 61}, {\"age_of_policyholder\": \"0.538461538461538\", \"is_parking_sensors\": \"Yes\", \"row_count\": 58}, {\"age_of_policyholder\": \"0.394230769230769\", \"is_parking_sensors\": \"Yes\", \"row_count\": 57}, {\"age_of_policyholder\": \"0.384615384615385\", \"is_parking_sensors\": \"Yes\", \"row_count\": 56}, {\"age_of_policyholder\": \"0.490384615384615\", \"is_parking_sensors\": \"Yes\", \"row_count\": 52}, {\"age_of_policyholder\": \"0.5\", \"is_parking_sensors\": \"Yes\", \"row_count\": 52}, {\"age_of_policyholder\": \"0.442307692307692\", \"is_parking_sensors\": \"Yes\", \"row_count\": 50}, {\"age_of_policyholder\": \"0.480769230769231\", \"is_parking_sensors\": \"Yes\", \"row_count\": 50}, {\"age_of_policyholder\": \"0.519230769230769\", \"is_parking_sensors\": \"Yes\", \"row_count\": 46}, {\"age_of_policyholder\": \"0.509615384615385\", \"is_parking_sensors\": \"Yes\", \"row_count\": 45}, {\"age_of_policyholder\": \"0.528846153846154\", \"is_parking_sensors\": \"Yes\", \"row_count\": 43}, {\"age_of_policyholder\": \"0.451923076923077\", \"is_parking_sensors\": \"Yes\", \"row_count\": 42}, {\"age_of_policyholder\": \"0.567307692307692\", \"is_parking_sensors\": \"Yes\", \"row_count\": 42}, {\"age_of_policyholder\": \"0.548076923076923\", \"is_parking_sensors\": \"Yes\", \"row_count\": 33}, {\"age_of_policyholder\": \"0.557692307692308\", \"is_parking_sensors\": \"Yes\", \"row_count\": 28}, {\"age_of_policyholder\": \"0.625\", \"is_parking_sensors\": \"Yes\", \"row_count\": 28}, {\"age_of_policyholder\": \"0.615384615384615\", \"is_parking_sensors\": \"Yes\", \"row_count\": 25}, {\"age_of_policyholder\": \"0.586538461538462\", \"is_parking_sensors\": \"Yes\", \"row_count\": 24}, {\"age_of_policyholder\": \"0.576923076923077\", \"is_parking_sensors\": \"Yes\", \"row_count\": 22}, {\"age_of_policyholder\": \"0.596153846153846\", \"is_parking_sensors\": \"Yes\", \"row_count\": 20}, {\"age_of_policyholder\": \"0.605769230769231\", \"is_parking_sensors\": \"Yes\", \"row_count\": 18}, {\"age_of_policyholder\": \"0.634615384615385\", \"is_parking_sensors\": \"Yes\", \"row_count\": 18}, {\"age_of_policyholder\": \"0.644230769230769\", \"is_parking_sensors\": \"Yes\", \"row_count\": 18}, {\"age_of_policyholder\": \"0.682692307692308\", \"is_parking_sensors\": \"Yes\", \"row_count\": 17}, {\"age_of_policyholder\": \"0.653846153846154\", \"is_parking_sensors\": \"Yes\", \"row_count\": 11}, {\"age_of_policyholder\": \"0.663461538461538\", \"is_parking_sensors\": \"Yes\", \"row_count\": 11}, {\"age_of_policyholder\": \"0.701923076923077\", \"is_parking_sensors\": \"Yes\", \"row_count\": 10}, {\"age_of_policyholder\": \"0.740384615384615\", \"is_parking_sensors\": \"Yes\", \"row_count\": 10}, {\"age_of_policyholder\": \"0.711538461538462\", \"is_parking_sensors\": \"Yes\", \"row_count\": 9}, {\"age_of_policyholder\": \"0.730769230769231\", \"is_parking_sensors\": \"Yes\", \"row_count\": 9}, {\"age_of_policyholder\": \"0.673076923076923\", \"is_parking_sensors\": \"Yes\", \"row_count\": 8}, {\"age_of_policyholder\": \"0.692307692307692\", \"is_parking_sensors\": \"Yes\", \"row_count\": 6}, {\"age_of_policyholder\": \"0.75\", \"is_parking_sensors\": \"Yes\", \"row_count\": 6}, {\"age_of_policyholder\": \"0.769230769230769\", \"is_parking_sensors\": \"Yes\", \"row_count\": 6}, {\"age_of_policyholder\": \"0.759615384615385\", \"is_parking_sensors\": \"Yes\", \"row_count\": 5}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 20.77}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ca9953f1d6e8a93359864d8923d8c327cee65496 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:32:52.656150+00:00", + "ended_at": "2026-05-26T00:33:09.146345+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_df9b5a0135231b9c", + "problem_id": "v2p_m2_56f8fbffd1dbfcf4", + "dataset_id": "m2", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=age_of_policyholder, group_col_2=is_parking_sensors.", + "bindings": { + "group_col": "age_of_policyholder", + "group_col_2": "is_parking_sensors", + "predicate_col": "engine_type", + "predicate_op": "=", + "predicate_value": "i-DTEC", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=54" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_df9b5a0135231b9c.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_df9b5a0135231b9c", + "api_calls": 0, + "input_tokens": 29586, + "cached_input_tokens": 28032, + "output_tokens": 650, + "total_tokens": 30236, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6291, + "estimated_output_tokens": 128, + "estimated_total_tokens": 6419, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16456.56, + "sql_execution_elapsed_ms_total": 20.77, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c4a560b073a6fb90edf19db4ee8fc5ecb1b9a0a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:33:09.123693+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16456.56, "started_at": "2026-05-26T00:32:52.660938+00:00", "ended_at": "2026-05-26T00:33:09.117688+00:00", "prompt_metrics": {"chars": 21890, "bytes_utf8": 21890, "lines": 628, "estimated_tokens": 6291}, "response_metrics": {"chars": 467, "bytes_utf8": 467, "lines": 1, "estimated_tokens": 128}, "usage": {"input_tokens": 29586, "cached_input_tokens": 28032, "output_tokens": 650, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"age_of_policyholder\\\", \\\"is_parking_sensors\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"engine_type\\\" = 'i-DTEC'\\nGROUP BY \\\"age_of_policyholder\\\", \\\"is_parking_sensors\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the provided filtered two-dimensional group count template with group_col=\\\"age_of_policyholder\\\", group_col_2=\\\"is_parking_sensors\\\", and predicate \\\"engine_type\\\" = 'i-DTEC'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a47d625bbd8188976b240702dedc4826da9dc187 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_df9b5a0135231b9c", + "api_calls": 0, + "input_tokens": 29586, + "cached_input_tokens": 28032, + "output_tokens": 650, + "total_tokens": 30236, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6291, + "estimated_output_tokens": 128, + "estimated_total_tokens": 6419, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16456.56, + "sql_execution_elapsed_ms_total": 20.77, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_df9b5a0135231b9c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..92c79d8f6e12c520246fb3d419f11a06973d7032 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21951, "bytes_utf8": 21951, "lines": 626, "estimated_tokens": 6308}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 956, "bytes_utf8": 956, "lines": 1, "estimated_tokens": 274}, "usage": {"input_tokens": 29603, "cached_input_tokens": 28032, "output_tokens": 2509, "reasoning_output_tokens": 2229}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..20a4ee374e050259a1464ba4aecfd6ac3467e379 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_e6ba6bbbdd5dcf29", + "api_calls": 0, + "input_tokens": 29603, + "cached_input_tokens": 28032, + "output_tokens": 2509, + "total_tokens": 32112, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6308, + "estimated_output_tokens": 274, + "estimated_total_tokens": 6582, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 49830.77, + "sql_execution_elapsed_ms_total": 133.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2492c30b6e036bc1e1202861b09b4962c198583a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:33:09.151748+00:00", + "ended_at": "2026-05-26T00:33:58.982958+00:00", + "elapsed_ms": 49830.77, + "prompt_metrics": { + "chars": 21951, + "bytes_utf8": 21951, + "lines": 626, + "estimated_tokens": 6308 + }, + "stdout_metrics": { + "chars": 1433, + "bytes_utf8": 1433, + "lines": 4, + "estimated_tokens": 469 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 956, + "bytes_utf8": 956, + "lines": 1, + "estimated_tokens": 274 + }, + "usage": { + "input_tokens": 29603, + "cached_input_tokens": 28032, + "output_tokens": 2509, + "reasoning_output_tokens": 2229 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2c2f93e5bdf2f49a57bb69056ebcd7f494ef26b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=length, measure_col=turning_radius.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "length", + "measure_col": "turning_radius", + "item_col": "policy_tenure", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 4.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..80801c0f82b09d5c7778f5bbf758dbbfc40a837d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b3-1e48-7563-a1e5-a2f5f45378e6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"grouped\\\".\\\"length\\\",\\n \\\"grouped\\\".\\\"policy_tenure\\\",\\n \\\"grouped\\\".\\\"total_measure\\\",\\n \\\"grouped\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"grouped\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"grouped\\\".\\\"length\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"length\\\",\\n \\\"policy_tenure\\\",\\n SUM(CAST(\\\"turning_radius\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m2\\\"\\n WHERE \\\"length\\\" IS NOT NULL\\n AND \\\"policy_tenure\\\" IS NOT NULL\\n AND \\\"turning_radius\\\" IS NOT NULL\\n GROUP BY \\\"length\\\", \\\"policy_tenure\\\"\\n) AS \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC, \\\"grouped\\\".\\\"length\\\", \\\"grouped\\\".\\\"policy_tenure\\\";\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"length\\\", item_col=\\\"policy_tenure\\\", and measure_col=\\\"turning_radius\\\". \\\"turning_radius\\\" is cast to REAL because the schema stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29603,"cached_input_tokens":28032,"output_tokens":2509,"reasoning_output_tokens":2229}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d1796e17aaedf45f8e716b2cf09bdc3498449a52 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"grouped\".\"length\",\n \"grouped\".\"policy_tenure\",\n \"grouped\".\"total_measure\",\n \"grouped\".\"total_measure\" * 100.0 / SUM(\"grouped\".\"total_measure\") OVER (PARTITION BY \"grouped\".\"length\") AS \"share_within_group\"\nFROM (\n SELECT\n \"length\",\n \"policy_tenure\",\n SUM(CAST(\"turning_radius\" AS REAL)) AS \"total_measure\"\n FROM \"m2\"\n WHERE \"length\" IS NOT NULL\n AND \"policy_tenure\" IS NOT NULL\n AND \"turning_radius\" IS NOT NULL\n GROUP BY \"length\", \"policy_tenure\"\n) AS \"grouped\"\nORDER BY \"share_within_group\" DESC, \"grouped\".\"length\", \"grouped\".\"policy_tenure\";","notes":"Uses the planned Within-Group Share of Total template with group_col=\"length\", item_col=\"policy_tenure\", and measure_col=\"turning_radius\". \"turning_radius\" is cast to REAL because the schema stores numeric-looking fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..02e25026f03c56157e7ba2856888e8034fcdeb0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=length, measure_col=turning_radius. +Result preview: [{"length": "3993", "policy_tenure": "0.003207086095964", "total_measure": 5.1, "share_within_group": 0.2754820936639118}, {"length": "3993", "policy_tenure": "0.010227097793872", "total_measure": 5.1, "share_within_group": 0.2754820936639118}, {"length": "3993", "policy_tenure": "0.011372853836526", "total_measure": 5.1, "share_within_group": 0.2754820936639118}, {"length": "3993", "policy_tenure": "0.011564262617135", "total_measure": 5.1, "share_within_group": 0.2754820936639118}, {"length": "3993", "policy_tenure": "0.022283460731275", "total_measure": 5.1, "share_within_group": 0.2754820936639118}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..23a11b8e098b84f28e2aa015bc7d8fe6285f78f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/generated_sql.sql @@ -0,0 +1,30 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_e6ba6bbbdd5dcf29 +-- problem_id: v2p_m2_13fbf013e1f502f6 +-- realization_mode: agent +-- source_kind: agent +SELECT + "grouped"."length", + "grouped"."policy_tenure", + "grouped"."total_measure", + "grouped"."total_measure" * 100.0 / SUM("grouped"."total_measure") OVER (PARTITION BY "grouped"."length") AS "share_within_group" +FROM ( + SELECT + "length", + "policy_tenure", + SUM(CAST("turning_radius" AS REAL)) AS "total_measure" + FROM "m2" + WHERE "length" IS NOT NULL + AND "policy_tenure" IS NOT NULL + AND "turning_radius" IS NOT NULL + GROUP BY "length", "policy_tenure" +) AS "grouped" +ORDER BY "share_within_group" DESC, "grouped"."length", "grouped"."policy_tenure"; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1f3fb49c3b240d63b13f7ee1108cdb0189d3ea92 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"grouped\".\"length\",\n \"grouped\".\"policy_tenure\",\n \"grouped\".\"total_measure\",\n \"grouped\".\"total_measure\" * 100.0 / SUM(\"grouped\".\"total_measure\") OVER (PARTITION BY \"grouped\".\"length\") AS \"share_within_group\"\nFROM (\n SELECT\n \"length\",\n \"policy_tenure\",\n SUM(CAST(\"turning_radius\" AS REAL)) AS \"total_measure\"\n FROM \"m2\"\n WHERE \"length\" IS NOT NULL\n AND \"policy_tenure\" IS NOT NULL\n AND \"turning_radius\" IS NOT NULL\n GROUP BY \"length\", \"policy_tenure\"\n) AS \"grouped\"\nORDER BY \"share_within_group\" DESC, \"grouped\".\"length\", \"grouped\".\"policy_tenure\";", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"grouped\\\".\\\"length\\\",\\n \\\"grouped\\\".\\\"policy_tenure\\\",\\n \\\"grouped\\\".\\\"total_measure\\\",\\n \\\"grouped\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"grouped\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"grouped\\\".\\\"length\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"length\\\",\\n \\\"policy_tenure\\\",\\n SUM(CAST(\\\"turning_radius\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m2\\\"\\n WHERE \\\"length\\\" IS NOT NULL\\n AND \\\"policy_tenure\\\" IS NOT NULL\\n AND \\\"turning_radius\\\" IS NOT NULL\\n GROUP BY \\\"length\\\", \\\"policy_tenure\\\"\\n) AS \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC, \\\"grouped\\\".\\\"length\\\", \\\"grouped\\\".\\\"policy_tenure\\\";\", \"columns\": [\"length\", \"policy_tenure\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"length\": \"3993\", \"policy_tenure\": \"0.003207086095964\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.010227097793872\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.011372853836526\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.011564262617135\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.022283460731275\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.031145333968194\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.031744783016684\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.035841503215489\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.044118019156228\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.044319221767301\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.046019994481643\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.048005935982684\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.048994811979753\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.055487307104274\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.061500801136425\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.061523092949527\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.065490091992144\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.065918248553686\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.075369612224513\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.076702218739072\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.080204939284633\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.08149032082493\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.0819095718642\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.081998929475403\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.082668322462106\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.082950749951429\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.083351116961298\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.08362917779049\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.083873344704773\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.084582879716355\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.085196331986468\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.085790259657887\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.086053693939136\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.086316302214449\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.086455917404267\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.087126557117271\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.088702412635705\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.090348520136164\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.090528247115388\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.090681098465729\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.091482623271279\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.092058385798303\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.095380847021632\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.095918324441583\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.096600085485125\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.096738454306116\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.096844668198661\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.09702384334349\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.09755630715621\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}, {\"length\": \"3993\", \"policy_tenure\": \"0.099306324356777\", \"total_measure\": 5.1, \"share_within_group\": 0.2754820936639118}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 133.18}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..dc731f3c560c10fbf5b2e9824c2577d489fc7419 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:33:09.146791+00:00", + "ended_at": "2026-05-26T00:33:59.125016+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_e6ba6bbbdd5dcf29", + "problem_id": "v2p_m2_13fbf013e1f502f6", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=length, measure_col=turning_radius.", + "bindings": { + "group_col": "length", + "measure_col": "turning_radius", + "item_col": "policy_tenure", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 4.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=24" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_e6ba6bbbdd5dcf29.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_e6ba6bbbdd5dcf29", + "api_calls": 0, + "input_tokens": 29603, + "cached_input_tokens": 28032, + "output_tokens": 2509, + "total_tokens": 32112, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6308, + "estimated_output_tokens": 274, + "estimated_total_tokens": 6582, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 49830.77, + "sql_execution_elapsed_ms_total": 133.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ed504af95772cf25a5fa82ea52ea069a4f27608f --- /dev/null +++ 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\\\"grouped\\\".\\\"length\\\",\\n \\\"grouped\\\".\\\"policy_tenure\\\",\\n \\\"grouped\\\".\\\"total_measure\\\",\\n \\\"grouped\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"grouped\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"grouped\\\".\\\"length\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"length\\\",\\n \\\"policy_tenure\\\",\\n SUM(CAST(\\\"turning_radius\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m2\\\"\\n WHERE \\\"length\\\" IS NOT NULL\\n AND \\\"policy_tenure\\\" IS NOT NULL\\n AND \\\"turning_radius\\\" IS NOT NULL\\n GROUP BY \\\"length\\\", \\\"policy_tenure\\\"\\n) AS \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC, \\\"grouped\\\".\\\"length\\\", \\\"grouped\\\".\\\"policy_tenure\\\";\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"length\\\", item_col=\\\"policy_tenure\\\", and measure_col=\\\"turning_radius\\\". \\\"turning_radius\\\" is cast to REAL because the schema stores numeric-looking fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..674f637f7f027c96ae6450f6544f591665ac110c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_e6ba6bbbdd5dcf29", + "api_calls": 0, + "input_tokens": 29603, + "cached_input_tokens": 28032, + "output_tokens": 2509, + "total_tokens": 32112, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6308, + "estimated_output_tokens": 274, + "estimated_total_tokens": 6582, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 49830.77, + "sql_execution_elapsed_ms_total": 133.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e6ba6bbbdd5dcf29/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..80850bd8818242de5b0f725f6d196edf3ab2a095 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21984, "bytes_utf8": 21984, "lines": 626, "estimated_tokens": 6315}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 712, "bytes_utf8": 712, "lines": 1, "estimated_tokens": 186}, "usage": {"input_tokens": 29610, "cached_input_tokens": 28032, "output_tokens": 1226, "reasoning_output_tokens": 1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f6d6033e1525428805bc55c2603bf6091c6fabeb --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..bfc273950b35c4ccf9fe189559e8950892ef2b60 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:33:59.129200+00:00", + "ended_at": "2026-05-26T00:34:24.983207+00:00", + "elapsed_ms": 25853.76, + "prompt_metrics": { + "chars": 21984, + "bytes_utf8": 21984, + "lines": 626, + "estimated_tokens": 6315 + }, + "stdout_metrics": { + "chars": 1110, + "bytes_utf8": 1110, + "lines": 4, + "estimated_tokens": 325 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 712, + "bytes_utf8": 712, + "lines": 1, + "estimated_tokens": 186 + }, + "usage": { + "input_tokens": 29610, + "cached_input_tokens": 28032, + "output_tokens": 1226, + "reasoning_output_tokens": 1034 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a629ba6fb9cd25c34021438bb71d670e860f8a46 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_front_fog_lights, measure_col=gross_weight.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "is_front_fog_lights", + "measure_col": "gross_weight", + "item_col": "population_density", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1510.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7cc6ea90050123eabd88e0d1b31da3ed074bd0c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b3-e17e-7513-825a-bd622961be7c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"is_front_fog_lights\\\", \\\"population_density\\\",\\n SUM(CAST(\\\"gross_weight\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"gross_weight\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"gross_weight\\\" AS REAL))) OVER (PARTITION BY \\\"is_front_fog_lights\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_front_fog_lights\\\", \\\"population_density\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiated the planned Within-Group Share of Total template with group_col=\\\"is_front_fog_lights\\\", item_col=\\\"population_density\\\", and measure_col=\\\"gross_weight\\\". \\\"gross_weight\\\" is cast to REAL because the schema stores it as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29610,"cached_input_tokens":28032,"output_tokens":1226,"reasoning_output_tokens":1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d6232821e889b64c51eceb474e636b7b26d4152c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"is_front_fog_lights\", \"population_density\",\n SUM(CAST(\"gross_weight\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"gross_weight\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"gross_weight\" AS REAL))) OVER (PARTITION BY \"is_front_fog_lights\") AS \"share_within_group\"\nFROM \"m2\"\nGROUP BY \"is_front_fog_lights\", \"population_density\"\nORDER BY \"share_within_group\" DESC;","notes":"Instantiated the planned Within-Group Share of Total template with group_col=\"is_front_fog_lights\", item_col=\"population_density\", and measure_col=\"gross_weight\". \"gross_weight\" is cast to REAL because the schema stores it as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..682d0a10aa9f1796a093eff438b0ac23ff45c3d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_front_fog_lights, measure_col=gross_weight. +Result preview: [{"is_front_fog_lights": "Yes", "population_density": "8794", "total_measure": 16117094.0, "share_within_group": 32.034972755624054}, {"is_front_fog_lights": "No", "population_density": "4076", "total_measure": 4933745.0, "share_within_group": 15.989992612267525}, {"is_front_fog_lights": "No", "population_density": "34738", "total_measure": 4717635.0, "share_within_group": 15.289592144988179}, {"is_front_fog_lights": "Yes", "population_density": "27003", "total_measure": 6382113.0, "share_within_group": 12.685339930282352}, {"is_front_fog_lights": "No", "population_density": "8794", "total_measure": 3814075.0, "share_within_group": 12.36120453583115}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..cf19a9df437387723a26d79f750a467f9423f5a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_e89ef26cc6742f02 +-- problem_id: v2p_m2_662ba74e3d7c89dd +-- realization_mode: agent +-- source_kind: agent +SELECT "is_front_fog_lights", "population_density", + SUM(CAST("gross_weight" AS REAL)) AS "total_measure", + SUM(CAST("gross_weight" AS REAL)) * 100.0 / SUM(SUM(CAST("gross_weight" AS REAL))) OVER (PARTITION BY "is_front_fog_lights") AS "share_within_group" +FROM "m2" +GROUP BY "is_front_fog_lights", "population_density" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a015e955f8623348dc1191a4960446e8848daf8f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"is_front_fog_lights\", \"population_density\",\n SUM(CAST(\"gross_weight\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"gross_weight\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"gross_weight\" AS REAL))) OVER (PARTITION BY \"is_front_fog_lights\") AS \"share_within_group\"\nFROM \"m2\"\nGROUP BY \"is_front_fog_lights\", \"population_density\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"is_front_fog_lights\\\", \\\"population_density\\\",\\n SUM(CAST(\\\"gross_weight\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"gross_weight\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"gross_weight\\\" AS REAL))) OVER (PARTITION BY \\\"is_front_fog_lights\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_front_fog_lights\\\", \\\"population_density\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"is_front_fog_lights\", \"population_density\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"is_front_fog_lights\": \"Yes\", \"population_density\": \"8794\", \"total_measure\": 16117094.0, \"share_within_group\": 32.034972755624054}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"4076\", \"total_measure\": 4933745.0, \"share_within_group\": 15.989992612267525}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"34738\", \"total_measure\": 4717635.0, \"share_within_group\": 15.289592144988179}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"27003\", \"total_measure\": 6382113.0, \"share_within_group\": 12.685339930282352}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"8794\", \"total_measure\": 3814075.0, \"share_within_group\": 12.36120453583115}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"27003\", \"total_measure\": 3801855.0, \"share_within_group\": 12.321600196790136}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"34738\", \"total_measure\": 4693894.0, \"share_within_group\": 9.329769151174972}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"7788\", \"total_measure\": 3874303.0, \"share_within_group\": 7.70071770084809}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"73430\", \"total_measure\": 2078350.0, \"share_within_group\": 6.735816534033723}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"5410\", \"total_measure\": 3384794.0, \"share_within_group\": 6.727750273926539}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"4076\", \"total_measure\": 3053589.0, \"share_within_group\": 6.069434131356019}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"17804\", \"total_measure\": 1653655.0, \"share_within_group\": 5.359403705144723}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"5410\", \"total_measure\": 1467280.0, \"share_within_group\": 4.755372715883754}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"7788\", \"total_measure\": 1359035.0, \"share_within_group\": 4.404556702831823}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"73430\", \"total_measure\": 2156399.0, \"share_within_group\": 4.286143843006373}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"6112\", \"total_measure\": 1288160.0, \"share_within_group\": 4.174854777338216}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"17804\", \"total_measure\": 2036338.0, \"share_within_group\": 4.047505856281658}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"4990\", \"total_measure\": 1098675.0, \"share_within_group\": 3.560744451381866}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"6112\", \"total_measure\": 1669800.0, \"share_within_group\": 3.3189604470471568}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"34791\", \"total_measure\": 1523193.0, \"share_within_group\": 3.027558581997305}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"34791\", \"total_measure\": 694705.0, \"share_within_group\": 2.2515001925931135}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"6108\", \"total_measure\": 627590.0, \"share_within_group\": 2.0339842175736638}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"6108\", \"total_measure\": 1011649.0, \"share_within_group\": 2.010793518561989}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"27742\", \"total_measure\": 928245.0, \"share_within_group\": 1.8450164332071435}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"13051\", \"total_measure\": 557085.0, \"share_within_group\": 1.8054814414618214}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"4990\", \"total_measure\": 829061.0, \"share_within_group\": 1.647874396448295}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"21622\", \"total_measure\": 459395.0, \"share_within_group\": 1.48887359523296}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"27742\", \"total_measure\": 430035.0, \"share_within_group\": 1.3937194713177241}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"290\", \"total_measure\": 665129.0, \"share_within_group\": 1.3220366769577365}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"290\", \"total_measure\": 403145.0, \"share_within_group\": 1.3065704797618425}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"65567\", \"total_measure\": 398300.0, \"share_within_group\": 1.2908681047492636}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"13051\", \"total_measure\": 645565.0, \"share_within_group\": 1.2831504976631918}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"16206\", \"total_measure\": 391275.0, \"share_within_group\": 1.268100471217093}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"21622\", \"total_measure\": 430843.0, \"share_within_group\": 0.8563605676650725}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"35036\", \"total_measure\": 232565.0, \"share_within_group\": 0.7537302053251631}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"3264\", \"total_measure\": 230055.0, \"share_within_group\": 0.7455954351948075}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"3264\", \"total_measure\": 288575.0, \"share_within_group\": 0.5735830704315686}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"65567\", \"total_measure\": 237327.0, \"share_within_group\": 0.47172052103027945}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"16733\", \"total_measure\": 139095.0, \"share_within_group\": 0.4507991439369792}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"16733\", \"total_measure\": 136419.0, \"share_within_group\": 0.2711517937631609}, {\"is_front_fog_lights\": \"No\", \"population_density\": \"20905\", \"total_measure\": 79495.0, \"share_within_group\": 0.25763886514447076}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"16206\", \"total_measure\": 112650.0, \"share_within_group\": 0.22390759034606672}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"35036\", \"total_measure\": 71202.0, \"share_within_group\": 0.14152390810315707}, {\"is_front_fog_lights\": \"Yes\", \"population_density\": \"20905\", \"total_measure\": 62752.0, \"share_within_group\": 0.12472835427781961}], \"row_count_returned\": 44, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 31.06}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f84b3d2d4502eb552f3ddb92771feb75635b200b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:33:59.125442+00:00", + "ended_at": "2026-05-26T00:34:25.021354+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_e89ef26cc6742f02", + "problem_id": "v2p_m2_662ba74e3d7c89dd", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_front_fog_lights, measure_col=gross_weight.", + "bindings": { + "group_col": "is_front_fog_lights", + "measure_col": "gross_weight", + "item_col": "population_density", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1510.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=28" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_e89ef26cc6742f02.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_e89ef26cc6742f02", + "api_calls": 0, + "input_tokens": 29610, + "cached_input_tokens": 28032, + "output_tokens": 1226, + "total_tokens": 30836, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6315, + "estimated_output_tokens": 186, + "estimated_total_tokens": 6501, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25853.76, + "sql_execution_elapsed_ms_total": 31.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..79a263319c4cf3ac63cff587885a25cddc3d1485 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:34:24.987758+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 25853.76, "started_at": "2026-05-26T00:33:59.129200+00:00", "ended_at": "2026-05-26T00:34:24.983207+00:00", "prompt_metrics": {"chars": 21984, "bytes_utf8": 21984, "lines": 626, "estimated_tokens": 6315}, "response_metrics": {"chars": 712, "bytes_utf8": 712, "lines": 1, "estimated_tokens": 186}, "usage": {"input_tokens": 29610, "cached_input_tokens": 28032, "output_tokens": 1226, "reasoning_output_tokens": 1034}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"is_front_fog_lights\\\", \\\"population_density\\\",\\n SUM(CAST(\\\"gross_weight\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"gross_weight\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"gross_weight\\\" AS REAL))) OVER (PARTITION BY \\\"is_front_fog_lights\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_front_fog_lights\\\", \\\"population_density\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiated the planned Within-Group Share of Total template with group_col=\\\"is_front_fog_lights\\\", item_col=\\\"population_density\\\", and measure_col=\\\"gross_weight\\\". \\\"gross_weight\\\" is cast to REAL because the schema stores it as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9a3631583999e40716428f3ba6a90c6f73734460 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_e89ef26cc6742f02", + "api_calls": 0, + "input_tokens": 29610, + "cached_input_tokens": 28032, + "output_tokens": 1226, + "total_tokens": 30836, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6315, + "estimated_output_tokens": 186, + "estimated_total_tokens": 6501, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25853.76, + "sql_execution_elapsed_ms_total": 31.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_e89ef26cc6742f02/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fc256719900ba32d731569b9af9dae14369777e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21797, "bytes_utf8": 21797, "lines": 627, "estimated_tokens": 6256}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 420, "bytes_utf8": 420, "lines": 1, "estimated_tokens": 118}, "usage": {"input_tokens": 29551, "cached_input_tokens": 29056, "output_tokens": 640, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..80ebc6612b74bfc6af9164ed5fb94002f534c68b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_eaf4987bc5e99366", + "api_calls": 0, + "input_tokens": 29551, + "cached_input_tokens": 29056, + "output_tokens": 640, + "total_tokens": 30191, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6256, + "estimated_output_tokens": 118, + "estimated_total_tokens": 6374, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16553.27, + "sql_execution_elapsed_ms_total": 15.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1a27783eecb6dc76a6f29043d0e3fba0d653c7a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:34:25.025546+00:00", + "ended_at": "2026-05-26T00:34:41.578998+00:00", + "elapsed_ms": 16553.27, + "prompt_metrics": { + "chars": 21797, + "bytes_utf8": 21797, + "lines": 627, + "estimated_tokens": 6256 + }, + "stdout_metrics": { + "chars": 784, + "bytes_utf8": 784, + "lines": 4, + "estimated_tokens": 236 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 420, + "bytes_utf8": 420, + "lines": 1, + "estimated_tokens": 118 + }, + "usage": { + "input_tokens": 29551, + "cached_input_tokens": 29056, + "output_tokens": 640, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..929050ed40cce39ee2fb034345bdde267604eaae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=cylinder, condition_col=is_power_door_locks.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "cylinder", + "condition_col": "is_power_door_locks", + "condition_value": "Yes", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1510.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c69ec21fbd97f9e6ff2a7b45b15af0fa08f637d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b4-46a8-7c30-8610-5088a09465d0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"cylinder\\\",\\n AVG(CASE WHEN \\\"is_power_door_locks\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"cylinder\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Implements the Grouped Condition Rate template using \\\"cylinder\\\" as the grouping column and the share of rows with \\\"is_power_door_locks\\\" = 'Yes' as the condition rate.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29551,"cached_input_tokens":29056,"output_tokens":640,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c6647f7e2eca7bfb2f1d084d984de23628c48ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"cylinder\",\n AVG(CASE WHEN \"is_power_door_locks\" = 'Yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"cylinder\"\nORDER BY \"condition_rate\" DESC;","notes":"Implements the Grouped Condition Rate template using \"cylinder\" as the grouping column and the share of rows with \"is_power_door_locks\" = 'Yes' as the condition rate."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d507cfbcab6c3d4a65dc0f6de133e5484ea6bcbc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=cylinder, condition_col=is_power_door_locks. +Result preview: [{"cylinder": "4", "condition_rate": 0.9670886075949368}, {"cylinder": "3", "condition_rate": 0.3161001052294459}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..26388b6355af4be0868e52bff037f593061ae4ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_eaf4987bc5e99366 +-- problem_id: v2p_m2_4d91ec7135cfbe0a +-- realization_mode: agent +-- source_kind: agent +SELECT + "cylinder", + AVG(CASE WHEN "is_power_door_locks" = 'Yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "cylinder" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dcae55c3acc74e8883504f34f19afbcd572f7143 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"cylinder\",\n AVG(CASE WHEN \"is_power_door_locks\" = 'Yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"cylinder\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"cylinder\\\",\\n AVG(CASE WHEN \\\"is_power_door_locks\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"cylinder\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"cylinder\", \"condition_rate\"], \"rows\": [{\"cylinder\": \"4\", \"condition_rate\": 0.9670886075949368}, {\"cylinder\": \"3\", \"condition_rate\": 0.3161001052294459}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 15.86}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b79c28bcff9b2d12378a8ef675e76f0b240c4130 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:34:25.021821+00:00", + "ended_at": "2026-05-26T00:34:41.602688+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_eaf4987bc5e99366", + "problem_id": "v2p_m2_4d91ec7135cfbe0a", + "dataset_id": "m2", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=cylinder, condition_col=is_power_door_locks.", + "bindings": { + "group_col": "cylinder", + "condition_col": "is_power_door_locks", + "condition_value": "Yes", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1510.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=103" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_eaf4987bc5e99366.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_eaf4987bc5e99366", + "api_calls": 0, + "input_tokens": 29551, + "cached_input_tokens": 29056, + "output_tokens": 640, + "total_tokens": 30191, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6256, + "estimated_output_tokens": 118, + "estimated_total_tokens": 6374, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16553.27, + "sql_execution_elapsed_ms_total": 15.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3c0cd66596e27c645ea2fdb123644855ee773b37 --- /dev/null +++ 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\\\"cylinder\\\",\\n AVG(CASE WHEN \\\"is_power_door_locks\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"cylinder\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Implements the Grouped Condition Rate template using \\\"cylinder\\\" as the grouping column and the share of rows with \\\"is_power_door_locks\\\" = 'Yes' as the condition rate.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2d883721e2e5384ddad16f1d1e455763287a7a58 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_eaf4987bc5e99366/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + 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"reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8083880bb77d4473f5b674dcf8a8c35ab09c8e96 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_ec04ea60649669d6", + "api_calls": 0, + "input_tokens": 29497, + "cached_input_tokens": 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"chars": 487, + "bytes_utf8": 487, + "lines": 1, + "estimated_tokens": 133 + }, + "usage": { + "input_tokens": 29497, + "cached_input_tokens": 29056, + "output_tokens": 655, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fda42f3f9cbdc3472c6ba39a7ba8b2e80dfc0377 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,624 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=max_power, measure_col=policy_tenure.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "max_power", + "measure_col": "policy_tenure", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.039104, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..43de2187ea2f6dd6048c72a9d9e6289a3628ffe8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b4-876c-73b3-af18-34ed779442bb"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"max_power\\\",\\n AVG(CAST(\\\"policy_tenure\\\" AS REAL)) OVER (PARTITION BY \\\"max_power\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"policy_tenure\\\" IS NOT NULL\\n AND \\\"policy_tenure\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the Window Partition Average template with group_col=\\\"max_power\\\" and measure_col=\\\"policy_tenure\\\". Cast \\\"policy_tenure\\\" to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29497,"cached_input_tokens":29056,"output_tokens":655,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d8a215bc865ec51d43f8d29b9a59f27582f27083 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"max_power\",\n AVG(CAST(\"policy_tenure\" AS REAL)) OVER (PARTITION BY \"max_power\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE \"policy_tenure\" IS NOT NULL\n AND \"policy_tenure\" <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Used the Window Partition Average template with group_col=\"max_power\" and measure_col=\"policy_tenure\". Cast \"policy_tenure\" to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ca76003ceca7c766c9c973be9f2440093ebaa2b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=max_power, measure_col=policy_tenure. +Result preview: [{"max_power": "113.45bhp@4000rpm", "avg_measure": 0.6808436828525586}, {"max_power": "88.50bhp@6000rpm", "avg_measure": 0.680626056962414}, {"max_power": "118.36bhp@5500rpm", "avg_measure": 0.6653662994865424}, {"max_power": "67.06bhp@5500rpm", "avg_measure": 0.6435136536542965}, {"max_power": "97.89bhp@3600rpm", "avg_measure": 0.6384202725447442}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e0067be42df343908512d0b8a50f1628d7f6660a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_ec04ea60649669d6 +-- problem_id: v2p_m2_d58d23c714d19398 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "max_power", + AVG(CAST("policy_tenure" AS REAL)) OVER (PARTITION BY "max_power") AS "avg_measure" +FROM "m2" +WHERE "policy_tenure" IS NOT NULL + AND "policy_tenure" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..95398a940b44d546a033e413a0f69d7c57e445bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"max_power\",\n AVG(CAST(\"policy_tenure\" AS REAL)) OVER (PARTITION BY \"max_power\") AS \"avg_measure\"\nFROM \"m2\"\nWHERE \"policy_tenure\" IS NOT NULL\n AND \"policy_tenure\" <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"max_power\\\",\\n AVG(CAST(\\\"policy_tenure\\\" AS REAL)) OVER (PARTITION BY \\\"max_power\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"policy_tenure\\\" IS NOT NULL\\n AND \\\"policy_tenure\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"max_power\", \"avg_measure\"], \"rows\": [{\"max_power\": \"113.45bhp@4000rpm\", \"avg_measure\": 0.6808436828525586}, {\"max_power\": \"88.50bhp@6000rpm\", \"avg_measure\": 0.680626056962414}, {\"max_power\": \"118.36bhp@5500rpm\", \"avg_measure\": 0.6653662994865424}, {\"max_power\": \"67.06bhp@5500rpm\", \"avg_measure\": 0.6435136536542965}, {\"max_power\": \"97.89bhp@3600rpm\", \"avg_measure\": 0.6384202725447442}, {\"max_power\": \"55.92bhp@5300rpm\", \"avg_measure\": 0.6359415340722865}, {\"max_power\": \"88.77bhp@4000rpm\", \"avg_measure\": 0.623549513617502}, {\"max_power\": \"61.68bhp@6000rpm\", \"avg_measure\": 0.575025031102005}, {\"max_power\": \"40.36bhp@6000rpm\", \"avg_measure\": 0.44782040121080985}], \"row_count_returned\": 9, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 97.02}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..19de53ee9cbfc3f263a6af06d4757e52f93b3c83 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:34:41.603074+00:00", + "ended_at": "2026-05-26T00:34:58.692433+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_ec04ea60649669d6", + "problem_id": "v2p_m2_d58d23c714d19398", + "dataset_id": "m2", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=max_power, measure_col=policy_tenure.", + "bindings": { + "group_col": "max_power", + "measure_col": "policy_tenure", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.039104, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=135" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ec04ea60649669d6.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_ec04ea60649669d6", + "api_calls": 0, + "input_tokens": 29497, + "cached_input_tokens": 29056, + "output_tokens": 655, + "total_tokens": 30152, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6202, + "estimated_output_tokens": 133, + "estimated_total_tokens": 6335, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16981.66, + "sql_execution_elapsed_ms_total": 97.02, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..abf9e4e482f5f014b766ea14144bc88f2eb1f381 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:34:58.593311+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16981.66, "started_at": "2026-05-26T00:34:41.606464+00:00", "ended_at": "2026-05-26T00:34:58.588308+00:00", "prompt_metrics": {"chars": 21629, "bytes_utf8": 21629, "lines": 624, "estimated_tokens": 6202}, "response_metrics": {"chars": 487, "bytes_utf8": 487, "lines": 1, "estimated_tokens": 133}, "usage": {"input_tokens": 29497, "cached_input_tokens": 29056, "output_tokens": 655, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"max_power\\\",\\n AVG(CAST(\\\"policy_tenure\\\" AS REAL)) OVER (PARTITION BY \\\"max_power\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m2\\\"\\nWHERE \\\"policy_tenure\\\" IS NOT NULL\\n AND \\\"policy_tenure\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the Window Partition Average template with group_col=\\\"max_power\\\" and measure_col=\\\"policy_tenure\\\". Cast \\\"policy_tenure\\\" to REAL because the SQLite schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6d5465a283a0672109b4aa82aecc60649de1984b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_ec04ea60649669d6", + "api_calls": 0, + "input_tokens": 29497, + "cached_input_tokens": 29056, + "output_tokens": 655, + "total_tokens": 30152, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6202, + "estimated_output_tokens": 133, + "estimated_total_tokens": 6335, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16981.66, + "sql_execution_elapsed_ms_total": 97.02, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ec04ea60649669d6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1ad2071d16fa3348510c9ef7c1e0bcef12c15153 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21931, "bytes_utf8": 21931, "lines": 626, "estimated_tokens": 6304}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 604, "bytes_utf8": 604, "lines": 1, "estimated_tokens": 165}, "usage": {"input_tokens": 29599, "cached_input_tokens": 29056, "output_tokens": 1141, "reasoning_output_tokens": 970}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..607283ba79cb02571141eb1d95317c17b24261c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_ecbaff2881db56e5", + "api_calls": 0, + "input_tokens": 29599, + "cached_input_tokens": 29056, + "output_tokens": 1141, + "total_tokens": 30740, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6304, + "estimated_output_tokens": 165, + "estimated_total_tokens": 6469, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25985.96, + "sql_execution_elapsed_ms_total": 27.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..eca7d370a19e02ff7d2ff81061446d46d9c94dab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:34:58.698803+00:00", + "ended_at": "2026-05-26T00:35:24.685018+00:00", + "elapsed_ms": 25985.96, + "prompt_metrics": { + "chars": 21931, + "bytes_utf8": 21931, + "lines": 626, + "estimated_tokens": 6304 + }, + "stdout_metrics": { + "chars": 1001, + "bytes_utf8": 1001, + "lines": 4, + "estimated_tokens": 304 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 604, + "bytes_utf8": 604, + "lines": 1, + "estimated_tokens": 165 + }, + "usage": { + "input_tokens": 29599, + "cached_input_tokens": 29056, + "output_tokens": 1141, + "reasoning_output_tokens": 970 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..98db05dcbba93e30583fad81339ae426c3bef553 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=width, measure_col=length.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "width", + "measure_col": "length", + "item_col": "age_of_car", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3995.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c489f0d238699b9d94f21a8837d88180ac352a80 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b4-ca35-7363-87db-830603c8c0c7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"width\\\", \\\"age_of_car\\\",\\n SUM(CAST(\\\"length\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"length\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"length\\\" AS REAL))) OVER (PARTITION BY \\\"width\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"width\\\", \\\"age_of_car\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"width\\\", item_col=\\\"age_of_car\\\", and measure_col=\\\"length\\\". Since \\\"length\\\" is stored as TEXT in SQLite, it is cast to REAL before aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29599,"cached_input_tokens":29056,"output_tokens":1141,"reasoning_output_tokens":970}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d3b031bd4af617b55a0e107f2341454ec139d1d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"width\", \"age_of_car\",\n SUM(CAST(\"length\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"length\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"length\" AS REAL))) OVER (PARTITION BY \"width\") AS \"share_within_group\"\nFROM \"m2\"\nGROUP BY \"width\", \"age_of_car\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the planned Within-Group Share of Total template with group_col=\"width\", item_col=\"age_of_car\", and measure_col=\"length\". Since \"length\" is stored as TEXT in SQLite, it is cast to REAL before aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b1748d9d143867a3b5ea7bcb912e370c65991b77 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=width, measure_col=length. +Result preview: [{"width": "1515", "age_of_car": "0.01", "total_measure": 12849850.0, "share_within_group": 24.953170992774954}, {"width": "1515", "age_of_car": "0", "total_measure": 11661325.0, "share_within_group": 22.645169922397645}, {"width": "1515", "age_of_car": "0.02", "total_measure": 8660730.0, "share_within_group": 16.81830345196682}, {"width": "1515", "age_of_car": "0.03", "total_measure": 5980520.0, "share_within_group": 11.613593791811613}, {"width": "1811", "age_of_car": "0.13", "total_measure": 127776.0, "share_within_group": 8.81542699724518}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..8170ed746df7f37ecfc3236bd0f892ab63d675ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_ecbaff2881db56e5 +-- problem_id: v2p_m2_c38111800ac0df2c +-- realization_mode: agent +-- source_kind: agent +SELECT "width", "age_of_car", + SUM(CAST("length" AS REAL)) AS "total_measure", + SUM(CAST("length" AS REAL)) * 100.0 / SUM(SUM(CAST("length" AS REAL))) OVER (PARTITION BY "width") AS "share_within_group" +FROM "m2" +GROUP BY "width", "age_of_car" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c1e571828a89117e31ffc33b1c1ab257ce9729b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"width\", \"age_of_car\",\n SUM(CAST(\"length\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"length\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"length\" AS REAL))) OVER (PARTITION BY \"width\") AS \"share_within_group\"\nFROM \"m2\"\nGROUP BY \"width\", \"age_of_car\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"width\\\", \\\"age_of_car\\\",\\n SUM(CAST(\\\"length\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"length\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"length\\\" AS REAL))) OVER (PARTITION BY \\\"width\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"width\\\", \\\"age_of_car\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"width\", \"age_of_car\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"width\": \"1515\", \"age_of_car\": \"0.01\", \"total_measure\": 12849850.0, \"share_within_group\": 24.953170992774954}, {\"width\": \"1515\", \"age_of_car\": \"0\", \"total_measure\": 11661325.0, \"share_within_group\": 22.645169922397645}, {\"width\": \"1515\", \"age_of_car\": \"0.02\", \"total_measure\": 8660730.0, \"share_within_group\": 16.81830345196682}, {\"width\": \"1515\", \"age_of_car\": \"0.03\", \"total_measure\": 5980520.0, \"share_within_group\": 11.613593791811613}, {\"width\": \"1811\", \"age_of_car\": \"0.13\", \"total_measure\": 127776.0, \"share_within_group\": 8.81542699724518}, {\"width\": \"1475\", \"age_of_car\": \"0.01\", \"total_measure\": 382200.0, \"share_within_group\": 8.602150537634408}, {\"width\": \"1475\", \"age_of_car\": \"0\", \"total_measure\": 378525.0, \"share_within_group\": 8.519437551695615}, {\"width\": \"1755\", \"age_of_car\": \"0.01\", \"total_measure\": 542640.0, \"share_within_group\": 8.51063829787234}, {\"width\": \"1695\", \"age_of_car\": \"0.07\", \"total_measure\": 707115.0, \"share_within_group\": 8.37275307473983}, {\"width\": \"1620\", \"age_of_car\": \"0.02\", \"total_measure\": 1268285.0, \"share_within_group\": 8.31536065180925}, {\"width\": \"1811\", \"age_of_car\": \"0.11\", \"total_measure\": 115797.0, \"share_within_group\": 7.988980716253444}, {\"width\": \"1620\", \"age_of_car\": \"0.01\", \"total_measure\": 1209805.0, \"share_within_group\": 7.931943445962138}, {\"width\": \"1811\", \"age_of_car\": \"0.14\", \"total_measure\": 111804.0, \"share_within_group\": 7.7134986225895315}, {\"width\": \"1695\", \"age_of_car\": \"0.03\", \"total_measure\": 651185.0, \"share_within_group\": 7.710501419110691}, {\"width\": \"1620\", \"age_of_car\": \"0.03\", \"total_measure\": 1165945.0, \"share_within_group\": 7.644380541576803}, {\"width\": \"1515\", \"age_of_car\": \"0.04\", \"total_measure\": 3906630.0, \"share_within_group\": 7.586299170457586}, {\"width\": \"1695\", \"age_of_car\": \"0.01\", \"total_measure\": 639200.0, \"share_within_group\": 7.5685903500473035}, {\"width\": \"1579\", \"age_of_car\": \"0.05\", \"total_measure\": 656656.0, \"share_within_group\": 7.41677201854193}, {\"width\": \"1745\", \"age_of_car\": \"0.09\", \"total_measure\": 861840.0, \"share_within_group\": 7.346938775510204}, {\"width\": \"1745\", \"age_of_car\": \"0.1\", \"total_measure\": 861840.0, \"share_within_group\": 7.346938775510204}, {\"width\": \"1579\", \"age_of_car\": \"0.07\", \"total_measure\": 649194.0, \"share_within_group\": 7.332490518331226}, {\"width\": \"1579\", \"age_of_car\": \"0.04\", \"total_measure\": 645463.0, \"share_within_group\": 7.290349768225874}, {\"width\": \"1745\", \"age_of_car\": \"0.05\", \"total_measure\": 845880.0, \"share_within_group\": 7.210884353741497}, {\"width\": \"1695\", \"age_of_car\": \"0.04\", \"total_measure\": 603245.0, \"share_within_group\": 7.142857142857143}, {\"width\": \"1755\", \"age_of_car\": \"0.02\", \"total_measure\": 454860.0, \"share_within_group\": 7.133917396745932}, {\"width\": \"1620\", \"age_of_car\": \"0.04\", \"total_measure\": 1085535.0, \"share_within_group\": 7.1171818835370235}, {\"width\": \"1695\", \"age_of_car\": \"0.05\", \"total_measure\": 599250.0, \"share_within_group\": 7.095553453169347}, {\"width\": \"1579\", \"age_of_car\": \"0.06\", \"total_measure\": 623077.0, \"share_within_group\": 7.0375052675937635}, {\"width\": \"1695\", \"age_of_car\": \"0.02\", \"total_measure\": 587265.0, \"share_within_group\": 6.953642384105961}, {\"width\": \"1579\", \"age_of_car\": \"0.02\", \"total_measure\": 615615.0, \"share_within_group\": 6.95322376738306}, {\"width\": \"1620\", \"age_of_car\": \"0.05\", \"total_measure\": 1059950.0, \"share_within_group\": 6.949436855978912}, {\"width\": \"1735\", \"age_of_car\": \"0.1\", \"total_measure\": 3908485.0, \"share_within_group\": 6.823076944562571}, {\"width\": \"1745\", \"age_of_car\": \"0.06\", \"total_measure\": 798000.0, \"share_within_group\": 6.802721088435374}, {\"width\": \"1475\", \"age_of_car\": \"0.03\", \"total_measure\": 301350.0, \"share_within_group\": 6.782464846980976}, {\"width\": \"1695\", \"age_of_car\": \"0.06\", \"total_measure\": 571285.0, \"share_within_group\": 6.764427625354777}, {\"width\": \"1579\", \"age_of_car\": \"0.1\", \"total_measure\": 593229.0, \"share_within_group\": 6.700379266750948}, {\"width\": \"1475\", \"age_of_car\": \"0.1\", \"total_measure\": 297675.0, \"share_within_group\": 6.699751861042183}, {\"width\": \"1755\", \"age_of_car\": \"0.03\", \"total_measure\": 422940.0, \"share_within_group\": 6.633291614518147}, {\"width\": \"1475\", \"age_of_car\": \"0.02\", \"total_measure\": 286650.0, \"share_within_group\": 6.451612903225806}, {\"width\": \"1475\", \"age_of_car\": \"0.09\", \"total_measure\": 286650.0, \"share_within_group\": 6.451612903225806}, {\"width\": \"1755\", \"age_of_car\": \"0.04\", \"total_measure\": 410970.0, \"share_within_group\": 6.4455569461827285}, {\"width\": \"1579\", \"age_of_car\": \"0.01\", \"total_measure\": 567112.0, \"share_within_group\": 6.405394016013485}, {\"width\": \"1620\", \"age_of_car\": \"0.1\", \"total_measure\": 975885.0, \"share_within_group\": 6.398274622573688}, {\"width\": \"1695\", \"age_of_car\": \"0.09\", \"total_measure\": 539325.0, \"share_within_group\": 6.385998107852412}, {\"width\": \"1790\", \"age_of_car\": \"0.1\", \"total_measure\": 3844200.0, \"share_within_group\": 6.377514624054787}, {\"width\": \"1745\", \"age_of_car\": \"0.07\", \"total_measure\": 746130.0, \"share_within_group\": 6.360544217687075}, {\"width\": \"1811\", \"age_of_car\": \"0.1\", \"total_measure\": 91839.0, \"share_within_group\": 6.336088154269972}, {\"width\": \"1579\", \"age_of_car\": \"0.08\", \"total_measure\": 552188.0, \"share_within_group\": 6.236831015592077}, {\"width\": \"1745\", \"age_of_car\": \"0.08\", \"total_measure\": 730170.0, \"share_within_group\": 6.224489795918367}, {\"width\": \"1620\", \"age_of_car\": \"0.06\", \"total_measure\": 946645.0, \"share_within_group\": 6.206566019650132}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 27.65}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5569953e650083642705e98f00e74c6c06917d86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:34:58.693126+00:00", + "ended_at": "2026-05-26T00:35:24.718335+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_ecbaff2881db56e5", + "problem_id": "v2p_m2_c38111800ac0df2c", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=width, measure_col=length.", + "bindings": { + "group_col": "width", + "measure_col": "length", + "item_col": "age_of_car", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3995.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=25" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ecbaff2881db56e5.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_ecbaff2881db56e5", + "api_calls": 0, + "input_tokens": 29599, + "cached_input_tokens": 29056, + "output_tokens": 1141, + "total_tokens": 30740, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6304, + "estimated_output_tokens": 165, + "estimated_total_tokens": 6469, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25985.96, + "sql_execution_elapsed_ms_total": 27.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..909b3d5d775cf65828fedb7b06288e8eaa7074d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:35:24.689201+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 25985.96, "started_at": "2026-05-26T00:34:58.698803+00:00", "ended_at": "2026-05-26T00:35:24.685018+00:00", "prompt_metrics": {"chars": 21931, "bytes_utf8": 21931, "lines": 626, "estimated_tokens": 6304}, "response_metrics": {"chars": 604, "bytes_utf8": 604, "lines": 1, "estimated_tokens": 165}, "usage": {"input_tokens": 29599, "cached_input_tokens": 29056, "output_tokens": 1141, "reasoning_output_tokens": 970}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"width\\\", \\\"age_of_car\\\",\\n SUM(CAST(\\\"length\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"length\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"length\\\" AS REAL))) OVER (PARTITION BY \\\"width\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"width\\\", \\\"age_of_car\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"width\\\", item_col=\\\"age_of_car\\\", and measure_col=\\\"length\\\". Since \\\"length\\\" is stored as TEXT in SQLite, it is cast to REAL before aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a3abcebfe3b5cc392bcd9c7240868d0d24b3a8bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ecbaff2881db56e5/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_ecbaff2881db56e5", + "api_calls": 0, + "input_tokens": 29599, + "cached_input_tokens": 29056, + "output_tokens": 1141, + "total_tokens": 30740, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6304, + "estimated_output_tokens": 165, + "estimated_total_tokens": 6469, + 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+1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21987, "bytes_utf8": 21987, "lines": 626, "estimated_tokens": 6321}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 717, "bytes_utf8": 717, "lines": 1, "estimated_tokens": 200}, "usage": {"input_tokens": 29616, "cached_input_tokens": 29056, "output_tokens": 1240, "reasoning_output_tokens": 1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/session_summary.json new file mode 100644 index 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"conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2fc13bb8eba8c8acda5ad35b74ac6f4b26c4aa57 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:35:24.722169+00:00", + "ended_at": "2026-05-26T00:35:51.657164+00:00", + "elapsed_ms": 26934.71, + "prompt_metrics": { + "chars": 21987, + "bytes_utf8": 21987, + "lines": 626, + "estimated_tokens": 6321 + }, + "stdout_metrics": { + "chars": 1103, + "bytes_utf8": 1103, + "lines": 4, + "estimated_tokens": 338 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 106 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 717, + "bytes_utf8": 717, + "lines": 1, + "estimated_tokens": 200 + }, + "usage": { + "input_tokens": 29616, + "cached_input_tokens": 29056, + "output_tokens": 1240, + "reasoning_output_tokens": 1034 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..39044b9fa1c06801b6ada84bdf93f37eab7daa1d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_rear_window_washer, measure_col=policy_tenure.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "is_rear_window_washer", + "measure_col": "policy_tenure", + "item_col": "policy_tenure", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.039104, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..21a7a98247cf30c79c9052dff407cdb0b9dea824 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b5-2fdc-7db0-8393-9d56cdadba8e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"is_rear_window_washer\\\", \\\"policy_tenure\\\",\\n SUM(CAST(\\\"policy_tenure\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"policy_tenure\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"policy_tenure\\\" AS REAL))) OVER (PARTITION BY \\\"is_rear_window_washer\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_rear_window_washer\\\", \\\"policy_tenure\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the planned Within-Group Share of Total template with group_col=\\\"is_rear_window_washer\\\", item_col=\\\"policy_tenure\\\", and measure_col=\\\"policy_tenure\\\". CAST(\\\"policy_tenure\\\" AS REAL) is used because SQLite stores this column as TEXT in the provided schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29616,"cached_input_tokens":29056,"output_tokens":1240,"reasoning_output_tokens":1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cb233026d45906358c8682ea06b817511abee5d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"is_rear_window_washer\", \"policy_tenure\",\n SUM(CAST(\"policy_tenure\" AS REAL)) AS total_measure,\n SUM(CAST(\"policy_tenure\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"policy_tenure\" AS REAL))) OVER (PARTITION BY \"is_rear_window_washer\") AS share_within_group\nFROM \"m2\"\nGROUP BY \"is_rear_window_washer\", \"policy_tenure\"\nORDER BY share_within_group DESC;","notes":"Applied the planned Within-Group Share of Total template with group_col=\"is_rear_window_washer\", item_col=\"policy_tenure\", and measure_col=\"policy_tenure\". CAST(\"policy_tenure\" AS REAL) is used because SQLite stores this column as TEXT in the provided schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..eea3b1a8e04f895d59c2a81fc8ea7f601118e6a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:35:50.915659Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61b5-2fdc-7db0-8393-9d56cdadba8e.1779755724764792000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0ac2725f5b9784c3a96b573826ba93ff8dea0cf0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_rear_window_washer, measure_col=policy_tenure. +Result preview: [{"is_rear_window_washer": "Yes", "policy_tenure": "1.34816885255766", "total_measure": 1.34816885255766, "share_within_group": 0.011712418644269666}, {"is_rear_window_washer": "Yes", "policy_tenure": "1.34477758705525", "total_measure": 1.34477758705525, "share_within_group": 0.011682956517754325}, {"is_rear_window_washer": "Yes", "policy_tenure": "1.34242241036834", "total_measure": 1.34242241036834, "share_within_group": 0.011662495567862193}, {"is_rear_window_washer": "Yes", "policy_tenure": "1.32813030838181", "total_measure": 1.32813030838181, "share_within_group": 0.011538330793208583}, {"is_rear_window_washer": "Yes", "policy_tenure": "1.29099233003371", "total_measure": 1.29099233003371, "share_within_group": 0.011215689049046077}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6ce9cd018d24569f797594cef6b7e3f3b587d8e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_ed65733ab7cad5c3 +-- problem_id: v2p_m2_8039b5619c23e34c +-- realization_mode: agent +-- source_kind: agent +SELECT "is_rear_window_washer", "policy_tenure", + SUM(CAST("policy_tenure" AS REAL)) AS total_measure, + SUM(CAST("policy_tenure" AS REAL)) * 100.0 / SUM(SUM(CAST("policy_tenure" AS REAL))) OVER (PARTITION BY "is_rear_window_washer") AS share_within_group +FROM "m2" +GROUP BY "is_rear_window_washer", "policy_tenure" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..29952e8418d3a697fffc7b54ed9d70df426f10f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"is_rear_window_washer\", \"policy_tenure\",\n SUM(CAST(\"policy_tenure\" AS REAL)) AS total_measure,\n SUM(CAST(\"policy_tenure\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"policy_tenure\" AS REAL))) OVER (PARTITION BY \"is_rear_window_washer\") AS share_within_group\nFROM \"m2\"\nGROUP BY \"is_rear_window_washer\", \"policy_tenure\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"is_rear_window_washer\\\", \\\"policy_tenure\\\",\\n SUM(CAST(\\\"policy_tenure\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"policy_tenure\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"policy_tenure\\\" AS REAL))) OVER (PARTITION BY \\\"is_rear_window_washer\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_rear_window_washer\\\", \\\"policy_tenure\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"is_rear_window_washer\", \"policy_tenure\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.34816885255766\", \"total_measure\": 1.34816885255766, \"share_within_group\": 0.011712418644269666}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.34477758705525\", \"total_measure\": 1.34477758705525, \"share_within_group\": 0.011682956517754325}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.34242241036834\", \"total_measure\": 1.34242241036834, \"share_within_group\": 0.011662495567862193}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.32813030838181\", \"total_measure\": 1.32813030838181, \"share_within_group\": 0.011538330793208583}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.29099233003371\", \"total_measure\": 1.29099233003371, \"share_within_group\": 0.011215689049046077}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.26250953346714\", \"total_measure\": 1.26250953346714, \"share_within_group\": 0.010968240491757167}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.25803090879435\", \"total_measure\": 1.25803090879435, \"share_within_group\": 0.010929331769738591}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.25023015853154\", \"total_measure\": 1.25023015853154, \"share_within_group\": 0.010861561584539539}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24998264113548\", \"total_measure\": 1.24998264113548, \"share_within_group\": 0.010859411240123188}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24995783695969\", \"total_measure\": 1.24995783695969, \"share_within_group\": 0.010859195750134358}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24991775111105\", \"total_measure\": 1.24991775111105, \"share_within_group\": 0.01085884749832592}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24983637684123\", \"total_measure\": 1.24983637684123, \"share_within_group\": 0.010858140547180152}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24982241802399\", \"total_measure\": 1.24982241802399, \"share_within_group\": 0.010858019277866606}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24982051701787\", \"total_measure\": 1.24982051701787, \"share_within_group\": 0.010858002762591476}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24978453110349\", \"total_measure\": 1.24978453110349, \"share_within_group\": 0.01085769012957543}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24973536957045\", \"total_measure\": 1.24973536957045, \"share_within_group\": 0.010857263031400697}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24966437688924\", \"total_measure\": 1.24966437688924, \"share_within_group\": 0.010856646271859461}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24957033642655\", \"total_measure\": 1.24957033642655, \"share_within_group\": 0.01085582928126779}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24938888462834\", \"total_measure\": 1.24938888462834, \"share_within_group\": 0.010854252891618704}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24919545221151\", \"total_measure\": 1.24919545221151, \"share_within_group\": 0.010852572418552598}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24911665313009\", \"total_measure\": 1.24911665313009, \"share_within_group\": 0.0108518878397414}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24906472340291\", \"total_measure\": 1.24906472340291, \"share_within_group\": 0.010851436692465851}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24899122483752\", \"total_measure\": 1.24899122483752, \"share_within_group\": 0.010850798162680825}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24893050095288\", \"total_measure\": 1.24893050095288, \"share_within_group\": 0.010850270614846396}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24892549653783\", \"total_measure\": 1.24892549653783, \"share_within_group\": 0.010850227138241799}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24891007510646\", \"total_measure\": 1.24891007510646, \"share_within_group\": 0.010850093162249134}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24883721385521\", \"total_measure\": 1.24883721385521, \"share_within_group\": 0.010849460169226067}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.2487520694002\", \"total_measure\": 1.2487520694002, \"share_within_group\": 0.010848720464032298}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24874555599999\", \"total_measure\": 1.24874555599999, \"share_within_group\": 0.01084866387789332}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24866530552302\", \"total_measure\": 1.24866530552302, \"share_within_group\": 0.010847966689866099}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24864835753267\", \"total_measure\": 1.24864835753267, \"share_within_group\": 0.010847819451663864}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24857579485504\", \"total_measure\": 1.24857579485504, \"share_within_group\": 0.010847189052543801}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24856822917354\", \"total_measure\": 1.24856822917354, \"share_within_group\": 0.010847123324553655}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24853797135661\", \"total_measure\": 1.24853797135661, \"share_within_group\": 0.010846860455241348}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24851218222759\", \"total_measure\": 1.24851218222759, \"share_within_group\": 0.010846636408323944}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24849800643909\", \"total_measure\": 1.24849800643909, \"share_within_group\": 0.01084651325404011}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24844537776162\", \"total_measure\": 1.24844537776162, \"share_within_group\": 0.010846056034529324}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24843838317874\", \"total_measure\": 1.24843838317874, \"share_within_group\": 0.010845995268043897}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24837706245095\", \"total_measure\": 1.24837706245095, \"share_within_group\": 0.010845462535045293}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24828764136058\", \"total_measure\": 1.24828764136058, \"share_within_group\": 0.010844685675941884}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24828622200768\", \"total_measure\": 1.24828622200768, \"share_within_group\": 0.010844673345101176}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24827761280314\", \"total_measure\": 1.24827761280314, \"share_within_group\": 0.010844598551348469}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24822396723246\", \"total_measure\": 1.24822396723246, \"share_within_group\": 0.010844132497425754}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24819601422566\", \"total_measure\": 1.24819601422566, \"share_within_group\": 0.01084388965149634}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24811760288417\", \"total_measure\": 1.24811760288417, \"share_within_group\": 0.010843208441233806}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.248090880762\", \"total_measure\": 1.248090880762, \"share_within_group\": 0.010842976288798802}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24808278363305\", \"total_measure\": 1.24808278363305, \"share_within_group\": 0.010842905943779407}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24803434336503\", \"total_measure\": 1.24803434336503, \"share_within_group\": 0.010842485111702466}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.2479740917089\", \"total_measure\": 1.2479740917089, \"share_within_group\": 0.010841961666423882}, {\"is_rear_window_washer\": \"Yes\", \"policy_tenure\": \"1.24796159542916\", \"total_measure\": 1.24796159542916, \"share_within_group\": 0.01084185310312372}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 161.28}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b665c9aa7d399b57d422db12790943de8aefbee3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:35:24.718661+00:00", + "ended_at": "2026-05-26T00:35:51.831425+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_ed65733ab7cad5c3", + "problem_id": "v2p_m2_8039b5619c23e34c", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=is_rear_window_washer, measure_col=policy_tenure.", + "bindings": { + "group_col": "is_rear_window_washer", + "measure_col": "policy_tenure", + "item_col": "policy_tenure", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.039104, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=30" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ed65733ab7cad5c3.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_ed65733ab7cad5c3", + "api_calls": 0, + "input_tokens": 29616, + "cached_input_tokens": 29056, + "output_tokens": 1240, + "total_tokens": 30856, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6321, + "estimated_output_tokens": 200, + "estimated_total_tokens": 6521, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26934.71, + "sql_execution_elapsed_ms_total": 161.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7249377d90a151af38220de3933143c5724fa4d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:35:51.661342+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 26934.71, "started_at": "2026-05-26T00:35:24.722169+00:00", "ended_at": "2026-05-26T00:35:51.657164+00:00", "prompt_metrics": {"chars": 21987, "bytes_utf8": 21987, "lines": 626, "estimated_tokens": 6321}, "response_metrics": {"chars": 717, "bytes_utf8": 717, "lines": 1, "estimated_tokens": 200}, "usage": {"input_tokens": 29616, "cached_input_tokens": 29056, "output_tokens": 1240, "reasoning_output_tokens": 1034}, "stderr_preview": "2026-05-26T00:35:50.915659Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61b5-2fdc-7db0-8393-9d56cdadba8e.1779755724764792000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"is_rear_window_washer\\\", \\\"policy_tenure\\\",\\n SUM(CAST(\\\"policy_tenure\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"policy_tenure\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"policy_tenure\\\" AS REAL))) OVER (PARTITION BY \\\"is_rear_window_washer\\\") AS share_within_group\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_rear_window_washer\\\", \\\"policy_tenure\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the planned Within-Group Share of Total template with group_col=\\\"is_rear_window_washer\\\", item_col=\\\"policy_tenure\\\", and measure_col=\\\"policy_tenure\\\". CAST(\\\"policy_tenure\\\" AS REAL) is used because SQLite stores this column as TEXT in the provided schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9cc04e545bf922ad266407d6b5d8383d346be1c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_ed65733ab7cad5c3", + "api_calls": 0, + "input_tokens": 29616, + "cached_input_tokens": 29056, + "output_tokens": 1240, + "total_tokens": 30856, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6321, + "estimated_output_tokens": 200, + "estimated_total_tokens": 6521, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26934.71, + "sql_execution_elapsed_ms_total": 161.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ed65733ab7cad5c3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8a92ea5580966608b9b286f0e99051677650cc6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21811, "bytes_utf8": 21811, "lines": 627, "estimated_tokens": 6256}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 394, "bytes_utf8": 394, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 29551, "cached_input_tokens": 4480, "output_tokens": 627, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b7f438aacc94ce04ce8f64d99889dc5d3bc8bffc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_ee38b66f5b626381", + "api_calls": 0, + "input_tokens": 29551, + "cached_input_tokens": 4480, + "output_tokens": 627, + "total_tokens": 30178, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6256, + "estimated_output_tokens": 105, + "estimated_total_tokens": 6361, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15811.66, + "sql_execution_elapsed_ms_total": 30.75, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2c0192a2898c4260f3ed0217ae67e36e11bfb55b --- /dev/null +++ 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"input_tokens": 29551, + "cached_input_tokens": 4480, + "output_tokens": 627, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..dfd48902018bc2ec3af5d700cf38a7d31f1e5701 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=displacement, condition_col=is_brake_assist.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "displacement", + "condition_col": "is_brake_assist", + "condition_value": "Yes", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1635.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8e4dbfa6647055aead342fe657edb73f2c0d40ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b5-99c8-70c1-acfd-904f8f42b2b0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"displacement\\\",\\n AVG(CASE WHEN \\\"is_brake_assist\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"displacement\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-displacement proportion of rows where \\\"is_brake_assist\\\" is 'Yes' using the planned grouped condition rate template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29551,"cached_input_tokens":4480,"output_tokens":627,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8e257d8b123d51ccd17233a36642c81eb888ee0f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"displacement\",\n AVG(CASE WHEN \"is_brake_assist\" = 'Yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"displacement\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the within-displacement proportion of rows where \"is_brake_assist\" is 'Yes' using the planned grouped condition rate template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..770d56e0b3b56a130c0b5cb64527764eb4230727 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=displacement, condition_col=is_brake_assist. +Result preview: [{"displacement": "1493", "condition_rate": 1.0}, {"displacement": "1199", "condition_rate": 1.0}, {"displacement": "1197", "condition_rate": 1.0}, {"displacement": "999", "condition_rate": 0.0}, {"displacement": "998", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..94a1844123e731ea7da374f532389661b308232a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_ee38b66f5b626381 +-- problem_id: v2p_m2_62249a3a83e09754 +-- realization_mode: agent +-- source_kind: agent +SELECT "displacement", + AVG(CASE WHEN "is_brake_assist" = 'Yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "displacement" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..94bf20ca318b43ccc8e0b309efeacc39d7736412 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"displacement\",\n AVG(CASE WHEN \"is_brake_assist\" = 'Yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"displacement\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"displacement\\\",\\n AVG(CASE WHEN \\\"is_brake_assist\\\" = 'Yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"displacement\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"displacement\", \"condition_rate\"], \"rows\": [{\"displacement\": \"1493\", \"condition_rate\": 1.0}, {\"displacement\": \"1199\", \"condition_rate\": 1.0}, {\"displacement\": \"1197\", \"condition_rate\": 1.0}, {\"displacement\": \"999\", \"condition_rate\": 0.0}, {\"displacement\": \"998\", \"condition_rate\": 0.0}, {\"displacement\": \"796\", \"condition_rate\": 0.0}, {\"displacement\": \"1498\", \"condition_rate\": 0.0}, {\"displacement\": \"1497\", \"condition_rate\": 0.0}, {\"displacement\": \"1196\", \"condition_rate\": 0.0}], \"row_count_returned\": 9, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 30.75}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a8981efaca8ded9e39eeec730733f20ac242360e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ee38b66f5b626381/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:35:51.831777+00:00", + "ended_at": "2026-05-26T00:36:07.684352+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_ee38b66f5b626381", + "problem_id": "v2p_m2_62249a3a83e09754", + "dataset_id": "m2", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=displacement, condition_col=is_brake_assist.", + "bindings": { + "group_col": "displacement", + "condition_col": "is_brake_assist", + "condition_value": "Yes", + "positive_value": "Yes", + "negative_value": "No", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1635.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ee38b66f5b626381.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_ee38b66f5b626381", + "api_calls": 0, + "input_tokens": 29551, + "cached_input_tokens": 4480, + "output_tokens": 627, + "total_tokens": 30178, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..71a5883f37e31b9db941e28b138f84c3b4522fde --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_f5b51d8093eb53a5", + "api_calls": 0, + "input_tokens": 29556, + "cached_input_tokens": 28032, + "output_tokens": 1126, + 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"chars": 431, + "bytes_utf8": 431, + "lines": 1, + "estimated_tokens": 123 + }, + "usage": { + "input_tokens": 29556, + "cached_input_tokens": 28032, + "output_tokens": 1126, + "reasoning_output_tokens": 997 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8a901e6be4909fec1bcb623fed9dd7cc97cca5dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,627 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=is_parking_sensors, condition_col=is_rear_window_wiper.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "is_parking_sensors", + "condition_col": "is_rear_window_wiper", + "condition_value": "No", + "positive_value": "No", + "negative_value": "Yes", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..48a46878dfac3420c6b80ff2d8597debd2b45807 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b5-d7b0-7a72-9e02-6169b98e557b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"is_parking_sensors\\\",\\n AVG(CASE WHEN \\\"is_rear_window_wiper\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_parking_sensors\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Grouped condition rate query using \\\"is_parking_sensors\\\" as the grouping field and the share of rows where \\\"is_rear_window_wiper\\\" = 'No' as the measured rate.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29556,"cached_input_tokens":28032,"output_tokens":1126,"reasoning_output_tokens":997}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..01b2c69f674352bcaa6efb8cba30dcb92e486ee8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"is_parking_sensors\",\n AVG(CASE WHEN \"is_rear_window_wiper\" = 'No' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"is_parking_sensors\"\nORDER BY \"condition_rate\" DESC;","notes":"Grouped condition rate query using \"is_parking_sensors\" as the grouping field and the share of rows where \"is_rear_window_wiper\" = 'No' as the measured rate."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..df41664e0b49a868cf879393be70fe0131af0b89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=is_parking_sensors, condition_col=is_rear_window_wiper. +Result preview: [{"is_parking_sensors": "No", "condition_rate": 1.0}, {"is_parking_sensors": "Yes", "condition_rate": 0.698358206300361}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7f90b02b547c21f112af918c465c159112c32db9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_f5b51d8093eb53a5 +-- problem_id: v2p_m2_fe755a2b2d6c4100 +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_parking_sensors", + AVG(CASE WHEN "is_rear_window_wiper" = 'No' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "is_parking_sensors" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a85db123ccde359970170ac031002257c32cb1ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"is_parking_sensors\",\n AVG(CASE WHEN \"is_rear_window_wiper\" = 'No' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m2\"\nGROUP BY \"is_parking_sensors\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"is_parking_sensors\\\",\\n AVG(CASE WHEN \\\"is_rear_window_wiper\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_parking_sensors\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"is_parking_sensors\", \"condition_rate\"], \"rows\": [{\"is_parking_sensors\": \"No\", \"condition_rate\": 1.0}, {\"is_parking_sensors\": \"Yes\", \"condition_rate\": 0.698358206300361}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 33.22}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..737205c22e103fb43f37ac260010fae5a7b8ec93 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:36:07.684716+00:00", + "ended_at": "2026-05-26T00:36:32.978450+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_f5b51d8093eb53a5", + "problem_id": "v2p_m2_fe755a2b2d6c4100", + "dataset_id": "m2", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=is_parking_sensors, condition_col=is_rear_window_wiper.", + "bindings": { + "group_col": "is_parking_sensors", + "condition_col": "is_rear_window_wiper", + "condition_value": "No", + "positive_value": "No", + "negative_value": "Yes", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=99" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_f5b51d8093eb53a5.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_f5b51d8093eb53a5", + "api_calls": 0, + "input_tokens": 29556, + "cached_input_tokens": 28032, + "output_tokens": 1126, + "total_tokens": 30682, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6261, + "estimated_output_tokens": 123, + "estimated_total_tokens": 6384, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25246.68, + "sql_execution_elapsed_ms_total": 33.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a122154316f4f5acf92fad3bae17196b8be740e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:36:32.942631+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 25246.68, "started_at": "2026-05-26T00:36:07.688651+00:00", "ended_at": "2026-05-26T00:36:32.935579+00:00", "prompt_metrics": {"chars": 21815, "bytes_utf8": 21815, "lines": 627, "estimated_tokens": 6261}, "response_metrics": {"chars": 431, "bytes_utf8": 431, "lines": 1, "estimated_tokens": 123}, "usage": {"input_tokens": 29556, "cached_input_tokens": 28032, "output_tokens": 1126, "reasoning_output_tokens": 997}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"is_parking_sensors\\\",\\n AVG(CASE WHEN \\\"is_rear_window_wiper\\\" = 'No' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"is_parking_sensors\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Grouped condition rate query using \\\"is_parking_sensors\\\" as the grouping field and the share of rows where \\\"is_rear_window_wiper\\\" = 'No' as the measured rate.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f3691050a108706b184f4b476c6b2bb8ed5ae054 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_f5b51d8093eb53a5/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": 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"chars": 596, + "bytes_utf8": 596, + "lines": 1, + "estimated_tokens": 154 + }, + "usage": { + "input_tokens": 29601, + "cached_input_tokens": 29056, + "output_tokens": 1194, + "reasoning_output_tokens": 1034 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1a75fcde570537f6bb785aecf30cd396de9a04d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=gross_weight, measure_col=height.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "gross_weight", + "measure_col": "height", + "item_col": "area_cluster", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1530.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c40fe29e33183f656b75f67056cb3e1fc8a4f65d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b6-3a8b-7eb3-a6d0-25d2cbcfadd0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"gross_weight\\\", \\\"area_cluster\\\",\\n SUM(CAST(\\\"height\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"height\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"height\\\" AS REAL))) OVER (PARTITION BY \\\"gross_weight\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"gross_weight\\\", \\\"area_cluster\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the requested template with group_col=\\\"gross_weight\\\", item_col=\\\"area_cluster\\\", and measure_col=\\\"height\\\". Cast \\\"height\\\" from TEXT to REAL for SQLite-compatible aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29601,"cached_input_tokens":29056,"output_tokens":1194,"reasoning_output_tokens":1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ef6c8237dda876e9be7ec1041190dedc13b089ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"gross_weight\", \"area_cluster\",\n SUM(CAST(\"height\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"height\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"height\" AS REAL))) OVER (PARTITION BY \"gross_weight\") AS \"share_within_group\"\nFROM \"m2\"\nGROUP BY \"gross_weight\", \"area_cluster\"\nORDER BY \"share_within_group\" DESC;","notes":"Used the requested template with group_col=\"gross_weight\", item_col=\"area_cluster\", and measure_col=\"height\". Cast \"height\" from TEXT to REAL for SQLite-compatible aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..fcc288fbcd68c51b05da4e33469488d87d2ab8b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=gross_weight, measure_col=height. +Result preview: [{"gross_weight": "1720", "area_cluster": "C8", "total_measure": 7682865.0, "share_within_group": 33.52118704522756}, {"gross_weight": "1335", "area_cluster": "C8", "total_measure": 7421325.0, "share_within_group": 32.67365899016795}, {"gross_weight": "1660", "area_cluster": "C8", "total_measure": 160600.0, "share_within_group": 27.548209366391184}, {"gross_weight": "1410", "area_cluster": "C8", "total_measure": 1131000.0, "share_within_group": 25.64625850340136}, {"gross_weight": "1490", "area_cluster": "C8", "total_measure": 610723.0, "share_within_group": 25.093867334167708}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7cca393236593f720d59d564110eccb2d5ed4fa2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_fc64d633e29e7c8b +-- problem_id: v2p_m2_5b2a41deefea6003 +-- realization_mode: agent +-- source_kind: agent +SELECT "gross_weight", "area_cluster", + SUM(CAST("height" AS REAL)) AS "total_measure", + SUM(CAST("height" AS REAL)) * 100.0 / SUM(SUM(CAST("height" AS REAL))) OVER (PARTITION BY "gross_weight") AS "share_within_group" +FROM "m2" +GROUP BY "gross_weight", "area_cluster" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0ca05887b88fe64e9dfeea3eadbd66a64173b11a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"gross_weight\", \"area_cluster\",\n SUM(CAST(\"height\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"height\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"height\" AS REAL))) OVER (PARTITION BY \"gross_weight\") AS \"share_within_group\"\nFROM \"m2\"\nGROUP BY \"gross_weight\", \"area_cluster\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"gross_weight\\\", \\\"area_cluster\\\",\\n SUM(CAST(\\\"height\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"height\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"height\\\" AS REAL))) OVER (PARTITION BY \\\"gross_weight\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"gross_weight\\\", \\\"area_cluster\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"gross_weight\", \"area_cluster\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"gross_weight\": \"1720\", \"area_cluster\": \"C8\", \"total_measure\": 7682865.0, \"share_within_group\": 33.52118704522756}, {\"gross_weight\": \"1335\", \"area_cluster\": \"C8\", \"total_measure\": 7421325.0, \"share_within_group\": 32.67365899016795}, {\"gross_weight\": \"1660\", \"area_cluster\": \"C8\", \"total_measure\": 160600.0, \"share_within_group\": 27.548209366391184}, {\"gross_weight\": \"1410\", \"area_cluster\": \"C8\", \"total_measure\": 1131000.0, \"share_within_group\": 25.64625850340136}, {\"gross_weight\": \"1490\", \"area_cluster\": \"C8\", \"total_measure\": 610723.0, \"share_within_group\": 25.093867334167708}, {\"gross_weight\": \"1510\", \"area_cluster\": \"C8\", \"total_measure\": 538375.0, \"share_within_group\": 24.400330851943757}, {\"gross_weight\": \"1340\", \"area_cluster\": \"C8\", \"total_measure\": 1651550.0, \"share_within_group\": 23.628085310328302}, {\"gross_weight\": \"1155\", \"area_cluster\": \"C8\", \"total_measure\": 797150.0, \"share_within_group\": 22.545301306363253}, {\"gross_weight\": \"1051\", \"area_cluster\": \"C8\", \"total_measure\": 703969.0, \"share_within_group\": 22.185430463576157}, {\"gross_weight\": \"1185\", \"area_cluster\": \"C3\", \"total_measure\": 4877825.0, \"share_within_group\": 22.123360984747123}, {\"gross_weight\": \"1155\", \"area_cluster\": \"C2\", \"total_measure\": 622820.0, \"share_within_group\": 17.614833544037083}, {\"gross_weight\": \"1185\", \"area_cluster\": \"C5\", \"total_measure\": 3755350.0, \"share_within_group\": 17.032378913567033}, {\"gross_weight\": \"1510\", \"area_cluster\": \"C2\", \"total_measure\": 335800.0, \"share_within_group\": 15.2191894127378}, {\"gross_weight\": \"1660\", \"area_cluster\": \"C5\", \"total_measure\": 86724.0, \"share_within_group\": 14.87603305785124}, {\"gross_weight\": \"1051\", \"area_cluster\": \"C2\", \"total_measure\": 469813.0, \"share_within_group\": 14.806054872280038}, {\"gross_weight\": \"1490\", \"area_cluster\": \"C5\", \"total_measure\": 348767.0, \"share_within_group\": 14.330413016270338}, {\"gross_weight\": \"1490\", \"area_cluster\": \"C2\", \"total_measure\": 327445.0, \"share_within_group\": 13.454317897371714}, {\"gross_weight\": \"1340\", \"area_cluster\": \"C2\", \"total_measure\": 932975.0, \"share_within_group\": 13.3477114785526}, {\"gross_weight\": \"1660\", \"area_cluster\": \"C2\", \"total_measure\": 77088.0, \"share_within_group\": 13.223140495867769}, {\"gross_weight\": \"1155\", \"area_cluster\": \"C5\", \"total_measure\": 460410.0, \"share_within_group\": 13.02149178255373}, {\"gross_weight\": \"1335\", \"area_cluster\": \"C2\", \"total_measure\": 2910405.0, \"share_within_group\": 12.813558292256404}, {\"gross_weight\": \"1340\", \"area_cluster\": \"C5\", \"total_measure\": 884400.0, \"share_within_group\": 12.652767792954709}, {\"gross_weight\": \"1720\", \"area_cluster\": \"C2\", \"total_measure\": 2872695.0, \"share_within_group\": 12.53388500499358}, {\"gross_weight\": \"1051\", \"area_cluster\": \"C5\", \"total_measure\": 388759.0, \"share_within_group\": 12.251655629139073}, {\"gross_weight\": \"1410\", \"area_cluster\": \"C2\", \"total_measure\": 520500.0, \"share_within_group\": 11.802721088435375}, {\"gross_weight\": \"1510\", \"area_cluster\": \"C5\", \"total_measure\": 248200.0, \"share_within_group\": 11.248966087675765}, {\"gross_weight\": \"1660\", \"area_cluster\": \"C3\", \"total_measure\": 62634.0, \"share_within_group\": 10.743801652892563}, {\"gross_weight\": \"1185\", \"area_cluster\": \"C2\", \"total_measure\": 2358525.0, \"share_within_group\": 10.697083221835697}, {\"gross_weight\": \"1410\", \"area_cluster\": \"C5\", \"total_measure\": 451500.0, \"share_within_group\": 10.238095238095237}, {\"gross_weight\": \"1720\", \"area_cluster\": \"C5\", \"total_measure\": 2138580.0, \"share_within_group\": 9.330860322442573}, {\"gross_weight\": \"1335\", \"area_cluster\": \"C5\", \"total_measure\": 2001000.0, \"share_within_group\": 8.809746458930997}, {\"gross_weight\": \"1510\", \"area_cluster\": \"C3\", \"total_measure\": 193450.0, \"share_within_group\": 8.767576509511994}, {\"gross_weight\": \"1410\", \"area_cluster\": \"C14\", \"total_measure\": 376500.0, \"share_within_group\": 8.537414965986395}, {\"gross_weight\": \"1051\", \"area_cluster\": \"C14\", \"total_measure\": 267178.0, \"share_within_group\": 8.420056764427626}, {\"gross_weight\": \"1185\", \"area_cluster\": \"C10\", \"total_measure\": 1817200.0, \"share_within_group\": 8.241905271608243}, {\"gross_weight\": \"1490\", \"area_cluster\": \"C14\", \"total_measure\": 196467.0, \"share_within_group\": 8.07259073842303}, {\"gross_weight\": \"1340\", \"area_cluster\": \"C3\", \"total_measure\": 562800.0, \"share_within_group\": 8.05176132278936}, {\"gross_weight\": \"1340\", \"area_cluster\": \"C14\", \"total_measure\": 552750.0, \"share_within_group\": 7.907979870596693}, {\"gross_weight\": \"1720\", \"area_cluster\": \"C14\", \"total_measure\": 1751085.0, \"share_within_group\": 7.640176915394493}, {\"gross_weight\": \"1510\", \"area_cluster\": \"C14\", \"total_measure\": 167900.0, \"share_within_group\": 7.6095947063689}, {\"gross_weight\": \"1335\", \"area_cluster\": \"C14\", \"total_measure\": 1707615.0, \"share_within_group\": 7.518068565451001}, {\"gross_weight\": \"1720\", \"area_cluster\": \"C13\", \"total_measure\": 1628460.0, \"share_within_group\": 7.105150520759024}, {\"gross_weight\": \"1155\", \"area_cluster\": \"C13\", \"total_measure\": 247340.0, \"share_within_group\": 6.995364517488412}, {\"gross_weight\": \"1155\", \"area_cluster\": \"C3\", \"total_measure\": 244360.0, \"share_within_group\": 6.911083017277708}, {\"gross_weight\": \"1051\", \"area_cluster\": \"C3\", \"total_measure\": 208639.0, \"share_within_group\": 6.575212866603595}, {\"gross_weight\": \"1335\", \"area_cluster\": \"C13\", \"total_measure\": 1469340.0, \"share_within_group\": 6.469021920022824}, {\"gross_weight\": \"1720\", \"area_cluster\": \"C3\", \"total_measure\": 1464960.0, \"share_within_group\": 6.391781994578399}, {\"gross_weight\": \"1410\", \"area_cluster\": \"C13\", \"total_measure\": 280500.0, \"share_within_group\": 6.360544217687075}, {\"gross_weight\": \"1410\", \"area_cluster\": \"C3\", \"total_measure\": 280500.0, \"share_within_group\": 6.360544217687075}, {\"gross_weight\": \"1660\", \"area_cluster\": \"C10\", \"total_measure\": 36938.0, \"share_within_group\": 6.336088154269972}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 30.0}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a3f9a9b6d856faeb243153c4c5b87b04263eca35 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:36:32.979398+00:00", + "ended_at": "2026-05-26T00:36:59.211324+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_fc64d633e29e7c8b", + "problem_id": "v2p_m2_5b2a41deefea6003", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=gross_weight, measure_col=height.", + "bindings": { + "group_col": "gross_weight", + "measure_col": "height", + "item_col": "area_cluster", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1530.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=27" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_fc64d633e29e7c8b.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_fc64d633e29e7c8b", + "api_calls": 0, + "input_tokens": 29601, + "cached_input_tokens": 29056, + "output_tokens": 1194, + "total_tokens": 30795, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6306, + "estimated_output_tokens": 154, + "estimated_total_tokens": 6460, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26191.9, + "sql_execution_elapsed_ms_total": 30.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c05447472114fb6b8604dc6a510a6277e39ac702 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:36:59.179631+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 26191.9, "started_at": "2026-05-26T00:36:32.983220+00:00", "ended_at": "2026-05-26T00:36:59.175371+00:00", "prompt_metrics": {"chars": 21954, "bytes_utf8": 21954, "lines": 626, "estimated_tokens": 6306}, "response_metrics": {"chars": 596, "bytes_utf8": 596, "lines": 1, "estimated_tokens": 154}, "usage": {"input_tokens": 29601, "cached_input_tokens": 29056, "output_tokens": 1194, "reasoning_output_tokens": 1034}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"gross_weight\\\", \\\"area_cluster\\\",\\n SUM(CAST(\\\"height\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"height\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"height\\\" AS REAL))) OVER (PARTITION BY \\\"gross_weight\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"gross_weight\\\", \\\"area_cluster\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the requested template with group_col=\\\"gross_weight\\\", item_col=\\\"area_cluster\\\", and measure_col=\\\"height\\\". Cast \\\"height\\\" from TEXT to REAL for SQLite-compatible aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0b9bc4e7ff611bc284d697dc532ab6de0705f20e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_fc64d633e29e7c8b", + "api_calls": 0, + "input_tokens": 29601, + "cached_input_tokens": 29056, + "output_tokens": 1194, + "total_tokens": 30795, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6306, + "estimated_output_tokens": 154, + "estimated_total_tokens": 6460, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26191.9, + "sql_execution_elapsed_ms_total": 30.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_fc64d633e29e7c8b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1401e717878faf6567c182042c4c919ca65734bb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21942, "bytes_utf8": 21942, "lines": 626, "estimated_tokens": 6305}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 619, "bytes_utf8": 619, "lines": 1, "estimated_tokens": 163}, "usage": {"input_tokens": 29600, "cached_input_tokens": 29056, "output_tokens": 685, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..438a0e3e87d4d87f0efd875720bb48225a553184 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_ff08ae04bb5decd0", + "api_calls": 0, + "input_tokens": 29600, + "cached_input_tokens": 29056, + "output_tokens": 685, + "total_tokens": 30285, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6305, + "estimated_output_tokens": 163, + "estimated_total_tokens": 6468, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17434.72, + "sql_execution_elapsed_ms_total": 34.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4d2074a096875651100237c3ffc2770643bb0131 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:36:59.215410+00:00", + "ended_at": "2026-05-26T00:37:16.650310+00:00", + "elapsed_ms": 17434.72, + "prompt_metrics": { + "chars": 21942, + "bytes_utf8": 21942, + "lines": 626, + "estimated_tokens": 6305 + }, + "stdout_metrics": { + "chars": 1011, + "bytes_utf8": 1011, + "lines": 4, + "estimated_tokens": 299 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 619, + "bytes_utf8": 619, + "lines": 1, + "estimated_tokens": 163 + }, + "usage": { + "input_tokens": 29600, + "cached_input_tokens": 29056, + "output_tokens": 685, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..82588d437eb23df404aec8a9dbd68158a7b94f2d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,626 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m2 +- dataset_name: Carinsuranceclaimprediction Classification +- table_name: m2 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 43 feature columns and target `is_day_night_rear_view_mirror`. +- task_type: classification +- target_column: is_day_night_rear_view_mirror +- main_row_count: 58592 +- important_fields: +- policy_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for policy id. +- policy_tenure: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for policy tenure. +- age_of_car: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of car. +- age_of_policyholder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of policyholder. +- area_cluster: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for area cluster. +- population_density: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for population density. +- make: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for make. +- segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for segment. +- model: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for model. +- fuel_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for fuel type. +- max_torque: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max torque. +- max_power: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for max power. +- engine_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for engine type. +- airbags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for airbags. +- is_esc: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is esc. +- is_adjustable_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is adjustable steering. +- is_tpms: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is tpms. +- is_parking_sensors: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking sensors. +- is_parking_camera: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is parking camera. +- rear_brakes_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for rear brakes type. +- displacement: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for displacement. +- cylinder: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for cylinder. +- transmission_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for transmission type. +- gear_box: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gear box. +- steering_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for steering type. +- turning_radius: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for turning radius. +- length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for length. +- width: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for width. +- height: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for height. +- gross_weight: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for gross weight. +- is_front_fog_lights: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is front fog lights. +- is_rear_window_wiper: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window wiper. +- is_rear_window_washer: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window washer. +- is_rear_window_defogger: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is rear window defogger. +- is_brake_assist: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is brake assist. +- is_power_door_locks: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power door locks. +- is_central_locking: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is central locking. +- is_power_steering: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is power steering. +- is_driver_seat_height_adjustable: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is driver seat height adjustable. +- is_day_night_rear_view_mirror: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for is day night rear view mirror. +- is_ecw: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is ecw. +- is_speed_alert: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is speed alert. +- ncap_rating: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ncap rating. +- is_claim: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is claim. +- useful_field_combinations: [['age_of_car', 'age_of_policyholder', 'is_day_night_rear_view_mirror'], ['age_of_car', 'policy_tenure', 'is_day_night_rear_view_mirror'], ['policy_tenure', 'age_of_car', 'is_day_night_rear_view_mirror']] +- fields_requiring_caution: ['is_day_night_rear_view_mirror', 'policy_tenure'] +- source_url: https://www.kaggle.com/datasets/ifteshanajnin/carinsuranceclaimprediction-classification + +SQLite schema snapshot: +{ + "table_name": "m2", + "quoted_table_name": "\"m2\"", + "row_count": 58592, + "columns": [ + { + "name": "policy_id", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "policy_tenure", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_car", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "age_of_policyholder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "area_cluster", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "population_density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "make", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "segment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "model", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "fuel_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_torque", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "max_power", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "engine_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "airbags", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_esc", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_adjustable_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_tpms", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_sensors", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_parking_camera", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "rear_brakes_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "displacement", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cylinder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "transmission_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gear_box", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "steering_type", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "turning_radius", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "length", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "width", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "height", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "gross_weight", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_front_fog_lights", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_wiper", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_washer", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_rear_window_defogger", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_brake_assist", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_door_locks", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_central_locking", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_power_steering", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_driver_seat_height_adjustable", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_day_night_rear_view_mirror", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_ecw", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_speed_alert", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ncap_rating", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "is_claim", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "policy_id": "ID00001", + "policy_tenure": "0.515873589958172", + "age_of_car": "0.05", + "age_of_policyholder": "0.644230769230769", + "area_cluster": "C1", + "population_density": "4990", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00002", + "policy_tenure": "0.672618513547733", + "age_of_car": "0.02", + "age_of_policyholder": "0.375", + "area_cluster": "C2", + "population_density": "27003", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00003", + "policy_tenure": "0.841110255796233", + "age_of_car": "0.02", + "age_of_policyholder": "0.384615384615385", + "area_cluster": "C3", + "population_density": "4076", + "make": "1", + "segment": "A", + "model": "M1", + "fuel_type": "CNG", + "max_torque": "60Nm@3500rpm", + "max_power": "40.36bhp@6000rpm", + "engine_type": "F8D Petrol Engine", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "No", + "rear_brakes_type": "Drum", + "displacement": "796", + "cylinder": "3", + "transmission_type": "Manual", + "gear_box": "5", + "steering_type": "Power", + "turning_radius": "4.6", + "length": "3445", + "width": "1515", + "height": "1475", + "gross_weight": "1185", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "No", + "is_central_locking": "No", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "No", + "is_ecw": "No", + "is_speed_alert": "Yes", + "ncap_rating": "0", + "is_claim": "0" + }, + { + "policy_id": "ID00004", + "policy_tenure": "0.900276558749967", + "age_of_car": "0.11", + "age_of_policyholder": "0.432692307692308", + "area_cluster": "C4", + "population_density": "21622", + "make": "1", + "segment": "C1", + "model": "M2", + "fuel_type": "Petrol", + "max_torque": "113Nm@4400rpm", + "max_power": "88.50bhp@6000rpm", + "engine_type": "1.2 L K12N Dualjet", + "airbags": "2", + "is_esc": "Yes", + "is_adjustable_steering": "Yes", + "is_tpms": "No", + "is_parking_sensors": "Yes", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "1197", + "cylinder": "4", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "4.8", + "length": "3995", + "width": "1735", + "height": "1515", + "gross_weight": "1335", + "is_front_fog_lights": "Yes", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "Yes", + "is_brake_assist": "Yes", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "Yes", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + }, + { + "policy_id": "ID00005", + "policy_tenure": "0.596402813108729", + "age_of_car": "0.11", + "age_of_policyholder": "0.634615384615385", + "area_cluster": "C5", + "population_density": "34738", + "make": "2", + "segment": "A", + "model": "M3", + "fuel_type": "Petrol", + "max_torque": "91Nm@4250rpm", + "max_power": "67.06bhp@5500rpm", + "engine_type": "1.0 SCe", + "airbags": "2", + "is_esc": "No", + "is_adjustable_steering": "No", + "is_tpms": "No", + "is_parking_sensors": "No", + "is_parking_camera": "Yes", + "rear_brakes_type": "Drum", + "displacement": "999", + "cylinder": "3", + "transmission_type": "Automatic", + "gear_box": "5", + "steering_type": "Electric", + "turning_radius": "5", + "length": "3731", + "width": "1579", + "height": "1490", + "gross_weight": "1155", + "is_front_fog_lights": "No", + "is_rear_window_wiper": "No", + "is_rear_window_washer": "No", + "is_rear_window_defogger": "No", + "is_brake_assist": "No", + "is_power_door_locks": "Yes", + "is_central_locking": "Yes", + "is_power_steering": "Yes", + "is_driver_seat_height_adjustable": "No", + "is_day_night_rear_view_mirror": "Yes", + "is_ecw": "Yes", + "is_speed_alert": "Yes", + "ncap_rating": "2", + "is_claim": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m2", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=height, measure_col=width.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "height", + "measure_col": "width", + "item_col": "age_of_policyholder", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1735.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5e6512d21631e1aadd37632c9a4d23224e1f8d67 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b6-a0f4-70f3-b890-34c744338e86"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"height\\\", \\\"age_of_policyholder\\\",\\n SUM(CAST(\\\"width\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"width\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"width\\\" AS REAL))) OVER (PARTITION BY \\\"height\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"height\\\", \\\"age_of_policyholder\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"height\\\", item_col=\\\"age_of_policyholder\\\", and measure_col=\\\"width\\\". CAST to REAL is used because the schema stores these fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29600,"cached_input_tokens":29056,"output_tokens":685,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..49dde6e984bef4ea58e7abd6ebd6f2d4a91420f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"height\", \"age_of_policyholder\",\n SUM(CAST(\"width\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"width\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"width\" AS REAL))) OVER (PARTITION BY \"height\") AS \"share_within_group\"\nFROM \"m2\"\nGROUP BY \"height\", \"age_of_policyholder\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the provided Within-Group Share of Total template with group_col=\"height\", item_col=\"age_of_policyholder\", and measure_col=\"width\". CAST to REAL is used because the schema stores these fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad0a40fe80bb780027f1e2b95d3c614ac3ecc565 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=height, measure_col=width. +Result preview: [{"height": "1606", "age_of_policyholder": "0.346153846153846", "total_measure": 32598.0, "share_within_group": 4.958677685950414}, {"height": "1675", "age_of_policyholder": "0.307692307692308", "total_measure": 278640.0, "share_within_group": 4.121734962856459}, {"height": "1515", "age_of_policyholder": "0.375", "total_measure": 76340.0, "share_within_group": 4.074074074074074}, {"height": "1501", "age_of_policyholder": "0.336538461538461", "total_measure": 145770.0, "share_within_group": 4.068117313150426}, {"height": "1675", "age_of_policyholder": "0.326923076923077", "total_measure": 273780.0, "share_within_group": 4.049844236760125}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d40f14ff35e3e52a8698b25d804a9f7424ae8d5e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_ff08ae04bb5decd0 +-- problem_id: v2p_m2_4c1d0acdd476d6e3 +-- realization_mode: agent +-- source_kind: agent +SELECT "height", "age_of_policyholder", + SUM(CAST("width" AS REAL)) AS "total_measure", + SUM(CAST("width" AS REAL)) * 100.0 / SUM(SUM(CAST("width" AS REAL))) OVER (PARTITION BY "height") AS "share_within_group" +FROM "m2" +GROUP BY "height", "age_of_policyholder" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f01ecd4c3232947526b37d4ad41ae24219ff7c6a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"height\", \"age_of_policyholder\",\n SUM(CAST(\"width\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"width\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"width\" AS REAL))) OVER (PARTITION BY \"height\") AS \"share_within_group\"\nFROM \"m2\"\nGROUP BY \"height\", \"age_of_policyholder\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"height\\\", \\\"age_of_policyholder\\\",\\n SUM(CAST(\\\"width\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"width\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"width\\\" AS REAL))) OVER (PARTITION BY \\\"height\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"height\\\", \\\"age_of_policyholder\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"height\", \"age_of_policyholder\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"height\": \"1606\", \"age_of_policyholder\": \"0.346153846153846\", \"total_measure\": 32598.0, \"share_within_group\": 4.958677685950414}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.307692307692308\", \"total_measure\": 278640.0, \"share_within_group\": 4.121734962856459}, {\"height\": \"1515\", \"age_of_policyholder\": \"0.375\", \"total_measure\": 76340.0, \"share_within_group\": 4.074074074074074}, {\"height\": \"1501\", \"age_of_policyholder\": \"0.336538461538461\", \"total_measure\": 145770.0, \"share_within_group\": 4.068117313150426}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.326923076923077\", \"total_measure\": 273780.0, \"share_within_group\": 4.049844236760125}, {\"height\": \"1501\", \"age_of_policyholder\": \"0.307692307692308\", \"total_measure\": 144075.0, \"share_within_group\": 4.02081362346263}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.298076923076923\", \"total_measure\": 268920.0, \"share_within_group\": 3.977953510663791}, {\"height\": \"1501\", \"age_of_policyholder\": \"0.317307692307692\", \"total_measure\": 142380.0, \"share_within_group\": 3.9735099337748343}, {\"height\": \"1825\", \"age_of_policyholder\": \"0.365384615384615\", \"total_measure\": 70800.0, \"share_within_group\": 3.970223325062035}, {\"height\": \"1606\", \"age_of_policyholder\": \"0.355769230769231\", \"total_measure\": 25354.0, \"share_within_group\": 3.8567493112947657}, {\"height\": \"1606\", \"age_of_policyholder\": \"0.375\", \"total_measure\": 25354.0, \"share_within_group\": 3.8567493112947657}, {\"height\": \"1606\", \"age_of_policyholder\": \"0.451923076923077\", \"total_measure\": 25354.0, \"share_within_group\": 3.8567493112947657}, {\"height\": \"1606\", \"age_of_policyholder\": \"0.461538461538462\", \"total_measure\": 25354.0, \"share_within_group\": 3.8567493112947657}, {\"height\": \"1606\", \"age_of_policyholder\": \"0.5\", \"total_measure\": 25354.0, \"share_within_group\": 3.8567493112947657}, {\"height\": \"1501\", \"age_of_policyholder\": \"0.326923076923077\", \"total_measure\": 137295.0, \"share_within_group\": 3.8315988647114474}, {\"height\": \"1523\", \"age_of_policyholder\": \"0.509615384615385\", \"total_measure\": 107055.0, \"share_within_group\": 3.8172715894868587}, {\"height\": \"1515\", \"age_of_policyholder\": \"0.336538461538461\", \"total_measure\": 71135.0, \"share_within_group\": 3.7962962962962963}, {\"height\": \"1490\", \"age_of_policyholder\": \"0.336538461538461\", \"total_measure\": 142110.0, \"share_within_group\": 3.7926675094816686}, {\"height\": \"1490\", \"age_of_policyholder\": \"0.375\", \"total_measure\": 142110.0, \"share_within_group\": 3.7926675094816686}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.317307692307692\", \"total_measure\": 255960.0, \"share_within_group\": 3.786244907740235}, {\"height\": \"1825\", \"age_of_policyholder\": \"0.288461538461538\", \"total_measure\": 66375.0, \"share_within_group\": 3.7220843672456576}, {\"height\": \"1825\", \"age_of_policyholder\": \"0.336538461538461\", \"total_measure\": 66375.0, \"share_within_group\": 3.7220843672456576}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.365384615384615\", \"total_measure\": 251100.0, \"share_within_group\": 3.7143541816439014}, {\"height\": \"1501\", \"age_of_policyholder\": \"0.365384615384615\", \"total_measure\": 132210.0, \"share_within_group\": 3.6896877956480605}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.403846153846154\", \"total_measure\": 246240.0, \"share_within_group\": 3.642463455547568}, {\"height\": \"1825\", \"age_of_policyholder\": \"0.317307692307692\", \"total_measure\": 64900.0, \"share_within_group\": 3.6393713813068653}, {\"height\": \"1825\", \"age_of_policyholder\": \"0.375\", \"total_measure\": 64900.0, \"share_within_group\": 3.6393713813068653}, {\"height\": \"1515\", \"age_of_policyholder\": \"0.365384615384615\", \"total_measure\": 67665.0, \"share_within_group\": 3.611111111111111}, {\"height\": \"1501\", \"age_of_policyholder\": \"0.461538461538462\", \"total_measure\": 128820.0, \"share_within_group\": 3.595080416272469}, {\"height\": \"1490\", \"age_of_policyholder\": \"0.480769230769231\", \"total_measure\": 134215.0, \"share_within_group\": 3.5819637589549096}, {\"height\": \"1606\", \"age_of_policyholder\": \"0.423076923076923\", \"total_measure\": 23543.0, \"share_within_group\": 3.581267217630854}, {\"height\": \"1606\", \"age_of_policyholder\": \"0.432692307692308\", \"total_measure\": 23543.0, \"share_within_group\": 3.581267217630854}, {\"height\": \"1523\", \"age_of_policyholder\": \"0.442307692307692\", \"total_measure\": 100035.0, \"share_within_group\": 3.566958698372966}, {\"height\": \"1523\", \"age_of_policyholder\": \"0.471153846153846\", \"total_measure\": 100035.0, \"share_within_group\": 3.566958698372966}, {\"height\": \"1825\", \"age_of_policyholder\": \"0.298076923076923\", \"total_measure\": 63425.0, \"share_within_group\": 3.5566583953680726}, {\"height\": \"1825\", \"age_of_policyholder\": \"0.471153846153846\", \"total_measure\": 63425.0, \"share_within_group\": 3.5566583953680726}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.432692307692308\", \"total_measure\": 238140.0, \"share_within_group\": 3.5226455787203452}, {\"height\": \"1515\", \"age_of_policyholder\": \"0.403846153846154\", \"total_measure\": 65930.0, \"share_within_group\": 3.5185185185185186}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.375\", \"total_measure\": 234900.0, \"share_within_group\": 3.474718427989456}, {\"height\": \"1825\", \"age_of_policyholder\": \"0.355769230769231\", \"total_measure\": 61950.0, \"share_within_group\": 3.4739454094292803}, {\"height\": \"1501\", \"age_of_policyholder\": \"0.298076923076923\", \"total_measure\": 123735.0, \"share_within_group\": 3.4531693472090823}, {\"height\": \"1523\", \"age_of_policyholder\": \"0.336538461538461\", \"total_measure\": 96525.0, \"share_within_group\": 3.44180225281602}, {\"height\": \"1523\", \"age_of_policyholder\": \"0.423076923076923\", \"total_measure\": 96525.0, \"share_within_group\": 3.44180225281602}, {\"height\": \"1515\", \"age_of_policyholder\": \"0.451923076923077\", \"total_measure\": 64195.0, \"share_within_group\": 3.425925925925926}, {\"height\": \"1501\", \"age_of_policyholder\": \"0.288461538461538\", \"total_measure\": 122040.0, \"share_within_group\": 3.4058656575212867}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.336538461538461\", \"total_measure\": 230040.0, \"share_within_group\": 3.4028277018931226}, {\"height\": \"1500\", \"age_of_policyholder\": \"0.346153846153846\", \"total_measure\": 174500.0, \"share_within_group\": 3.401360544217687}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.355769230769231\", \"total_measure\": 228420.0, \"share_within_group\": 3.3788641265276778}, {\"height\": \"1675\", \"age_of_policyholder\": \"0.288461538461538\", \"total_measure\": 226800.0, \"share_within_group\": 3.3549005511622334}, {\"height\": \"1500\", \"age_of_policyholder\": \"0.288461538461538\", \"total_measure\": 171010.0, \"share_within_group\": 3.3333333333333335}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 34.16}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6862acec503ccdd7b82d7d457e5e41be001b8e3d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m2", + "started_at": "2026-05-26T00:36:59.211757+00:00", + "ended_at": "2026-05-26T00:37:16.691689+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m2_ff08ae04bb5decd0", + "problem_id": "v2p_m2_4c1d0acdd476d6e3", + "dataset_id": "m2", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=height, measure_col=width.", + "bindings": { + "group_col": "height", + "measure_col": "width", + "item_col": "age_of_policyholder", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1735.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ff08ae04bb5decd0.sql", + "usage_summary": { + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_ff08ae04bb5decd0", + "api_calls": 0, + "input_tokens": 29600, + "cached_input_tokens": 29056, + "output_tokens": 685, + "total_tokens": 30285, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6305, + "estimated_output_tokens": 163, + "estimated_total_tokens": 6468, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17434.72, + "sql_execution_elapsed_ms_total": 34.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..af547f85a605227c708de2ab33ae4ebe95f3aeaa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:37:16.654498+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17434.72, "started_at": "2026-05-26T00:36:59.215410+00:00", "ended_at": "2026-05-26T00:37:16.650310+00:00", "prompt_metrics": {"chars": 21942, "bytes_utf8": 21942, "lines": 626, "estimated_tokens": 6305}, "response_metrics": {"chars": 619, "bytes_utf8": 619, "lines": 1, "estimated_tokens": 163}, "usage": {"input_tokens": 29600, "cached_input_tokens": 29056, "output_tokens": 685, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"height\\\", \\\"age_of_policyholder\\\",\\n SUM(CAST(\\\"width\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"width\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"width\\\" AS REAL))) OVER (PARTITION BY \\\"height\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m2\\\"\\nGROUP BY \\\"height\\\", \\\"age_of_policyholder\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"height\\\", item_col=\\\"age_of_policyholder\\\", and measure_col=\\\"width\\\". CAST to REAL is used because the schema stores these fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f6d1dc7aa953fe641cfb6f63903d9ffb546d4292 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m2", + "model": "v2-cli:codex", + "run_id": "v2q_m2_ff08ae04bb5decd0", + "api_calls": 0, + "input_tokens": 29600, + "cached_input_tokens": 29056, + "output_tokens": 685, + "total_tokens": 30285, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 6305, + "estimated_output_tokens": 163, + "estimated_total_tokens": 6468, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17434.72, + "sql_execution_elapsed_ms_total": 34.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/artifacts/v2q_m2_ff08ae04bb5decd0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_01771dd60b23a3b1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_01771dd60b23a3b1.sql new file mode 100644 index 0000000000000000000000000000000000000000..b18d26780c64d9cfa527bbd8d4f596e387d49bca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_01771dd60b23a3b1.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_01771dd60b23a3b1 +-- problem_id: v2p_m2_78d0df40d57fde1c +-- realization_mode: agent +-- source_kind: agent +SELECT "is_rear_window_wiper", "policy_id", + SUM(CAST("ncap_rating" AS REAL)) AS total_measure, + SUM(CAST("ncap_rating" AS REAL)) * 100.0 / SUM(SUM(CAST("ncap_rating" AS REAL))) OVER (PARTITION BY "is_rear_window_wiper") AS share_within_group +FROM "m2" +GROUP BY "is_rear_window_wiper", "policy_id" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_03c62077b266385b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_03c62077b266385b.sql new file mode 100644 index 0000000000000000000000000000000000000000..4ee86297a96cb17146b1422650c138ef85e353aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_03c62077b266385b.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_03c62077b266385b +-- problem_id: v2p_m2_fe8a984fe03de463 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "gross_weight", + "area_cluster", + SUM(CASE WHEN "height" IS NOT NULL AND "height" <> '' THEN CAST("height" AS REAL) END) AS "total_measure" + FROM "m2" + GROUP BY "gross_weight", "area_cluster" +) +SELECT + "gross_weight", + "area_cluster", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "gross_weight") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_0516f68e28c29ebe.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_0516f68e28c29ebe.sql new file mode 100644 index 0000000000000000000000000000000000000000..a912f8870b9935a6692134b2abbb08f494b5f270 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_0516f68e28c29ebe.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_0516f68e28c29ebe +-- problem_id: v2p_m2_094b08e861e5756e +-- realization_mode: agent +-- source_kind: agent +SELECT "is_parking_sensors", + AVG(CASE WHEN "is_rear_window_wiper" = 'Yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "is_parking_sensors" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_0881642da54a6cae.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_0881642da54a6cae.sql new file mode 100644 index 0000000000000000000000000000000000000000..5de915c548147887ada827dd29a7ae3084251505 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_0881642da54a6cae.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m2_0881642da54a6cae +-- problem_id: v2p_m2_cbb1d12f8f75c275 +-- realization_mode: agent +-- source_kind: agent +SELECT "age_of_policyholder", "is_esc", COUNT(*) AS "row_count" +FROM "m2" +WHERE "fuel_type" = 'Petrol' +GROUP BY "age_of_policyholder", "is_esc" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_0f6cce32a605f758.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_0f6cce32a605f758.sql new file mode 100644 index 0000000000000000000000000000000000000000..460e7c2958ff9d5c695492e2c2e3bd14a1daf619 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_0f6cce32a605f758.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m2_0f6cce32a605f758 +-- problem_id: v2p_m2_9c7895178414205c +-- realization_mode: agent +-- source_kind: agent +SELECT "age_of_policyholder", "max_power", COUNT(*) AS "row_count" +FROM "m2" +WHERE CAST("make" AS REAL) >= 3.0 +GROUP BY "age_of_policyholder", "max_power" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1080169f296e3f7a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1080169f296e3f7a.sql new file mode 100644 index 0000000000000000000000000000000000000000..df7fae5aa2785288d84424f633ae2ae8ab45feea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1080169f296e3f7a.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m2_1080169f296e3f7a +-- problem_id: v2p_m2_2de97565adc35952 +-- realization_mode: agent +-- source_kind: agent +SELECT "age_of_policyholder", "engine_type", COUNT(*) AS "row_count" +FROM "m2" +WHERE "segment" = 'A' +GROUP BY "age_of_policyholder", "engine_type" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_10cc816c4b5240d1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_10cc816c4b5240d1.sql new file mode 100644 index 0000000000000000000000000000000000000000..654a665871a8af2ac09f0b7b3bb6c9c2418e170d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_10cc816c4b5240d1.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_10cc816c4b5240d1 +-- problem_id: v2p_m2_753ee6c60de9c465 +-- realization_mode: agent +-- source_kind: agent +SELECT "is_tpms", + AVG(CASE WHEN "is_front_fog_lights" = 'Yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "is_tpms" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1429c26d6fc0f93a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1429c26d6fc0f93a.sql new file mode 100644 index 0000000000000000000000000000000000000000..c58ca6a9e371807aa9a7dc4e1552c8739558c474 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1429c26d6fc0f93a.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_1429c26d6fc0f93a +-- problem_id: v2p_m2_f99543831ba54541 +-- realization_mode: agent +-- source_kind: agent +SELECT "is_central_locking", "population_density", + SUM(CAST("make" AS REAL)) AS total_measure, + SUM(CAST("make" AS REAL)) * 100.0 / SUM(SUM(CAST("make" AS REAL))) OVER (PARTITION BY "is_central_locking") AS share_within_group +FROM "m2" +GROUP BY "is_central_locking", "population_density" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1a5cefe25420d34c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1a5cefe25420d34c.sql new file mode 100644 index 0000000000000000000000000000000000000000..c2c9abd673451564ce25ec358fae6e12aeb3b62a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1a5cefe25420d34c.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_1a5cefe25420d34c +-- problem_id: v2p_m2_2ead7b7aeeea27b0 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "max_power", + AVG(CAST("policy_tenure" AS REAL)) OVER (PARTITION BY "max_power") AS "avg_measure" +FROM "m2" +WHERE "max_power" IS NOT NULL + AND "policy_tenure" IS NOT NULL + AND TRIM("policy_tenure") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1dead4896e8c3135.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1dead4896e8c3135.sql new file mode 100644 index 0000000000000000000000000000000000000000..d58ca40dd2fce0ed88a52986ec69a505a7a65424 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1dead4896e8c3135.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m2_1dead4896e8c3135 +-- problem_id: v2p_m2_fb95b0b0d6a71cce +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "is_day_night_rear_view_mirror", + SUM(CASE WHEN "rear_brakes_type" = 'Drum' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "rear_brakes_type" = 'Disc' THEN 1 ELSE 0 END) AS denominator_count + FROM "m2" + GROUP BY "is_day_night_rear_view_mirror" +) +SELECT "is_day_night_rear_view_mirror", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1f48397650934b1e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1f48397650934b1e.sql new file mode 100644 index 0000000000000000000000000000000000000000..daca47f840a79409fbd8bcd587ad983210a6764f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1f48397650934b1e.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_1f48397650934b1e +-- problem_id: v2p_m2_3bf631617c706466 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "max_torque", + AVG(CAST("ncap_rating" AS REAL)) OVER (PARTITION BY "max_torque") AS "avg_measure" +FROM "m2" +WHERE "max_torque" IS NOT NULL + AND TRIM("max_torque") <> '' + AND "ncap_rating" IS NOT NULL + AND TRIM("ncap_rating") <> '' +ORDER BY "avg_measure" DESC, "max_torque" ASC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1feda5952b256558.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1feda5952b256558.sql new file mode 100644 index 0000000000000000000000000000000000000000..0c40706f30c9ab68df6e0a1b2b88ebe343180f08 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_1feda5952b256558.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m2_1feda5952b256558 +-- problem_id: v2p_m2_3d4c3755dff19ff8 +-- realization_mode: agent +-- source_kind: agent +SELECT "age_of_policyholder", "rear_brakes_type", COUNT(*) AS "row_count" +FROM "m2" +WHERE "is_esc" = 'No' +GROUP BY "age_of_policyholder", "rear_brakes_type" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_20161127011f158d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_20161127011f158d.sql new file mode 100644 index 0000000000000000000000000000000000000000..9e832ee5267ca26f7cec8709c185e426f0a6fa94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_20161127011f158d.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_20161127011f158d +-- problem_id: v2p_m2_65e933f1715e97c5 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "is_esc", + AVG(CAST("population_density" AS REAL)) OVER (PARTITION BY "is_esc") AS "avg_measure" +FROM "m2" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_209b0bb774194783.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_209b0bb774194783.sql new file mode 100644 index 0000000000000000000000000000000000000000..0da827b4992299ed1e6abc91ce00ace982a89b2c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_209b0bb774194783.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m2_209b0bb774194783 +-- problem_id: v2p_m2_68fdcf7d44c1e2e1 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT + "ncap_rating", + SUM(CASE WHEN "gear_box" = '5' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "gear_box" = '6' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m2" + GROUP BY "ncap_rating" +) +SELECT + "ncap_rating", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM grouped +WHERE "numerator_count" + "denominator_count" >= 5 +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_2145d0bc68aec5c2.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_2145d0bc68aec5c2.sql new file mode 100644 index 0000000000000000000000000000000000000000..086bc031fd1be7bee33eec9094381eb963b73dde --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_2145d0bc68aec5c2.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m2_2145d0bc68aec5c2 +-- problem_id: v2p_m2_f9979126a323c4a6 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "age_of_car", + SUM(CASE WHEN "is_front_fog_lights" = 'Yes' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "is_front_fog_lights" = 'No' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m2" + GROUP BY "age_of_car" +) +SELECT + "age_of_car", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_22e2a27ad1d7da9a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_22e2a27ad1d7da9a.sql new file mode 100644 index 0000000000000000000000000000000000000000..88d76bdda0bb9164dd7c4d9409e017eb8fb4d819 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_22e2a27ad1d7da9a.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_22e2a27ad1d7da9a +-- problem_id: v2p_m2_3ae7dbae337053a9 +-- realization_mode: agent +-- source_kind: agent +SELECT "is_tpms", + AVG(CASE WHEN "is_front_fog_lights" = 'No' THEN 1 ELSE 0 END) AS condition_rate +FROM "m2" +GROUP BY "is_tpms" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_231cd8226e516ef2.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_231cd8226e516ef2.sql new file mode 100644 index 0000000000000000000000000000000000000000..ce250860f21f9699d6949a6a1d8ec22d82cb538f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_231cd8226e516ef2.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_231cd8226e516ef2 +-- problem_id: v2p_m2_716f961bfea02088 +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_brake_assist", + "age_of_policyholder", + SUM(CAST("age_of_policyholder" AS REAL)) AS total_measure, + SUM(CAST("age_of_policyholder" AS REAL)) * 100.0 / SUM(SUM(CAST("age_of_policyholder" AS REAL))) OVER (PARTITION BY "is_brake_assist") AS share_within_group +FROM "m2" +GROUP BY "is_brake_assist", "age_of_policyholder" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_2403a8bc94d012ea.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_2403a8bc94d012ea.sql new file mode 100644 index 0000000000000000000000000000000000000000..c8f3d33bc2479abfcdc4314cf17d1a1bef0c18b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_2403a8bc94d012ea.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_2403a8bc94d012ea +-- problem_id: v2p_m2_001b68250a6e935b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "airbags", + AVG(CAST(NULLIF("age_of_policyholder", '') AS REAL)) OVER (PARTITION BY "airbags") AS "avg_measure" +FROM "m2" +WHERE "airbags" IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_2e4ede83787032f2.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_2e4ede83787032f2.sql new file mode 100644 index 0000000000000000000000000000000000000000..f994676d534f3e536c4c9e465577441e14a9dc4d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_2e4ede83787032f2.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_2e4ede83787032f2 +-- problem_id: v2p_m2_11a0062010638813 +-- realization_mode: agent +-- source_kind: agent +SELECT "is_rear_window_wiper", "policy_id", + SUM(CAST("ncap_rating" AS REAL)) AS total_measure, + SUM(CAST("ncap_rating" AS REAL)) * 100.0 / SUM(SUM(CAST("ncap_rating" AS REAL))) OVER (PARTITION BY "is_rear_window_wiper") AS share_within_group +FROM "m2" +GROUP BY "is_rear_window_wiper", "policy_id" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_3097b65962abaeb8.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_3097b65962abaeb8.sql new file mode 100644 index 0000000000000000000000000000000000000000..c7886c879c55565ca1aed150d14462391f485abf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_3097b65962abaeb8.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_3097b65962abaeb8 +-- problem_id: v2p_m2_896b332c07b2256d +-- realization_mode: agent +-- source_kind: agent +SELECT "is_adjustable_steering", + AVG(CASE WHEN "steering_type" = 'Electric' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m2" +GROUP BY "is_adjustable_steering" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_33d22761b516f873.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_33d22761b516f873.sql new file mode 100644 index 0000000000000000000000000000000000000000..d0372d0cd172d2855ce27bbf96c11a2c937df27d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_33d22761b516f873.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_33d22761b516f873 +-- problem_id: v2p_m2_95e89b432db588e1 +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_rear_window_defogger", + "age_of_car", + SUM(CAST("age_of_car" AS REAL)) AS total_measure, + SUM(CAST("age_of_car" AS REAL)) * 100.0 / SUM(SUM(CAST("age_of_car" AS REAL))) OVER (PARTITION BY "is_rear_window_defogger") AS share_within_group +FROM "m2" +GROUP BY "is_rear_window_defogger", "age_of_car" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_3a80027c5f839d99.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_3a80027c5f839d99.sql new file mode 100644 index 0000000000000000000000000000000000000000..c42750b3bf761a01e8b802fccc0b8d854255fa3e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_3a80027c5f839d99.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m2_3a80027c5f839d99 +-- problem_id: v2p_m2_0cd2bcb01ea0c6ca +-- realization_mode: agent +-- source_kind: agent +SELECT "age_of_policyholder", "is_tpms", COUNT(*) AS "row_count" +FROM "m2" +WHERE "max_power" = '97.89bhp@3600rpm' +GROUP BY "age_of_policyholder", "is_tpms" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_3c9c82921f349c37.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_3c9c82921f349c37.sql new file mode 100644 index 0000000000000000000000000000000000000000..08f9387590cd2a51928ea881f37d8983b7868033 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_3c9c82921f349c37.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_3c9c82921f349c37 +-- problem_id: v2p_m2_421fb60358b868dc +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "fuel_type", + AVG(CAST("gross_weight" AS REAL)) OVER (PARTITION BY "fuel_type") AS "avg_measure" +FROM "m2" +WHERE "fuel_type" IS NOT NULL + AND "fuel_type" <> '' + AND "gross_weight" IS NOT NULL + AND "gross_weight" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_3fb54192723c1f43.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_3fb54192723c1f43.sql new file mode 100644 index 0000000000000000000000000000000000000000..fe01e8b30560ab63e2ac5cd9f2177aab2858399b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_3fb54192723c1f43.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_3fb54192723c1f43 +-- problem_id: v2p_m2_5a05ca21c45a18c5 +-- realization_mode: agent +-- source_kind: agent +SELECT + "transmission_type", + AVG(CASE WHEN "is_central_locking" = 'Yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "transmission_type" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_4762b1210fe81183.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_4762b1210fe81183.sql new file mode 100644 index 0000000000000000000000000000000000000000..d48aafc6a3f13287eec5835d4e2d915b14a2f7f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_4762b1210fe81183.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_4762b1210fe81183 +-- problem_id: v2p_m2_d411bbe8e91161b8 +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_front_fog_lights", + "population_density", + SUM(CAST("gross_weight" AS REAL)) AS "total_measure", + SUM(CAST("gross_weight" AS REAL)) * 100.0 / SUM(SUM(CAST("gross_weight" AS REAL))) OVER (PARTITION BY "is_front_fog_lights") AS "share_within_group" +FROM "m2" +WHERE "is_front_fog_lights" IS NOT NULL + AND "population_density" IS NOT NULL + AND "gross_weight" IS NOT NULL +GROUP BY "is_front_fog_lights", "population_density" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_47b9daed6a6f0b6b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_47b9daed6a6f0b6b.sql new file mode 100644 index 0000000000000000000000000000000000000000..67416465abf72eb9476069074896b0ac87fe902d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_47b9daed6a6f0b6b.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_47b9daed6a6f0b6b +-- problem_id: v2p_m2_0e5923d820c71f5b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "model", + AVG(CAST("height" AS REAL)) OVER (PARTITION BY "model") AS avg_measure +FROM "m2" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_4b8af19fa43496c6.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_4b8af19fa43496c6.sql new file mode 100644 index 0000000000000000000000000000000000000000..7b36e0ed39122022ce180cb44161ae0559fb4698 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_4b8af19fa43496c6.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_4b8af19fa43496c6 +-- problem_id: v2p_m2_8fc0d53fef4c164b +-- realization_mode: agent +-- source_kind: agent +SELECT "is_esc", + AVG(CASE WHEN "gear_box" = '6' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "is_esc" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_4e3143c1d2bc95cc.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_4e3143c1d2bc95cc.sql new file mode 100644 index 0000000000000000000000000000000000000000..be8b6a6cb313e907d14737bdad47fec4e9f0fecd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_4e3143c1d2bc95cc.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_4e3143c1d2bc95cc +-- problem_id: v2p_m2_9aa18e5842e30b0f +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "engine_type", + AVG(CAST("age_of_car" AS REAL)) OVER (PARTITION BY "engine_type") AS "avg_measure" +FROM "m2" +WHERE "engine_type" IS NOT NULL + AND "age_of_car" IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_4ff518565fb16d46.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_4ff518565fb16d46.sql new file mode 100644 index 0000000000000000000000000000000000000000..ccdb40b1a9930f46ab092e3c0a8eb7de4a68a6d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_4ff518565fb16d46.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m2_4ff518565fb16d46 +-- problem_id: v2p_m2_5a0c9114bdec72ca +-- realization_mode: agent +-- source_kind: agent +SELECT "age_of_policyholder", "is_parking_camera", COUNT(*) AS "row_count" +FROM "m2" +WHERE CAST("airbags" AS REAL) >= 6.0 +GROUP BY "age_of_policyholder", "is_parking_camera" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_51fb5b813801ee20.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_51fb5b813801ee20.sql new file mode 100644 index 0000000000000000000000000000000000000000..3af118b940ec2252eeb2b23260e59b4da941410c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_51fb5b813801ee20.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_51fb5b813801ee20 +-- problem_id: v2p_m2_31932c510bcc2f87 +-- realization_mode: agent +-- source_kind: agent +SELECT + "rear_brakes_type", + AVG(CASE WHEN "is_rear_window_defogger" = 'No' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "rear_brakes_type" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_52ceb9f152a0ffaa.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_52ceb9f152a0ffaa.sql new file mode 100644 index 0000000000000000000000000000000000000000..3b5abe137ed2305f3be048baba14e353d394f7f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_52ceb9f152a0ffaa.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_52ceb9f152a0ffaa +-- problem_id: v2p_m2_aba111959b1d0fad +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_esc", + AVG(CASE WHEN "gear_box" = '5' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "is_esc" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_55ad298d9ca633d7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_55ad298d9ca633d7.sql new file mode 100644 index 0000000000000000000000000000000000000000..c4292de89ed7ac3a8e18a82c86d29c85d53c6186 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_55ad298d9ca633d7.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_55ad298d9ca633d7 +-- problem_id: v2p_m2_ec663c07c57490b6 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "airbags", + AVG(CAST(NULLIF("age_of_policyholder", '') AS REAL)) OVER (PARTITION BY "airbags") AS "avg_measure" +FROM "m2" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_55d1f833ccbd5713.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_55d1f833ccbd5713.sql new file mode 100644 index 0000000000000000000000000000000000000000..6383c9dc0c11a5d3cbe2623710a63ac86d2ca93a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_55d1f833ccbd5713.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_55d1f833ccbd5713 +-- problem_id: v2p_m2_69ca8c11eeb5b1a7 +-- realization_mode: agent +-- source_kind: agent +SELECT "is_parking_camera", + AVG(CASE WHEN "is_rear_window_washer" = 'Yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "is_parking_camera" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_55fdb20e19fe571b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_55fdb20e19fe571b.sql new file mode 100644 index 0000000000000000000000000000000000000000..e3fff57a6bd5b085e99dc279d7edc27353c6fdec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_55fdb20e19fe571b.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_55fdb20e19fe571b +-- problem_id: v2p_m2_1b9ce4588479af2b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "is_adjustable_steering", + AVG(CAST("make" AS REAL)) OVER (PARTITION BY "is_adjustable_steering") AS "avg_measure" +FROM "m2" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_5735ae4c5e8d5b17.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_5735ae4c5e8d5b17.sql new file mode 100644 index 0000000000000000000000000000000000000000..c0e1e447a0500f5d535fa045d1e35c5fd0398b02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_5735ae4c5e8d5b17.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_5735ae4c5e8d5b17 +-- problem_id: v2p_m2_515adb5b92430e0e +-- realization_mode: agent +-- source_kind: agent +SELECT "is_adjustable_steering", + AVG(CASE WHEN "steering_type" = 'Power' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m2" +GROUP BY "is_adjustable_steering" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_593d28e678db1363.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_593d28e678db1363.sql new file mode 100644 index 0000000000000000000000000000000000000000..ef12eb733fe883c6b3fa4fc0a04ef3a495ac2719 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_593d28e678db1363.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_593d28e678db1363 +-- problem_id: v2p_m2_013ab0222e62804b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "is_esc", + AVG(CAST("population_density" AS REAL)) OVER (PARTITION BY "is_esc") AS "avg_measure" +FROM "m2" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_63c8fcd8f89dda97.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_63c8fcd8f89dda97.sql new file mode 100644 index 0000000000000000000000000000000000000000..cba3d1b7505a8dc95e055e0849770355920706b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_63c8fcd8f89dda97.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_63c8fcd8f89dda97 +-- problem_id: v2p_m2_ac57eb4dbef0f646 +-- realization_mode: agent +-- source_kind: agent +SELECT "is_parking_camera", + AVG(CASE WHEN "is_rear_window_washer" = 'No' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "is_parking_camera" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_64744650f776e1a3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_64744650f776e1a3.sql new file mode 100644 index 0000000000000000000000000000000000000000..221d1b83d41806d36506916bc194683b20f532dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_64744650f776e1a3.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m2_64744650f776e1a3 +-- problem_id: v2p_m2_db892cc52ef16e40 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "is_ecw", + SUM(CASE WHEN "cylinder" = '4' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "cylinder" = '3' THEN 1 ELSE 0 END) AS denominator_count + FROM "m2" + GROUP BY "is_ecw" +) +SELECT "is_ecw", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_6be0c5c3dd40f44a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_6be0c5c3dd40f44a.sql new file mode 100644 index 0000000000000000000000000000000000000000..ff605c1cba1186a5c2f6f4b2b045aeb10539df03 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_6be0c5c3dd40f44a.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_6be0c5c3dd40f44a +-- problem_id: v2p_m2_ad02229ba32db1a9 +-- realization_mode: agent +-- source_kind: agent +SELECT + "height", + "age_of_policyholder", + SUM(CAST("width" AS REAL)) AS "total_measure", + SUM(CAST("width" AS REAL)) * 100.0 / SUM(SUM(CAST("width" AS REAL))) OVER (PARTITION BY "height") AS "share_within_group" +FROM "m2" +GROUP BY "height", "age_of_policyholder" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_6e3b0a1d7828e917.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_6e3b0a1d7828e917.sql new file mode 100644 index 0000000000000000000000000000000000000000..2492dab6778407fb8f61e5ba84db4b352799504e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_6e3b0a1d7828e917.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_6e3b0a1d7828e917 +-- problem_id: v2p_m2_d311571dd6533d99 +-- realization_mode: agent +-- source_kind: agent +SELECT + "length", + "policy_tenure", + SUM(CAST(NULLIF("turning_radius", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("turning_radius", '') AS REAL)) * 100.0 + / SUM(SUM(CAST(NULLIF("turning_radius", '') AS REAL))) OVER (PARTITION BY "length") AS share_within_group +FROM "m2" +WHERE "length" IS NOT NULL + AND "policy_tenure" IS NOT NULL + AND NULLIF("turning_radius", '') IS NOT NULL +GROUP BY "length", "policy_tenure" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_72d2419ef3582ad7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_72d2419ef3582ad7.sql new file mode 100644 index 0000000000000000000000000000000000000000..ebaea267763d7198bfb7ac154560d01371add981 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_72d2419ef3582ad7.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_72d2419ef3582ad7 +-- problem_id: v2p_m2_3bdef76ca572d04f +-- realization_mode: agent +-- source_kind: agent +SELECT "transmission_type", + AVG(CASE WHEN "is_central_locking" = 'No' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "transmission_type" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_7617c320a00b116b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_7617c320a00b116b.sql new file mode 100644 index 0000000000000000000000000000000000000000..dc2d885eca7d413d0a801e0e75c92422d69bfb86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_7617c320a00b116b.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_7617c320a00b116b +-- problem_id: v2p_m2_c5c3523bf946f1d6 +-- realization_mode: agent +-- source_kind: agent +SELECT "cylinder", + AVG(CASE WHEN "is_power_door_locks" = 'No' THEN 1 ELSE 0 END) AS condition_rate +FROM "m2" +GROUP BY "cylinder" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_767dad50d7db0e40.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_767dad50d7db0e40.sql new file mode 100644 index 0000000000000000000000000000000000000000..cd197543af320e12f3747cb606d78b7280af4e38 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_767dad50d7db0e40.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_767dad50d7db0e40 +-- problem_id: v2p_m2_e2b542ec5a3a4761 +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_rear_window_defogger", + "age_of_car", + SUM(CAST("age_of_car" AS REAL)) AS total_measure, + SUM(CAST("age_of_car" AS REAL)) * 100.0 / SUM(SUM(CAST("age_of_car" AS REAL))) OVER (PARTITION BY "is_rear_window_defogger") AS share_within_group +FROM "m2" +WHERE "is_rear_window_defogger" IS NOT NULL + AND "age_of_car" IS NOT NULL + AND TRIM("age_of_car") <> '' +GROUP BY "is_rear_window_defogger", "age_of_car" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_788a5f281839ee52.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_788a5f281839ee52.sql new file mode 100644 index 0000000000000000000000000000000000000000..d64db1bba0519191dff8b531a5601e999df210d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_788a5f281839ee52.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m2_788a5f281839ee52 +-- problem_id: v2p_m2_632cd49b18cf5ca9 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "area_cluster", + SUM(CASE WHEN "is_rear_window_washer" = 'No' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "is_rear_window_washer" = 'Yes' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m2" + GROUP BY "area_cluster" +) +SELECT + "area_cluster", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC +LIMIT 14; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_7a1c6d221f5ccd7d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_7a1c6d221f5ccd7d.sql new file mode 100644 index 0000000000000000000000000000000000000000..216ad47d82deb39c7197c2bb2847c4ad7654123e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_7a1c6d221f5ccd7d.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m2_7a1c6d221f5ccd7d +-- problem_id: v2p_m2_c6c692f4ae60e5f1 +-- realization_mode: agent +-- source_kind: agent +SELECT "age_of_policyholder", "airbags", COUNT(*) AS "row_count" +FROM "m2" +WHERE "model" = 'M6' +GROUP BY "age_of_policyholder", "airbags" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_7d372a6dacca645c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_7d372a6dacca645c.sql new file mode 100644 index 0000000000000000000000000000000000000000..4644ce1b214d1e358595e55fceb27e21b0af76db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_7d372a6dacca645c.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m2_7d372a6dacca645c +-- problem_id: v2p_m2_d85f96edf162fb17 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "is_claim", + SUM(CASE WHEN "steering_type" = 'Power' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "steering_type" = 'Electric' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m2" + GROUP BY "is_claim" +) +SELECT "is_claim", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM grouped +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_7f7017961abffb1a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_7f7017961abffb1a.sql new file mode 100644 index 0000000000000000000000000000000000000000..e47b4d745d1da6537d5eed13294ab0ae3c94465b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_7f7017961abffb1a.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_7f7017961abffb1a +-- problem_id: v2p_m2_a26879d5707da524 +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_power_door_locks", + "area_cluster", + SUM(CAST("population_density" AS REAL)) AS total_measure, + SUM(CAST("population_density" AS REAL)) * 100.0 / SUM(SUM(CAST("population_density" AS REAL))) OVER (PARTITION BY "is_power_door_locks") AS share_within_group +FROM "m2" +GROUP BY "is_power_door_locks", "area_cluster" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_8544a03a4108c041.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_8544a03a4108c041.sql new file mode 100644 index 0000000000000000000000000000000000000000..5065870771b712cd33ad6d54d5439bbf77972b7b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_8544a03a4108c041.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_8544a03a4108c041 +-- problem_id: v2p_m2_37c9de380496b071 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "is_tpms", + AVG(CAST("airbags" AS REAL)) OVER (PARTITION BY "is_tpms") AS "avg_measure" +FROM "m2" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_85c66ef1387e0f30.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_85c66ef1387e0f30.sql new file mode 100644 index 0000000000000000000000000000000000000000..fa096176951ecebdf6eecc38f4b70227e6fd7961 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_85c66ef1387e0f30.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_85c66ef1387e0f30 +-- problem_id: v2p_m2_64b23a1c7dd21c21 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "engine_type", + AVG(CAST("age_of_car" AS REAL)) OVER (PARTITION BY "engine_type") AS "avg_measure" +FROM "m2" +WHERE NULLIF(TRIM("engine_type"), '') IS NOT NULL + AND NULLIF(TRIM("age_of_car"), '') IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_88b333c91ec1f629.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_88b333c91ec1f629.sql new file mode 100644 index 0000000000000000000000000000000000000000..5d20da5b70da68bf7891262f5a07709e88aac257 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_88b333c91ec1f629.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_88b333c91ec1f629 +-- problem_id: v2p_m2_4c255b2bca9cdb67 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "is_adjustable_steering", + AVG(CAST("make" AS REAL)) OVER (PARTITION BY "is_adjustable_steering") AS "avg_measure" +FROM "m2" +WHERE "is_adjustable_steering" IS NOT NULL + AND "make" IS NOT NULL + AND TRIM("make") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_8dd30563b610fa25.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_8dd30563b610fa25.sql new file mode 100644 index 0000000000000000000000000000000000000000..5243876a2e44c22d2ed0243857e0104e7f7eeaf3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_8dd30563b610fa25.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m2_8dd30563b610fa25 +-- problem_id: v2p_m2_e484d02694c78d93 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "is_driver_seat_height_adjustable", + SUM(CASE WHEN "is_parking_camera" = 'No' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "is_parking_camera" = 'Yes' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m2" + GROUP BY "is_driver_seat_height_adjustable" +) +SELECT "is_driver_seat_height_adjustable", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_8f0888ec5aa93245.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_8f0888ec5aa93245.sql new file mode 100644 index 0000000000000000000000000000000000000000..87a65b19fb59c977cd299a3bf2b083b2405aecb4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_8f0888ec5aa93245.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_8f0888ec5aa93245 +-- problem_id: v2p_m2_19da38fbba5af6bd +-- realization_mode: agent +-- source_kind: agent +SELECT "displacement", + AVG(CASE WHEN "is_brake_assist" = 'No' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "displacement" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_93482695d31276ba.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_93482695d31276ba.sql new file mode 100644 index 0000000000000000000000000000000000000000..4426c97e18a79238a34398911a344cda30d38397 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_93482695d31276ba.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_93482695d31276ba +-- problem_id: v2p_m2_0814764a3a827d31 +-- realization_mode: agent +-- source_kind: agent +SELECT + "rear_brakes_type", + AVG(CASE WHEN "is_rear_window_defogger" = 'Yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "rear_brakes_type" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_97f64a1ba3fa7484.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_97f64a1ba3fa7484.sql new file mode 100644 index 0000000000000000000000000000000000000000..5fa0fb15570faba484c9e43e67dcb1b1176d8985 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_97f64a1ba3fa7484.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_97f64a1ba3fa7484 +-- problem_id: v2p_m2_71a1307b12af34f8 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "max_torque", + AVG(CAST("ncap_rating" AS REAL)) OVER (PARTITION BY "max_torque") AS "avg_measure" +FROM "m2" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_9d3a0004b8a26939.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_9d3a0004b8a26939.sql new file mode 100644 index 0000000000000000000000000000000000000000..d40a23d374bbe8c4de5d34cf7a16d22a14047078 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_9d3a0004b8a26939.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_9d3a0004b8a26939 +-- problem_id: v2p_m2_8b270fb7d62be81b +-- realization_mode: agent +-- source_kind: agent +SELECT + "width", + "age_of_car", + SUM(CAST("length" AS REAL)) AS total_measure, + SUM(CAST("length" AS REAL)) * 100.0 / SUM(SUM(CAST("length" AS REAL))) OVER (PARTITION BY "width") AS share_within_group +FROM "m2" +GROUP BY "width", "age_of_car" +ORDER BY share_within_group DESC +LIMIT 15; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_9e921e49fde347d7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_9e921e49fde347d7.sql new file mode 100644 index 0000000000000000000000000000000000000000..0ebeda73240f8fc04dd40183bcda538cb0298df7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_9e921e49fde347d7.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_9e921e49fde347d7 +-- problem_id: v2p_m2_99805d55c3f385f2 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "is_tpms", + AVG(CAST("airbags" AS REAL)) OVER (PARTITION BY "is_tpms") AS "avg_measure" +FROM "m2" +WHERE "is_tpms" IS NOT NULL + AND TRIM("is_tpms") <> '' + AND "airbags" IS NOT NULL + AND TRIM("airbags") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_aa50fa3940a0c968.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_aa50fa3940a0c968.sql new file mode 100644 index 0000000000000000000000000000000000000000..26dbeea9992b48e4267d411c068e9079098abb00 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_aa50fa3940a0c968.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m2_aa50fa3940a0c968 +-- problem_id: v2p_m2_9c9a51014483e1db +-- realization_mode: agent +-- source_kind: agent +SELECT "age_of_policyholder", "is_adjustable_steering", COUNT(*) AS "row_count" +FROM "m2" +WHERE "max_torque" = '91Nm@4250rpm' +GROUP BY "age_of_policyholder", "is_adjustable_steering" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_b16db2e8df579de8.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_b16db2e8df579de8.sql new file mode 100644 index 0000000000000000000000000000000000000000..83b722668f556446dc4bcebce0e5aae9b638214e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_b16db2e8df579de8.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_b16db2e8df579de8 +-- problem_id: v2p_m2_471875a0fd591670 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "fuel_type", + AVG(CAST("gross_weight" AS REAL)) OVER (PARTITION BY "fuel_type") AS "avg_measure" +FROM "m2" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_b54480a530c0ed98.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_b54480a530c0ed98.sql new file mode 100644 index 0000000000000000000000000000000000000000..1244a3750df3e7fc0a3dc36834b0389d852c5a44 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_b54480a530c0ed98.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_b54480a530c0ed98 +-- problem_id: v2p_m2_b70b9f884df0839a +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "is_central_locking", + "population_density", + SUM(CAST("make" AS REAL)) AS "total_measure" + FROM "m2" + GROUP BY "is_central_locking", "population_density" +) +SELECT + "is_central_locking", + "population_density", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "is_central_locking") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_b75d8b6fa1119d1d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_b75d8b6fa1119d1d.sql new file mode 100644 index 0000000000000000000000000000000000000000..2621c8b6d170ad27514dff5206ceaa6c2ea1ca93 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_b75d8b6fa1119d1d.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_b75d8b6fa1119d1d +-- problem_id: v2p_m2_dc5c1585ae2df651 +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_brake_assist", + CAST("age_of_policyholder" AS REAL) AS "age_of_policyholder", + SUM(CAST("age_of_policyholder" AS REAL)) AS "total_measure", + SUM(CAST("age_of_policyholder" AS REAL)) * 100.0 + / SUM(SUM(CAST("age_of_policyholder" AS REAL))) OVER (PARTITION BY "is_brake_assist") AS "share_within_group" +FROM "m2" +WHERE "is_brake_assist" IS NOT NULL + AND TRIM("is_brake_assist") <> '' + AND "age_of_policyholder" IS NOT NULL + AND TRIM("age_of_policyholder") <> '' +GROUP BY + "is_brake_assist", + CAST("age_of_policyholder" AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_b986366cbfda3714.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_b986366cbfda3714.sql new file mode 100644 index 0000000000000000000000000000000000000000..921273771f454b24a71ff229245fdbed3856b944 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_b986366cbfda3714.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_b986366cbfda3714 +-- problem_id: v2p_m2_ae5090d969a3a598 +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_rear_window_washer", + CAST("policy_tenure" AS REAL) AS "policy_tenure", + SUM(CAST("policy_tenure" AS REAL)) AS "total_measure", + SUM(CAST("policy_tenure" AS REAL)) * 100.0 + / SUM(SUM(CAST("policy_tenure" AS REAL))) OVER (PARTITION BY "is_rear_window_washer") AS "share_within_group" +FROM "m2" +WHERE "policy_tenure" IS NOT NULL +GROUP BY + "is_rear_window_washer", + CAST("policy_tenure" AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_be76d7791f9829e8.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_be76d7791f9829e8.sql new file mode 100644 index 0000000000000000000000000000000000000000..a16542e90d66e32c1cc6f3db485890fc07d10a3a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_be76d7791f9829e8.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m2_be76d7791f9829e8 +-- problem_id: v2p_m2_f590c1a65fbda5be +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "is_speed_alert", + SUM(CASE WHEN "transmission_type" = 'Manual' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "transmission_type" = 'Automatic' THEN 1 ELSE 0 END) AS denominator_count + FROM "m2" + GROUP BY "is_speed_alert" +) +SELECT "is_speed_alert", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_bf5740105f04985b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_bf5740105f04985b.sql new file mode 100644 index 0000000000000000000000000000000000000000..5ece7455795504967b622f278e856d4606deebe8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_bf5740105f04985b.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m2_bf5740105f04985b +-- problem_id: v2p_m2_fca8cced4af6925a +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "age_of_policyholder", + SUM(CASE WHEN "is_rear_window_wiper" = 'No' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "is_rear_window_wiper" = 'Yes' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m2" + GROUP BY "age_of_policyholder" +) +SELECT "age_of_policyholder", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_c9e5f1c01320a74b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_c9e5f1c01320a74b.sql new file mode 100644 index 0000000000000000000000000000000000000000..1abc645fde19f30bedc16e6d1522ddd7749cbc32 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_c9e5f1c01320a74b.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_c9e5f1c01320a74b +-- problem_id: v2p_m2_60cef3f6924c98cc +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "model", + AVG(CAST("height" AS REAL)) OVER (PARTITION BY "model") AS "avg_measure" +FROM "m2" +WHERE "model" IS NOT NULL + AND TRIM("model") <> '' + AND "height" IS NOT NULL + AND TRIM("height") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_dc827ea6d0a77824.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_dc827ea6d0a77824.sql new file mode 100644 index 0000000000000000000000000000000000000000..e097994f9e811b1791370fb75ffe3c089f87bf03 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_dc827ea6d0a77824.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_dc827ea6d0a77824 +-- problem_id: v2p_m2_413bbc4419ed1f41 +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_power_door_locks", + "area_cluster", + SUM(CAST("population_density" AS REAL)) AS "total_measure", + SUM(CAST("population_density" AS REAL)) * 100.0 / SUM(SUM(CAST("population_density" AS REAL))) OVER (PARTITION BY "is_power_door_locks") AS "share_within_group" +FROM "m2" +GROUP BY "is_power_door_locks", "area_cluster" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_df9b5a0135231b9c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_df9b5a0135231b9c.sql new file mode 100644 index 0000000000000000000000000000000000000000..b30f4a0e7ea9790ae56ec0bca5d251a46a41ec2d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_df9b5a0135231b9c.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m2_df9b5a0135231b9c +-- problem_id: v2p_m2_56f8fbffd1dbfcf4 +-- realization_mode: agent +-- source_kind: agent +SELECT "age_of_policyholder", "is_parking_sensors", COUNT(*) AS "row_count" +FROM "m2" +WHERE "engine_type" = 'i-DTEC' +GROUP BY "age_of_policyholder", "is_parking_sensors" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_e6ba6bbbdd5dcf29.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_e6ba6bbbdd5dcf29.sql new file mode 100644 index 0000000000000000000000000000000000000000..23a11b8e098b84f28e2aa015bc7d8fe6285f78f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_e6ba6bbbdd5dcf29.sql @@ -0,0 +1,30 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_e6ba6bbbdd5dcf29 +-- problem_id: v2p_m2_13fbf013e1f502f6 +-- realization_mode: agent +-- source_kind: agent +SELECT + "grouped"."length", + "grouped"."policy_tenure", + "grouped"."total_measure", + "grouped"."total_measure" * 100.0 / SUM("grouped"."total_measure") OVER (PARTITION BY "grouped"."length") AS "share_within_group" +FROM ( + SELECT + "length", + "policy_tenure", + SUM(CAST("turning_radius" AS REAL)) AS "total_measure" + FROM "m2" + WHERE "length" IS NOT NULL + AND "policy_tenure" IS NOT NULL + AND "turning_radius" IS NOT NULL + GROUP BY "length", "policy_tenure" +) AS "grouped" +ORDER BY "share_within_group" DESC, "grouped"."length", "grouped"."policy_tenure"; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_e89ef26cc6742f02.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_e89ef26cc6742f02.sql new file mode 100644 index 0000000000000000000000000000000000000000..cf19a9df437387723a26d79f750a467f9423f5a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_e89ef26cc6742f02.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_e89ef26cc6742f02 +-- problem_id: v2p_m2_662ba74e3d7c89dd +-- realization_mode: agent +-- source_kind: agent +SELECT "is_front_fog_lights", "population_density", + SUM(CAST("gross_weight" AS REAL)) AS "total_measure", + SUM(CAST("gross_weight" AS REAL)) * 100.0 / SUM(SUM(CAST("gross_weight" AS REAL))) OVER (PARTITION BY "is_front_fog_lights") AS "share_within_group" +FROM "m2" +GROUP BY "is_front_fog_lights", "population_density" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_eaf4987bc5e99366.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_eaf4987bc5e99366.sql new file mode 100644 index 0000000000000000000000000000000000000000..26388b6355af4be0868e52bff037f593061ae4ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_eaf4987bc5e99366.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_eaf4987bc5e99366 +-- problem_id: v2p_m2_4d91ec7135cfbe0a +-- realization_mode: agent +-- source_kind: agent +SELECT + "cylinder", + AVG(CASE WHEN "is_power_door_locks" = 'Yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "cylinder" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ec04ea60649669d6.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ec04ea60649669d6.sql new file mode 100644 index 0000000000000000000000000000000000000000..e0067be42df343908512d0b8a50f1628d7f6660a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ec04ea60649669d6.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m2_ec04ea60649669d6 +-- problem_id: v2p_m2_d58d23c714d19398 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "max_power", + AVG(CAST("policy_tenure" AS REAL)) OVER (PARTITION BY "max_power") AS "avg_measure" +FROM "m2" +WHERE "policy_tenure" IS NOT NULL + AND "policy_tenure" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ecbaff2881db56e5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ecbaff2881db56e5.sql new file mode 100644 index 0000000000000000000000000000000000000000..8170ed746df7f37ecfc3236bd0f892ab63d675ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ecbaff2881db56e5.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_ecbaff2881db56e5 +-- problem_id: v2p_m2_c38111800ac0df2c +-- realization_mode: agent +-- source_kind: agent +SELECT "width", "age_of_car", + SUM(CAST("length" AS REAL)) AS "total_measure", + SUM(CAST("length" AS REAL)) * 100.0 / SUM(SUM(CAST("length" AS REAL))) OVER (PARTITION BY "width") AS "share_within_group" +FROM "m2" +GROUP BY "width", "age_of_car" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ed65733ab7cad5c3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ed65733ab7cad5c3.sql new file mode 100644 index 0000000000000000000000000000000000000000..6ce9cd018d24569f797594cef6b7e3f3b587d8e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ed65733ab7cad5c3.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_ed65733ab7cad5c3 +-- problem_id: v2p_m2_8039b5619c23e34c +-- realization_mode: agent +-- source_kind: agent +SELECT "is_rear_window_washer", "policy_tenure", + SUM(CAST("policy_tenure" AS REAL)) AS total_measure, + SUM(CAST("policy_tenure" AS REAL)) * 100.0 / SUM(SUM(CAST("policy_tenure" AS REAL))) OVER (PARTITION BY "is_rear_window_washer") AS share_within_group +FROM "m2" +GROUP BY "is_rear_window_washer", "policy_tenure" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ee38b66f5b626381.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ee38b66f5b626381.sql new file mode 100644 index 0000000000000000000000000000000000000000..94a1844123e731ea7da374f532389661b308232a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ee38b66f5b626381.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_ee38b66f5b626381 +-- problem_id: v2p_m2_62249a3a83e09754 +-- realization_mode: agent +-- source_kind: agent +SELECT "displacement", + AVG(CASE WHEN "is_brake_assist" = 'Yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "displacement" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_f5b51d8093eb53a5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_f5b51d8093eb53a5.sql new file mode 100644 index 0000000000000000000000000000000000000000..7f90b02b547c21f112af918c465c159112c32db9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_f5b51d8093eb53a5.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m2_f5b51d8093eb53a5 +-- problem_id: v2p_m2_fe755a2b2d6c4100 +-- realization_mode: agent +-- source_kind: agent +SELECT + "is_parking_sensors", + AVG(CASE WHEN "is_rear_window_wiper" = 'No' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m2" +GROUP BY "is_parking_sensors" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_fc64d633e29e7c8b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_fc64d633e29e7c8b.sql new file mode 100644 index 0000000000000000000000000000000000000000..7cca393236593f720d59d564110eccb2d5ed4fa2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_fc64d633e29e7c8b.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_fc64d633e29e7c8b +-- problem_id: v2p_m2_5b2a41deefea6003 +-- realization_mode: agent +-- source_kind: agent +SELECT "gross_weight", "area_cluster", + SUM(CAST("height" AS REAL)) AS "total_measure", + SUM(CAST("height" AS REAL)) * 100.0 / SUM(SUM(CAST("height" AS REAL))) OVER (PARTITION BY "gross_weight") AS "share_within_group" +FROM "m2" +GROUP BY "gross_weight", "area_cluster" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ff08ae04bb5decd0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ff08ae04bb5decd0.sql new file mode 100644 index 0000000000000000000000000000000000000000..d40f14ff35e3e52a8698b25d804a9f7424ae8d5e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m2/sql/v2q_m2_ff08ae04bb5decd0.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m2 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m2_ff08ae04bb5decd0 +-- problem_id: v2p_m2_4c1d0acdd476d6e3 +-- realization_mode: agent +-- source_kind: agent +SELECT "height", "age_of_policyholder", + SUM(CAST("width" AS REAL)) AS "total_measure", + SUM(CAST("width" AS REAL)) * 100.0 / SUM(SUM(CAST("width" AS REAL))) OVER (PARTITION BY "height") AS "share_within_group" +FROM "m2" +GROUP BY "height", "age_of_policyholder" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7355af9aefca62e4469eb015a231650ebdd132f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21214, "bytes_utf8": 21214, "lines": 543, "estimated_tokens": 5752}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 483, "bytes_utf8": 483, "lines": 1, "estimated_tokens": 119}, "usage": {"input_tokens": 29047, "cached_input_tokens": 3456, "output_tokens": 641, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..819be51c0f4eabc19679948e176d51fe3f45c4ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_059eb3c1e28722e6", + "api_calls": 0, + "input_tokens": 29047, + "cached_input_tokens": 3456, + "output_tokens": 641, + "total_tokens": 29688, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5752, + "estimated_output_tokens": 119, + "estimated_total_tokens": 5871, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16137.91, + "sql_execution_elapsed_ms_total": 1.53, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..242d8f6cdd6e53c68bf981fe2b3584a72eb6a757 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:08:10.169560+00:00", + "ended_at": "2026-05-26T00:08:26.307698+00:00", + "elapsed_ms": 16137.91, + "prompt_metrics": { + "chars": 21214, + "bytes_utf8": 21214, + "lines": 543, + "estimated_tokens": 5752 + }, + "stdout_metrics": { + "chars": 845, + "bytes_utf8": 845, + "lines": 4, + "estimated_tokens": 236 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 483, + "bytes_utf8": 483, + "lines": 1, + "estimated_tokens": 119 + }, + "usage": { + "input_tokens": 29047, + "cached_input_tokens": 3456, + "output_tokens": 641, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bd5eee9ea6c2465cfc42fe30a787444654185a41 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Previous qualification, condition_col=Debtor.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Previous qualification", + "condition_col": "Debtor", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7337be9a14c659dd59903aee380690edac98605a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619c-3f10-77a3-bff5-ec49d6fec4e0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"Previous qualification\\\",\\n AVG(CASE WHEN \\\"Debtor\\\" = '1' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Previous qualification\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the debtor rate for each \\\"Previous qualification\\\" group by averaging a binary indicator for rows where \\\"Debtor\\\" = '1'. The comparison uses text literals because the schema stores these fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29047,"cached_input_tokens":3456,"output_tokens":641,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c44aa78edf36c78be160856e8d4df5b9459d9891 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"Previous qualification\",\n AVG(CASE WHEN \"Debtor\" = '1' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Previous qualification\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the debtor rate for each \"Previous qualification\" group by averaging a binary indicator for rows where \"Debtor\" = '1'. The comparison uses text literals because the schema stores these fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e00c072f9ba39e864474503933ffd16e2b65d12c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Previous qualification, condition_col=Debtor. +Result preview: [{"Previous qualification": "19", "condition_rate": 0.3271604938271605}, {"Previous qualification": "42", "condition_rate": 0.2777777777777778}, {"Previous qualification": "4", "condition_rate": 0.25}, {"Previous qualification": "12", "condition_rate": 0.2222222222222222}, {"Previous qualification": "9", "condition_rate": 0.18181818181818182}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a720fd28674bc67f034f723bb1c222353889b363 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_059eb3c1e28722e6 +-- problem_id: v2p_m5_a96255c62cc80d50 +-- realization_mode: agent +-- source_kind: agent +SELECT "Previous qualification", + AVG(CASE WHEN "Debtor" = '1' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Previous qualification" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..410e482015d9ca6e8f4b05b2406dd151db71cce9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"Previous qualification\",\n AVG(CASE WHEN \"Debtor\" = '1' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Previous qualification\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"Previous qualification\\\",\\n AVG(CASE WHEN \\\"Debtor\\\" = '1' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Previous qualification\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Previous qualification\", \"condition_rate\"], \"rows\": [{\"Previous qualification\": \"19\", \"condition_rate\": 0.3271604938271605}, {\"Previous qualification\": \"42\", \"condition_rate\": 0.2777777777777778}, {\"Previous qualification\": \"4\", \"condition_rate\": 0.25}, {\"Previous qualification\": \"12\", \"condition_rate\": 0.2222222222222222}, {\"Previous qualification\": \"9\", \"condition_rate\": 0.18181818181818182}, {\"Previous qualification\": \"39\", \"condition_rate\": 0.1643835616438356}, {\"Previous qualification\": \"40\", \"condition_rate\": 0.15}, {\"Previous qualification\": \"38\", \"condition_rate\": 0.14285714285714285}, {\"Previous qualification\": \"1\", \"condition_rate\": 0.09927360774818401}, {\"Previous qualification\": \"3\", \"condition_rate\": 0.0873015873015873}, {\"Previous qualification\": \"2\", \"condition_rate\": 0.08695652173913043}, {\"Previous qualification\": \"6\", \"condition_rate\": 0.0625}, {\"Previous qualification\": \"5\", \"condition_rate\": 0.0}, {\"Previous qualification\": \"43\", \"condition_rate\": 0.0}, {\"Previous qualification\": \"15\", \"condition_rate\": 0.0}, {\"Previous qualification\": \"14\", \"condition_rate\": 0.0}, {\"Previous qualification\": \"10\", \"condition_rate\": 0.0}], \"row_count_returned\": 17, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.53}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..caa22edd4a7a9b34be7e2c4b82a8152615a72a86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:08:10.164565+00:00", + "ended_at": "2026-05-26T00:08:26.588679+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_059eb3c1e28722e6", + "problem_id": "v2p_m5_a96255c62cc80d50", + "dataset_id": "m5", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Previous qualification, condition_col=Debtor.", + "bindings": { + "group_col": "Previous qualification", + "condition_col": "Debtor", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=104" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_059eb3c1e28722e6.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_059eb3c1e28722e6", + "api_calls": 0, + "input_tokens": 29047, + "cached_input_tokens": 3456, + "output_tokens": 641, + "total_tokens": 29688, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5752, + "estimated_output_tokens": 119, + "estimated_total_tokens": 5871, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16137.91, + "sql_execution_elapsed_ms_total": 1.53, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ca404ad60fcf2b56f86adf018d7621cd32956ab8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:08:26.584702+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16137.91, "started_at": "2026-05-26T00:08:10.169560+00:00", "ended_at": "2026-05-26T00:08:26.307698+00:00", "prompt_metrics": {"chars": 21214, "bytes_utf8": 21214, "lines": 543, "estimated_tokens": 5752}, "response_metrics": {"chars": 483, "bytes_utf8": 483, "lines": 1, "estimated_tokens": 119}, "usage": {"input_tokens": 29047, "cached_input_tokens": 3456, "output_tokens": 641, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"Previous qualification\\\",\\n AVG(CASE WHEN \\\"Debtor\\\" = '1' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Previous qualification\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the debtor rate for each \\\"Previous qualification\\\" group by averaging a binary indicator for rows where \\\"Debtor\\\" = '1'. The comparison uses text literals because the schema stores these fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..01eafd582a5d1b65d41442f652a90598b449b4aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_059eb3c1e28722e6", + "api_calls": 0, + "input_tokens": 29047, + "cached_input_tokens": 3456, + "output_tokens": 641, + "total_tokens": 29688, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5752, + "estimated_output_tokens": 119, + "estimated_total_tokens": 5871, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16137.91, + "sql_execution_elapsed_ms_total": 1.53, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_059eb3c1e28722e6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..82a4009a2afd24bbc441316e3fa1de807a151aad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21256, "bytes_utf8": 21256, "lines": 543, "estimated_tokens": 5763}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 417, "bytes_utf8": 417, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 29058, "cached_input_tokens": 22912, "output_tokens": 574, "reasoning_output_tokens": 461}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7a59b87c68074910720bfdd662112db25e1323fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_07460ac7fd05b180", + "api_calls": 0, + "input_tokens": 29058, + "cached_input_tokens": 22912, + "output_tokens": 574, + "total_tokens": 29632, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5763, + "estimated_output_tokens": 107, + "estimated_total_tokens": 5870, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14505.63, + "sql_execution_elapsed_ms_total": 1.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..74b7c67bcf70a71dcb5c928bf9d0dde546f9128a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:08:26.590214+00:00", + "ended_at": "2026-05-26T00:08:41.096025+00:00", + "elapsed_ms": 14505.63, + "prompt_metrics": { + "chars": 21256, + "bytes_utf8": 21256, + "lines": 543, + "estimated_tokens": 5763 + }, + "stdout_metrics": { + "chars": 772, + "bytes_utf8": 772, + "lines": 4, + "estimated_tokens": 220 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 417, + "bytes_utf8": 417, + "lines": 1, + "estimated_tokens": 107 + }, + "usage": { + "input_tokens": 29058, + "cached_input_tokens": 22912, + "output_tokens": 574, + "reasoning_output_tokens": 461 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..17a22a27f8b18dfacf54315a4e3c38b86f8b1bc6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Daytime/evening attendance, condition_col=Educational special needs.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Daytime/evening attendance", + "condition_col": "Educational special needs", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 18, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..23cc803be9d118ad99e0d5f981480a9b24755e87 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619c-7f0f-7013-8e21-5a48eac31818"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Daytime/evening attendance\\\",\\n AVG(CASE WHEN \\\"Educational special needs\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Daytime/evening attendance\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows where Educational special needs = '1' for each Daytime/evening attendance group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29058,"cached_input_tokens":22912,"output_tokens":574,"reasoning_output_tokens":461}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..332cb16048011264eb761173a903d9805a252a75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Daytime/evening attendance\",\n AVG(CASE WHEN \"Educational special needs\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Daytime/evening attendance\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the within-group proportion of rows where Educational special needs = '1' for each Daytime/evening attendance group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..393af4b6e66cc7d87c88e9865b484021d76674f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Daytime/evening attendance, condition_col=Educational special needs. +Result preview: [{"Daytime/evening attendance": "1", "condition_rate": 0.01268713524486171}, {"Daytime/evening attendance": "0", "condition_rate": 0.002070393374741201}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..02cbb313ea2da63ef0bb4f2b424c99def7b0895f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_07460ac7fd05b180 +-- problem_id: v2p_m5_45ef6d22c8ffccb6 +-- realization_mode: agent +-- source_kind: agent +SELECT "Daytime/evening attendance", + AVG(CASE WHEN "Educational special needs" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Daytime/evening attendance" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..58620c1fadbfc9b094eca4f9917af9255e249771 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Daytime/evening attendance\",\n AVG(CASE WHEN \"Educational special needs\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Daytime/evening attendance\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Daytime/evening attendance\\\",\\n AVG(CASE WHEN \\\"Educational special needs\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Daytime/evening attendance\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Daytime/evening attendance\", \"condition_rate\"], \"rows\": [{\"Daytime/evening attendance\": \"1\", \"condition_rate\": 0.01268713524486171}, {\"Daytime/evening attendance\": \"0\", \"condition_rate\": 0.002070393374741201}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.18}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..81cc36c954c4e204115850040a0fbb37e2e4c6b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:08:26.589239+00:00", + "ended_at": "2026-05-26T00:08:41.103958+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_07460ac7fd05b180", + "problem_id": "v2p_m5_45ef6d22c8ffccb6", + "dataset_id": "m5", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Daytime/evening attendance, condition_col=Educational special needs.", + "bindings": { + "group_col": "Daytime/evening attendance", + "condition_col": "Educational special needs", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 18, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=103" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_07460ac7fd05b180.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_07460ac7fd05b180", + "api_calls": 0, + "input_tokens": 29058, + "cached_input_tokens": 22912, + "output_tokens": 574, + "total_tokens": 29632, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5763, + "estimated_output_tokens": 107, + "estimated_total_tokens": 5870, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14505.63, + "sql_execution_elapsed_ms_total": 1.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..758572913ef10215d3e88165ef1d5887f21a18af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:08:41.100311+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14505.63, "started_at": "2026-05-26T00:08:26.590214+00:00", "ended_at": "2026-05-26T00:08:41.096025+00:00", "prompt_metrics": {"chars": 21256, "bytes_utf8": 21256, "lines": 543, "estimated_tokens": 5763}, "response_metrics": {"chars": 417, "bytes_utf8": 417, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 29058, "cached_input_tokens": 22912, "output_tokens": 574, "reasoning_output_tokens": 461}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Daytime/evening attendance\\\",\\n AVG(CASE WHEN \\\"Educational special needs\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Daytime/evening attendance\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows where Educational special needs = '1' for each Daytime/evening attendance group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..adae1b9961cea1c8d89e3d82d3fd8e5338dbe4fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_07460ac7fd05b180", + "api_calls": 0, + "input_tokens": 29058, + "cached_input_tokens": 22912, + "output_tokens": 574, + "total_tokens": 29632, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5763, + "estimated_output_tokens": 107, + "estimated_total_tokens": 5870, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14505.63, + "sql_execution_elapsed_ms_total": 1.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_07460ac7fd05b180/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9dfed4a9bc27c9f319e2d26fa4c9baa3a8425656 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21332, "bytes_utf8": 21332, "lines": 544, "estimated_tokens": 5801}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 520, "bytes_utf8": 520, "lines": 1, "estimated_tokens": 137}, "usage": {"input_tokens": 29096, "cached_input_tokens": 3456, "output_tokens": 1240, "reasoning_output_tokens": 1097}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..91091c8eaa6ec6cd563383fa89ddfbbd743a8353 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_12910cc09165f4a3", + "api_calls": 0, + "input_tokens": 29096, + "cached_input_tokens": 3456, + "output_tokens": 1240, + "total_tokens": 30336, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5801, + "estimated_output_tokens": 137, + "estimated_total_tokens": 5938, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 29017.25, + "sql_execution_elapsed_ms_total": 2.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9944ab5a408d6fc152a8886a2775664d6fc6aa08 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:08:41.105248+00:00", + "ended_at": "2026-05-26T00:09:10.122840+00:00", + "elapsed_ms": 29017.25, + "prompt_metrics": { + "chars": 21332, + "bytes_utf8": 21332, + "lines": 544, + "estimated_tokens": 5801 + }, + "stdout_metrics": { + "chars": 893, + "bytes_utf8": 893, + "lines": 4, + "estimated_tokens": 262 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 520, + "bytes_utf8": 520, + "lines": 1, + "estimated_tokens": 137 + }, + "usage": { + "input_tokens": 29096, + "cached_input_tokens": 3456, + "output_tokens": 1240, + "reasoning_output_tokens": 1097 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..44bbef08feca5ee0db31984385c272f252487f3e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (credited).", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 1st sem (credited)", + "predicate_col": "Admission grade", + "predicate_op": ">=", + "predicate_value": 134.8, + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a727e2e22419e82c54d4beba0bb44f2109471f1e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619c-b7d4-7b33-9a18-befc5c892717"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT\\n \\\"Application mode\\\",\\n \\\"Curricular units 1st sem (credited)\\\",\\n COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE CAST(\\\"Admission grade\\\" AS REAL) >= 134.8\\nGROUP BY\\n \\\"Application mode\\\",\\n \\\"Curricular units 1st sem (credited)\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group-count template with the bound grouping columns. \\\"Admission grade\\\" is cast to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29096,"cached_input_tokens":3456,"output_tokens":1240,"reasoning_output_tokens":1097}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c0408473042762f08890a30b4f4f842f383fd1d8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT\n \"Application mode\",\n \"Curricular units 1st sem (credited)\",\n COUNT(*) AS \"row_count\"\nFROM \"m5\"\nWHERE CAST(\"Admission grade\" AS REAL) >= 134.8\nGROUP BY\n \"Application mode\",\n \"Curricular units 1st sem (credited)\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned filtered two-dimensional group-count template with the bound grouping columns. \"Admission grade\" is cast to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..fff6bc68803c8802b9c7ce18b4310f8f19e44509 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (credited). +Result preview: [{"Application mode": "1", "Curricular units 1st sem (credited)": "0", "row_count": 406}, {"Application mode": "39", "Curricular units 1st sem (credited)": "0", "row_count": 205}, {"Application mode": "17", "Curricular units 1st sem (credited)": "0", "row_count": 106}, {"Application mode": "44", "Curricular units 1st sem (credited)": "0", "row_count": 74}, {"Application mode": "7", "Curricular units 1st sem (credited)": "0", "row_count": 33}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..8061138ddf4903f86d4eea4d6bb7092a051faab3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/generated_sql.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m5_12910cc09165f4a3 +-- problem_id: v2p_m5_e3c3975dfbbb14e8 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Application mode", + "Curricular units 1st sem (credited)", + COUNT(*) AS "row_count" +FROM "m5" +WHERE CAST("Admission grade" AS REAL) >= 134.8 +GROUP BY + "Application mode", + "Curricular units 1st sem (credited)" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cd31909d3666c657ca006747a080a67ce1fee5de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT\n \"Application mode\",\n \"Curricular units 1st sem (credited)\",\n COUNT(*) AS \"row_count\"\nFROM \"m5\"\nWHERE CAST(\"Admission grade\" AS REAL) >= 134.8\nGROUP BY\n \"Application mode\",\n \"Curricular units 1st sem (credited)\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT\\n \\\"Application mode\\\",\\n \\\"Curricular units 1st sem (credited)\\\",\\n COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE CAST(\\\"Admission grade\\\" AS REAL) >= 134.8\\nGROUP BY\\n \\\"Application mode\\\",\\n \\\"Curricular units 1st sem (credited)\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Application mode\", \"Curricular units 1st sem (credited)\", \"row_count\"], \"rows\": [{\"Application mode\": \"1\", \"Curricular units 1st sem (credited)\": \"0\", \"row_count\": 406}, {\"Application mode\": \"39\", \"Curricular units 1st sem (credited)\": \"0\", \"row_count\": 205}, {\"Application mode\": \"17\", \"Curricular units 1st sem (credited)\": \"0\", \"row_count\": 106}, {\"Application mode\": \"44\", \"Curricular units 1st sem (credited)\": \"0\", \"row_count\": 74}, {\"Application mode\": \"7\", \"Curricular units 1st sem (credited)\": \"0\", \"row_count\": 33}, {\"Application mode\": \"43\", \"Curricular units 1st sem (credited)\": \"0\", \"row_count\": 26}, {\"Application mode\": \"44\", \"Curricular units 1st sem (credited)\": \"2\", \"row_count\": 26}, {\"Application mode\": \"44\", \"Curricular units 1st sem (credited)\": \"3\", \"row_count\": 21}, {\"Application mode\": \"44\", \"Curricular units 1st sem (credited)\": \"1\", \"row_count\": 16}, {\"Application mode\": \"53\", \"Curricular units 1st sem (credited)\": \"7\", \"row_count\": 14}, {\"Application mode\": \"15\", \"Curricular units 1st sem (credited)\": \"0\", \"row_count\": 12}, {\"Application mode\": \"1\", \"Curricular units 1st sem (credited)\": \"6\", \"row_count\": 10}, {\"Application mode\": \"16\", \"Curricular units 1st sem (credited)\": \"0\", \"row_count\": 9}, {\"Application mode\": \"18\", \"Curricular units 1st sem (credited)\": \"0\", \"row_count\": 9}, {\"Application mode\": \"39\", \"Curricular units 1st sem (credited)\": \"1\", \"row_count\": 9}, {\"Application mode\": \"10\", \"Curricular units 1st sem (credited)\": \"0\", \"row_count\": 8}, {\"Application mode\": \"42\", \"Curricular units 1st sem (credited)\": \"0\", \"row_count\": 8}, {\"Application mode\": \"5\", \"Curricular units 1st sem (credited)\": \"0\", \"row_count\": 7}, {\"Application mode\": \"39\", \"Curricular units 1st sem (credited)\": \"5\", \"row_count\": 6}, {\"Application mode\": \"1\", \"Curricular units 1st sem (credited)\": \"1\", \"row_count\": 5}, {\"Application mode\": \"39\", \"Curricular units 1st sem (credited)\": \"6\", \"row_count\": 4}, {\"Application mode\": \"7\", \"Curricular units 1st sem (credited)\": \"1\", \"row_count\": 4}, {\"Application mode\": \"7\", \"Curricular units 1st sem (credited)\": \"2\", \"row_count\": 4}, {\"Application mode\": \"39\", \"Curricular units 1st sem (credited)\": \"2\", \"row_count\": 3}, {\"Application mode\": \"39\", \"Curricular units 1st sem (credited)\": \"3\", \"row_count\": 3}, {\"Application mode\": \"39\", \"Curricular units 1st sem (credited)\": \"4\", \"row_count\": 3}, {\"Application mode\": \"39\", \"Curricular units 1st sem (credited)\": \"7\", \"row_count\": 3}, {\"Application mode\": \"43\", \"Curricular units 1st sem (credited)\": \"3\", \"row_count\": 3}, {\"Application mode\": \"53\", \"Curricular units 1st sem (credited)\": \"6\", \"row_count\": 3}, {\"Application mode\": \"7\", \"Curricular units 1st sem (credited)\": \"3\", \"row_count\": 3}, {\"Application mode\": \"7\", \"Curricular units 1st sem (credited)\": \"4\", \"row_count\": 3}, {\"Application mode\": \"39\", \"Curricular units 1st sem (credited)\": \"10\", \"row_count\": 2}, {\"Application mode\": \"39\", \"Curricular units 1st sem (credited)\": \"13\", \"row_count\": 2}, {\"Application mode\": \"42\", \"Curricular units 1st sem (credited)\": \"8\", \"row_count\": 2}, {\"Application mode\": \"43\", \"Curricular units 1st sem (credited)\": \"1\", \"row_count\": 2}, {\"Application mode\": \"43\", \"Curricular units 1st sem (credited)\": \"14\", \"row_count\": 2}, {\"Application mode\": \"43\", \"Curricular units 1st sem (credited)\": \"7\", \"row_count\": 2}, {\"Application mode\": \"51\", \"Curricular units 1st sem (credited)\": \"0\", \"row_count\": 2}, {\"Application mode\": \"53\", \"Curricular units 1st sem (credited)\": \"1\", \"row_count\": 2}, {\"Application mode\": \"7\", \"Curricular units 1st sem (credited)\": \"10\", \"row_count\": 2}, {\"Application mode\": \"1\", \"Curricular units 1st sem (credited)\": \"13\", \"row_count\": 1}, {\"Application mode\": \"1\", \"Curricular units 1st sem (credited)\": \"14\", \"row_count\": 1}, {\"Application mode\": \"1\", \"Curricular units 1st sem (credited)\": \"15\", \"row_count\": 1}, {\"Application mode\": \"1\", \"Curricular units 1st sem (credited)\": \"2\", \"row_count\": 1}, {\"Application mode\": \"1\", \"Curricular units 1st sem (credited)\": \"5\", \"row_count\": 1}, {\"Application mode\": \"1\", \"Curricular units 1st sem (credited)\": \"7\", \"row_count\": 1}, {\"Application mode\": \"1\", \"Curricular units 1st sem (credited)\": \"8\", \"row_count\": 1}, {\"Application mode\": \"16\", \"Curricular units 1st sem (credited)\": \"11\", \"row_count\": 1}, {\"Application mode\": \"16\", \"Curricular units 1st sem (credited)\": \"13\", \"row_count\": 1}, {\"Application mode\": \"17\", \"Curricular units 1st sem (credited)\": \"12\", \"row_count\": 1}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.49}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a9aec845c5d685ff3c03b70fe2aa027a585f1881 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:08:41.104435+00:00", + "ended_at": "2026-05-26T00:09:10.132859+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_12910cc09165f4a3", + "problem_id": "v2p_m5_e3c3975dfbbb14e8", + "dataset_id": "m5", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (credited).", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 1st sem (credited)", + "predicate_col": "Admission grade", + "predicate_op": ">=", + "predicate_value": 134.8, + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=49" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_12910cc09165f4a3.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_12910cc09165f4a3", + "api_calls": 0, + "input_tokens": 29096, + "cached_input_tokens": 3456, + "output_tokens": 1240, + "total_tokens": 30336, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5801, + "estimated_output_tokens": 137, + "estimated_total_tokens": 5938, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 29017.25, + "sql_execution_elapsed_ms_total": 2.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..953d4182324c91b93b9db4c53fb09b7290d844ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:09:10.128541+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 29017.25, "started_at": "2026-05-26T00:08:41.105248+00:00", "ended_at": "2026-05-26T00:09:10.122840+00:00", "prompt_metrics": {"chars": 21332, "bytes_utf8": 21332, "lines": 544, "estimated_tokens": 5801}, "response_metrics": {"chars": 520, "bytes_utf8": 520, "lines": 1, "estimated_tokens": 137}, "usage": {"input_tokens": 29096, "cached_input_tokens": 3456, "output_tokens": 1240, "reasoning_output_tokens": 1097}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT\\n \\\"Application mode\\\",\\n \\\"Curricular units 1st sem (credited)\\\",\\n COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE CAST(\\\"Admission grade\\\" AS REAL) >= 134.8\\nGROUP BY\\n \\\"Application mode\\\",\\n \\\"Curricular units 1st sem (credited)\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group-count template with the bound grouping columns. \\\"Admission grade\\\" is cast to REAL because the SQLite schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b96f6ccf4c860e6698f29ff07d5a398ca1047455 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_12910cc09165f4a3", + "api_calls": 0, + "input_tokens": 29096, + "cached_input_tokens": 3456, + "output_tokens": 1240, + "total_tokens": 30336, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5801, + "estimated_output_tokens": 137, + "estimated_total_tokens": 5938, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 29017.25, + "sql_execution_elapsed_ms_total": 2.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..91a88e17ded7172a6bd05d5a57cc2935a6753bd8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21043, "bytes_utf8": 21043, "lines": 540, "estimated_tokens": 5701}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 438, "bytes_utf8": 438, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 28996, "cached_input_tokens": 28032, "output_tokens": 613, "reasoning_output_tokens": 506}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..aab80999767f0d3823d4cd3446549592947661b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_160f5120ea153fc2", + "api_calls": 0, + "input_tokens": 28996, + "cached_input_tokens": 28032, + "output_tokens": 613, + "total_tokens": 29609, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5701, + "estimated_output_tokens": 101, + "estimated_total_tokens": 5802, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17630.19, + "sql_execution_elapsed_ms_total": 6.62, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f3f5eb1a86291d604b8c1de01e83350ef7bb803d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:09:10.134285+00:00", + "ended_at": "2026-05-26T00:09:27.764688+00:00", + "elapsed_ms": 17630.19, + "prompt_metrics": { + "chars": 21043, + "bytes_utf8": 21043, + "lines": 540, + "estimated_tokens": 5701 + }, + "stdout_metrics": { + "chars": 800, + "bytes_utf8": 800, + "lines": 4, + "estimated_tokens": 216 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 103 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 438, + "bytes_utf8": 438, + "lines": 1, + "estimated_tokens": 101 + }, + "usage": { + "input_tokens": 28996, + "cached_input_tokens": 28032, + "output_tokens": 613, + "reasoning_output_tokens": 506 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0a23a0c88b14c95fe16c160e96b3d263b4f4eded --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Mother's qualification, measure_col=GDP.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Mother's qualification", + "measure_col": "GDP", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.79, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..912c9f413ca9cfc6005fced7db7098f94f182286 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619d-292d-7711-8aaa-0b6add6b76ec"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Mother's qualification\\\",\\n AVG(CAST(\\\"GDP\\\" AS REAL)) OVER (PARTITION BY \\\"Mother's qualification\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned Window Partition Average template with \\\"Mother's qualification\\\" as the partitioning column and casts \\\"GDP\\\" from TEXT to REAL so SQLite can average it numerically.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28996,"cached_input_tokens":28032,"output_tokens":613,"reasoning_output_tokens":506}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..552f5d77a59761fecaa7ab794d886b9a6febaead --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Mother's qualification\",\n AVG(CAST(\"GDP\" AS REAL)) OVER (PARTITION BY \"Mother's qualification\") AS \"avg_measure\"\nFROM \"m5\"\nORDER BY \"avg_measure\" DESC;","notes":"Uses the planned Window Partition Average template with \"Mother's qualification\" as the partitioning column and casts \"GDP\" from TEXT to REAL so SQLite can average it numerically."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..80da56b44af5a48abeafc11e7f2656d3393c51d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:09:27.031798Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e619d-292d-7711-8aaa-0b6add6b76ec.1779754150189754000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..7cec4a929a25e2e32cf2fe7823bb176e8d03ec61 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Mother's qualification, measure_col=GDP. +Result preview: [{"Mother's qualification": "42", "avg_measure": 3.1374999999999997}, {"Mother's qualification": "43", "avg_measure": 3.1374999999999997}, {"Mother's qualification": "40", "avg_measure": 3.013333333333333}, {"Mother's qualification": "44", "avg_measure": 2.02}, {"Mother's qualification": "41", "avg_measure": 1.9349999999999998}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..234a7ccdc2716e3bf42bd6943519e5abd4612564 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_160f5120ea153fc2 +-- problem_id: v2p_m5_a5ff3bb4e5a9b97b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Mother's qualification", + AVG(CAST("GDP" AS REAL)) OVER (PARTITION BY "Mother's qualification") AS "avg_measure" +FROM "m5" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c25f499e65543b3a34ed13479c65e268d468eb9a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Mother's qualification\",\n AVG(CAST(\"GDP\" AS REAL)) OVER (PARTITION BY \"Mother's qualification\") AS \"avg_measure\"\nFROM \"m5\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Mother's qualification\\\",\\n AVG(CAST(\\\"GDP\\\" AS REAL)) OVER (PARTITION BY \\\"Mother's qualification\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Mother's qualification\", \"avg_measure\"], \"rows\": [{\"Mother's qualification\": \"42\", \"avg_measure\": 3.1374999999999997}, {\"Mother's qualification\": \"43\", \"avg_measure\": 3.1374999999999997}, {\"Mother's qualification\": \"40\", \"avg_measure\": 3.013333333333333}, {\"Mother's qualification\": \"44\", \"avg_measure\": 2.02}, {\"Mother's qualification\": \"41\", \"avg_measure\": 1.9349999999999998}, {\"Mother's qualification\": \"12\", \"avg_measure\": 1.092142857142857}, {\"Mother's qualification\": \"29\", \"avg_measure\": 0.7933333333333333}, {\"Mother's qualification\": \"35\", \"avg_measure\": 0.7933333333333333}, {\"Mother's qualification\": \"11\", \"avg_measure\": 0.32}, {\"Mother's qualification\": \"14\", \"avg_measure\": 0.32}, {\"Mother's qualification\": \"22\", \"avg_measure\": 0.32}, {\"Mother's qualification\": \"26\", \"avg_measure\": 0.32}, {\"Mother's qualification\": \"30\", \"avg_measure\": 0.32}, {\"Mother's qualification\": \"2\", \"avg_measure\": 0.2813253012048193}, {\"Mother's qualification\": \"1\", \"avg_measure\": 0.21913002806361084}, {\"Mother's qualification\": \"3\", \"avg_measure\": 0.1954337899543379}, {\"Mother's qualification\": \"5\", \"avg_measure\": 0.16142857142857148}, {\"Mother's qualification\": \"39\", \"avg_measure\": 0.10125000000000008}, {\"Mother's qualification\": \"4\", \"avg_measure\": 0.08591836734693878}, {\"Mother's qualification\": \"19\", \"avg_measure\": 0.03256033578174189}, {\"Mother's qualification\": \"38\", \"avg_measure\": 0.01245551601423489}, {\"Mother's qualification\": \"10\", \"avg_measure\": -0.35333333333333333}, {\"Mother's qualification\": \"37\", \"avg_measure\": -0.413627353815659}, {\"Mother's qualification\": \"34\", \"avg_measure\": -0.4469230769230769}, {\"Mother's qualification\": \"9\", \"avg_measure\": -0.9700000000000001}, {\"Mother's qualification\": \"6\", \"avg_measure\": -1.0450000000000002}, {\"Mother's qualification\": \"36\", \"avg_measure\": -1.9733333333333334}, {\"Mother's qualification\": \"18\", \"avg_measure\": -3.12}, {\"Mother's qualification\": \"27\", \"avg_measure\": -3.12}], \"row_count_returned\": 29, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 6.62}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3379cec97e35e4f3e2c5c2350c7f8ae888de98c8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:09:10.133292+00:00", + "ended_at": "2026-05-26T00:09:27.777184+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_160f5120ea153fc2", + "problem_id": "v2p_m5_a5ff3bb4e5a9b97b", + "dataset_id": "m5", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Mother's qualification, measure_col=GDP.", + "bindings": { + "group_col": "Mother's qualification", + "measure_col": "GDP", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.79, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=139" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_160f5120ea153fc2.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_160f5120ea153fc2", + "api_calls": 0, + "input_tokens": 28996, + "cached_input_tokens": 28032, + "output_tokens": 613, + "total_tokens": 29609, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5701, + "estimated_output_tokens": 101, + "estimated_total_tokens": 5802, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17630.19, + "sql_execution_elapsed_ms_total": 6.62, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bf56376b8bf5975cdaf0ee6168618020bffb4c5a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:09:27.768778+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17630.19, "started_at": "2026-05-26T00:09:10.134285+00:00", "ended_at": "2026-05-26T00:09:27.764688+00:00", "prompt_metrics": {"chars": 21043, "bytes_utf8": 21043, "lines": 540, "estimated_tokens": 5701}, "response_metrics": {"chars": 438, "bytes_utf8": 438, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 28996, "cached_input_tokens": 28032, "output_tokens": 613, "reasoning_output_tokens": 506}, "stderr_preview": "2026-05-26T00:09:27.031798Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e619d-292d-7711-8aaa-0b6add6b76ec.1779754150189754000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Mother's qualification\\\",\\n AVG(CAST(\\\"GDP\\\" AS REAL)) OVER (PARTITION BY \\\"Mother's qualification\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned Window Partition Average template with \\\"Mother's qualification\\\" as the partitioning column and casts \\\"GDP\\\" from TEXT to REAL so SQLite can average it numerically.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b57391fecf7eba4fe27afb084aedc0773da008a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_160f5120ea153fc2", + "api_calls": 0, + "input_tokens": 28996, + "cached_input_tokens": 28032, + "output_tokens": 613, + "total_tokens": 29609, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5701, + "estimated_output_tokens": 101, + "estimated_total_tokens": 5802, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17630.19, + "sql_execution_elapsed_ms_total": 6.62, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_160f5120ea153fc2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2c87a319ba9370f63dc9835664f301791fcedd06 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21095, "bytes_utf8": 21095, "lines": 540, "estimated_tokens": 5722}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 642, "bytes_utf8": 642, "lines": 1, "estimated_tokens": 174}, "usage": {"input_tokens": 29017, "cached_input_tokens": 6528, "output_tokens": 691, "reasoning_output_tokens": 511}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c2fa2b51155bb625ec027799b644eecb4cf4506d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_1bddb309e94ee7d0", + "api_calls": 0, + "input_tokens": 29017, + "cached_input_tokens": 6528, + "output_tokens": 691, + "total_tokens": 29708, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5722, + "estimated_output_tokens": 174, + "estimated_total_tokens": 5896, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17637.99, + "sql_execution_elapsed_ms_total": 4.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2256d5e5907dca5ba4d9055c309777623e8cf74c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:09:27.778459+00:00", + "ended_at": "2026-05-26T00:09:45.416660+00:00", + "elapsed_ms": 17637.99, + "prompt_metrics": { + "chars": 21095, + "bytes_utf8": 21095, + "lines": 540, + "estimated_tokens": 5722 + }, + "stdout_metrics": { + "chars": 1019, + "bytes_utf8": 1019, + "lines": 4, + "estimated_tokens": 300 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 642, + "bytes_utf8": 642, + "lines": 1, + "estimated_tokens": 174 + }, + "usage": { + "input_tokens": 29017, + "cached_input_tokens": 6528, + "output_tokens": 691, + "reasoning_output_tokens": 511 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..015a7a3416497970f16e0e4525f7b332daa1678f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Marital status, measure_col=Curricular units 2nd sem (enrolled).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Marital status", + "measure_col": "Curricular units 2nd sem (enrolled)", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0d04bf2384af7651bbd539a894c6d2a5f065acc8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619d-6e34-7f43-b4d9-70a21ef1d32b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Marital status\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (enrolled)\\\" AS REAL)) OVER (PARTITION BY \\\"Marital status\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Marital status\\\" IS NOT NULL\\n AND \\\"Marital status\\\" <> ''\\n AND \\\"Curricular units 2nd sem (enrolled)\\\" IS NOT NULL\\n AND \\\"Curricular units 2nd sem (enrolled)\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned window-partition-average template with \\\"Marital status\\\" as the group and casts the text-typed enrolled measure to REAL; filters null/empty values for a stable slice view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29017,"cached_input_tokens":6528,"output_tokens":691,"reasoning_output_tokens":511}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..364ad1f759985c4177d120dbae6a8765501bf3eb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Marital status\",\n AVG(CAST(\"Curricular units 2nd sem (enrolled)\" AS REAL)) OVER (PARTITION BY \"Marital status\") AS \"avg_measure\"\nFROM \"m5\"\nWHERE \"Marital status\" IS NOT NULL\n AND \"Marital status\" <> ''\n AND \"Curricular units 2nd sem (enrolled)\" IS NOT NULL\n AND \"Curricular units 2nd sem (enrolled)\" <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Uses the planned window-partition-average template with \"Marital status\" as the group and casts the text-typed enrolled measure to REAL; filters null/empty values for a stable slice view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b5a19cf2efc54f7c5c00b7fa31b3f84f5863f9eb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Marital status, measure_col=Curricular units 2nd sem (enrolled). +Result preview: [{"Marital status": "5", "avg_measure": 6.92}, {"Marital status": "4", "avg_measure": 6.615384615384615}, {"Marital status": "2", "avg_measure": 6.440633245382585}, {"Marital status": "1", "avg_measure": 6.200306200561368}, {"Marital status": "6", "avg_measure": 5.666666666666667}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7d6ff3bfa30fc466bac63aa8b618b854954eef34 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_1bddb309e94ee7d0 +-- problem_id: v2p_m5_9765699bfe47510d +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Marital status", + AVG(CAST("Curricular units 2nd sem (enrolled)" AS REAL)) OVER (PARTITION BY "Marital status") AS "avg_measure" +FROM "m5" +WHERE "Marital status" IS NOT NULL + AND "Marital status" <> '' + AND "Curricular units 2nd sem (enrolled)" IS NOT NULL + AND "Curricular units 2nd sem (enrolled)" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2f461738c2d14dbba099d4a363f1dcf9a4614557 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Marital status\",\n AVG(CAST(\"Curricular units 2nd sem (enrolled)\" AS REAL)) OVER (PARTITION BY \"Marital status\") AS \"avg_measure\"\nFROM \"m5\"\nWHERE \"Marital status\" IS NOT NULL\n AND \"Marital status\" <> ''\n AND \"Curricular units 2nd sem (enrolled)\" IS NOT NULL\n AND \"Curricular units 2nd sem (enrolled)\" <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Marital status\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (enrolled)\\\" AS REAL)) OVER (PARTITION BY \\\"Marital status\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Marital status\\\" IS NOT NULL\\n AND \\\"Marital status\\\" <> ''\\n AND \\\"Curricular units 2nd sem (enrolled)\\\" IS NOT NULL\\n AND \\\"Curricular units 2nd sem (enrolled)\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Marital status\", \"avg_measure\"], \"rows\": [{\"Marital status\": \"5\", \"avg_measure\": 6.92}, {\"Marital status\": \"4\", \"avg_measure\": 6.615384615384615}, {\"Marital status\": \"2\", \"avg_measure\": 6.440633245382585}, {\"Marital status\": \"1\", \"avg_measure\": 6.200306200561368}, {\"Marital status\": \"6\", \"avg_measure\": 5.666666666666667}, {\"Marital status\": \"3\", \"avg_measure\": 5.5}], \"row_count_returned\": 6, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 4.48}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5844cf12c072611b60e6d94b698109bb27050688 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:09:27.777564+00:00", + "ended_at": "2026-05-26T00:09:45.428618+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_1bddb309e94ee7d0", + "problem_id": "v2p_m5_9765699bfe47510d", + "dataset_id": "m5", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Marital status, measure_col=Curricular units 2nd sem (enrolled).", + "bindings": { + "group_col": "Marital status", + "measure_col": "Curricular units 2nd sem (enrolled)", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1bddb309e94ee7d0.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_1bddb309e94ee7d0", + "api_calls": 0, + "input_tokens": 29017, + "cached_input_tokens": 6528, + "output_tokens": 691, + "total_tokens": 29708, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5722, + "estimated_output_tokens": 174, + "estimated_total_tokens": 5896, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17637.99, + "sql_execution_elapsed_ms_total": 4.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..637b875b9adde21dd96aab7ef1ae8575e86db725 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:09:45.422101+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17637.99, "started_at": "2026-05-26T00:09:27.778459+00:00", "ended_at": "2026-05-26T00:09:45.416660+00:00", "prompt_metrics": {"chars": 21095, "bytes_utf8": 21095, "lines": 540, "estimated_tokens": 5722}, "response_metrics": {"chars": 642, "bytes_utf8": 642, "lines": 1, "estimated_tokens": 174}, "usage": {"input_tokens": 29017, "cached_input_tokens": 6528, "output_tokens": 691, "reasoning_output_tokens": 511}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Marital status\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (enrolled)\\\" AS REAL)) OVER (PARTITION BY \\\"Marital status\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Marital status\\\" IS NOT NULL\\n AND \\\"Marital status\\\" <> ''\\n AND \\\"Curricular units 2nd sem (enrolled)\\\" IS NOT NULL\\n AND \\\"Curricular units 2nd sem (enrolled)\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned window-partition-average template with \\\"Marital status\\\" as the group and casts the text-typed enrolled measure to REAL; filters null/empty values for a stable slice view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e9c6664835d23245265eb49be2edd5fd62440e4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_1bddb309e94ee7d0", + "api_calls": 0, + "input_tokens": 29017, + "cached_input_tokens": 6528, + "output_tokens": 691, + "total_tokens": 29708, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5722, + "estimated_output_tokens": 174, + "estimated_total_tokens": 5896, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17637.99, + "sql_execution_elapsed_ms_total": 4.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1bddb309e94ee7d0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7dbb14d35f767bb2e328d817a18625220d03e81e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21290, "bytes_utf8": 21290, "lines": 544, "estimated_tokens": 5785}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 510, "bytes_utf8": 510, "lines": 1, "estimated_tokens": 121}, "usage": {"input_tokens": 29080, "cached_input_tokens": 22912, "output_tokens": 1323, "reasoning_output_tokens": 1196}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..99d4fd14aeab6876f873551680184db82854e11d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_1d1ae4bfb4dec844", + "api_calls": 0, + "input_tokens": 29080, + "cached_input_tokens": 22912, + "output_tokens": 1323, + "total_tokens": 30403, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5785, + "estimated_output_tokens": 121, + "estimated_total_tokens": 5906, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 29178.92, + "sql_execution_elapsed_ms_total": 2.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..68b8754a502988c1e616691018ec0e7e9a9a25bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:09:45.430696+00:00", + "ended_at": "2026-05-26T00:10:14.609927+00:00", + "elapsed_ms": 29178.92, + "prompt_metrics": { + "chars": 21290, + "bytes_utf8": 21290, + "lines": 544, + "estimated_tokens": 5785 + }, + "stdout_metrics": { + "chars": 886, + "bytes_utf8": 886, + "lines": 4, + "estimated_tokens": 241 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 98 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 510, + "bytes_utf8": 510, + "lines": 1, + "estimated_tokens": 121 + }, + "usage": { + "input_tokens": 29080, + "cached_input_tokens": 22912, + "output_tokens": 1323, + "reasoning_output_tokens": 1196 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb98ea66bb081352588bf036ca09af41fccbd6ca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=International.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "International", + "predicate_col": "Father's occupation", + "predicate_op": ">=", + "predicate_value": 9.0, + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f077b442bc4f194f5c7143aa62c30424d8fa5f72 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619d-b307-7783-b068-14bec4719135"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT\\n \\\"Application mode\\\",\\n \\\"International\\\",\\n COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE CAST(\\\"Father's occupation\\\" AS REAL) >= 9.0\\nGROUP BY \\\"Application mode\\\", \\\"International\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the requested filtered two-dimensional group count template with group columns \\\"Application mode\\\" and \\\"International\\\". The predicate column is cast to REAL because the SQLite schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29080,"cached_input_tokens":22912,"output_tokens":1323,"reasoning_output_tokens":1196}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d0ab3e81dbc9bea88520579994180c6dabcb6d9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT\n \"Application mode\",\n \"International\",\n COUNT(*) AS \"row_count\"\nFROM \"m5\"\nWHERE CAST(\"Father's occupation\" AS REAL) >= 9.0\nGROUP BY \"Application mode\", \"International\"\nORDER BY \"row_count\" DESC;","notes":"Uses the requested filtered two-dimensional group count template with group columns \"Application mode\" and \"International\". The predicate column is cast to REAL because the SQLite schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..96ec7705306a7fe9956a5d9b7efec8a1ec249610 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:10:13.831872Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e619d-b307-7783-b068-14bec4719135.1779754185479733000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..967a75fe80df304fc12ea2768184d6dc45374af6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=International. +Result preview: [{"Application mode": "1", "International": "0", "row_count": 581}, {"Application mode": "39", "International": "0", "row_count": 294}, {"Application mode": "17", "International": "0", "row_count": 228}, {"Application mode": "43", "International": "0", "row_count": 103}, {"Application mode": "44", "International": "0", "row_count": 58}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2445250f40f5c1b58e718f7dd6042997dcb1a60e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m5_1d1ae4bfb4dec844 +-- problem_id: v2p_m5_ec69e24ef629f00e +-- realization_mode: agent +-- source_kind: agent +SELECT + "Application mode", + "International", + COUNT(*) AS "row_count" +FROM "m5" +WHERE CAST("Father's occupation" AS REAL) >= 9.0 +GROUP BY "Application mode", "International" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..38c2248bf29ea27c8b96be1f9cccc28b025418c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT\n \"Application mode\",\n \"International\",\n COUNT(*) AS \"row_count\"\nFROM \"m5\"\nWHERE CAST(\"Father's occupation\" AS REAL) >= 9.0\nGROUP BY \"Application mode\", \"International\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT\\n \\\"Application mode\\\",\\n \\\"International\\\",\\n COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE CAST(\\\"Father's occupation\\\" AS REAL) >= 9.0\\nGROUP BY \\\"Application mode\\\", \\\"International\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Application mode\", \"International\", \"row_count\"], \"rows\": [{\"Application mode\": \"1\", \"International\": \"0\", \"row_count\": 581}, {\"Application mode\": \"39\", \"International\": \"0\", \"row_count\": 294}, {\"Application mode\": \"17\", \"International\": \"0\", \"row_count\": 228}, {\"Application mode\": \"43\", \"International\": \"0\", \"row_count\": 103}, {\"Application mode\": \"44\", \"International\": \"0\", \"row_count\": 58}, {\"Application mode\": \"7\", \"International\": \"0\", \"row_count\": 42}, {\"Application mode\": \"18\", \"International\": \"0\", \"row_count\": 23}, {\"Application mode\": \"51\", \"International\": \"0\", \"row_count\": 22}, {\"Application mode\": \"42\", \"International\": \"0\", \"row_count\": 19}, {\"Application mode\": \"16\", \"International\": \"0\", \"row_count\": 17}, {\"Application mode\": \"53\", \"International\": \"0\", \"row_count\": 15}, {\"Application mode\": \"1\", \"International\": \"1\", \"row_count\": 13}, {\"Application mode\": \"15\", \"International\": \"1\", \"row_count\": 6}, {\"Application mode\": \"17\", \"International\": \"1\", \"row_count\": 6}, {\"Application mode\": \"10\", \"International\": \"1\", \"row_count\": 5}, {\"Application mode\": \"39\", \"International\": \"1\", \"row_count\": 5}, {\"Application mode\": \"43\", \"International\": \"1\", \"row_count\": 5}, {\"Application mode\": \"5\", \"International\": \"0\", \"row_count\": 4}, {\"Application mode\": \"2\", \"International\": \"0\", \"row_count\": 3}, {\"Application mode\": \"15\", \"International\": \"0\", \"row_count\": 1}, {\"Application mode\": \"18\", \"International\": \"1\", \"row_count\": 1}, {\"Application mode\": \"42\", \"International\": \"1\", \"row_count\": 1}, {\"Application mode\": \"7\", \"International\": \"1\", \"row_count\": 1}], \"row_count_returned\": 23, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.49}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c4f0b3dd7794090eef0fd0e23538942b9498780d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:09:45.429784+00:00", + "ended_at": "2026-05-26T00:10:14.619033+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_1d1ae4bfb4dec844", + "problem_id": "v2p_m5_ec69e24ef629f00e", + "dataset_id": "m5", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=International.", + "bindings": { + "group_col": "Application mode", + "group_col_2": "International", + "predicate_col": "Father's occupation", + "predicate_op": ">=", + "predicate_value": 9.0, + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=48" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1d1ae4bfb4dec844.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_1d1ae4bfb4dec844", + "api_calls": 0, + "input_tokens": 29080, + "cached_input_tokens": 22912, + "output_tokens": 1323, + "total_tokens": 30403, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5785, + "estimated_output_tokens": 121, + "estimated_total_tokens": 5906, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 29178.92, + "sql_execution_elapsed_ms_total": 2.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c491931aa197dceb7a024ef4b4948c53c56b40db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:10:14.615171+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 29178.92, "started_at": "2026-05-26T00:09:45.430696+00:00", "ended_at": "2026-05-26T00:10:14.609927+00:00", "prompt_metrics": {"chars": 21290, "bytes_utf8": 21290, "lines": 544, "estimated_tokens": 5785}, "response_metrics": {"chars": 510, "bytes_utf8": 510, "lines": 1, "estimated_tokens": 121}, "usage": {"input_tokens": 29080, "cached_input_tokens": 22912, "output_tokens": 1323, "reasoning_output_tokens": 1196}, "stderr_preview": "2026-05-26T00:10:13.831872Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e619d-b307-7783-b068-14bec4719135.1779754185479733000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT\\n \\\"Application mode\\\",\\n \\\"International\\\",\\n COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE CAST(\\\"Father's occupation\\\" AS REAL) >= 9.0\\nGROUP BY \\\"Application mode\\\", \\\"International\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the requested filtered two-dimensional group count template with group columns \\\"Application mode\\\" and \\\"International\\\". The predicate column is cast to REAL because the SQLite schema stores values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3797ade248a654f4c797b579d35cff97e4a8c2e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_1d1ae4bfb4dec844", + "api_calls": 0, + "input_tokens": 29080, + "cached_input_tokens": 22912, + "output_tokens": 1323, + "total_tokens": 30403, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5785, + "estimated_output_tokens": 121, + "estimated_total_tokens": 5906, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 29178.92, + "sql_execution_elapsed_ms_total": 2.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1d1ae4bfb4dec844/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5074fea532b4fc49aea16060c61a47c1d4834393 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21223, "bytes_utf8": 21223, "lines": 543, "estimated_tokens": 5756}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 409, "bytes_utf8": 409, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 29051, "cached_input_tokens": 28544, "output_tokens": 354, "reasoning_output_tokens": 241}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1e8c9fb80f25e139efb2c7d60a9bf59c3426542c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_1e11ae001fe5d238", + "api_calls": 0, + "input_tokens": 29051, + "cached_input_tokens": 28544, + "output_tokens": 354, + "total_tokens": 29405, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5756, + "estimated_output_tokens": 107, + "estimated_total_tokens": 5863, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10973.06, + "sql_execution_elapsed_ms_total": 2.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9cb13c000ecde700582e191591e63a0f4e5c13ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:10:14.620331+00:00", + "ended_at": "2026-05-26T00:10:25.593537+00:00", + "elapsed_ms": 10973.06, + "prompt_metrics": { + "chars": 21223, + "bytes_utf8": 21223, + "lines": 543, + "estimated_tokens": 5756 + }, + "stdout_metrics": { + "chars": 772, + "bytes_utf8": 772, + "lines": 4, + "estimated_tokens": 224 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 409, + "bytes_utf8": 409, + "lines": 1, + "estimated_tokens": 107 + }, + "usage": { + "input_tokens": 29051, + "cached_input_tokens": 28544, + "output_tokens": 354, + "reasoning_output_tokens": 241 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f12e20ea42fa99ed4abeaa74b42672eab44c38e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Inflation rate, condition_col=Scholarship holder.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Inflation rate", + "condition_col": "Scholarship holder", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 25.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8537c84fba56a5215d7260faa8aa2ed710bf6f51 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619e-2504-73e3-b4e0-3dbd9a97f618"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Inflation rate\\\",\\n AVG(CASE WHEN \\\"Scholarship holder\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Inflation rate\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the share of rows with \\\"Scholarship holder\\\" = '1' within each \\\"Inflation rate\\\" group using the planned grouped condition rate template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29051,"cached_input_tokens":28544,"output_tokens":354,"reasoning_output_tokens":241}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0430191cb6c822bed49689a1c336dd65cf5557f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Inflation rate\",\n AVG(CASE WHEN \"Scholarship holder\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Inflation rate\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the share of rows with \"Scholarship holder\" = '1' within each \"Inflation rate\" group using the planned grouped condition rate template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..5d8291f666c6ff9e211132218214000cf1c3741c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Inflation rate, condition_col=Scholarship holder. +Result preview: [{"Inflation rate": "0.6", "condition_rate": 0.2995169082125604}, {"Inflation rate": "0.5", "condition_rate": 0.2966292134831461}, {"Inflation rate": "-0.3", "condition_rate": 0.2846153846153846}, {"Inflation rate": "3.7", "condition_rate": 0.2840095465393795}, {"Inflation rate": "1.4", "condition_rate": 0.2765957446808511}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..8f816aeb12a8cba726962b19abeba1ac245386ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_1e11ae001fe5d238 +-- problem_id: v2p_m5_8553232b24c33b35 +-- realization_mode: agent +-- source_kind: agent +SELECT "Inflation rate", + AVG(CASE WHEN "Scholarship holder" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Inflation rate" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3f6a917bf057573aa7bbce9d92f78491b5434b6c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Inflation rate\",\n AVG(CASE WHEN \"Scholarship holder\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Inflation rate\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Inflation rate\\\",\\n AVG(CASE WHEN \\\"Scholarship holder\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Inflation rate\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Inflation rate\", \"condition_rate\"], \"rows\": [{\"Inflation rate\": \"0.6\", \"condition_rate\": 0.2995169082125604}, {\"Inflation rate\": \"0.5\", \"condition_rate\": 0.2966292134831461}, {\"Inflation rate\": \"-0.3\", \"condition_rate\": 0.2846153846153846}, {\"Inflation rate\": \"3.7\", \"condition_rate\": 0.2840095465393795}, {\"Inflation rate\": \"1.4\", \"condition_rate\": 0.2765957446808511}, {\"Inflation rate\": \"2.8\", \"condition_rate\": 0.25440806045340053}, {\"Inflation rate\": \"-0.8\", \"condition_rate\": 0.23076923076923078}, {\"Inflation rate\": \"0.3\", \"condition_rate\": 0.2154696132596685}, {\"Inflation rate\": \"2.6\", \"condition_rate\": 0.11208406304728546}], \"row_count_returned\": 9, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.2}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..412a76d2e722896eb91a373f8591c42e821500ca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1e11ae001fe5d238/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:10:14.619460+00:00", + "ended_at": "2026-05-26T00:10:25.602821+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_1e11ae001fe5d238", + "problem_id": "v2p_m5_8553232b24c33b35", + "dataset_id": "m5", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Inflation rate, condition_col=Scholarship holder.", + "bindings": { + "group_col": "Inflation rate", + "condition_col": "Scholarship holder", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 25.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1e11ae001fe5d238.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_1e11ae001fe5d238", + "api_calls": 0, + "input_tokens": 29051, + "cached_input_tokens": 28544, + "output_tokens": 354, + "total_tokens": 29405, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 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"reasoning_output_tokens": 2985}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..32441d5be8bb334d05f369eb2cbf4520454faaac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_1f21cd5e2891e122", + "api_calls": 0, + "input_tokens": 29131, + "cached_input_tokens": 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"chars": 828, + "bytes_utf8": 828, + "lines": 1, + "estimated_tokens": 249 + }, + "usage": { + "input_tokens": 29131, + "cached_input_tokens": 28032, + "output_tokens": 3240, + "reasoning_output_tokens": 2985 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4928a176bbee27916f1b024a2bbce5d85e364e3b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Curricular units 2nd sem (evaluations), measure_col=Inflation rate.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Curricular units 2nd sem (evaluations)", + "measure_col": "Inflation rate", + "item_col": "Curricular units 1st sem (evaluations)", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fe1df5123d709d1d917ff55adc8f11dda8d91303 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619e-4ff7-7e71-a84a-e1241d33c30a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Curricular units 2nd sem (evaluations)\\\",\\n \\\"Curricular units 1st sem (evaluations)\\\",\\n SUM(CAST(\\\"Inflation rate\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Inflation rate\\\" AS REAL)) * 100.0 / NULLIF(\\n SUM(SUM(CAST(\\\"Inflation rate\\\" AS REAL))) OVER (\\n PARTITION BY \\\"Curricular units 2nd sem (evaluations)\\\"\\n ),\\n 0\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY\\n \\\"Curricular units 2nd sem (evaluations)\\\",\\n \\\"Curricular units 1st sem (evaluations)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned within-group share template with group_col=\\\"Curricular units 2nd sem (evaluations)\\\", item_col=\\\"Curricular units 1st sem (evaluations)\\\", and casts \\\"Inflation rate\\\" from TEXT to REAL for aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29131,"cached_input_tokens":28032,"output_tokens":3240,"reasoning_output_tokens":2985}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4d1e8b7d4e245d37bf10c72cad52810264faad5d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Curricular units 2nd sem (evaluations)\",\n \"Curricular units 1st sem (evaluations)\",\n SUM(CAST(\"Inflation rate\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Inflation rate\" AS REAL)) * 100.0 / NULLIF(\n SUM(SUM(CAST(\"Inflation rate\" AS REAL))) OVER (\n PARTITION BY \"Curricular units 2nd sem (evaluations)\"\n ),\n 0\n ) AS \"share_within_group\"\nFROM \"m5\"\nGROUP BY\n \"Curricular units 2nd sem (evaluations)\",\n \"Curricular units 1st sem (evaluations)\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the planned within-group share template with group_col=\"Curricular units 2nd sem (evaluations)\", item_col=\"Curricular units 1st sem (evaluations)\", and casts \"Inflation rate\" from TEXT to REAL for aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..746f2c011487bec979c8b5a3fbbeadbcf70177b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Curricular units 2nd sem (evaluations), measure_col=Inflation rate. +Result preview: [{"Curricular units 2nd sem (evaluations)": "20", "Curricular units 1st sem (evaluations)": "16", "total_measure": -0.8, "share_within_group": 133.33333333333326}, {"Curricular units 2nd sem (evaluations)": "20", "Curricular units 1st sem (evaluations)": "20", "total_measure": -0.8, "share_within_group": 133.33333333333326}, {"Curricular units 2nd sem (evaluations)": "20", "Curricular units 1st sem (evaluations)": "22", "total_measure": -0.8, "share_within_group": 133.33333333333326}, {"Curricular units 2nd sem (evaluations)": "20", "Curricular units 1st sem (evaluations)": "23", "total_measure": -0.8, "share_within_group": 133.33333333333326}, {"Curricular units 2nd sem (evaluations)": "25", "Curricular units 1st sem (evaluations)": "19", "total_measure": 0.6, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d19759b228c4552cfa3fad8811552482840e91d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/generated_sql.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_1f21cd5e2891e122 +-- problem_id: v2p_m5_b7e97bf2718a921f +-- realization_mode: agent +-- source_kind: agent +SELECT + "Curricular units 2nd sem (evaluations)", + "Curricular units 1st sem (evaluations)", + SUM(CAST("Inflation rate" AS REAL)) AS "total_measure", + SUM(CAST("Inflation rate" AS REAL)) * 100.0 / NULLIF( + SUM(SUM(CAST("Inflation rate" AS REAL))) OVER ( + PARTITION BY "Curricular units 2nd sem (evaluations)" + ), + 0 + ) AS "share_within_group" +FROM "m5" +GROUP BY + "Curricular units 2nd sem (evaluations)", + "Curricular units 1st sem (evaluations)" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2abd8854474323cf0b3b9fa1bb9cf89d5d8c5c51 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Curricular units 2nd sem (evaluations)\",\n \"Curricular units 1st sem (evaluations)\",\n SUM(CAST(\"Inflation rate\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Inflation rate\" AS REAL)) * 100.0 / NULLIF(\n SUM(SUM(CAST(\"Inflation rate\" AS REAL))) OVER (\n PARTITION BY \"Curricular units 2nd sem (evaluations)\"\n ),\n 0\n ) AS \"share_within_group\"\nFROM \"m5\"\nGROUP BY\n \"Curricular units 2nd sem (evaluations)\",\n \"Curricular units 1st sem (evaluations)\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Curricular units 2nd sem (evaluations)\\\",\\n \\\"Curricular units 1st sem (evaluations)\\\",\\n SUM(CAST(\\\"Inflation rate\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Inflation rate\\\" AS REAL)) * 100.0 / NULLIF(\\n SUM(SUM(CAST(\\\"Inflation rate\\\" AS REAL))) OVER (\\n PARTITION BY \\\"Curricular units 2nd sem (evaluations)\\\"\\n ),\\n 0\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY\\n \\\"Curricular units 2nd sem (evaluations)\\\",\\n \\\"Curricular units 1st sem (evaluations)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Curricular units 2nd sem (evaluations)\", \"Curricular units 1st sem (evaluations)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Curricular units 2nd sem (evaluations)\": \"20\", \"Curricular units 1st sem (evaluations)\": \"16\", \"total_measure\": -0.8, \"share_within_group\": 133.33333333333326}, {\"Curricular units 2nd sem (evaluations)\": \"20\", \"Curricular units 1st sem (evaluations)\": \"20\", \"total_measure\": -0.8, \"share_within_group\": 133.33333333333326}, {\"Curricular units 2nd sem (evaluations)\": \"20\", \"Curricular units 1st sem (evaluations)\": \"22\", \"total_measure\": -0.8, \"share_within_group\": 133.33333333333326}, {\"Curricular units 2nd sem (evaluations)\": \"20\", \"Curricular units 1st sem (evaluations)\": \"23\", \"total_measure\": -0.8, \"share_within_group\": 133.33333333333326}, {\"Curricular units 2nd sem (evaluations)\": \"25\", \"Curricular units 1st sem (evaluations)\": \"19\", \"total_measure\": 0.6, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (evaluations)\": \"28\", \"Curricular units 1st sem (evaluations)\": \"19\", \"total_measure\": 0.6, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (evaluations)\": \"33\", \"Curricular units 1st sem (evaluations)\": \"33\", \"total_measure\": 2.6, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (evaluations)\": \"27\", \"Curricular units 1st sem (evaluations)\": \"45\", \"total_measure\": 2.8, \"share_within_group\": 84.84848484848486}, {\"Curricular units 2nd sem (evaluations)\": \"0\", \"Curricular units 1st sem (evaluations)\": \"0\", \"total_measure\": 442.3, \"share_within_group\": 84.65071770334929}, {\"Curricular units 2nd sem (evaluations)\": \"3\", \"Curricular units 1st sem (evaluations)\": \"3\", \"total_measure\": 2.6, \"share_within_group\": 81.25}, {\"Curricular units 2nd sem (evaluations)\": \"26\", \"Curricular units 1st sem (evaluations)\": \"26\", \"total_measure\": 5.2, \"share_within_group\": 65.0}, {\"Curricular units 2nd sem (evaluations)\": \"1\", \"Curricular units 1st sem (evaluations)\": \"7\", \"total_measure\": 3.7, \"share_within_group\": 64.91228070175438}, {\"Curricular units 2nd sem (evaluations)\": \"2\", \"Curricular units 1st sem (evaluations)\": \"3\", \"total_measure\": 3.1, \"share_within_group\": 63.265306122448976}, {\"Curricular units 2nd sem (evaluations)\": \"23\", \"Curricular units 1st sem (evaluations)\": \"23\", \"total_measure\": 5.2, \"share_within_group\": 62.65060240963855}, {\"Curricular units 2nd sem (evaluations)\": \"24\", \"Curricular units 1st sem (evaluations)\": \"29\", \"total_measure\": 2.8, \"share_within_group\": 58.333333333333336}, {\"Curricular units 2nd sem (evaluations)\": \"24\", \"Curricular units 1st sem (evaluations)\": \"31\", \"total_measure\": 2.8, \"share_within_group\": 58.333333333333336}, {\"Curricular units 2nd sem (evaluations)\": \"2\", \"Curricular units 1st sem (evaluations)\": \"2\", \"total_measure\": 2.6, \"share_within_group\": 53.06122448979591}, {\"Curricular units 2nd sem (evaluations)\": \"8\", \"Curricular units 1st sem (evaluations)\": \"8\", \"total_measure\": 492.4, \"share_within_group\": 49.89360624176715}, {\"Curricular units 2nd sem (evaluations)\": \"4\", \"Curricular units 1st sem (evaluations)\": \"4\", \"total_measure\": 7.4, \"share_within_group\": 45.39877300613497}, {\"Curricular units 2nd sem (evaluations)\": \"5\", \"Curricular units 1st sem (evaluations)\": \"5\", \"total_measure\": 202.5, \"share_within_group\": 45.22108083966056}, {\"Curricular units 2nd sem (evaluations)\": \"6\", \"Curricular units 1st sem (evaluations)\": \"6\", \"total_measure\": 315.4, \"share_within_group\": 44.52286843591191}, {\"Curricular units 2nd sem (evaluations)\": \"7\", \"Curricular units 1st sem (evaluations)\": \"7\", \"total_measure\": 315.0, \"share_within_group\": 43.84133611691023}, {\"Curricular units 2nd sem (evaluations)\": \"19\", \"Curricular units 1st sem (evaluations)\": \"17\", \"total_measure\": 5.7, \"share_within_group\": 37.01298701298701}, {\"Curricular units 2nd sem (evaluations)\": \"26\", \"Curricular units 1st sem (evaluations)\": \"45\", \"total_measure\": 2.8, \"share_within_group\": 35.0}, {\"Curricular units 2nd sem (evaluations)\": \"4\", \"Curricular units 1st sem (evaluations)\": \"5\", \"total_measure\": 5.5, \"share_within_group\": 33.74233128834356}, {\"Curricular units 2nd sem (evaluations)\": \"23\", \"Curricular units 1st sem (evaluations)\": \"24\", \"total_measure\": 2.8, \"share_within_group\": 33.734939759036145}, {\"Curricular units 2nd sem (evaluations)\": \"12\", \"Curricular units 1st sem (evaluations)\": \"12\", \"total_measure\": 90.4, \"share_within_group\": 32.07948899929028}, {\"Curricular units 2nd sem (evaluations)\": \"17\", \"Curricular units 1st sem (evaluations)\": \"15\", \"total_measure\": 7.699999999999999, \"share_within_group\": 31.300813008130078}, {\"Curricular units 2nd sem (evaluations)\": \"21\", \"Curricular units 1st sem (evaluations)\": \"17\", \"total_measure\": 5.6, \"share_within_group\": 30.601092896174862}, {\"Curricular units 2nd sem (evaluations)\": \"11\", \"Curricular units 1st sem (evaluations)\": \"11\", \"total_measure\": 75.8, \"share_within_group\": 27.960162301733675}, {\"Curricular units 2nd sem (evaluations)\": \"1\", \"Curricular units 1st sem (evaluations)\": \"2\", \"total_measure\": 1.4, \"share_within_group\": 24.561403508771928}, {\"Curricular units 2nd sem (evaluations)\": \"18\", \"Curricular units 1st sem (evaluations)\": \"22\", \"total_measure\": 5.7, \"share_within_group\": 22.8}, {\"Curricular units 2nd sem (evaluations)\": \"16\", \"Curricular units 1st sem (evaluations)\": \"12\", \"total_measure\": 13.7, \"share_within_group\": 22.607260726072607}, {\"Curricular units 2nd sem (evaluations)\": \"10\", \"Curricular units 1st sem (evaluations)\": \"8\", \"total_measure\": 93.3, \"share_within_group\": 22.203712517848643}, {\"Curricular units 2nd sem (evaluations)\": \"10\", \"Curricular units 1st sem (evaluations)\": \"9\", \"total_measure\": 88.3, \"share_within_group\": 21.013802950975727}, {\"Curricular units 2nd sem (evaluations)\": \"14\", \"Curricular units 1st sem (evaluations)\": \"10\", \"total_measure\": 25.6, \"share_within_group\": 20.880913539967374}, {\"Curricular units 2nd sem (evaluations)\": \"7\", \"Curricular units 1st sem (evaluations)\": \"6\", \"total_measure\": 146.79999999999998, \"share_within_group\": 20.431454418928322}, {\"Curricular units 2nd sem (evaluations)\": \"21\", \"Curricular units 1st sem (evaluations)\": \"21\", \"total_measure\": 3.7, \"share_within_group\": 20.218579234972676}, {\"Curricular units 2nd sem (evaluations)\": \"11\", \"Curricular units 1st sem (evaluations)\": \"8\", \"total_measure\": 54.8, \"share_within_group\": 20.21394319439321}, {\"Curricular units 2nd sem (evaluations)\": \"6\", \"Curricular units 1st sem (evaluations)\": \"7\", \"total_measure\": 140.9, \"share_within_group\": 19.889892715979673}, {\"Curricular units 2nd sem (evaluations)\": \"17\", \"Curricular units 1st sem (evaluations)\": \"19\", \"total_measure\": 4.8, \"share_within_group\": 19.512195121951223}, {\"Curricular units 2nd sem (evaluations)\": \"22\", \"Curricular units 1st sem (evaluations)\": \"18\", \"total_measure\": 3.7, \"share_within_group\": 19.473684210526315}, {\"Curricular units 2nd sem (evaluations)\": \"3\", \"Curricular units 1st sem (evaluations)\": \"4\", \"total_measure\": 0.6, \"share_within_group\": 18.75}, {\"Curricular units 2nd sem (evaluations)\": \"5\", \"Curricular units 1st sem (evaluations)\": \"6\", \"total_measure\": 82.7, \"share_within_group\": 18.468066100937918}, {\"Curricular units 2nd sem (evaluations)\": \"19\", \"Curricular units 1st sem (evaluations)\": \"24\", \"total_measure\": 2.8, \"share_within_group\": 18.18181818181818}, {\"Curricular units 2nd sem (evaluations)\": \"9\", \"Curricular units 1st sem (evaluations)\": \"9\", \"total_measure\": 75.39999999999999, \"share_within_group\": 17.943836268443597}, {\"Curricular units 2nd sem (evaluations)\": \"9\", \"Curricular units 1st sem (evaluations)\": \"8\", \"total_measure\": 70.3, \"share_within_group\": 16.73012851023322}, {\"Curricular units 2nd sem (evaluations)\": \"7\", \"Curricular units 1st sem (evaluations)\": \"8\", \"total_measure\": 118.2, \"share_within_group\": 16.450939457202505}, {\"Curricular units 2nd sem (evaluations)\": \"9\", \"Curricular units 1st sem (evaluations)\": \"7\", \"total_measure\": 68.89999999999999, \"share_within_group\": 16.396953831508803}, {\"Curricular units 2nd sem (evaluations)\": \"10\", \"Curricular units 1st sem (evaluations)\": \"10\", \"total_measure\": 67.6, \"share_within_group\": 16.087577344121843}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.4}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8c43a5b330cbde69f6f37bdb107aaf1144286db2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:10:25.603360+00:00", + "ended_at": "2026-05-26T00:11:27.306130+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_1f21cd5e2891e122", + "problem_id": "v2p_m5_b7e97bf2718a921f", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Curricular units 2nd sem (evaluations), measure_col=Inflation rate.", + "bindings": { + "group_col": "Curricular units 2nd sem (evaluations)", + "measure_col": "Inflation rate", + "item_col": "Curricular units 1st sem (evaluations)", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1f21cd5e2891e122.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_1f21cd5e2891e122", + "api_calls": 0, + "input_tokens": 29131, + "cached_input_tokens": 28032, + "output_tokens": 3240, + "total_tokens": 32371, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5836, + "estimated_output_tokens": 249, + "estimated_total_tokens": 6085, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 61676.07, + "sql_execution_elapsed_ms_total": 4.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/trace.jsonl new file mode 100644 index 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"stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Curricular units 2nd sem (evaluations)\\\",\\n \\\"Curricular units 1st sem (evaluations)\\\",\\n SUM(CAST(\\\"Inflation rate\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Inflation rate\\\" AS REAL)) * 100.0 / NULLIF(\\n SUM(SUM(CAST(\\\"Inflation rate\\\" AS REAL))) OVER (\\n PARTITION BY \\\"Curricular units 2nd sem (evaluations)\\\"\\n ),\\n 0\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY\\n \\\"Curricular units 2nd sem (evaluations)\\\",\\n \\\"Curricular units 1st sem (evaluations)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned within-group share template with group_col=\\\"Curricular units 2nd sem (evaluations)\\\", item_col=\\\"Curricular units 1st sem (evaluations)\\\", and casts \\\"Inflation rate\\\" from TEXT to REAL for aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5db673f64049bc4ca8173c539db3ea726c5bb6f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_1f21cd5e2891e122", + "api_calls": 0, + "input_tokens": 29131, + "cached_input_tokens": 28032, + "output_tokens": 3240, + "total_tokens": 32371, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5836, + "estimated_output_tokens": 249, + "estimated_total_tokens": 6085, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 61676.07, + "sql_execution_elapsed_ms_total": 4.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..08b040945facba19081a09627409fb529af9d212 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21375, "bytes_utf8": 21375, "lines": 542, "estimated_tokens": 5811}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 815, "bytes_utf8": 815, "lines": 1, "estimated_tokens": 209}, "usage": {"input_tokens": 29106, "cached_input_tokens": 4480, "output_tokens": 2753, "reasoning_output_tokens": 2538}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..008834b799be1b9ca560cd2379e39222d12eb80c --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3fae6b58d374ea2c27281194d0c353313ba0ccb4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:11:27.307527+00:00", + "ended_at": "2026-05-26T00:12:20.436371+00:00", + "elapsed_ms": 53126.91, + "prompt_metrics": { + "chars": 21375, + "bytes_utf8": 21375, + "lines": 542, + "estimated_tokens": 5811 + }, + "stdout_metrics": { + "chars": 1232, + "bytes_utf8": 1232, + "lines": 4, + "estimated_tokens": 358 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 815, + "bytes_utf8": 815, + "lines": 1, + "estimated_tokens": 209 + }, + "usage": { + "input_tokens": 29106, + "cached_input_tokens": 4480, + "output_tokens": 2753, + "reasoning_output_tokens": 2538 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..19e3892808cf06637da94937255fab1f49ab6ad3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Application mode, measure_col=Nacionality.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Application mode", + "measure_col": "Nacionality", + "item_col": "Nacionality", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1a6376ca162a0601eea8c524241713c2515ff299 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619f-40fe-7721-8b45-65d927597f00"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Application mode\\\",\\n \\\"Nacionality\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"Application mode\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"Application mode\\\",\\n \\\"Nacionality\\\",\\n SUM(CAST(\\\"Nacionality\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Application mode\\\", \\\"Nacionality\\\"\\n) AS \\\"agg\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Implements the within-group share template with \\\"Application mode\\\" as the group and both item and measure bound to \\\"Nacionality\\\". \\\"Nacionality\\\" is cast from TEXT to REAL for aggregation, so the share is based on summed nationality code values within each application mode rather than simple row counts.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29106,"cached_input_tokens":4480,"output_tokens":2753,"reasoning_output_tokens":2538}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4629f7dcb10a450b80b1517fdfcba7493aa8a15b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Application mode\",\n \"Nacionality\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"Application mode\") AS \"share_within_group\"\nFROM (\n SELECT\n \"Application mode\",\n \"Nacionality\",\n SUM(CAST(\"Nacionality\" AS REAL)) AS \"total_measure\"\n FROM \"m5\"\n GROUP BY \"Application mode\", \"Nacionality\"\n) AS \"agg\"\nORDER BY \"share_within_group\" DESC;","notes":"Implements the within-group share template with \"Application mode\" as the group and both item and measure bound to \"Nacionality\". \"Nacionality\" is cast from TEXT to REAL for aggregation, so the share is based on summed nationality code values within each application mode rather than simple row counts."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a305c44b8f5abf723dfb3a9e1a66aa24091fa101 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:12:19.844300Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e619f-40fe-7721-8b45-65d927597f00.1779754287358936000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..702a5f4281979bfe87a906b7160eca4e95fca6a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Application mode, measure_col=Nacionality. +Result preview: [{"Application mode": "16", "Nacionality": "1", "total_measure": 38.0, "share_within_group": 100.0}, {"Application mode": "2", "Nacionality": "1", "total_measure": 3.0, "share_within_group": 100.0}, {"Application mode": "26", "Nacionality": "1", "total_measure": 1.0, "share_within_group": 100.0}, {"Application mode": "27", "Nacionality": "1", "total_measure": 1.0, "share_within_group": 100.0}, {"Application mode": "5", "Nacionality": "1", "total_measure": 16.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..9aa22df3be87092f07355466d60c795b8ba6c6e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/generated_sql.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_1f4581b0b58836f3 +-- problem_id: v2p_m5_9637dccf9642d344 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Application mode", + "Nacionality", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "Application mode") AS "share_within_group" +FROM ( + SELECT + "Application mode", + "Nacionality", + SUM(CAST("Nacionality" AS REAL)) AS "total_measure" + FROM "m5" + GROUP BY "Application mode", "Nacionality" +) AS "agg" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..841d54258de2847660fc9b593498e2cf908bed85 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Application mode\",\n \"Nacionality\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"Application mode\") AS \"share_within_group\"\nFROM (\n SELECT\n \"Application mode\",\n \"Nacionality\",\n SUM(CAST(\"Nacionality\" AS REAL)) AS \"total_measure\"\n FROM \"m5\"\n GROUP BY \"Application mode\", \"Nacionality\"\n) AS \"agg\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Application mode\\\",\\n \\\"Nacionality\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"Application mode\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"Application mode\\\",\\n \\\"Nacionality\\\",\\n SUM(CAST(\\\"Nacionality\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Application mode\\\", \\\"Nacionality\\\"\\n) AS \\\"agg\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Application mode\", \"Nacionality\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Application mode\": \"16\", \"Nacionality\": \"1\", \"total_measure\": 38.0, \"share_within_group\": 100.0}, {\"Application mode\": \"2\", \"Nacionality\": \"1\", \"total_measure\": 3.0, \"share_within_group\": 100.0}, {\"Application mode\": \"26\", \"Nacionality\": \"1\", \"total_measure\": 1.0, \"share_within_group\": 100.0}, {\"Application mode\": \"27\", \"Nacionality\": \"1\", \"total_measure\": 1.0, \"share_within_group\": 100.0}, {\"Application mode\": \"5\", \"Nacionality\": \"1\", \"total_measure\": 16.0, \"share_within_group\": 100.0}, {\"Application mode\": \"51\", \"Nacionality\": \"1\", \"total_measure\": 59.0, \"share_within_group\": 100.0}, {\"Application mode\": \"53\", \"Nacionality\": \"1\", \"total_measure\": 35.0, \"share_within_group\": 100.0}, {\"Application mode\": \"57\", \"Nacionality\": \"41\", \"total_measure\": 41.0, \"share_within_group\": 100.0}, {\"Application mode\": \"7\", \"Nacionality\": \"1\", \"total_measure\": 138.0, \"share_within_group\": 95.83333333333333}, {\"Application mode\": \"10\", \"Nacionality\": \"22\", \"total_measure\": 132.0, \"share_within_group\": 72.52747252747253}, {\"Application mode\": \"44\", \"Nacionality\": \"1\", \"total_measure\": 208.0, \"share_within_group\": 71.97231833910034}, {\"Application mode\": \"17\", \"Nacionality\": \"1\", \"total_measure\": 862.0, \"share_within_group\": 71.71381031613977}, {\"Application mode\": \"42\", \"Nacionality\": \"1\", \"total_measure\": 76.0, \"share_within_group\": 64.95726495726495}, {\"Application mode\": \"39\", \"Nacionality\": \"1\", \"total_measure\": 774.0, \"share_within_group\": 59.40138142747506}, {\"Application mode\": \"1\", \"Nacionality\": \"1\", \"total_measure\": 1679.0, \"share_within_group\": 58.46100278551532}, {\"Application mode\": \"15\", \"Nacionality\": \"41\", \"total_measure\": 451.0, \"share_within_group\": 47.32423924449108}, {\"Application mode\": \"18\", \"Nacionality\": \"1\", \"total_measure\": 121.0, \"share_within_group\": 44.48529411764706}, {\"Application mode\": \"43\", \"Nacionality\": \"1\", \"total_measure\": 298.0, \"share_within_group\": 39.26218708827405}, {\"Application mode\": \"18\", \"Nacionality\": \"103\", \"total_measure\": 103.0, \"share_within_group\": 37.86764705882353}, {\"Application mode\": \"15\", \"Nacionality\": \"26\", \"total_measure\": 338.0, \"share_within_group\": 35.46694648478489}, {\"Application mode\": \"42\", \"Nacionality\": \"41\", \"total_measure\": 41.0, \"share_within_group\": 35.042735042735046}, {\"Application mode\": \"10\", \"Nacionality\": \"24\", \"total_measure\": 48.0, \"share_within_group\": 26.373626373626372}, {\"Application mode\": \"43\", \"Nacionality\": \"100\", \"total_measure\": 200.0, \"share_within_group\": 26.350461133069828}, {\"Application mode\": \"18\", \"Nacionality\": \"24\", \"total_measure\": 48.0, \"share_within_group\": 17.647058823529413}, {\"Application mode\": \"1\", \"Nacionality\": \"41\", \"total_measure\": 492.0, \"share_within_group\": 17.13091922005571}, {\"Application mode\": \"17\", \"Nacionality\": \"41\", \"total_measure\": 205.0, \"share_within_group\": 17.054908485856906}, {\"Application mode\": \"39\", \"Nacionality\": \"41\", \"total_measure\": 205.0, \"share_within_group\": 15.732924021488872}, {\"Application mode\": \"44\", \"Nacionality\": \"41\", \"total_measure\": 41.0, \"share_within_group\": 14.186851211072664}, {\"Application mode\": \"15\", \"Nacionality\": \"108\", \"total_measure\": 108.0, \"share_within_group\": 11.332633788037775}, {\"Application mode\": \"43\", \"Nacionality\": \"41\", \"total_measure\": 82.0, \"share_within_group\": 10.803689064558629}, {\"Application mode\": \"43\", \"Nacionality\": \"22\", \"total_measure\": 66.0, \"share_within_group\": 8.695652173913043}, {\"Application mode\": \"39\", \"Nacionality\": \"105\", \"total_measure\": 105.0, \"share_within_group\": 8.058326937835764}, {\"Application mode\": \"39\", \"Nacionality\": \"101\", \"total_measure\": 101.0, \"share_within_group\": 7.751343054489639}, {\"Application mode\": \"39\", \"Nacionality\": \"100\", \"total_measure\": 100.0, \"share_within_group\": 7.674597083653108}, {\"Application mode\": \"44\", \"Nacionality\": \"22\", \"total_measure\": 22.0, \"share_within_group\": 7.612456747404845}, {\"Application mode\": \"1\", \"Nacionality\": \"103\", \"total_measure\": 206.0, \"share_within_group\": 7.172701949860724}, {\"Application mode\": \"43\", \"Nacionality\": \"25\", \"total_measure\": 50.0, \"share_within_group\": 6.587615283267457}, {\"Application mode\": \"44\", \"Nacionality\": \"6\", \"total_measure\": 18.0, \"share_within_group\": 6.228373702422146}, {\"Application mode\": \"17\", \"Nacionality\": \"62\", \"total_measure\": 62.0, \"share_within_group\": 5.158069883527454}, {\"Application mode\": \"7\", \"Nacionality\": \"6\", \"total_measure\": 6.0, \"share_within_group\": 4.166666666666667}, {\"Application mode\": \"1\", \"Nacionality\": \"109\", \"total_measure\": 109.0, \"share_within_group\": 3.7952646239554317}, {\"Application mode\": \"1\", \"Nacionality\": \"105\", \"total_measure\": 105.0, \"share_within_group\": 3.6559888579387185}, {\"Application mode\": \"1\", \"Nacionality\": \"101\", \"total_measure\": 101.0, \"share_within_group\": 3.5167130919220058}, {\"Application mode\": \"15\", \"Nacionality\": \"32\", \"total_measure\": 32.0, \"share_within_group\": 3.3578174186778593}, {\"Application mode\": \"43\", \"Nacionality\": \"24\", \"total_measure\": 24.0, \"share_within_group\": 3.1620553359683794}, {\"Application mode\": \"43\", \"Nacionality\": \"21\", \"total_measure\": 21.0, \"share_within_group\": 2.766798418972332}, {\"Application mode\": \"43\", \"Nacionality\": \"6\", \"total_measure\": 18.0, \"share_within_group\": 2.3715415019762847}, {\"Application mode\": \"15\", \"Nacionality\": \"21\", \"total_measure\": 21.0, \"share_within_group\": 2.2035676810073452}, {\"Application mode\": \"17\", \"Nacionality\": \"26\", \"total_measure\": 26.0, \"share_within_group\": 2.1630615640599}, {\"Application mode\": \"1\", \"Nacionality\": \"62\", \"total_measure\": 62.0, \"share_within_group\": 2.1587743732590527}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.82}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d3d107650ca16d11833c7569dee7fae86145df55 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:11:27.306631+00:00", + "ended_at": "2026-05-26T00:12:20.446692+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_1f4581b0b58836f3", + "problem_id": "v2p_m5_9637dccf9642d344", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Application mode, measure_col=Nacionality.", + "bindings": { + "group_col": "Application mode", + "measure_col": "Nacionality", + "item_col": "Nacionality", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=11", + "sql_variant_index=2/2", + "binding_index=34" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 11, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1f4581b0b58836f3.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_1f4581b0b58836f3", + "api_calls": 0, + "input_tokens": 29106, + "cached_input_tokens": 4480, + "output_tokens": 2753, + "total_tokens": 31859, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5811, + "estimated_output_tokens": 209, + "estimated_total_tokens": 6020, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 53126.91, + "sql_execution_elapsed_ms_total": 3.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..012cfa48753d2e7c96199dbd1e5b54f193a600f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:12:20.441135+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 53126.91, "started_at": "2026-05-26T00:11:27.307527+00:00", "ended_at": "2026-05-26T00:12:20.436371+00:00", "prompt_metrics": {"chars": 21375, "bytes_utf8": 21375, "lines": 542, "estimated_tokens": 5811}, "response_metrics": {"chars": 815, "bytes_utf8": 815, "lines": 1, "estimated_tokens": 209}, "usage": {"input_tokens": 29106, "cached_input_tokens": 4480, "output_tokens": 2753, "reasoning_output_tokens": 2538}, "stderr_preview": "2026-05-26T00:12:19.844300Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e619f-40fe-7721-8b45-65d927597f00.1779754287358936000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Application mode\\\",\\n \\\"Nacionality\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"Application mode\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"Application mode\\\",\\n \\\"Nacionality\\\",\\n SUM(CAST(\\\"Nacionality\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Application mode\\\", \\\"Nacionality\\\"\\n) AS \\\"agg\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Implements the within-group share template with \\\"Application mode\\\" as the group and both item and measure bound to \\\"Nacionality\\\". \\\"Nacionality\\\" is cast from TEXT to REAL for aggregation, so the share is based on summed nationality code values within each application mode rather than simple row counts.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..140ee51d9be4c04887068127ad64c0f10b05ea95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_1f4581b0b58836f3", + "api_calls": 0, + "input_tokens": 29106, + "cached_input_tokens": 4480, + "output_tokens": 2753, + "total_tokens": 31859, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5811, + "estimated_output_tokens": 209, + "estimated_total_tokens": 6020, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 53126.91, + "sql_execution_elapsed_ms_total": 3.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b589f7145160f832beeeab0fd61c50b8c84abc9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21332, "bytes_utf8": 21332, "lines": 544, "estimated_tokens": 5801}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 485, "bytes_utf8": 485, "lines": 1, "estimated_tokens": 131}, "usage": {"input_tokens": 29096, "cached_input_tokens": 22912, "output_tokens": 588, "reasoning_output_tokens": 451}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..413757b1db88f92b55b223e9778847c08f028cc1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_21b993b0b5812878", + "api_calls": 0, + "input_tokens": 29096, + "cached_input_tokens": 22912, + "output_tokens": 588, + "total_tokens": 29684, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5801, + "estimated_output_tokens": 131, + "estimated_total_tokens": 5932, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17539.68, + "sql_execution_elapsed_ms_total": 1.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..98c52e9e4b07cac3aa70fdcc607a4cc1f0f5d702 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:12:20.447960+00:00", + "ended_at": "2026-05-26T00:12:37.987927+00:00", + "elapsed_ms": 17539.68, + "prompt_metrics": { + "chars": 21332, + "bytes_utf8": 21332, + "lines": 544, + "estimated_tokens": 5801 + }, + "stdout_metrics": { + "chars": 860, + "bytes_utf8": 860, + "lines": 4, + "estimated_tokens": 252 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 103 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 485, + "bytes_utf8": 485, + "lines": 1, + "estimated_tokens": 131 + }, + "usage": { + "input_tokens": 29096, + "cached_input_tokens": 22912, + "output_tokens": 588, + "reasoning_output_tokens": 451 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..293404c31c1f01e4f7230147a53340b79db5ab21 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 2nd sem (enrolled).", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 2nd sem (enrolled)", + "predicate_col": "Scholarship holder", + "predicate_op": "=", + "predicate_value": "1", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.79, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0ff748964a671f83fcf7cd6fe53ebf0f5036dc07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a0-1090-7c40-b822-7804ed0c780c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Application mode\\\", \\\"Curricular units 2nd sem (enrolled)\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Scholarship holder\\\" = '1'\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 2nd sem (enrolled)\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the filtered two-dimensional group count template with \\\"Application mode\\\" and \\\"Curricular units 2nd sem (enrolled)\\\", filtered on \\\"Scholarship holder\\\" = '1'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29096,"cached_input_tokens":22912,"output_tokens":588,"reasoning_output_tokens":451}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5374d7b068d594f6cea80b296c9d98d229f2bb70 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Application mode\", \"Curricular units 2nd sem (enrolled)\", COUNT(*) AS \"row_count\"\nFROM \"m5\"\nWHERE \"Scholarship holder\" = '1'\nGROUP BY \"Application mode\", \"Curricular units 2nd sem (enrolled)\"\nORDER BY \"row_count\" DESC;","notes":"Applied the filtered two-dimensional group count template with \"Application mode\" and \"Curricular units 2nd sem (enrolled)\", filtered on \"Scholarship holder\" = '1'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c5767c167a6f568da61780941dcf020097b2d28b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:12:37.300623Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a0-1090-7c40-b822-7804ed0c780c.1779754340496725000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..33a55bef517b45826f216a5d3d7c1eba63becc36 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 2nd sem (enrolled). +Result preview: [{"Application mode": "1", "Curricular units 2nd sem (enrolled)": "6", "row_count": 273}, {"Application mode": "1", "Curricular units 2nd sem (enrolled)": "8", "row_count": 149}, {"Application mode": "17", "Curricular units 2nd sem (enrolled)": "6", "row_count": 145}, {"Application mode": "1", "Curricular units 2nd sem (enrolled)": "5", "row_count": 70}, {"Application mode": "17", "Curricular units 2nd sem (enrolled)": "8", "row_count": 54}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ce74ad3b439a971da985533b9612a857a9bca5ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m5_21b993b0b5812878 +-- problem_id: v2p_m5_130fc7f93888e1c3 +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", "Curricular units 2nd sem (enrolled)", COUNT(*) AS "row_count" +FROM "m5" +WHERE "Scholarship holder" = '1' +GROUP BY "Application mode", "Curricular units 2nd sem (enrolled)" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7b7422647e90673620032be86533f1961e945356 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Application mode\", \"Curricular units 2nd sem (enrolled)\", COUNT(*) AS \"row_count\"\nFROM \"m5\"\nWHERE \"Scholarship holder\" = '1'\nGROUP BY \"Application mode\", \"Curricular units 2nd sem (enrolled)\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Application mode\\\", \\\"Curricular units 2nd sem (enrolled)\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Scholarship holder\\\" = '1'\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 2nd sem (enrolled)\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Application mode\", \"Curricular units 2nd sem (enrolled)\", \"row_count\"], \"rows\": [{\"Application mode\": \"1\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"row_count\": 273}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"row_count\": 149}, {\"Application mode\": \"17\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"row_count\": 145}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"row_count\": 70}, {\"Application mode\": \"17\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"row_count\": 54}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"row_count\": 54}, {\"Application mode\": \"17\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"row_count\": 38}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"row_count\": 34}, {\"Application mode\": \"44\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"row_count\": 34}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (enrolled)\": \"0\", \"row_count\": 29}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"row_count\": 26}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"row_count\": 15}, {\"Application mode\": \"18\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"row_count\": 14}, {\"Application mode\": \"18\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"row_count\": 14}, {\"Application mode\": \"17\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"row_count\": 13}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"row_count\": 12}, {\"Application mode\": \"18\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"row_count\": 9}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"row_count\": 9}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"row_count\": 9}, {\"Application mode\": \"16\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"row_count\": 8}, {\"Application mode\": \"17\", \"Curricular units 2nd sem (enrolled)\": \"0\", \"row_count\": 8}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"row_count\": 7}, {\"Application mode\": \"42\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"row_count\": 6}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (enrolled)\": \"11\", \"row_count\": 5}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"row_count\": 4}, {\"Application mode\": \"51\", \"Curricular units 2nd sem (enrolled)\": \"11\", \"row_count\": 4}, {\"Application mode\": \"53\", \"Curricular units 2nd sem (enrolled)\": \"9\", \"row_count\": 4}, {\"Application mode\": \"16\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"row_count\": 3}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (enrolled)\": \"13\", \"row_count\": 3}, {\"Application mode\": \"44\", \"Curricular units 2nd sem (enrolled)\": \"9\", \"row_count\": 3}, {\"Application mode\": \"53\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"row_count\": 3}, {\"Application mode\": \"16\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"row_count\": 2}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (enrolled)\": \"0\", \"row_count\": 2}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (enrolled)\": \"0\", \"row_count\": 2}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (enrolled)\": \"10\", \"row_count\": 2}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (enrolled)\": \"12\", \"row_count\": 2}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (enrolled)\": \"23\", \"row_count\": 2}, {\"Application mode\": \"5\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"row_count\": 2}, {\"Application mode\": \"51\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"row_count\": 2}, {\"Application mode\": \"53\", \"Curricular units 2nd sem (enrolled)\": \"11\", \"row_count\": 2}, {\"Application mode\": \"53\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"row_count\": 2}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (enrolled)\": \"10\", \"row_count\": 1}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (enrolled)\": \"13\", \"row_count\": 1}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (enrolled)\": \"17\", \"row_count\": 1}, {\"Application mode\": \"16\", \"Curricular units 2nd sem (enrolled)\": \"0\", \"row_count\": 1}, {\"Application mode\": \"16\", \"Curricular units 2nd sem (enrolled)\": \"13\", \"row_count\": 1}, {\"Application mode\": \"17\", \"Curricular units 2nd sem (enrolled)\": \"13\", \"row_count\": 1}, {\"Application mode\": \"17\", \"Curricular units 2nd sem (enrolled)\": \"4\", \"row_count\": 1}, {\"Application mode\": \"18\", \"Curricular units 2nd sem (enrolled)\": \"0\", \"row_count\": 1}, {\"Application mode\": \"18\", \"Curricular units 2nd sem (enrolled)\": \"11\", \"row_count\": 1}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.1}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..abadb2af338ca5a02c7bf2d469b2bed56f31e276 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:12:20.447116+00:00", + "ended_at": "2026-05-26T00:12:37.996195+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_21b993b0b5812878", + "problem_id": "v2p_m5_130fc7f93888e1c3", + "dataset_id": "m5", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 2nd sem (enrolled).", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 2nd sem (enrolled)", + "predicate_col": "Scholarship holder", + "predicate_op": "=", + "predicate_value": "1", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.79, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=55" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_21b993b0b5812878.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_21b993b0b5812878", + "api_calls": 0, + "input_tokens": 29096, + "cached_input_tokens": 22912, + "output_tokens": 588, + "total_tokens": 29684, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5801, + "estimated_output_tokens": 131, + "estimated_total_tokens": 5932, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17539.68, + "sql_execution_elapsed_ms_total": 1.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..746f962a41103e60367f635a3c2342f30b641889 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:12:37.993549+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17539.68, "started_at": "2026-05-26T00:12:20.447960+00:00", "ended_at": "2026-05-26T00:12:37.987927+00:00", "prompt_metrics": {"chars": 21332, "bytes_utf8": 21332, "lines": 544, "estimated_tokens": 5801}, "response_metrics": {"chars": 485, "bytes_utf8": 485, "lines": 1, "estimated_tokens": 131}, "usage": {"input_tokens": 29096, "cached_input_tokens": 22912, "output_tokens": 588, "reasoning_output_tokens": 451}, "stderr_preview": "2026-05-26T00:12:37.300623Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a0-1090-7c40-b822-7804ed0c780c.1779754340496725000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Application mode\\\", \\\"Curricular units 2nd sem (enrolled)\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Scholarship holder\\\" = '1'\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 2nd sem (enrolled)\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the filtered two-dimensional group count template with \\\"Application mode\\\" and \\\"Curricular units 2nd sem (enrolled)\\\", filtered on \\\"Scholarship holder\\\" = '1'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2b0e902aeb9afee97f088f0dc17296c727db0a7e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_21b993b0b5812878", + "api_calls": 0, + "input_tokens": 29096, + "cached_input_tokens": 22912, + "output_tokens": 588, + "total_tokens": 29684, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5801, + "estimated_output_tokens": 131, + "estimated_total_tokens": 5932, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17539.68, + "sql_execution_elapsed_ms_total": 1.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_21b993b0b5812878/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..77a74573d425ba4739e3b4bdde2915806b53cc69 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21401, "bytes_utf8": 21401, "lines": 542, "estimated_tokens": 5815}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 727, "bytes_utf8": 727, "lines": 1, "estimated_tokens": 195}, "usage": {"input_tokens": 29110, "cached_input_tokens": 22912, "output_tokens": 2549, "reasoning_output_tokens": 2348}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..72a115b5d4251ac64a5bb440050f17a130bf6b0d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_2500a1dc1c4154b7", + "api_calls": 0, + "input_tokens": 29110, + "cached_input_tokens": 22912, + "output_tokens": 2549, + "total_tokens": 31659, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5815, + "estimated_output_tokens": 195, + "estimated_total_tokens": 6010, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 50412.63, + "sql_execution_elapsed_ms_total": 5.46, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1c54b1173d44fbfc772a6f57ece0811d63643afc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:12:37.997475+00:00", + "ended_at": "2026-05-26T00:13:28.410791+00:00", + "elapsed_ms": 50412.63, + "prompt_metrics": { + "chars": 21401, + "bytes_utf8": 21401, + "lines": 542, + "estimated_tokens": 5815 + }, + "stdout_metrics": { + "chars": 1114, + "bytes_utf8": 1114, + "lines": 4, + "estimated_tokens": 327 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 727, + "bytes_utf8": 727, + "lines": 1, + "estimated_tokens": 195 + }, + "usage": { + "input_tokens": 29110, + "cached_input_tokens": 22912, + "output_tokens": 2549, + "reasoning_output_tokens": 2348 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea139bc3bef3214723219c09bcc537a54b2cb153 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Target, measure_col=Previous qualification.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Target", + "measure_col": "Previous qualification", + "item_col": "Curricular units 2nd sem (grade)", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..913c63aa0519a98c4247d1f432f95d59b21c8101 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a0-551c-7210-aa68-cb54bacad9d8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Target\\\",\\n \\\"Curricular units 2nd sem (grade)\\\",\\n SUM(CAST(\\\"Previous qualification\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Previous qualification\\\" AS REAL)) * 100.0 /\\n SUM(SUM(CAST(\\\"Previous qualification\\\" AS REAL))) OVER (PARTITION BY \\\"Target\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY\\n \\\"Target\\\",\\n \\\"Curricular units 2nd sem (grade)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiated the Within-Group Share of Total template with Target as the group, Curricular units 2nd sem (grade) as the item, and Previous qualification as the summed measure; the measure is cast from TEXT to REAL for SQLite aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29110,"cached_input_tokens":22912,"output_tokens":2549,"reasoning_output_tokens":2348}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d3983a10c846fba2ccf8b929e93088715a2b8e2d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Target\",\n \"Curricular units 2nd sem (grade)\",\n SUM(CAST(\"Previous qualification\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Previous qualification\" AS REAL)) * 100.0 /\n SUM(SUM(CAST(\"Previous qualification\" AS REAL))) OVER (PARTITION BY \"Target\") AS \"share_within_group\"\nFROM \"m5\"\nGROUP BY\n \"Target\",\n \"Curricular units 2nd sem (grade)\"\nORDER BY \"share_within_group\" DESC;","notes":"Instantiated the Within-Group Share of Total template with Target as the group, Curricular units 2nd sem (grade) as the item, and Previous qualification as the summed measure; the measure is cast from TEXT to REAL for SQLite aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2bfc656754273afeb38af47c0a20dddf098a6450 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Target, measure_col=Previous qualification. +Result preview: [{"Target": "Dropout", "Curricular units 2nd sem (grade)": "0.0", "total_measure": 3571.0, "share_within_group": 47.31681462832914}, {"Target": "Enrolled", "Curricular units 2nd sem (grade)": "11.5", "total_measure": 290.0, "share_within_group": 7.631578947368421}, {"Target": "Dropout", "Curricular units 2nd sem (grade)": "11.0", "total_measure": 522.0, "share_within_group": 6.916655624751557}, {"Target": "Enrolled", "Curricular units 2nd sem (grade)": "12.0", "total_measure": 243.0, "share_within_group": 6.394736842105263}, {"Target": "Dropout", "Curricular units 2nd sem (grade)": "12.0", "total_measure": 461.0, "share_within_group": 6.108387438717371}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e25d004e529952659f456bf11dac3031bcd5e860 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_2500a1dc1c4154b7 +-- problem_id: v2p_m5_14b9ac7da5f7fb59 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Target", + "Curricular units 2nd sem (grade)", + SUM(CAST("Previous qualification" AS REAL)) AS "total_measure", + SUM(CAST("Previous qualification" AS REAL)) * 100.0 / + SUM(SUM(CAST("Previous qualification" AS REAL))) OVER (PARTITION BY "Target") AS "share_within_group" +FROM "m5" +GROUP BY + "Target", + "Curricular units 2nd sem (grade)" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..aefde69fde12827affc0e7a6a8b5cf46b9525590 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Target\",\n \"Curricular units 2nd sem (grade)\",\n SUM(CAST(\"Previous qualification\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Previous qualification\" AS REAL)) * 100.0 /\n SUM(SUM(CAST(\"Previous qualification\" AS REAL))) OVER (PARTITION BY \"Target\") AS \"share_within_group\"\nFROM \"m5\"\nGROUP BY\n \"Target\",\n \"Curricular units 2nd sem (grade)\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Target\\\",\\n \\\"Curricular units 2nd sem (grade)\\\",\\n SUM(CAST(\\\"Previous qualification\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Previous qualification\\\" AS REAL)) * 100.0 /\\n SUM(SUM(CAST(\\\"Previous qualification\\\" AS REAL))) OVER (PARTITION BY \\\"Target\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY\\n \\\"Target\\\",\\n \\\"Curricular units 2nd sem (grade)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Target\", \"Curricular units 2nd sem (grade)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Target\": \"Dropout\", \"Curricular units 2nd sem (grade)\": \"0.0\", \"total_measure\": 3571.0, \"share_within_group\": 47.31681462832914}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"11.5\", \"total_measure\": 290.0, \"share_within_group\": 7.631578947368421}, {\"Target\": \"Dropout\", \"Curricular units 2nd sem (grade)\": \"11.0\", \"total_measure\": 522.0, \"share_within_group\": 6.916655624751557}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"12.0\", \"total_measure\": 243.0, \"share_within_group\": 6.394736842105263}, {\"Target\": \"Dropout\", \"Curricular units 2nd sem (grade)\": \"12.0\", \"total_measure\": 461.0, \"share_within_group\": 6.108387438717371}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"0.0\", \"total_measure\": 229.0, \"share_within_group\": 6.026315789473684}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"13.0\", \"total_measure\": 504.0, \"share_within_group\": 5.659741718135879}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"11.0\", \"total_measure\": 209.0, \"share_within_group\": 5.5}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"13.5\", \"total_measure\": 209.0, \"share_within_group\": 5.5}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"13.0\", \"total_measure\": 168.0, \"share_within_group\": 4.421052631578948}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"12.2\", \"total_measure\": 140.0, \"share_within_group\": 3.6842105263157894}, {\"Target\": \"Dropout\", \"Curricular units 2nd sem (grade)\": \"10.0\", \"total_measure\": 274.0, \"share_within_group\": 3.630581688087982}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"12.0\", \"total_measure\": 280.0, \"share_within_group\": 3.1443009545199327}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"12.5\", \"total_measure\": 116.0, \"share_within_group\": 3.0526315789473686}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"12.666666666666666\", \"total_measure\": 271.0, \"share_within_group\": 3.043234138124649}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"11.666666666666666\", \"total_measure\": 111.0, \"share_within_group\": 2.9210526315789473}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"10.5\", \"total_measure\": 110.0, \"share_within_group\": 2.8947368421052633}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"11.8\", \"total_measure\": 99.0, \"share_within_group\": 2.6052631578947367}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"12.6\", \"total_measure\": 226.0, \"share_within_group\": 2.5379000561482314}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"13.5\", \"total_measure\": 220.0, \"share_within_group\": 2.470522178551376}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"14.0\", \"total_measure\": 91.0, \"share_within_group\": 2.3947368421052633}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"11.6\", \"total_measure\": 88.0, \"share_within_group\": 2.3157894736842106}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"14.0\", \"total_measure\": 201.0, \"share_within_group\": 2.257158899494666}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"0.0\", \"total_measure\": 200.0, \"share_within_group\": 2.2459292532285233}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"12.6\", \"total_measure\": 84.0, \"share_within_group\": 2.210526315789474}, {\"Target\": \"Dropout\", \"Curricular units 2nd sem (grade)\": \"13.0\", \"total_measure\": 164.0, \"share_within_group\": 2.173048893600106}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"13.666666666666666\", \"total_measure\": 82.0, \"share_within_group\": 2.1578947368421053}, {\"Target\": \"Dropout\", \"Curricular units 2nd sem (grade)\": \"10.5\", \"total_measure\": 144.0, \"share_within_group\": 1.9080429309659468}, {\"Target\": \"Dropout\", \"Curricular units 2nd sem (grade)\": \"13.5\", \"total_measure\": 141.0, \"share_within_group\": 1.8682920365708229}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"12.333333333333334\", \"total_measure\": 161.0, \"share_within_group\": 1.8079730488489612}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"14.166666666666666\", \"total_measure\": 161.0, \"share_within_group\": 1.8079730488489612}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"11.333333333333334\", \"total_measure\": 68.0, \"share_within_group\": 1.7894736842105263}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"11.0\", \"total_measure\": 148.0, \"share_within_group\": 1.6619876473891073}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"13.833333333333334\", \"total_measure\": 143.0, \"share_within_group\": 1.6058394160583942}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"13.2\", \"total_measure\": 139.0, \"share_within_group\": 1.5609208309938236}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"13.285714285714286\", \"total_measure\": 137.0, \"share_within_group\": 1.5384615384615385}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"14.666666666666666\", \"total_measure\": 129.0, \"share_within_group\": 1.4486243683323976}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"13.142857142857142\", \"total_measure\": 127.0, \"share_within_group\": 1.4261650758001123}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"11.25\", \"total_measure\": 54.0, \"share_within_group\": 1.4210526315789473}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"15.5\", \"total_measure\": 122.0, \"share_within_group\": 1.3700168444693992}, {\"Target\": \"Dropout\", \"Curricular units 2nd sem (grade)\": \"11.333333333333334\", \"total_measure\": 102.0, \"share_within_group\": 1.3515304094342122}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"11.75\", \"total_measure\": 50.0, \"share_within_group\": 1.3157894736842106}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"13.333333333333334\", \"total_measure\": 50.0, \"share_within_group\": 1.3157894736842106}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"11.5\", \"total_measure\": 113.0, \"share_within_group\": 1.2689500280741157}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"12.333333333333334\", \"total_measure\": 48.0, \"share_within_group\": 1.263157894736842}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"12.4\", \"total_measure\": 47.0, \"share_within_group\": 1.236842105263158}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"11.333333333333334\", \"total_measure\": 110.0, \"share_within_group\": 1.235261089275688}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"12.8\", \"total_measure\": 110.0, \"share_within_group\": 1.235261089275688}, {\"Target\": \"Dropout\", \"Curricular units 2nd sem (grade)\": \"13.2\", \"total_measure\": 92.0, \"share_within_group\": 1.2190274281171327}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"10.666666666666666\", \"total_measure\": 46.0, \"share_within_group\": 1.2105263157894737}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 5.46}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0eaf51c0a827ac4bb5b09677a116432b0a53c570 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:12:37.996546+00:00", + "ended_at": "2026-05-26T00:13:28.421840+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_2500a1dc1c4154b7", + "problem_id": "v2p_m5_14b9ac7da5f7fb59", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Target, measure_col=Previous qualification.", + "bindings": { + "group_col": "Target", + "measure_col": "Previous qualification", + "item_col": "Curricular units 2nd sem (grade)", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=32" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_2500a1dc1c4154b7.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_2500a1dc1c4154b7", + "api_calls": 0, + "input_tokens": 29110, + "cached_input_tokens": 22912, + "output_tokens": 2549, + "total_tokens": 31659, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5815, + "estimated_output_tokens": 195, + "estimated_total_tokens": 6010, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 50412.63, + "sql_execution_elapsed_ms_total": 5.46, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6f2d74480965fe63e41e9690d6184fc4856c86b3 --- /dev/null +++ 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\\\"Target\\\",\\n \\\"Curricular units 2nd sem (grade)\\\",\\n SUM(CAST(\\\"Previous qualification\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Previous qualification\\\" AS REAL)) * 100.0 /\\n SUM(SUM(CAST(\\\"Previous qualification\\\" AS REAL))) OVER (PARTITION BY \\\"Target\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY\\n \\\"Target\\\",\\n \\\"Curricular units 2nd sem (grade)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiated the Within-Group Share of Total template with Target as the group, Curricular units 2nd sem (grade) as the item, and Previous qualification as the summed measure; the measure is cast from TEXT to REAL for SQLite aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8fd9d397ee8a04cc69213b09c7991e055498968a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_2500a1dc1c4154b7", + "api_calls": 0, + "input_tokens": 29110, + "cached_input_tokens": 22912, + "output_tokens": 2549, + "total_tokens": 31659, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5815, + "estimated_output_tokens": 195, + "estimated_total_tokens": 6010, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 50412.63, + "sql_execution_elapsed_ms_total": 5.46, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..93715885bf6e78bead4b620b8668e45c5a76b377 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21205, "bytes_utf8": 21205, "lines": 543, "estimated_tokens": 5750}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 472, "bytes_utf8": 472, "lines": 1, "estimated_tokens": 122}, "usage": {"input_tokens": 29045, "cached_input_tokens": 28544, "output_tokens": 455, "reasoning_output_tokens": 327}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..453f013c55a0bef275a6c80948da2610a4413e67 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_258dc9b3132a6fcc", + "api_calls": 0, + "input_tokens": 29045, + "cached_input_tokens": 28544, + "output_tokens": 455, + "total_tokens": 29500, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5750, + "estimated_output_tokens": 122, + "estimated_total_tokens": 5872, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11637.23, + "sql_execution_elapsed_ms_total": 1.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2fc9fa085adf2c633ae9b4dc4f1778fcdfa7f3ad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:13:28.422915+00:00", + "ended_at": "2026-05-26T00:13:40.060337+00:00", + "elapsed_ms": 11637.23, + "prompt_metrics": { + "chars": 21205, + "bytes_utf8": 21205, + "lines": 543, + "estimated_tokens": 5750 + }, + "stdout_metrics": { + "chars": 836, + "bytes_utf8": 836, + "lines": 4, + "estimated_tokens": 239 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 472, + "bytes_utf8": 472, + "lines": 1, + "estimated_tokens": 122 + }, + "usage": { + "input_tokens": 29045, + "cached_input_tokens": 28544, + "output_tokens": 455, + "reasoning_output_tokens": 327 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..239611b52bd594d7ac501c7c6280a44d86158d85 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Target, condition_col=Target.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Target", + "condition_col": "Target", + "condition_value": "Graduate", + "positive_value": "Graduate", + "negative_value": "Dropout", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a13ae099fd774f67cee462adcea264a90818733f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a1-1a14-7ae2-8177-a776480de3d9"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"Target\\\",\\n AVG(CASE WHEN \\\"Target\\\" = 'Graduate' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Target\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the provided grouped condition rate template exactly. Because both group_col and condition_col are \\\"Target\\\", the within-group proportion is self-referential: the \\\"Graduate\\\" group yields 1.0 and other target groups yield 0.0.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29045,"cached_input_tokens":28544,"output_tokens":455,"reasoning_output_tokens":327}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fc82d694b1745f6be1deafeaca929f2411ebba06 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT\n \"Target\",\n AVG(CASE WHEN \"Target\" = 'Graduate' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Target\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the provided grouped condition rate template exactly. Because both group_col and condition_col are \"Target\", the within-group proportion is self-referential: the \"Graduate\" group yields 1.0 and other target groups yield 0.0."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..fbf80468d8b3349d10b96ccef21a8171deead924 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Target, condition_col=Target. +Result preview: [{"Target": "Graduate", "condition_rate": 1.0}, {"Target": "Enrolled", "condition_rate": 0.0}, {"Target": "Dropout", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..dddc5998b2c5ac1dc8c8fb2cda303076156912f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_258dc9b3132a6fcc +-- problem_id: v2p_m5_2bfb3995d890b731 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Target", + AVG(CASE WHEN "Target" = 'Graduate' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Target" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..97c41286cca5fe5713de5e75704510c22058b27f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT\n \"Target\",\n AVG(CASE WHEN \"Target\" = 'Graduate' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Target\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"Target\\\",\\n AVG(CASE WHEN \\\"Target\\\" = 'Graduate' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Target\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Target\", \"condition_rate\"], \"rows\": [{\"Target\": \"Graduate\", \"condition_rate\": 1.0}, {\"Target\": \"Enrolled\", \"condition_rate\": 0.0}, {\"Target\": \"Dropout\", \"condition_rate\": 0.0}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.2}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fde9fa053749a79fe3d30f9c6c99d02be8451562 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:13:28.422210+00:00", + "ended_at": "2026-05-26T00:13:40.068401+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_258dc9b3132a6fcc", + "problem_id": "v2p_m5_2bfb3995d890b731", + "dataset_id": "m5", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Target, condition_col=Target.", + "bindings": { + "group_col": "Target", + "condition_col": "Target", + "condition_value": "Graduate", + "positive_value": "Graduate", + "negative_value": "Dropout", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=98" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_258dc9b3132a6fcc.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_258dc9b3132a6fcc", + "api_calls": 0, + "input_tokens": 29045, + "cached_input_tokens": 28544, + "output_tokens": 455, + "total_tokens": 29500, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5750, + "estimated_output_tokens": 122, + "estimated_total_tokens": 5872, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11637.23, + "sql_execution_elapsed_ms_total": 1.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..26a6052b3c740f6a94342cf580481c14abdd35f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:13:40.064392+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11637.23, "started_at": "2026-05-26T00:13:28.422915+00:00", "ended_at": "2026-05-26T00:13:40.060337+00:00", "prompt_metrics": {"chars": 21205, "bytes_utf8": 21205, "lines": 543, "estimated_tokens": 5750}, "response_metrics": {"chars": 472, "bytes_utf8": 472, "lines": 1, "estimated_tokens": 122}, "usage": {"input_tokens": 29045, "cached_input_tokens": 28544, "output_tokens": 455, "reasoning_output_tokens": 327}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"Target\\\",\\n AVG(CASE WHEN \\\"Target\\\" = 'Graduate' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Target\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the provided grouped condition rate template exactly. Because both group_col and condition_col are \\\"Target\\\", the within-group proportion is self-referential: the \\\"Graduate\\\" group yields 1.0 and other target groups yield 0.0.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1522fb3cb106f0a6282b0671fd6188229d3979ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_258dc9b3132a6fcc/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_258dc9b3132a6fcc", + "api_calls": 0, + "input_tokens": 29045, + "cached_input_tokens": 28544, + "output_tokens": 455, + "total_tokens": 29500, + "cost_usd": 0.0, + "ai_cli_calls": 1, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21350, "bytes_utf8": 21350, "lines": 544, "estimated_tokens": 5802}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 532, "bytes_utf8": 532, "lines": 1, "estimated_tokens": 139}, "usage": {"input_tokens": 29097, "cached_input_tokens": 22912, "output_tokens": 661, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c882f2ecf5c9906dae3c4d7790366925187b8a9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_26374e80eb0b951c", + "api_calls": 0, + "input_tokens": 29097, + "cached_input_tokens": 22912, + "output_tokens": 661, + "total_tokens": 29758, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5802, + "estimated_output_tokens": 139, + "estimated_total_tokens": 5941, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15002.04, + "sql_execution_elapsed_ms_total": 1.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d073d0c1fc46a8e5d767107f1af1ee7ed3467bb6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:13:40.069655+00:00", + "ended_at": "2026-05-26T00:13:55.071953+00:00", + "elapsed_ms": 15002.04, + "prompt_metrics": { + "chars": 21350, + "bytes_utf8": 21350, + "lines": 544, + "estimated_tokens": 5802 + }, + "stdout_metrics": { + "chars": 911, + "bytes_utf8": 911, + "lines": 4, + "estimated_tokens": 262 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 532, + "bytes_utf8": 532, + "lines": 1, + "estimated_tokens": 139 + }, + "usage": { + "input_tokens": 29097, + "cached_input_tokens": 22912, + "output_tokens": 661, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c931aca4acb5c216b225c67a2a7c0d406025eb79 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (evaluations).", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 1st sem (evaluations)", + "predicate_col": "Educational special needs", + "predicate_op": "=", + "predicate_value": "1", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.333333, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0dacf2ba98e0eb7cd90dea1c7901afc11903fd91 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a1-4791-76d0-86b8-099c66328623"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Application mode\\\", \\\"Curricular units 1st sem (evaluations)\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Educational special needs\\\" = '1'\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 1st sem (evaluations)\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template on \\\"m5\\\", grouped by \\\"Application mode\\\" and \\\"Curricular units 1st sem (evaluations)\\\" for rows where \\\"Educational special needs\\\" = '1'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29097,"cached_input_tokens":22912,"output_tokens":661,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d4daa1ef500a53bda3d4435bac2bb327ad648ece --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Application mode\", \"Curricular units 1st sem (evaluations)\", COUNT(*) AS \"row_count\"\nFROM \"m5\"\nWHERE \"Educational special needs\" = '1'\nGROUP BY \"Application mode\", \"Curricular units 1st sem (evaluations)\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned filtered two-dimensional group count template on \"m5\", grouped by \"Application mode\" and \"Curricular units 1st sem (evaluations)\" for rows where \"Educational special needs\" = '1'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..03f8a8e690d09e7cadabcc5ca1bc1d0d6313ac7a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (evaluations). +Result preview: [{"Application mode": "1", "Curricular units 1st sem (evaluations)": "6", "row_count": 9}, {"Application mode": "1", "Curricular units 1st sem (evaluations)": "9", "row_count": 5}, {"Application mode": "1", "Curricular units 1st sem (evaluations)": "0", "row_count": 4}, {"Application mode": "1", "Curricular units 1st sem (evaluations)": "10", "row_count": 4}, {"Application mode": "17", "Curricular units 1st sem (evaluations)": "6", "row_count": 3}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6e1de27b9eb6adb7c58dcab3062e55980cb37ce8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m5_26374e80eb0b951c +-- problem_id: v2p_m5_6cdb59831be5b487 +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", "Curricular units 1st sem (evaluations)", COUNT(*) AS "row_count" +FROM "m5" +WHERE "Educational special needs" = '1' +GROUP BY "Application mode", "Curricular units 1st sem (evaluations)" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9b8f4ae7868afde63d97e6a52c303804a727da12 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Application mode\", \"Curricular units 1st sem (evaluations)\", COUNT(*) AS \"row_count\"\nFROM \"m5\"\nWHERE \"Educational special needs\" = '1'\nGROUP BY \"Application mode\", \"Curricular units 1st sem (evaluations)\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Application mode\\\", \\\"Curricular units 1st sem (evaluations)\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Educational special needs\\\" = '1'\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 1st sem (evaluations)\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Application mode\", \"Curricular units 1st sem (evaluations)\", \"row_count\"], \"rows\": [{\"Application mode\": \"1\", \"Curricular units 1st sem (evaluations)\": \"6\", \"row_count\": 9}, {\"Application mode\": \"1\", \"Curricular units 1st sem (evaluations)\": \"9\", \"row_count\": 5}, {\"Application mode\": \"1\", \"Curricular units 1st sem (evaluations)\": \"0\", \"row_count\": 4}, {\"Application mode\": \"1\", \"Curricular units 1st sem (evaluations)\": \"10\", \"row_count\": 4}, {\"Application mode\": \"17\", \"Curricular units 1st sem (evaluations)\": \"6\", \"row_count\": 3}, {\"Application mode\": \"1\", \"Curricular units 1st sem (evaluations)\": \"8\", \"row_count\": 2}, {\"Application mode\": \"17\", \"Curricular units 1st sem (evaluations)\": \"0\", \"row_count\": 2}, {\"Application mode\": \"17\", \"Curricular units 1st sem (evaluations)\": \"10\", \"row_count\": 2}, {\"Application mode\": \"17\", \"Curricular units 1st sem (evaluations)\": \"7\", \"row_count\": 2}, {\"Application mode\": \"39\", \"Curricular units 1st sem (evaluations)\": \"0\", \"row_count\": 2}, {\"Application mode\": \"1\", \"Curricular units 1st sem (evaluations)\": \"11\", \"row_count\": 1}, {\"Application mode\": \"1\", \"Curricular units 1st sem (evaluations)\": \"12\", \"row_count\": 1}, {\"Application mode\": \"1\", \"Curricular units 1st sem (evaluations)\": \"13\", \"row_count\": 1}, {\"Application mode\": \"15\", \"Curricular units 1st sem (evaluations)\": \"6\", \"row_count\": 1}, {\"Application mode\": \"17\", \"Curricular units 1st sem (evaluations)\": \"15\", \"row_count\": 1}, {\"Application mode\": \"17\", \"Curricular units 1st sem (evaluations)\": \"8\", \"row_count\": 1}, {\"Application mode\": \"17\", \"Curricular units 1st sem (evaluations)\": \"9\", \"row_count\": 1}, {\"Application mode\": \"39\", \"Curricular units 1st sem (evaluations)\": \"11\", \"row_count\": 1}, {\"Application mode\": \"39\", \"Curricular units 1st sem (evaluations)\": \"13\", \"row_count\": 1}, {\"Application mode\": \"39\", \"Curricular units 1st sem (evaluations)\": \"7\", \"row_count\": 1}, {\"Application mode\": \"39\", \"Curricular units 1st sem (evaluations)\": \"8\", \"row_count\": 1}, {\"Application mode\": \"43\", \"Curricular units 1st sem (evaluations)\": \"10\", \"row_count\": 1}, {\"Application mode\": \"43\", \"Curricular units 1st sem (evaluations)\": \"9\", \"row_count\": 1}, {\"Application mode\": \"44\", \"Curricular units 1st sem (evaluations)\": \"20\", \"row_count\": 1}, {\"Application mode\": \"44\", \"Curricular units 1st sem (evaluations)\": \"6\", \"row_count\": 1}, {\"Application mode\": \"44\", \"Curricular units 1st sem (evaluations)\": \"7\", \"row_count\": 1}], \"row_count_returned\": 26, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.76}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bea1037a36be952bf0a21aaa11875e61b60c76b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:13:40.068783+00:00", + "ended_at": "2026-05-26T00:13:55.080795+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_26374e80eb0b951c", + "problem_id": "v2p_m5_6cdb59831be5b487", + "dataset_id": "m5", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (evaluations).", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 1st sem (evaluations)", + "predicate_col": "Educational special needs", + "predicate_op": "=", + "predicate_value": "1", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.333333, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=51" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_26374e80eb0b951c.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_26374e80eb0b951c", + "api_calls": 0, + "input_tokens": 29097, + "cached_input_tokens": 22912, + "output_tokens": 661, + "total_tokens": 29758, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5802, + "estimated_output_tokens": 139, + "estimated_total_tokens": 5941, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15002.04, + "sql_execution_elapsed_ms_total": 1.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2ce92c856b228150b52d97de45ff0e5238b0ddf0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:13:55.077714+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15002.04, "started_at": "2026-05-26T00:13:40.069655+00:00", "ended_at": "2026-05-26T00:13:55.071953+00:00", "prompt_metrics": {"chars": 21350, "bytes_utf8": 21350, "lines": 544, "estimated_tokens": 5802}, "response_metrics": {"chars": 532, "bytes_utf8": 532, "lines": 1, "estimated_tokens": 139}, "usage": {"input_tokens": 29097, "cached_input_tokens": 22912, "output_tokens": 661, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Application mode\\\", \\\"Curricular units 1st sem (evaluations)\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Educational special needs\\\" = '1'\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 1st sem (evaluations)\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template on \\\"m5\\\", grouped by \\\"Application mode\\\" and \\\"Curricular units 1st sem (evaluations)\\\" for rows where \\\"Educational special needs\\\" = '1'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e0c06b3f7542f3990ceaa148099ff6fc9b2e86f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_26374e80eb0b951c", + "api_calls": 0, + "input_tokens": 29097, + "cached_input_tokens": 22912, + "output_tokens": 661, + "total_tokens": 29758, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5802, + "estimated_output_tokens": 139, + "estimated_total_tokens": 5941, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15002.04, + "sql_execution_elapsed_ms_total": 1.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9822a5cf25ffafc03188f3c21cb623536a63b20c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21786, "bytes_utf8": 21786, "lines": 543, "estimated_tokens": 5909}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 731, "bytes_utf8": 731, "lines": 1, "estimated_tokens": 196}, "usage": {"input_tokens": 29204, "cached_input_tokens": 6528, "output_tokens": 718, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b74383a065682b740b12047405a70a8fc90d37c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_2691d34e2dc00408", + "api_calls": 0, + "input_tokens": 29204, + "cached_input_tokens": 6528, + "output_tokens": 718, + "total_tokens": 29922, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5909, + "estimated_output_tokens": 196, + "estimated_total_tokens": 6105, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16404.28, + "sql_execution_elapsed_ms_total": 2.6, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5edd51fd3fe4f87562bbca7a173cd2d24e155549 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:13:55.081939+00:00", + "ended_at": "2026-05-26T00:14:11.486478+00:00", + "elapsed_ms": 16404.28, + "prompt_metrics": { + "chars": 21786, + "bytes_utf8": 21786, + "lines": 543, + "estimated_tokens": 5909 + }, + "stdout_metrics": { + "chars": 1099, + "bytes_utf8": 1099, + "lines": 4, + "estimated_tokens": 316 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 731, + "bytes_utf8": 731, + "lines": 1, + "estimated_tokens": 196 + }, + "usage": { + "input_tokens": 29204, + "cached_input_tokens": 6528, + "output_tokens": 718, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b6d47f3edb0c522ab113b73fc5d856cb6404786e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Nacionality, condition_col=Tuition fees up to date.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Nacionality", + "condition_col": "Tuition fees up to date", + "condition_value": "1", + "positive_value": "1", + "negative_value": "0", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 134.8, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..92f8949be055ed8cc09bf136fd9952b02b11dca1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a1-8232-7760-8aae-d14f946fbdfd"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Nacionality\\\",\\n SUM(CASE WHEN \\\"Tuition fees up to date\\\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Tuition fees up to date\\\" = '0' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Nacionality\\\"\\n)\\nSELECT \\\"Nacionality\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped-ratio template with \\\"Nacionality\\\" as the group column and computes the ratio of rows where \\\"Tuition fees up to date\\\" = '1' versus '0', with NULLIF preventing division by zero.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29204,"cached_input_tokens":6528,"output_tokens":718,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8c0ad01c1b0a06c5bc3af3eb3fe2bd92d2bd1d9a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Nacionality\",\n SUM(CASE WHEN \"Tuition fees up to date\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Tuition fees up to date\" = '0' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m5\"\n GROUP BY \"Nacionality\"\n)\nSELECT \"Nacionality\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Uses the planned grouped-ratio template with \"Nacionality\" as the group column and computes the ratio of rows where \"Tuition fees up to date\" = '1' versus '0', with NULLIF preventing division by zero."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6a86be4be3888a21796cdec8b1eb5d8d639c2345 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Nacionality, condition_col=Tuition fees up to date. +Result preview: [{"Nacionality": "1", "condition_ratio": 7.542574257425742}, {"Nacionality": "6", "condition_ratio": 5.5}, {"Nacionality": "41", "condition_ratio": 3.2222222222222223}, {"Nacionality": "26", "condition_ratio": 2.5}, {"Nacionality": "22", "condition_ratio": 2.25}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..155dd47008eee78380826ab0d02cdd255c3e570d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m5_2691d34e2dc00408 +-- problem_id: v2p_m5_bf20b8bf61825638 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Nacionality", + SUM(CASE WHEN "Tuition fees up to date" = '1' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Tuition fees up to date" = '0' THEN 1 ELSE 0 END) AS denominator_count + FROM "m5" + GROUP BY "Nacionality" +) +SELECT "Nacionality", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dce8197cb1cb14377086e75debf6ae5ef6570649 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Nacionality\",\n SUM(CASE WHEN \"Tuition fees up to date\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Tuition fees up to date\" = '0' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m5\"\n GROUP BY \"Nacionality\"\n)\nSELECT \"Nacionality\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Nacionality\\\",\\n SUM(CASE WHEN \\\"Tuition fees up to date\\\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Tuition fees up to date\\\" = '0' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Nacionality\\\"\\n)\\nSELECT \\\"Nacionality\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"Nacionality\", \"condition_ratio\"], \"rows\": [{\"Nacionality\": \"1\", \"condition_ratio\": 7.542574257425742}, {\"Nacionality\": \"6\", \"condition_ratio\": 5.5}, {\"Nacionality\": \"41\", \"condition_ratio\": 3.2222222222222223}, {\"Nacionality\": \"26\", \"condition_ratio\": 2.5}, {\"Nacionality\": \"22\", \"condition_ratio\": 2.25}, {\"Nacionality\": \"24\", \"condition_ratio\": 1.5}, {\"Nacionality\": \"105\", \"condition_ratio\": 1.0}, {\"Nacionality\": \"17\", \"condition_ratio\": 0.0}, {\"Nacionality\": \"100\", \"condition_ratio\": null}, {\"Nacionality\": \"101\", \"condition_ratio\": null}, {\"Nacionality\": \"103\", \"condition_ratio\": null}, {\"Nacionality\": \"108\", \"condition_ratio\": null}, {\"Nacionality\": \"109\", \"condition_ratio\": null}, {\"Nacionality\": \"11\", \"condition_ratio\": null}, {\"Nacionality\": \"13\", \"condition_ratio\": null}, {\"Nacionality\": \"14\", \"condition_ratio\": null}, {\"Nacionality\": \"2\", \"condition_ratio\": null}, {\"Nacionality\": \"21\", \"condition_ratio\": null}, {\"Nacionality\": \"25\", \"condition_ratio\": null}, {\"Nacionality\": \"32\", \"condition_ratio\": null}, {\"Nacionality\": \"62\", \"condition_ratio\": null}], \"row_count_returned\": 21, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.6}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a18ca3436093005f3cac356149fcf56d25928401 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:13:55.081193+00:00", + "ended_at": "2026-05-26T00:14:11.496577+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_2691d34e2dc00408", + "problem_id": "v2p_m5_bf20b8bf61825638", + "dataset_id": "m5", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Nacionality, condition_col=Tuition fees up to date.", + "bindings": { + "group_col": "Nacionality", + "condition_col": "Tuition fees up to date", + "condition_value": "1", + "positive_value": "1", + "negative_value": "0", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 134.8, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=39" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_2691d34e2dc00408.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_2691d34e2dc00408", + "api_calls": 0, + "input_tokens": 29204, + "cached_input_tokens": 6528, + "output_tokens": 718, + "total_tokens": 29922, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5909, + "estimated_output_tokens": 196, + "estimated_total_tokens": 6105, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16404.28, + "sql_execution_elapsed_ms_total": 2.6, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c89de981ede5335af7d688dcd91a655070da4658 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:14:11.491128+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16404.28, "started_at": "2026-05-26T00:13:55.081939+00:00", "ended_at": "2026-05-26T00:14:11.486478+00:00", "prompt_metrics": {"chars": 21786, "bytes_utf8": 21786, "lines": 543, "estimated_tokens": 5909}, "response_metrics": {"chars": 731, "bytes_utf8": 731, "lines": 1, "estimated_tokens": 196}, "usage": {"input_tokens": 29204, "cached_input_tokens": 6528, "output_tokens": 718, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Nacionality\\\",\\n SUM(CASE WHEN \\\"Tuition fees up to date\\\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Tuition fees up to date\\\" = '0' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Nacionality\\\"\\n)\\nSELECT \\\"Nacionality\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped-ratio template with \\\"Nacionality\\\" as the group column and computes the ratio of rows where \\\"Tuition fees up to date\\\" = '1' versus '0', with NULLIF preventing division by zero.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0186931f694a16ba456a02a0c2388662039a367d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_2691d34e2dc00408", + "api_calls": 0, + "input_tokens": 29204, + "cached_input_tokens": 6528, + "output_tokens": 718, + "total_tokens": 29922, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5909, + "estimated_output_tokens": 196, + "estimated_total_tokens": 6105, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16404.28, + "sql_execution_elapsed_ms_total": 2.6, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_2691d34e2dc00408/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0d7d8bd56cd9f981607f7d208a3a2743b74b82b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21462, "bytes_utf8": 21462, "lines": 542, "estimated_tokens": 5834}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1113, "bytes_utf8": 1113, "lines": 1, "estimated_tokens": 303}, "usage": {"input_tokens": 29129, "cached_input_tokens": 28032, "output_tokens": 2662, "reasoning_output_tokens": 2353}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e9cfc3d21a995457e4c02d139c57d8ab84c3a86b --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a58f97ce12a285dfdcd4d14bcd5aacc62d529237 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:14:11.497698+00:00", + "ended_at": "2026-05-26T00:15:03.219414+00:00", + "elapsed_ms": 51721.01, + "prompt_metrics": { + "chars": 21462, + "bytes_utf8": 21462, + "lines": 542, + "estimated_tokens": 5834 + }, + "stdout_metrics": { + "chars": 1532, + "bytes_utf8": 1532, + "lines": 4, + "estimated_tokens": 449 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1113, + "bytes_utf8": 1113, + "lines": 1, + "estimated_tokens": 303 + }, + "usage": { + "input_tokens": 29129, + "cached_input_tokens": 28032, + "output_tokens": 2662, + "reasoning_output_tokens": 2353 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2dd1fe7b6ac248ef8b6628b584dd5e973c0945ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (without evaluations), measure_col=Marital status.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Curricular units 2nd sem (without evaluations)", + "measure_col": "Marital status", + "item_col": "Curricular units 1st sem (grade)", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bc21c7af4e763d20d23f5b7f09ee0012518f7217 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a1-c251-7943-b290-be170042d105"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Curricular units 2nd sem (without evaluations)\\\",\\n \\\"Curricular units 1st sem (grade)\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (\\n PARTITION BY \\\"Curricular units 2nd sem (without evaluations)\\\"\\n ) AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"Curricular units 2nd sem (without evaluations)\\\",\\n \\\"Curricular units 1st sem (grade)\\\",\\n SUM(CAST(\\\"Marital status\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m5\\\"\\n GROUP BY\\n \\\"Curricular units 2nd sem (without evaluations)\\\",\\n \\\"Curricular units 1st sem (grade)\\\"\\n)\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 18;\",\"notes\":\"Applied the requested Within-Group Share of Total template with group_col=\\\"Curricular units 2nd sem (without evaluations)\\\", item_col=\\\"Curricular units 1st sem (grade)\\\", and measure_col=\\\"Marital status\\\". CAST is used because the schema stores values as TEXT; note that this sums marital-status codes, so the share reflects code-sum proportions within each group rather than row-count proportions.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29129,"cached_input_tokens":28032,"output_tokens":2662,"reasoning_output_tokens":2353}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2efd114f0b7c670e5300f618a23e88c18feb76c2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Curricular units 2nd sem (without evaluations)\",\n \"Curricular units 1st sem (grade)\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (\n PARTITION BY \"Curricular units 2nd sem (without evaluations)\"\n ) AS \"share_within_group\"\nFROM (\n SELECT\n \"Curricular units 2nd sem (without evaluations)\",\n \"Curricular units 1st sem (grade)\",\n SUM(CAST(\"Marital status\" AS REAL)) AS \"total_measure\"\n FROM \"m5\"\n GROUP BY\n \"Curricular units 2nd sem (without evaluations)\",\n \"Curricular units 1st sem (grade)\"\n)\nORDER BY \"share_within_group\" DESC\nLIMIT 18;","notes":"Applied the requested Within-Group Share of Total template with group_col=\"Curricular units 2nd sem (without evaluations)\", item_col=\"Curricular units 1st sem (grade)\", and measure_col=\"Marital status\". CAST is used because the schema stores values as TEXT; note that this sums marital-status codes, so the share reflects code-sum proportions within each group rather than row-count proportions."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ebf249e0795c76bfd90be1de83951acc176bd908 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (without evaluations), measure_col=Marital status. +Result preview: [{"Curricular units 2nd sem (without evaluations)": "8", "Curricular units 1st sem (grade)": "0.0", "total_measure": 8.0, "share_within_group": 88.88888888888889}, {"Curricular units 2nd sem (without evaluations)": "7", "Curricular units 1st sem (grade)": "0.0", "total_measure": 3.0, "share_within_group": 60.0}, {"Curricular units 2nd sem (without evaluations)": "12", "Curricular units 1st sem (grade)": "0.0", "total_measure": 1.0, "share_within_group": 50.0}, {"Curricular units 2nd sem (without evaluations)": "12", "Curricular units 1st sem (grade)": "14.933333333333334", "total_measure": 1.0, "share_within_group": 50.0}, {"Curricular units 2nd sem (without evaluations)": "6", "Curricular units 1st sem (grade)": "0.0", "total_measure": 4.0, "share_within_group": 40.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0cf16159aca329e4a8ba52228cb8f022cc25c9d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/generated_sql.sql @@ -0,0 +1,32 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_30245207ad5ec01a +-- problem_id: v2p_m5_501490feec2fb7f5 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Curricular units 2nd sem (without evaluations)", + "Curricular units 1st sem (grade)", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER ( + PARTITION BY "Curricular units 2nd sem (without evaluations)" + ) AS "share_within_group" +FROM ( + SELECT + "Curricular units 2nd sem (without evaluations)", + "Curricular units 1st sem (grade)", + SUM(CAST("Marital status" AS REAL)) AS "total_measure" + FROM "m5" + GROUP BY + "Curricular units 2nd sem (without evaluations)", + "Curricular units 1st sem (grade)" +) +ORDER BY "share_within_group" DESC +LIMIT 18; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2e326ec946f4c35ae6d80c5ab2696dd28ec9cb4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Curricular units 2nd sem (without evaluations)\",\n \"Curricular units 1st sem (grade)\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (\n PARTITION BY \"Curricular units 2nd sem (without evaluations)\"\n ) AS \"share_within_group\"\nFROM (\n SELECT\n \"Curricular units 2nd sem (without evaluations)\",\n \"Curricular units 1st sem (grade)\",\n SUM(CAST(\"Marital status\" AS REAL)) AS \"total_measure\"\n FROM \"m5\"\n GROUP BY\n \"Curricular units 2nd sem (without evaluations)\",\n \"Curricular units 1st sem (grade)\"\n)\nORDER BY \"share_within_group\" DESC\nLIMIT 18;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Curricular units 2nd sem (without evaluations)\\\",\\n \\\"Curricular units 1st sem (grade)\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (\\n PARTITION BY \\\"Curricular units 2nd sem (without evaluations)\\\"\\n ) AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"Curricular units 2nd sem (without evaluations)\\\",\\n \\\"Curricular units 1st sem (grade)\\\",\\n SUM(CAST(\\\"Marital status\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m5\\\"\\n GROUP BY\\n \\\"Curricular units 2nd sem (without evaluations)\\\",\\n \\\"Curricular units 1st sem (grade)\\\"\\n)\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 18;\", \"columns\": [\"Curricular units 2nd sem (without evaluations)\", \"Curricular units 1st sem (grade)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Curricular units 2nd sem (without evaluations)\": \"8\", \"Curricular units 1st sem (grade)\": \"0.0\", \"total_measure\": 8.0, \"share_within_group\": 88.88888888888889}, {\"Curricular units 2nd sem (without evaluations)\": \"7\", \"Curricular units 1st sem (grade)\": \"0.0\", \"total_measure\": 3.0, \"share_within_group\": 60.0}, {\"Curricular units 2nd sem (without evaluations)\": \"12\", \"Curricular units 1st sem (grade)\": \"0.0\", \"total_measure\": 1.0, \"share_within_group\": 50.0}, {\"Curricular units 2nd sem (without evaluations)\": \"12\", \"Curricular units 1st sem (grade)\": \"14.933333333333334\", \"total_measure\": 1.0, \"share_within_group\": 50.0}, {\"Curricular units 2nd sem (without evaluations)\": \"6\", \"Curricular units 1st sem (grade)\": \"0.0\", \"total_measure\": 4.0, \"share_within_group\": 40.0}, {\"Curricular units 2nd sem (without evaluations)\": \"5\", \"Curricular units 1st sem (grade)\": \"0.0\", \"total_measure\": 7.0, \"share_within_group\": 36.8421052631579}, {\"Curricular units 2nd sem (without evaluations)\": \"3\", \"Curricular units 1st sem (grade)\": \"0.0\", \"total_measure\": 8.0, \"share_within_group\": 22.857142857142858}, {\"Curricular units 2nd sem (without evaluations)\": \"6\", \"Curricular units 1st sem (grade)\": \"13.5\", \"total_measure\": 2.0, \"share_within_group\": 20.0}, {\"Curricular units 2nd sem (without evaluations)\": \"7\", \"Curricular units 1st sem (grade)\": \"13.67\", \"total_measure\": 1.0, \"share_within_group\": 20.0}, {\"Curricular units 2nd sem (without evaluations)\": \"7\", \"Curricular units 1st sem (grade)\": \"14.0\", \"total_measure\": 1.0, \"share_within_group\": 20.0}, {\"Curricular units 2nd sem (without evaluations)\": \"0\", \"Curricular units 1st sem (grade)\": \"0.0\", \"total_measure\": 833.0, \"share_within_group\": 17.18588817825459}, {\"Curricular units 2nd sem (without evaluations)\": \"4\", \"Curricular units 1st sem (grade)\": \"0.0\", \"total_measure\": 4.0, \"share_within_group\": 14.285714285714286}, {\"Curricular units 2nd sem (without evaluations)\": \"4\", \"Curricular units 1st sem (grade)\": \"11.832\", \"total_measure\": 4.0, \"share_within_group\": 14.285714285714286}, {\"Curricular units 2nd sem (without evaluations)\": \"2\", \"Curricular units 1st sem (grade)\": \"13.0\", \"total_measure\": 7.0, \"share_within_group\": 11.11111111111111}, {\"Curricular units 2nd sem (without evaluations)\": \"8\", \"Curricular units 1st sem (grade)\": \"13.0\", \"total_measure\": 1.0, \"share_within_group\": 11.11111111111111}, {\"Curricular units 2nd sem (without evaluations)\": \"4\", \"Curricular units 1st sem (grade)\": \"12.0\", \"total_measure\": 3.0, \"share_within_group\": 10.714285714285714}, {\"Curricular units 2nd sem (without evaluations)\": \"4\", \"Curricular units 1st sem (grade)\": \"12.333333333333334\", \"total_measure\": 3.0, \"share_within_group\": 10.714285714285714}, {\"Curricular units 2nd sem (without evaluations)\": \"5\", \"Curricular units 1st sem (grade)\": \"11.857142857142858\", \"total_measure\": 2.0, \"share_within_group\": 10.526315789473685}], \"row_count_returned\": 18, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 6.01}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7f3daa64cc08934a56a5a4275ff1037d985eb9cd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:14:11.496925+00:00", + "ended_at": "2026-05-26T00:15:03.233011+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_30245207ad5ec01a", + "problem_id": "v2p_m5_501490feec2fb7f5", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (without evaluations), measure_col=Marital status.", + "bindings": { + "group_col": "Curricular units 2nd sem (without evaluations)", + "measure_col": "Marital status", + "item_col": "Curricular units 1st sem (grade)", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=28" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_30245207ad5ec01a.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_30245207ad5ec01a", + "api_calls": 0, + "input_tokens": 29129, + "cached_input_tokens": 28032, + "output_tokens": 2662, + "total_tokens": 31791, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5834, + "estimated_output_tokens": 303, + "estimated_total_tokens": 6137, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 51721.01, + "sql_execution_elapsed_ms_total": 6.01, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..aed144b0e9bd956fd4c74de3f9aef750ff786588 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:15:03.225247+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 51721.01, "started_at": "2026-05-26T00:14:11.497698+00:00", "ended_at": "2026-05-26T00:15:03.219414+00:00", "prompt_metrics": {"chars": 21462, "bytes_utf8": 21462, "lines": 542, "estimated_tokens": 5834}, "response_metrics": {"chars": 1113, "bytes_utf8": 1113, "lines": 1, "estimated_tokens": 303}, "usage": {"input_tokens": 29129, "cached_input_tokens": 28032, "output_tokens": 2662, "reasoning_output_tokens": 2353}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Curricular units 2nd sem (without evaluations)\\\",\\n \\\"Curricular units 1st sem (grade)\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (\\n PARTITION BY \\\"Curricular units 2nd sem (without evaluations)\\\"\\n ) AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"Curricular units 2nd sem (without evaluations)\\\",\\n \\\"Curricular units 1st sem (grade)\\\",\\n SUM(CAST(\\\"Marital status\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m5\\\"\\n GROUP BY\\n \\\"Curricular units 2nd sem (without evaluations)\\\",\\n \\\"Curricular units 1st sem (grade)\\\"\\n)\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 18;\",\"notes\":\"Applied the requested Within-Group Share of Total template with group_col=\\\"Curricular units 2nd sem (without evaluations)\\\", item_col=\\\"Curricular units 1st sem (grade)\\\", and measure_col=\\\"Marital status\\\". CAST is used because the schema stores values as TEXT; note that this sums marita"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8364e6fac0b0eebc40cb119608d3707a52462961 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_30245207ad5ec01a", + "api_calls": 0, + "input_tokens": 29129, + "cached_input_tokens": 28032, + "output_tokens": 2662, + "total_tokens": 31791, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5834, + "estimated_output_tokens": 303, + "estimated_total_tokens": 6137, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 51721.01, + "sql_execution_elapsed_ms_total": 6.01, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bc79e87247bb82af35df6327485fd3a2255edb8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21068, "bytes_utf8": 21068, "lines": 540, "estimated_tokens": 5706}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 461, "bytes_utf8": 461, "lines": 1, "estimated_tokens": 103}, "usage": {"input_tokens": 29001, "cached_input_tokens": 28032, "output_tokens": 377, "reasoning_output_tokens": 268}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3a14eae81b362c00a347549a59a5e29124d7df8a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_30c3ed0fc5dc932f", + "api_calls": 0, + "input_tokens": 29001, + "cached_input_tokens": 28032, + "output_tokens": 377, + "total_tokens": 29378, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5706, + "estimated_output_tokens": 103, + "estimated_total_tokens": 5809, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14922.37, + "sql_execution_elapsed_ms_total": 3.89, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4966048e4ce4588a83c52392de7aa7b3bf070c16 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:15:03.234246+00:00", + "ended_at": "2026-05-26T00:15:18.156853+00:00", + "elapsed_ms": 14922.37, + "prompt_metrics": { + "chars": 21068, + "bytes_utf8": 21068, + "lines": 540, + "estimated_tokens": 5706 + }, + "stdout_metrics": { + "chars": 815, + "bytes_utf8": 815, + "lines": 4, + "estimated_tokens": 220 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 461, + "bytes_utf8": 461, + "lines": 1, + "estimated_tokens": 103 + }, + "usage": { + "input_tokens": 29001, + "cached_input_tokens": 28032, + "output_tokens": 377, + "reasoning_output_tokens": 268 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..07f59633aaec8998b1b9cf6641ee51b6b18d1468 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Father's qualification, measure_col=Marital status.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Father's qualification", + "measure_col": "Marital status", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cd745163da65dd527ed51bdaaaa4674072ccfb7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a2-8c6a-78c0-aaf4-3370a34f2d89"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Father's qualification\\\",\\n AVG(CAST(\\\"Marital status\\\" AS REAL)) OVER (PARTITION BY \\\"Father's qualification\\\") AS avg_measure\\nFROM \\\"m5\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the provided Window Partition Average template with group_col=\\\"Father's qualification\\\" and measure_col=\\\"Marital status\\\". CAST to REAL is added because the schema snapshot stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29001,"cached_input_tokens":28032,"output_tokens":377,"reasoning_output_tokens":268}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..db8f12afef48685cc27dde642aeaf6c753e5c822 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"Father's qualification\",\n AVG(CAST(\"Marital status\" AS REAL)) OVER (PARTITION BY \"Father's qualification\") AS avg_measure\nFROM \"m5\"\nORDER BY avg_measure DESC;","notes":"Used the provided Window Partition Average template with group_col=\"Father's qualification\" and measure_col=\"Marital status\". CAST to REAL is added because the schema snapshot stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..322e4341b6198669bc871f55305575d6f04bbae3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Father's qualification, measure_col=Marital status. +Result preview: [{"Father's qualification": "25", "avg_measure": 2.0}, {"Father's qualification": "31", "avg_measure": 2.0}, {"Father's qualification": "22", "avg_measure": 1.75}, {"Father's qualification": "35", "avg_measure": 1.5}, {"Father's qualification": "41", "avg_measure": 1.5}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..3501b25b7e940450ee550cf855ab4f5294bedf66 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_30c3ed0fc5dc932f +-- problem_id: v2p_m5_3a77d415ac597168 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Father's qualification", + AVG(CAST("Marital status" AS REAL)) OVER (PARTITION BY "Father's qualification") AS avg_measure +FROM "m5" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cb4f0b949e9444482cb41236b6d0d2e619044da0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"Father's qualification\",\n AVG(CAST(\"Marital status\" AS REAL)) OVER (PARTITION BY \"Father's qualification\") AS avg_measure\nFROM \"m5\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Father's qualification\\\",\\n AVG(CAST(\\\"Marital status\\\" AS REAL)) OVER (PARTITION BY \\\"Father's qualification\\\") AS avg_measure\\nFROM \\\"m5\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"Father's qualification\", \"avg_measure\"], \"rows\": [{\"Father's qualification\": \"25\", \"avg_measure\": 2.0}, {\"Father's qualification\": \"31\", \"avg_measure\": 2.0}, {\"Father's qualification\": \"22\", \"avg_measure\": 1.75}, {\"Father's qualification\": \"35\", \"avg_measure\": 1.5}, {\"Father's qualification\": \"41\", \"avg_measure\": 1.5}, {\"Father's qualification\": \"34\", \"avg_measure\": 1.4464285714285714}, {\"Father's qualification\": \"37\", \"avg_measure\": 1.349875930521092}, {\"Father's qualification\": \"14\", \"avg_measure\": 1.25}, {\"Father's qualification\": \"39\", \"avg_measure\": 1.15}, {\"Father's qualification\": \"36\", \"avg_measure\": 1.125}, {\"Father's qualification\": \"19\", \"avg_measure\": 1.1198347107438016}, {\"Father's qualification\": \"2\", \"avg_measure\": 1.1176470588235294}, {\"Father's qualification\": \"38\", \"avg_measure\": 1.106837606837607}, {\"Father's qualification\": \"1\", \"avg_measure\": 1.0896017699115044}, {\"Father's qualification\": \"4\", \"avg_measure\": 1.0769230769230769}, {\"Father's qualification\": \"3\", \"avg_measure\": 1.070921985815603}, {\"Father's qualification\": \"5\", \"avg_measure\": 1.0555555555555556}, {\"Father's qualification\": \"12\", \"avg_measure\": 1.0263157894736843}, {\"Father's qualification\": \"10\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"11\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"13\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"18\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"20\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"26\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"27\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"29\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"30\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"33\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"40\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"42\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"43\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"44\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"6\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"9\", \"avg_measure\": 1.0}], \"row_count_returned\": 34, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.89}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2e94049359e37651c2eeaf155093117ca9c88f8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:15:03.233399+00:00", + "ended_at": "2026-05-26T00:15:18.167355+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_30c3ed0fc5dc932f", + "problem_id": "v2p_m5_3a77d415ac597168", + "dataset_id": "m5", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Father's qualification, measure_col=Marital status.", + "bindings": { + "group_col": "Father's qualification", + "measure_col": "Marital status", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=140" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_30c3ed0fc5dc932f.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_30c3ed0fc5dc932f", + "api_calls": 0, + "input_tokens": 29001, + "cached_input_tokens": 28032, + "output_tokens": 377, + "total_tokens": 29378, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5706, + "estimated_output_tokens": 103, + "estimated_total_tokens": 5809, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14922.37, + "sql_execution_elapsed_ms_total": 3.89, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4a753bcbc8cbe5ff5334d9e43a1da3e4d44a59b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:15:18.162035+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14922.37, "started_at": "2026-05-26T00:15:03.234246+00:00", "ended_at": "2026-05-26T00:15:18.156853+00:00", "prompt_metrics": {"chars": 21068, "bytes_utf8": 21068, "lines": 540, "estimated_tokens": 5706}, "response_metrics": {"chars": 461, "bytes_utf8": 461, "lines": 1, "estimated_tokens": 103}, "usage": {"input_tokens": 29001, "cached_input_tokens": 28032, "output_tokens": 377, "reasoning_output_tokens": 268}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Father's qualification\\\",\\n AVG(CAST(\\\"Marital status\\\" AS REAL)) OVER (PARTITION BY \\\"Father's qualification\\\") AS avg_measure\\nFROM \\\"m5\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the provided Window Partition Average template with group_col=\\\"Father's qualification\\\" and measure_col=\\\"Marital status\\\". CAST to REAL is added because the schema snapshot stores values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..34e4d59082ecc447e38f77d5c9919c745e6484be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_30c3ed0fc5dc932f", + "api_calls": 0, + "input_tokens": 29001, + "cached_input_tokens": 28032, + "output_tokens": 377, + "total_tokens": 29378, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5706, + "estimated_output_tokens": 103, + "estimated_total_tokens": 5809, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14922.37, + "sql_execution_elapsed_ms_total": 3.89, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..229ccb7f37a747938af00d59f2253a76c49ba457 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21774, "bytes_utf8": 21774, "lines": 543, "estimated_tokens": 5900}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 647, "bytes_utf8": 647, "lines": 1, "estimated_tokens": 171}, "usage": {"input_tokens": 29195, "cached_input_tokens": 3456, "output_tokens": 893, "reasoning_output_tokens": 716}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ac7af126cdcd5fe53053252d9718bca8268dfdda --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_31721fff39e9ec1b", + "api_calls": 0, + "input_tokens": 29195, + "cached_input_tokens": 3456, + "output_tokens": 893, + "total_tokens": 30088, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5900, + "estimated_output_tokens": 171, + "estimated_total_tokens": 6071, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19957.36, + "sql_execution_elapsed_ms_total": 3.61, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..458664259a56a8825dbc86e63032ef2540ee8c4f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:15:18.168549+00:00", + "ended_at": "2026-05-26T00:15:38.126211+00:00", + "elapsed_ms": 19957.36, + "prompt_metrics": { + "chars": 21774, + "bytes_utf8": 21774, + "lines": 543, + "estimated_tokens": 5900 + }, + "stdout_metrics": { + "chars": 1019, + "bytes_utf8": 1019, + "lines": 4, + "estimated_tokens": 296 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 105 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 647, + "bytes_utf8": 647, + "lines": 1, + "estimated_tokens": 171 + }, + "usage": { + "input_tokens": 29195, + "cached_input_tokens": 3456, + "output_tokens": 893, + "reasoning_output_tokens": 716 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4d2785bb2388fa781e9d1f33ba2a16a71c97b76f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Mother's qualification, condition_col=Gender.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Mother's qualification", + "condition_col": "Gender", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 25.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..603f96424e62968f20d42ce5d98ce6e33045c023 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a2-c6c1-77b0-ab36-3a7855ef54f6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Mother's qualification\\\",\\n SUM(CASE WHEN \\\"Gender\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Gender\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Mother's qualification\\\"\\n)\\nSELECT \\\"Mother's qualification\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Computes the ratio of rows with \\\"Gender\\\" = '0' to rows with \\\"Gender\\\" = '1' for each \\\"Mother's qualification\\\" group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29195,"cached_input_tokens":3456,"output_tokens":893,"reasoning_output_tokens":716}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..aa73fa1c2bff84bbc3ecbff8dcd8d600f0c3823b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Mother's qualification\",\n SUM(CASE WHEN \"Gender\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Gender\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m5\"\n GROUP BY \"Mother's qualification\"\n)\nSELECT \"Mother's qualification\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Computes the ratio of rows with \"Gender\" = '0' to rows with \"Gender\" = '1' for each \"Mother's qualification\" group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9668cda1bbfce39ffc14d352b3a3df94561b6421 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:15:37.568361Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a2-c6c1-77b0-ab36-3a7855ef54f6.1779754518209823000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..50a3be6663e3cef4a9b0debe38ccfb5b30ee07cb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Mother's qualification, condition_col=Gender. +Result preview: [{"Mother's qualification": "40", "condition_ratio": 8.0}, {"Mother's qualification": "9", "condition_ratio": 7.0}, {"Mother's qualification": "41", "condition_ratio": 5.0}, {"Mother's qualification": "38", "condition_ratio": 2.3254437869822486}, {"Mother's qualification": "19", "condition_ratio": 2.3090277777777777}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..57237c5548e4b9e30f5d722182c852f8ee46fc4e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m5_31721fff39e9ec1b +-- problem_id: v2p_m5_04d880831d9ab7aa +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Mother's qualification", + SUM(CASE WHEN "Gender" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Gender" = '1' THEN 1 ELSE 0 END) AS denominator_count + FROM "m5" + GROUP BY "Mother's qualification" +) +SELECT "Mother's qualification", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ec34a4b73e555491aba76bdd6431630414ea946b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Mother's qualification\",\n SUM(CASE WHEN \"Gender\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Gender\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m5\"\n GROUP BY \"Mother's qualification\"\n)\nSELECT \"Mother's qualification\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Mother's qualification\\\",\\n SUM(CASE WHEN \\\"Gender\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Gender\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Mother's qualification\\\"\\n)\\nSELECT \\\"Mother's qualification\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"Mother's qualification\", \"condition_ratio\"], \"rows\": [{\"Mother's qualification\": \"40\", \"condition_ratio\": 8.0}, {\"Mother's qualification\": \"9\", \"condition_ratio\": 7.0}, {\"Mother's qualification\": \"41\", \"condition_ratio\": 5.0}, {\"Mother's qualification\": \"38\", \"condition_ratio\": 2.3254437869822486}, {\"Mother's qualification\": \"19\", \"condition_ratio\": 2.3090277777777777}, {\"Mother's qualification\": \"12\", \"condition_ratio\": 2.230769230769231}, {\"Mother's qualification\": \"11\", \"condition_ratio\": 2.0}, {\"Mother's qualification\": \"29\", \"condition_ratio\": 2.0}, {\"Mother's qualification\": \"35\", \"condition_ratio\": 2.0}, {\"Mother's qualification\": \"37\", \"condition_ratio\": 1.8994252873563218}, {\"Mother's qualification\": \"1\", \"condition_ratio\": 1.5821256038647342}, {\"Mother's qualification\": \"34\", \"condition_ratio\": 1.5490196078431373}, {\"Mother's qualification\": \"3\", \"condition_ratio\": 1.4886363636363635}, {\"Mother's qualification\": \"4\", \"condition_ratio\": 1.2272727272727273}, {\"Mother's qualification\": \"5\", \"condition_ratio\": 1.1}, {\"Mother's qualification\": \"14\", \"condition_ratio\": 1.0}, {\"Mother's qualification\": \"39\", \"condition_ratio\": 1.0}, {\"Mother's qualification\": \"43\", \"condition_ratio\": 1.0}, {\"Mother's qualification\": \"6\", \"condition_ratio\": 1.0}, {\"Mother's qualification\": \"2\", \"condition_ratio\": 0.9761904761904762}, {\"Mother's qualification\": \"10\", \"condition_ratio\": 0.5}, {\"Mother's qualification\": \"36\", \"condition_ratio\": 0.5}, {\"Mother's qualification\": \"42\", \"condition_ratio\": 0.3333333333333333}, {\"Mother's qualification\": \"27\", \"condition_ratio\": 0.0}, {\"Mother's qualification\": \"18\", \"condition_ratio\": null}, {\"Mother's qualification\": \"22\", \"condition_ratio\": null}, {\"Mother's qualification\": \"26\", \"condition_ratio\": null}, {\"Mother's qualification\": \"30\", \"condition_ratio\": null}, {\"Mother's qualification\": \"44\", \"condition_ratio\": null}], \"row_count_returned\": 29, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.61}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f06b879b1280b1e08ee54b1f8e71e2df97a96445 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:15:18.167781+00:00", + "ended_at": "2026-05-26T00:15:38.137508+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_31721fff39e9ec1b", + "problem_id": "v2p_m5_04d880831d9ab7aa", + "dataset_id": "m5", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Mother's qualification, condition_col=Gender.", + "bindings": { + "group_col": "Mother's qualification", + "condition_col": "Gender", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 25.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=40" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_31721fff39e9ec1b.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_31721fff39e9ec1b", + "api_calls": 0, + "input_tokens": 29195, + "cached_input_tokens": 3456, + "output_tokens": 893, + "total_tokens": 30088, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5900, + "estimated_output_tokens": 171, + "estimated_total_tokens": 6071, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19957.36, + "sql_execution_elapsed_ms_total": 3.61, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8a7efb173705f516cfa7a1e3c4313dd11faa8485 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:15:38.132498+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 19957.36, "started_at": "2026-05-26T00:15:18.168549+00:00", "ended_at": "2026-05-26T00:15:38.126211+00:00", "prompt_metrics": {"chars": 21774, "bytes_utf8": 21774, "lines": 543, "estimated_tokens": 5900}, "response_metrics": {"chars": 647, "bytes_utf8": 647, "lines": 1, "estimated_tokens": 171}, "usage": {"input_tokens": 29195, "cached_input_tokens": 3456, "output_tokens": 893, "reasoning_output_tokens": 716}, "stderr_preview": "2026-05-26T00:15:37.568361Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a2-c6c1-77b0-ab36-3a7855ef54f6.1779754518209823000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Mother's qualification\\\",\\n SUM(CASE WHEN \\\"Gender\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Gender\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Mother's qualification\\\"\\n)\\nSELECT \\\"Mother's qualification\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Computes the ratio of rows with \\\"Gender\\\" = '0' to rows with \\\"Gender\\\" = '1' for each \\\"Mother's qualification\\\" group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..af88fb3912304c3dc9868122f5f07f6f5258c0bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_31721fff39e9ec1b", + "api_calls": 0, + "input_tokens": 29195, + "cached_input_tokens": 3456, + "output_tokens": 893, + "total_tokens": 30088, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5900, + "estimated_output_tokens": 171, + "estimated_total_tokens": 6071, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19957.36, + "sql_execution_elapsed_ms_total": 3.61, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31721fff39e9ec1b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6fd97084deb1e146d432c6c1489b073d66466c71 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21510, "bytes_utf8": 21510, "lines": 542, "estimated_tokens": 5848}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 974, "bytes_utf8": 974, "lines": 1, "estimated_tokens": 275}, "usage": {"input_tokens": 29143, "cached_input_tokens": 28032, "output_tokens": 797, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..159fc89150e018fd9ac9c8cf400d806100777993 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_31996764c35a4b5f", + "api_calls": 0, + "input_tokens": 29143, + "cached_input_tokens": 28032, + "output_tokens": 797, + "total_tokens": 29940, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5848, + "estimated_output_tokens": 275, + "estimated_total_tokens": 6123, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18336.2, + "sql_execution_elapsed_ms_total": 2.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..48824bc9ec02dfb93273cde60d9cca5072fbefe5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:15:38.138818+00:00", + "ended_at": "2026-05-26T00:15:56.475298+00:00", + "elapsed_ms": 18336.2, + "prompt_metrics": { + "chars": 21510, + "bytes_utf8": 21510, + "lines": 542, + "estimated_tokens": 5848 + }, + "stdout_metrics": { + "chars": 1364, + "bytes_utf8": 1364, + "lines": 4, + "estimated_tokens": 414 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 974, + "bytes_utf8": 974, + "lines": 1, + "estimated_tokens": 275 + }, + "usage": { + "input_tokens": 29143, + "cached_input_tokens": 28032, + "output_tokens": 797, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5e98ba5af7f434e387591e36e5829fcbbe71e33a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Curricular units 2nd sem (credited), measure_col=Curricular units 2nd sem (without evaluations).", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Curricular units 2nd sem (credited)", + "measure_col": "Curricular units 2nd sem (without evaluations)", + "item_col": "Curricular units 1st sem (credited)", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..405e77d39b3f5749d1c807f951657eefcc1f3f1b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a3-14c3-74c3-9d7d-c1e9ed3a4d46"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Curricular units 2nd sem (credited)\\\",\\n \\\"Curricular units 1st sem (credited)\\\",\\n total_measure,\\n total_measure * 100.0 / SUM(total_measure) OVER (PARTITION BY \\\"Curricular units 2nd sem (credited)\\\") AS share_within_group\\nFROM (\\n SELECT\\n \\\"Curricular units 2nd sem (credited)\\\",\\n \\\"Curricular units 1st sem (credited)\\\",\\n SUM(CAST(\\\"Curricular units 2nd sem (without evaluations)\\\" AS REAL)) AS total_measure\\n FROM \\\"m5\\\"\\n GROUP BY\\n \\\"Curricular units 2nd sem (credited)\\\",\\n \\\"Curricular units 1st sem (credited)\\\"\\n)\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the planned Within-Group Share of Total template with group_col=\\\"Curricular units 2nd sem (credited)\\\", item_col=\\\"Curricular units 1st sem (credited)\\\", and measure_col=\\\"Curricular units 2nd sem (without evaluations)\\\". CAST to REAL was added because the schema stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29143,"cached_input_tokens":28032,"output_tokens":797,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..26a78527c572244ff3516a4cacee22556fe551db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Curricular units 2nd sem (credited)\",\n \"Curricular units 1st sem (credited)\",\n total_measure,\n total_measure * 100.0 / SUM(total_measure) OVER (PARTITION BY \"Curricular units 2nd sem (credited)\") AS share_within_group\nFROM (\n SELECT\n \"Curricular units 2nd sem (credited)\",\n \"Curricular units 1st sem (credited)\",\n SUM(CAST(\"Curricular units 2nd sem (without evaluations)\" AS REAL)) AS total_measure\n FROM \"m5\"\n GROUP BY\n \"Curricular units 2nd sem (credited)\",\n \"Curricular units 1st sem (credited)\"\n)\nORDER BY share_within_group DESC;","notes":"Used the planned Within-Group Share of Total template with group_col=\"Curricular units 2nd sem (credited)\", item_col=\"Curricular units 1st sem (credited)\", and measure_col=\"Curricular units 2nd sem (without evaluations)\". CAST to REAL was added because the schema stores numeric-looking fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2b4184bfe077790e681a403d8a19b8c2f4052b97 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Curricular units 2nd sem (credited), measure_col=Curricular units 2nd sem (without evaluations). +Result preview: [{"Curricular units 2nd sem (credited)": "11", "Curricular units 1st sem (credited)": "11", "total_measure": 5.0, "share_within_group": 100.0}, {"Curricular units 2nd sem (credited)": "18", "Curricular units 1st sem (credited)": "18", "total_measure": 6.0, "share_within_group": 100.0}, {"Curricular units 2nd sem (credited)": "7", "Curricular units 1st sem (credited)": "10", "total_measure": 1.0, "share_within_group": 100.0}, {"Curricular units 2nd sem (credited)": "0", "Curricular units 1st sem (credited)": "0", "total_measure": 538.0, "share_within_group": 99.0791896869245}, {"Curricular units 2nd sem (credited)": "9", "Curricular units 1st sem (credited)": "11", "total_measure": 5.0, "share_within_group": 83.33333333333333}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f6d9a7015e3518fb6b35a0b12c5e87c4fbfa0e0e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/generated_sql.sql @@ -0,0 +1,29 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_31996764c35a4b5f +-- problem_id: v2p_m5_4991fc86e1d2c838 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Curricular units 2nd sem (credited)", + "Curricular units 1st sem (credited)", + total_measure, + total_measure * 100.0 / SUM(total_measure) OVER (PARTITION BY "Curricular units 2nd sem (credited)") AS share_within_group +FROM ( + SELECT + "Curricular units 2nd sem (credited)", + "Curricular units 1st sem (credited)", + SUM(CAST("Curricular units 2nd sem (without evaluations)" AS REAL)) AS total_measure + FROM "m5" + GROUP BY + "Curricular units 2nd sem (credited)", + "Curricular units 1st sem (credited)" +) +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e2881de4e7df91e97eea4418a4137dbc077d351c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Curricular units 2nd sem (credited)\",\n \"Curricular units 1st sem (credited)\",\n total_measure,\n total_measure * 100.0 / SUM(total_measure) OVER (PARTITION BY \"Curricular units 2nd sem (credited)\") AS share_within_group\nFROM (\n SELECT\n \"Curricular units 2nd sem (credited)\",\n \"Curricular units 1st sem (credited)\",\n SUM(CAST(\"Curricular units 2nd sem (without evaluations)\" AS REAL)) AS total_measure\n FROM \"m5\"\n GROUP BY\n \"Curricular units 2nd sem (credited)\",\n \"Curricular units 1st sem (credited)\"\n)\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Curricular units 2nd sem (credited)\\\",\\n \\\"Curricular units 1st sem (credited)\\\",\\n total_measure,\\n total_measure * 100.0 / SUM(total_measure) OVER (PARTITION BY \\\"Curricular units 2nd sem (credited)\\\") AS share_within_group\\nFROM (\\n SELECT\\n \\\"Curricular units 2nd sem (credited)\\\",\\n \\\"Curricular units 1st sem (credited)\\\",\\n SUM(CAST(\\\"Curricular units 2nd sem (without evaluations)\\\" AS REAL)) AS total_measure\\n FROM \\\"m5\\\"\\n GROUP BY\\n \\\"Curricular units 2nd sem (credited)\\\",\\n \\\"Curricular units 1st sem (credited)\\\"\\n)\\nORDER BY share_within_group DESC;\", \"columns\": [\"Curricular units 2nd sem (credited)\", \"Curricular units 1st sem (credited)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Curricular units 2nd sem (credited)\": \"11\", \"Curricular units 1st sem (credited)\": \"11\", \"total_measure\": 5.0, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (credited)\": \"18\", \"Curricular units 1st sem (credited)\": \"18\", \"total_measure\": 6.0, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (credited)\": \"7\", \"Curricular units 1st sem (credited)\": \"10\", \"total_measure\": 1.0, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (credited)\": \"0\", \"Curricular units 1st sem (credited)\": \"0\", \"total_measure\": 538.0, \"share_within_group\": 99.0791896869245}, {\"Curricular units 2nd sem (credited)\": \"9\", \"Curricular units 1st sem (credited)\": \"11\", \"total_measure\": 5.0, \"share_within_group\": 83.33333333333333}, {\"Curricular units 2nd sem (credited)\": \"12\", \"Curricular units 1st sem (credited)\": \"12\", \"total_measure\": 12.0, \"share_within_group\": 70.58823529411765}, {\"Curricular units 2nd sem (credited)\": \"10\", \"Curricular units 1st sem (credited)\": \"13\", \"total_measure\": 9.0, \"share_within_group\": 69.23076923076923}, {\"Curricular units 2nd sem (credited)\": \"6\", \"Curricular units 1st sem (credited)\": \"6\", \"total_measure\": 11.0, \"share_within_group\": 64.70588235294117}, {\"Curricular units 2nd sem (credited)\": \"4\", \"Curricular units 1st sem (credited)\": \"7\", \"total_measure\": 4.0, \"share_within_group\": 44.44444444444444}, {\"Curricular units 2nd sem (credited)\": \"3\", \"Curricular units 1st sem (credited)\": \"1\", \"total_measure\": 5.0, \"share_within_group\": 41.666666666666664}, {\"Curricular units 2nd sem (credited)\": \"5\", \"Curricular units 1st sem (credited)\": \"2\", \"total_measure\": 3.0, \"share_within_group\": 37.5}, {\"Curricular units 2nd sem (credited)\": \"1\", \"Curricular units 1st sem (credited)\": \"0\", \"total_measure\": 7.0, \"share_within_group\": 36.8421052631579}, {\"Curricular units 2nd sem (credited)\": \"2\", \"Curricular units 1st sem (credited)\": \"2\", \"total_measure\": 3.0, \"share_within_group\": 33.333333333333336}, {\"Curricular units 2nd sem (credited)\": \"2\", \"Curricular units 1st sem (credited)\": \"4\", \"total_measure\": 3.0, \"share_within_group\": 33.333333333333336}, {\"Curricular units 2nd sem (credited)\": \"3\", \"Curricular units 1st sem (credited)\": \"3\", \"total_measure\": 4.0, \"share_within_group\": 33.333333333333336}, {\"Curricular units 2nd sem (credited)\": \"4\", \"Curricular units 1st sem (credited)\": \"5\", \"total_measure\": 3.0, \"share_within_group\": 33.333333333333336}, {\"Curricular units 2nd sem (credited)\": \"1\", \"Curricular units 1st sem (credited)\": \"1\", \"total_measure\": 5.0, \"share_within_group\": 26.31578947368421}, {\"Curricular units 2nd sem (credited)\": \"1\", \"Curricular units 1st sem (credited)\": \"2\", \"total_measure\": 5.0, \"share_within_group\": 26.31578947368421}, {\"Curricular units 2nd sem (credited)\": \"5\", \"Curricular units 1st sem (credited)\": \"5\", \"total_measure\": 2.0, \"share_within_group\": 25.0}, {\"Curricular units 2nd sem (credited)\": \"5\", \"Curricular units 1st sem (credited)\": \"7\", \"total_measure\": 2.0, \"share_within_group\": 25.0}, {\"Curricular units 2nd sem (credited)\": \"6\", \"Curricular units 1st sem (credited)\": \"8\", \"total_measure\": 4.0, \"share_within_group\": 23.529411764705884}, {\"Curricular units 2nd sem (credited)\": \"2\", \"Curricular units 1st sem (credited)\": \"3\", \"total_measure\": 2.0, \"share_within_group\": 22.22222222222222}, {\"Curricular units 2nd sem (credited)\": \"4\", \"Curricular units 1st sem (credited)\": \"6\", \"total_measure\": 2.0, \"share_within_group\": 22.22222222222222}, {\"Curricular units 2nd sem (credited)\": \"3\", \"Curricular units 1st sem (credited)\": \"4\", \"total_measure\": 2.0, \"share_within_group\": 16.666666666666668}, {\"Curricular units 2nd sem (credited)\": \"9\", \"Curricular units 1st sem (credited)\": \"7\", \"total_measure\": 1.0, \"share_within_group\": 16.666666666666668}, {\"Curricular units 2nd sem (credited)\": \"5\", \"Curricular units 1st sem (credited)\": \"6\", \"total_measure\": 1.0, \"share_within_group\": 12.5}, {\"Curricular units 2nd sem (credited)\": \"12\", \"Curricular units 1st sem (credited)\": \"14\", \"total_measure\": 2.0, \"share_within_group\": 11.764705882352942}, {\"Curricular units 2nd sem (credited)\": \"2\", \"Curricular units 1st sem (credited)\": \"5\", \"total_measure\": 1.0, \"share_within_group\": 11.11111111111111}, {\"Curricular units 2nd sem (credited)\": \"1\", \"Curricular units 1st sem (credited)\": \"3\", \"total_measure\": 2.0, \"share_within_group\": 10.526315789473685}, {\"Curricular units 2nd sem (credited)\": \"3\", \"Curricular units 1st sem (credited)\": \"8\", \"total_measure\": 1.0, \"share_within_group\": 8.333333333333334}, {\"Curricular units 2nd sem (credited)\": \"10\", \"Curricular units 1st sem (credited)\": \"10\", \"total_measure\": 1.0, \"share_within_group\": 7.6923076923076925}, {\"Curricular units 2nd sem (credited)\": \"10\", \"Curricular units 1st sem (credited)\": \"11\", \"total_measure\": 1.0, \"share_within_group\": 7.6923076923076925}, {\"Curricular units 2nd sem (credited)\": \"10\", \"Curricular units 1st sem (credited)\": \"12\", \"total_measure\": 1.0, \"share_within_group\": 7.6923076923076925}, {\"Curricular units 2nd sem (credited)\": \"10\", \"Curricular units 1st sem (credited)\": \"14\", \"total_measure\": 1.0, \"share_within_group\": 7.6923076923076925}, {\"Curricular units 2nd sem (credited)\": \"12\", \"Curricular units 1st sem (credited)\": \"11\", \"total_measure\": 1.0, \"share_within_group\": 5.882352941176471}, {\"Curricular units 2nd sem (credited)\": \"12\", \"Curricular units 1st sem (credited)\": \"16\", \"total_measure\": 1.0, \"share_within_group\": 5.882352941176471}, {\"Curricular units 2nd sem (credited)\": \"12\", \"Curricular units 1st sem (credited)\": \"18\", \"total_measure\": 1.0, \"share_within_group\": 5.882352941176471}, {\"Curricular units 2nd sem (credited)\": \"6\", \"Curricular units 1st sem (credited)\": \"0\", \"total_measure\": 1.0, \"share_within_group\": 5.882352941176471}, {\"Curricular units 2nd sem (credited)\": \"6\", \"Curricular units 1st sem (credited)\": \"11\", \"total_measure\": 1.0, \"share_within_group\": 5.882352941176471}, {\"Curricular units 2nd sem (credited)\": \"0\", \"Curricular units 1st sem (credited)\": \"2\", \"total_measure\": 3.0, \"share_within_group\": 0.5524861878453039}, {\"Curricular units 2nd sem (credited)\": \"0\", \"Curricular units 1st sem (credited)\": \"1\", \"total_measure\": 2.0, \"share_within_group\": 0.3683241252302026}, {\"Curricular units 2nd sem (credited)\": \"0\", \"Curricular units 1st sem (credited)\": \"3\", \"total_measure\": 0.0, \"share_within_group\": 0.0}, {\"Curricular units 2nd sem (credited)\": \"0\", \"Curricular units 1st sem (credited)\": \"4\", \"total_measure\": 0.0, \"share_within_group\": 0.0}, {\"Curricular units 2nd sem (credited)\": \"0\", \"Curricular units 1st sem (credited)\": \"5\", \"total_measure\": 0.0, \"share_within_group\": 0.0}, {\"Curricular units 2nd sem (credited)\": \"1\", \"Curricular units 1st sem (credited)\": \"4\", \"total_measure\": 0.0, \"share_within_group\": 0.0}, {\"Curricular units 2nd sem (credited)\": \"10\", \"Curricular units 1st sem (credited)\": \"9\", \"total_measure\": 0.0, \"share_within_group\": 0.0}, {\"Curricular units 2nd sem (credited)\": \"11\", \"Curricular units 1st sem (credited)\": \"12\", \"total_measure\": 0.0, \"share_within_group\": 0.0}, {\"Curricular units 2nd sem (credited)\": \"11\", \"Curricular units 1st sem (credited)\": \"13\", \"total_measure\": 0.0, \"share_within_group\": 0.0}, {\"Curricular units 2nd sem (credited)\": \"11\", \"Curricular units 1st sem (credited)\": \"14\", \"total_measure\": 0.0, \"share_within_group\": 0.0}, {\"Curricular units 2nd sem (credited)\": \"11\", \"Curricular units 1st sem (credited)\": \"15\", \"total_measure\": 0.0, \"share_within_group\": 0.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.1}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..755c71e4e538f423a830ce12e1e81b3b85075ed0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:15:38.137965+00:00", + "ended_at": "2026-05-26T00:15:56.483941+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_31996764c35a4b5f", + "problem_id": "v2p_m5_4991fc86e1d2c838", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Curricular units 2nd sem (credited), measure_col=Curricular units 2nd sem (without evaluations).", + "bindings": { + "group_col": "Curricular units 2nd sem (credited)", + "measure_col": "Curricular units 2nd sem (without evaluations)", + "item_col": "Curricular units 1st sem (credited)", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=24" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_31996764c35a4b5f.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_31996764c35a4b5f", + "api_calls": 0, + "input_tokens": 29143, + "cached_input_tokens": 28032, + "output_tokens": 797, + "total_tokens": 29940, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5848, + "estimated_output_tokens": 275, + "estimated_total_tokens": 6123, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18336.2, + "sql_execution_elapsed_ms_total": 2.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d8e90d8473640e914cc8f9c4b8e2d56eadbc3f4f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:15:56.480456+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18336.2, "started_at": "2026-05-26T00:15:38.138818+00:00", "ended_at": "2026-05-26T00:15:56.475298+00:00", "prompt_metrics": {"chars": 21510, "bytes_utf8": 21510, "lines": 542, "estimated_tokens": 5848}, "response_metrics": {"chars": 974, "bytes_utf8": 974, "lines": 1, "estimated_tokens": 275}, "usage": {"input_tokens": 29143, "cached_input_tokens": 28032, "output_tokens": 797, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Curricular units 2nd sem (credited)\\\",\\n \\\"Curricular units 1st sem (credited)\\\",\\n total_measure,\\n total_measure * 100.0 / SUM(total_measure) OVER (PARTITION BY \\\"Curricular units 2nd sem (credited)\\\") AS share_within_group\\nFROM (\\n SELECT\\n \\\"Curricular units 2nd sem (credited)\\\",\\n \\\"Curricular units 1st sem (credited)\\\",\\n SUM(CAST(\\\"Curricular units 2nd sem (without evaluations)\\\" AS REAL)) AS total_measure\\n FROM \\\"m5\\\"\\n GROUP BY\\n \\\"Curricular units 2nd sem (credited)\\\",\\n \\\"Curricular units 1st sem (credited)\\\"\\n)\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the planned Within-Group Share of Total template with group_col=\\\"Curricular units 2nd sem (credited)\\\", item_col=\\\"Curricular units 1st sem (credited)\\\", and measure_col=\\\"Curricular units 2nd sem (without evaluations)\\\". CAST to REAL was added because the schema stores numeric-looking fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0219a8bd1d99b2888e65d96e65f5d53db8318ecd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_31996764c35a4b5f/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_31996764c35a4b5f", + "api_calls": 0, + "input_tokens": 29143, + "cached_input_tokens": 28032, + "output_tokens": 797, + "total_tokens": 29940, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5848, + "estimated_output_tokens": 275, + "estimated_total_tokens": 6123, + "usage_source": 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b9bbf435d5a64771ccbec110fb1bcfbcc9c93d1f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:15:56.484998+00:00", + "ended_at": "2026-05-26T00:16:16.867901+00:00", + "elapsed_ms": 20382.6, + "prompt_metrics": { + "chars": 21320, + "bytes_utf8": 21320, + "lines": 544, + "estimated_tokens": 5797 + }, + "stdout_metrics": { + "chars": 863, + "bytes_utf8": 863, + "lines": 4, + "estimated_tokens": 257 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 489, + "bytes_utf8": 489, + "lines": 1, + "estimated_tokens": 131 + }, + "usage": { + "input_tokens": 29092, + "cached_input_tokens": 4480, + "output_tokens": 808, + "reasoning_output_tokens": 671 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..251351a363735e4dba035e5bb4d88217f548a2d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 2nd sem (credited).", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 2nd sem (credited)", + "predicate_col": "Gender", + "predicate_op": "=", + "predicate_value": "0", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bd84df94a8c007c7773591593788dcf7e4d55bd5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a3-5c6c-7921-bac7-e0d6fdc768f3"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Application mode\\\", \\\"Curricular units 2nd sem (credited)\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Gender\\\" = '0'\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 2nd sem (credited)\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the provided filtered two-dimensional group count template with group_col=\\\"Application mode\\\", group_col_2=\\\"Curricular units 2nd sem (credited)\\\", and predicate \\\"Gender\\\" = '0'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29092,"cached_input_tokens":4480,"output_tokens":808,"reasoning_output_tokens":671}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9291858c91d8a8c81ff4b51e0359324ebb9a4bc2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"Application mode\", \"Curricular units 2nd sem (credited)\", COUNT(*) AS \"row_count\"\nFROM \"m5\"\nWHERE \"Gender\" = '0'\nGROUP BY \"Application mode\", \"Curricular units 2nd sem (credited)\"\nORDER BY \"row_count\" DESC;","notes":"Uses the provided filtered two-dimensional group count template with group_col=\"Application mode\", group_col_2=\"Curricular units 2nd sem (credited)\", and predicate \"Gender\" = '0'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..bc415f23c0c48d4a820d5db75ebaf22897782f1a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 2nd sem (credited). +Result preview: [{"Application mode": "1", "Curricular units 2nd sem (credited)": "0", "row_count": 1193}, {"Application mode": "17", "Curricular units 2nd sem (credited)": "0", "row_count": 602}, {"Application mode": "39", "Curricular units 2nd sem (credited)": "0", "row_count": 361}, {"Application mode": "43", "Curricular units 2nd sem (credited)": "0", "row_count": 104}, {"Application mode": "18", "Curricular units 2nd sem (credited)": "0", "row_count": 82}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ea7eac8e4215431c6acbf43c80056886ef70153e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m5_36e6690d6fdf5ecd +-- problem_id: v2p_m5_066e758a60d7c37a +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", "Curricular units 2nd sem (credited)", COUNT(*) AS "row_count" +FROM "m5" +WHERE "Gender" = '0' +GROUP BY "Application mode", "Curricular units 2nd sem (credited)" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0f499d59b154af3c4724fc25a4216d12fd222e50 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"Application mode\", \"Curricular units 2nd sem (credited)\", COUNT(*) AS \"row_count\"\nFROM \"m5\"\nWHERE \"Gender\" = '0'\nGROUP BY \"Application mode\", \"Curricular units 2nd sem (credited)\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Application mode\\\", \\\"Curricular units 2nd sem (credited)\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Gender\\\" = '0'\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 2nd sem (credited)\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Application mode\", \"Curricular units 2nd sem (credited)\", \"row_count\"], \"rows\": [{\"Application mode\": \"1\", \"Curricular units 2nd sem (credited)\": \"0\", \"row_count\": 1193}, {\"Application mode\": \"17\", \"Curricular units 2nd sem (credited)\": \"0\", \"row_count\": 602}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (credited)\": \"0\", \"row_count\": 361}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (credited)\": \"0\", \"row_count\": 104}, {\"Application mode\": \"18\", \"Curricular units 2nd sem (credited)\": \"0\", \"row_count\": 82}, {\"Application mode\": \"7\", \"Curricular units 2nd sem (credited)\": \"0\", \"row_count\": 57}, {\"Application mode\": \"44\", \"Curricular units 2nd sem (credited)\": \"0\", \"row_count\": 45}, {\"Application mode\": \"44\", \"Curricular units 2nd sem (credited)\": \"2\", \"row_count\": 28}, {\"Application mode\": \"16\", \"Curricular units 2nd sem (credited)\": \"0\", \"row_count\": 27}, {\"Application mode\": \"44\", \"Curricular units 2nd sem (credited)\": \"1\", \"row_count\": 25}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (credited)\": \"1\", \"row_count\": 17}, {\"Application mode\": \"42\", \"Curricular units 2nd sem (credited)\": \"0\", \"row_count\": 17}, {\"Application mode\": \"51\", \"Curricular units 2nd sem (credited)\": \"0\", \"row_count\": 15}, {\"Application mode\": \"53\", \"Curricular units 2nd sem (credited)\": \"4\", \"row_count\": 15}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (credited)\": \"2\", \"row_count\": 14}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (credited)\": \"4\", \"row_count\": 13}, {\"Application mode\": \"15\", \"Curricular units 2nd sem (credited)\": \"0\", \"row_count\": 13}, {\"Application mode\": \"5\", \"Curricular units 2nd sem (credited)\": \"0\", \"row_count\": 13}, {\"Application mode\": \"10\", \"Curricular units 2nd sem (credited)\": \"0\", \"row_count\": 10}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (credited)\": \"11\", \"row_count\": 10}, {\"Application mode\": \"51\", \"Curricular units 2nd sem (credited)\": \"5\", \"row_count\": 9}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (credited)\": \"3\", \"row_count\": 8}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (credited)\": \"4\", \"row_count\": 8}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (credited)\": \"2\", \"row_count\": 7}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (credited)\": \"1\", \"row_count\": 7}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (credited)\": \"5\", \"row_count\": 6}, {\"Application mode\": \"7\", \"Curricular units 2nd sem (credited)\": \"3\", \"row_count\": 6}, {\"Application mode\": \"7\", \"Curricular units 2nd sem (credited)\": \"4\", \"row_count\": 6}, {\"Application mode\": \"7\", \"Curricular units 2nd sem (credited)\": \"5\", \"row_count\": 6}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (credited)\": \"3\", \"row_count\": 5}, {\"Application mode\": \"42\", \"Curricular units 2nd sem (credited)\": \"5\", \"row_count\": 5}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (credited)\": \"9\", \"row_count\": 5}, {\"Application mode\": \"7\", \"Curricular units 2nd sem (credited)\": \"1\", \"row_count\": 5}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (credited)\": \"1\", \"row_count\": 4}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (credited)\": \"5\", \"row_count\": 4}, {\"Application mode\": \"42\", \"Curricular units 2nd sem (credited)\": \"1\", \"row_count\": 4}, {\"Application mode\": \"44\", \"Curricular units 2nd sem (credited)\": \"3\", \"row_count\": 4}, {\"Application mode\": \"44\", \"Curricular units 2nd sem (credited)\": \"5\", \"row_count\": 4}, {\"Application mode\": \"53\", \"Curricular units 2nd sem (credited)\": \"3\", \"row_count\": 4}, {\"Application mode\": \"7\", \"Curricular units 2nd sem (credited)\": \"8\", \"row_count\": 4}, {\"Application mode\": \"42\", \"Curricular units 2nd sem (credited)\": \"4\", \"row_count\": 3}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (credited)\": \"12\", \"row_count\": 3}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (credited)\": \"6\", \"row_count\": 3}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (credited)\": \"7\", \"row_count\": 3}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (credited)\": \"8\", \"row_count\": 3}, {\"Application mode\": \"53\", \"Curricular units 2nd sem (credited)\": \"0\", \"row_count\": 3}, {\"Application mode\": \"53\", \"Curricular units 2nd sem (credited)\": \"5\", \"row_count\": 3}, {\"Application mode\": \"7\", \"Curricular units 2nd sem (credited)\": \"2\", \"row_count\": 3}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (credited)\": \"14\", \"row_count\": 2}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (credited)\": \"2\", \"row_count\": 2}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.37}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..15708d9efa05d6a17e1088c5f394bb7b0367acad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:15:56.484281+00:00", + "ended_at": "2026-05-26T00:16:16.877242+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_36e6690d6fdf5ecd", + "problem_id": "v2p_m5_066e758a60d7c37a", + "dataset_id": "m5", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 2nd sem (credited).", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 2nd sem (credited)", + "predicate_col": "Gender", + "predicate_op": "=", + "predicate_value": "0", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=54" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_36e6690d6fdf5ecd.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_36e6690d6fdf5ecd", + "api_calls": 0, + "input_tokens": 29092, + "cached_input_tokens": 4480, + "output_tokens": 808, + "total_tokens": 29900, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5797, + "estimated_output_tokens": 131, + "estimated_total_tokens": 5928, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20382.6, + "sql_execution_elapsed_ms_total": 2.37, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4814ae4ec6bf2641b81bd31d2839ff21139b01cd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:16:16.872374+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 20382.6, "started_at": "2026-05-26T00:15:56.484998+00:00", "ended_at": "2026-05-26T00:16:16.867901+00:00", "prompt_metrics": {"chars": 21320, "bytes_utf8": 21320, "lines": 544, "estimated_tokens": 5797}, "response_metrics": {"chars": 489, "bytes_utf8": 489, "lines": 1, "estimated_tokens": 131}, "usage": {"input_tokens": 29092, "cached_input_tokens": 4480, "output_tokens": 808, "reasoning_output_tokens": 671}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Application mode\\\", \\\"Curricular units 2nd sem (credited)\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Gender\\\" = '0'\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 2nd sem (credited)\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the provided filtered two-dimensional group count template with group_col=\\\"Application mode\\\", group_col_2=\\\"Curricular units 2nd sem (credited)\\\", and predicate \\\"Gender\\\" = '0'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e43589dfefd4f57ef6704910830ca615237335c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_36e6690d6fdf5ecd", + "api_calls": 0, + "input_tokens": 29092, + "cached_input_tokens": 4480, + "output_tokens": 808, + "total_tokens": 29900, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5797, + "estimated_output_tokens": 131, + "estimated_total_tokens": 5928, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20382.6, + "sql_execution_elapsed_ms_total": 2.37, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_36e6690d6fdf5ecd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..def4e2260ffe64d86e3adbf54ac905f9ec284f11 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21796, "bytes_utf8": 21796, "lines": 543, "estimated_tokens": 5904}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 729, "bytes_utf8": 729, "lines": 1, "estimated_tokens": 181}, "usage": {"input_tokens": 29199, "cached_input_tokens": 22912, "output_tokens": 1653, "reasoning_output_tokens": 1466}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4100a5d038d8297a1d8d75f7b65579281e31675b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_464784dc5c9792cb", + "api_calls": 0, + "input_tokens": 29199, + "cached_input_tokens": 22912, + "output_tokens": 1653, + "total_tokens": 30852, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5904, + "estimated_output_tokens": 181, + "estimated_total_tokens": 6085, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 32922.92, + "sql_execution_elapsed_ms_total": 3.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2633ddb27960cc115fe53508fe3bbd011be4f480 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:16:16.878557+00:00", + "ended_at": "2026-05-26T00:16:49.801945+00:00", + "elapsed_ms": 32922.92, + "prompt_metrics": { + "chars": 21796, + "bytes_utf8": 21796, + "lines": 543, + "estimated_tokens": 5904 + }, + "stdout_metrics": { + "chars": 1092, + "bytes_utf8": 1092, + "lines": 4, + "estimated_tokens": 301 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 729, + "bytes_utf8": 729, + "lines": 1, + "estimated_tokens": 181 + }, + "usage": { + "input_tokens": 29199, + "cached_input_tokens": 22912, + "output_tokens": 1653, + "reasoning_output_tokens": 1466 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ec95531eb22914cd5c390f2b5729dc212f6e7a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Father's qualification, condition_col=Scholarship holder.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Father's qualification", + "condition_col": "Scholarship holder", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..88bfba686e1aff81a94e23ef596f8d174d37a41b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a3-ac19-7fd1-806a-7a6224f5602b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Father's qualification\\\",\\n SUM(CASE WHEN \\\"Scholarship holder\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Scholarship holder\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Father's qualification\\\"\\n)\\nSELECT \\\"Father's qualification\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Computes, for each Father's qualification group, the ratio of rows with Scholarship holder = '0' to rows with Scholarship holder = '1'; groups with no '1' denominator return NULL.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29199,"cached_input_tokens":22912,"output_tokens":1653,"reasoning_output_tokens":1466}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1e0a1ac66656bf83d36271aac8ebfa8c95c58598 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Father's qualification\",\n SUM(CASE WHEN \"Scholarship holder\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Scholarship holder\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m5\"\n GROUP BY \"Father's qualification\"\n)\nSELECT \"Father's qualification\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Computes, for each Father's qualification group, the ratio of rows with Scholarship holder = '0' to rows with Scholarship holder = '1'; groups with no '1' denominator return NULL."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1d1634ae40c41dd7b7826c400e0c357d653928fb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:16:49.371028Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a3-ac19-7fd1-806a-7a6224f5602b.1779754576921735000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2dd0e67c7b39215f1e3ab68a3ad8890350b8d126 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Father's qualification, condition_col=Scholarship holder. +Result preview: [{"Father's qualification": "39", "condition_ratio": 19.0}, {"Father's qualification": "4", "condition_ratio": 18.5}, {"Father's qualification": "5", "condition_ratio": 17.0}, {"Father's qualification": "34", "condition_ratio": 15.0}, {"Father's qualification": "2", "condition_ratio": 12.6}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..9a985702fe6b4caf2b270efe7f8a262caf1e1fde --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m5_464784dc5c9792cb +-- problem_id: v2p_m5_f20a436d3de9e9e7 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Father's qualification", + SUM(CASE WHEN "Scholarship holder" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Scholarship holder" = '1' THEN 1 ELSE 0 END) AS denominator_count + FROM "m5" + GROUP BY "Father's qualification" +) +SELECT "Father's qualification", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..11467ee2cf6bd087240c758531f9f6bf23a4b0de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Father's qualification\",\n SUM(CASE WHEN \"Scholarship holder\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Scholarship holder\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m5\"\n GROUP BY \"Father's qualification\"\n)\nSELECT \"Father's qualification\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Father's qualification\\\",\\n SUM(CASE WHEN \\\"Scholarship holder\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Scholarship holder\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Father's qualification\\\"\\n)\\nSELECT \\\"Father's qualification\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"Father's qualification\", \"condition_ratio\"], \"rows\": [{\"Father's qualification\": \"39\", \"condition_ratio\": 19.0}, {\"Father's qualification\": \"4\", \"condition_ratio\": 18.5}, {\"Father's qualification\": \"5\", \"condition_ratio\": 17.0}, {\"Father's qualification\": \"34\", \"condition_ratio\": 15.0}, {\"Father's qualification\": \"2\", \"condition_ratio\": 12.6}, {\"Father's qualification\": \"3\", \"condition_ratio\": 11.26086956521739}, {\"Father's qualification\": \"12\", \"condition_ratio\": 6.6}, {\"Father's qualification\": \"40\", \"condition_ratio\": 4.0}, {\"Father's qualification\": \"9\", \"condition_ratio\": 4.0}, {\"Father's qualification\": \"1\", \"condition_ratio\": 3.6122448979591835}, {\"Father's qualification\": \"30\", \"condition_ratio\": 3.0}, {\"Father's qualification\": \"37\", \"condition_ratio\": 2.6525679758308156}, {\"Father's qualification\": \"19\", \"condition_ratio\": 2.52}, {\"Father's qualification\": \"29\", \"condition_ratio\": 2.0}, {\"Father's qualification\": \"38\", \"condition_ratio\": 1.8653061224489795}, {\"Father's qualification\": \"36\", \"condition_ratio\": 1.6666666666666667}, {\"Father's qualification\": \"10\", \"condition_ratio\": 1.0}, {\"Father's qualification\": \"11\", \"condition_ratio\": null}, {\"Father's qualification\": \"13\", \"condition_ratio\": null}, {\"Father's qualification\": \"14\", \"condition_ratio\": null}, {\"Father's qualification\": \"18\", \"condition_ratio\": null}, {\"Father's qualification\": \"20\", \"condition_ratio\": null}, {\"Father's qualification\": \"22\", \"condition_ratio\": null}, {\"Father's qualification\": \"25\", \"condition_ratio\": null}, {\"Father's qualification\": \"26\", \"condition_ratio\": null}, {\"Father's qualification\": \"27\", \"condition_ratio\": null}, {\"Father's qualification\": \"31\", \"condition_ratio\": null}, {\"Father's qualification\": \"33\", \"condition_ratio\": null}, {\"Father's qualification\": \"35\", \"condition_ratio\": null}, {\"Father's qualification\": \"41\", \"condition_ratio\": null}, {\"Father's qualification\": \"42\", \"condition_ratio\": null}, {\"Father's qualification\": \"43\", \"condition_ratio\": null}, {\"Father's qualification\": \"44\", \"condition_ratio\": null}, {\"Father's qualification\": \"6\", \"condition_ratio\": null}], \"row_count_returned\": 34, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.3}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..95e30c4869efc6f5d89f3d6730edb9e44571515f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:16:16.877631+00:00", + "ended_at": "2026-05-26T00:16:49.812980+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_464784dc5c9792cb", + "problem_id": "v2p_m5_f20a436d3de9e9e7", + "dataset_id": "m5", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Father's qualification, condition_col=Scholarship holder.", + "bindings": { + "group_col": "Father's qualification", + "condition_col": "Scholarship holder", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=41" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_464784dc5c9792cb.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_464784dc5c9792cb", + "api_calls": 0, + "input_tokens": 29199, + "cached_input_tokens": 22912, + "output_tokens": 1653, + "total_tokens": 30852, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5904, + "estimated_output_tokens": 181, + "estimated_total_tokens": 6085, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 32922.92, + "sql_execution_elapsed_ms_total": 3.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d9f47164e59ae7f1845df23aee55eca508842fe5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:16:49.807416+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 32922.92, "started_at": "2026-05-26T00:16:16.878557+00:00", "ended_at": "2026-05-26T00:16:49.801945+00:00", "prompt_metrics": {"chars": 21796, "bytes_utf8": 21796, "lines": 543, "estimated_tokens": 5904}, "response_metrics": {"chars": 729, "bytes_utf8": 729, "lines": 1, "estimated_tokens": 181}, "usage": {"input_tokens": 29199, "cached_input_tokens": 22912, "output_tokens": 1653, "reasoning_output_tokens": 1466}, "stderr_preview": "2026-05-26T00:16:49.371028Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a3-ac19-7fd1-806a-7a6224f5602b.1779754576921735000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Father's qualification\\\",\\n SUM(CASE WHEN \\\"Scholarship holder\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Scholarship holder\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Father's qualification\\\"\\n)\\nSELECT \\\"Father's qualification\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Computes, for each Father's qualification group, the ratio of rows with Scholarship holder = '0' to rows with Scholarship holder = '1'; groups with no '1' denominator return NULL.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c977300cda47aa5f74043bde88f6f01a6fdd31f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_464784dc5c9792cb", + "api_calls": 0, + "input_tokens": 29199, + "cached_input_tokens": 22912, + "output_tokens": 1653, + "total_tokens": 30852, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5904, + "estimated_output_tokens": 181, + "estimated_total_tokens": 6085, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 32922.92, + "sql_execution_elapsed_ms_total": 3.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a527ec3d8b0f72dfeecb662415757fa5d2f8050e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21217, "bytes_utf8": 21217, "lines": 543, "estimated_tokens": 5753}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 405, "bytes_utf8": 405, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 29048, "cached_input_tokens": 6528, "output_tokens": 591, "reasoning_output_tokens": 483}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f63bb968ebb61c24f7b2db77e950f23c6cd39c50 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_472dddd6f746a0f3", + "api_calls": 0, + "input_tokens": 29048, + "cached_input_tokens": 6528, + "output_tokens": 591, + "total_tokens": 29639, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5753, + "estimated_output_tokens": 102, + "estimated_total_tokens": 5855, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15223.92, + "sql_execution_elapsed_ms_total": 1.52, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..81d1fcf0f504d2f1ba01f7f59d7346ddb00a67bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:16:49.814462+00:00", + "ended_at": "2026-05-26T00:17:05.038613+00:00", + "elapsed_ms": 15223.92, + "prompt_metrics": { + "chars": 21217, + "bytes_utf8": 21217, + "lines": 543, + "estimated_tokens": 5753 + }, + "stdout_metrics": { + "chars": 767, + "bytes_utf8": 767, + "lines": 4, + "estimated_tokens": 220 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 405, + "bytes_utf8": 405, + "lines": 1, + "estimated_tokens": 102 + }, + "usage": { + "input_tokens": 29048, + "cached_input_tokens": 6528, + "output_tokens": 591, + "reasoning_output_tokens": 483 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a675704b2e9ec17730ec14cb9b1cc358ec871e64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": 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(enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Previous qualification, condition_col=Debtor.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Previous qualification", + "condition_col": "Debtor", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..595f903c358c34a20d2ac3ee1495f443e052e8d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a4-2cc0-7af1-9eb5-8cc081126d4c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Previous qualification\\\",\\n AVG(CASE WHEN \\\"Debtor\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Previous qualification\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows with \\\"Debtor\\\" = '0' for each \\\"Previous qualification\\\", ordered from highest to lowest rate.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29048,"cached_input_tokens":6528,"output_tokens":591,"reasoning_output_tokens":483}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f7cb6c35be5cf38879e973f7ab2b3ff194fdbf4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Previous qualification\",\n AVG(CASE WHEN \"Debtor\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Previous qualification\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the within-group proportion of rows with \"Debtor\" = '0' for each \"Previous qualification\", ordered from highest to lowest rate."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a932ca09a2d5520fc8f6dc132c268310f34f9a65 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Previous qualification, condition_col=Debtor. +Result preview: [{"Previous qualification": "5", "condition_rate": 1.0}, {"Previous qualification": "43", "condition_rate": 1.0}, {"Previous qualification": "15", "condition_rate": 1.0}, {"Previous qualification": "14", "condition_rate": 1.0}, {"Previous qualification": "10", "condition_rate": 1.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ef4e892a1c50fc25e42d50237bb802a40f6cf762 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_472dddd6f746a0f3 +-- problem_id: v2p_m5_5deea7fe9a01070d +-- realization_mode: agent +-- source_kind: agent +SELECT "Previous qualification", + AVG(CASE WHEN "Debtor" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Previous qualification" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9c6ccc6fe83b5ddfe506356ce9c97ad2d9bdbbc9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Previous qualification\",\n AVG(CASE WHEN \"Debtor\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Previous qualification\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Previous qualification\\\",\\n AVG(CASE WHEN \\\"Debtor\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Previous qualification\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Previous qualification\", \"condition_rate\"], \"rows\": [{\"Previous qualification\": \"5\", \"condition_rate\": 1.0}, {\"Previous qualification\": \"43\", \"condition_rate\": 1.0}, {\"Previous qualification\": \"15\", \"condition_rate\": 1.0}, {\"Previous qualification\": \"14\", \"condition_rate\": 1.0}, {\"Previous qualification\": \"10\", \"condition_rate\": 1.0}, {\"Previous qualification\": \"6\", \"condition_rate\": 0.9375}, {\"Previous qualification\": \"2\", \"condition_rate\": 0.9130434782608695}, {\"Previous qualification\": \"3\", \"condition_rate\": 0.9126984126984127}, {\"Previous qualification\": \"1\", \"condition_rate\": 0.9007263922518159}, {\"Previous qualification\": \"38\", \"condition_rate\": 0.8571428571428571}, {\"Previous qualification\": \"40\", \"condition_rate\": 0.85}, {\"Previous qualification\": \"39\", \"condition_rate\": 0.8356164383561644}, {\"Previous qualification\": \"9\", \"condition_rate\": 0.8181818181818182}, {\"Previous qualification\": \"12\", \"condition_rate\": 0.7777777777777778}, {\"Previous qualification\": \"4\", \"condition_rate\": 0.75}, {\"Previous qualification\": \"42\", \"condition_rate\": 0.7222222222222222}, {\"Previous qualification\": \"19\", \"condition_rate\": 0.6728395061728395}], \"row_count_returned\": 17, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.52}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d761607553aa3314dc788c575511a792a70f39dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:16:49.813646+00:00", + "ended_at": "2026-05-26T00:17:05.048989+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_472dddd6f746a0f3", + "problem_id": "v2p_m5_5deea7fe9a01070d", + "dataset_id": "m5", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Previous qualification, condition_col=Debtor.", + "bindings": { + "group_col": "Previous qualification", + "condition_col": "Debtor", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=104" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_472dddd6f746a0f3.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_472dddd6f746a0f3", + "api_calls": 0, + "input_tokens": 29048, + "cached_input_tokens": 6528, + "output_tokens": 591, + "total_tokens": 29639, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5753, + "estimated_output_tokens": 102, + "estimated_total_tokens": 5855, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15223.92, + "sql_execution_elapsed_ms_total": 1.52, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..50e46caad5642b74cf11eb8a12ea589581ac024f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:17:05.043887+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15223.92, "started_at": "2026-05-26T00:16:49.814462+00:00", "ended_at": "2026-05-26T00:17:05.038613+00:00", "prompt_metrics": {"chars": 21217, "bytes_utf8": 21217, "lines": 543, "estimated_tokens": 5753}, "response_metrics": {"chars": 405, "bytes_utf8": 405, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 29048, "cached_input_tokens": 6528, "output_tokens": 591, "reasoning_output_tokens": 483}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Previous qualification\\\",\\n AVG(CASE WHEN \\\"Debtor\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Previous qualification\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows with \\\"Debtor\\\" = '0' for each \\\"Previous qualification\\\", ordered from highest to lowest rate.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..53d2165c28de21683f57f496863d1cf0b7c39b59 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_472dddd6f746a0f3", + "api_calls": 0, + "input_tokens": 29048, + "cached_input_tokens": 6528, + "output_tokens": 591, + "total_tokens": 29639, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5753, + "estimated_output_tokens": 102, + "estimated_total_tokens": 5855, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15223.92, + "sql_execution_elapsed_ms_total": 1.52, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_472dddd6f746a0f3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..948b326e97ad0150693932b95695b60524ac99a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21410, "bytes_utf8": 21410, "lines": 542, "estimated_tokens": 5819}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 719, "bytes_utf8": 719, "lines": 1, "estimated_tokens": 195}, "usage": {"input_tokens": 29114, "cached_input_tokens": 22912, "output_tokens": 1105, "reasoning_output_tokens": 904}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c833d57e2381b2de1dbf064512ee334121ca966b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_493ce6a2ca522740", + "api_calls": 0, + "input_tokens": 29114, + "cached_input_tokens": 22912, + "output_tokens": 1105, + "total_tokens": 30219, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5819, + "estimated_output_tokens": 195, + "estimated_total_tokens": 6014, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23256.87, + "sql_execution_elapsed_ms_total": 2.9, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a0ef2a160b2d24bf83c585415b88a908e6e3837c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:17:05.051171+00:00", + "ended_at": "2026-05-26T00:17:28.308384+00:00", + "elapsed_ms": 23256.87, + "prompt_metrics": { + "chars": 21410, + "bytes_utf8": 21410, + "lines": 542, + "estimated_tokens": 5819 + }, + "stdout_metrics": { + "chars": 1114, + "bytes_utf8": 1114, + "lines": 4, + "estimated_tokens": 334 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 719, + "bytes_utf8": 719, + "lines": 1, + "estimated_tokens": 195 + }, + "usage": { + "input_tokens": 29114, + "cached_input_tokens": 22912, + "output_tokens": 1105, + "reasoning_output_tokens": 904 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6041dd38f07fafd325ac53b80833af4c73d1bf75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Inflation rate, measure_col=Application order.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Inflation rate", + "measure_col": "Application order", + "item_col": "Curricular units 2nd sem (evaluations)", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..80047fc82eb9085f413875658132021a5cc8a43b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a4-684e-7621-ab83-9f85e6c089d0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Inflation rate\\\",\\n \\\"Curricular units 2nd sem (evaluations)\\\",\\n SUM(CAST(\\\"Application order\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Application order\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Application order\\\" AS REAL))) OVER (PARTITION BY \\\"Inflation rate\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Inflation rate\\\", \\\"Curricular units 2nd sem (evaluations)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the bound template roles directly: group_col=\\\"Inflation rate\\\", item_col=\\\"Curricular units 2nd sem (evaluations)\\\", measure_col=\\\"Application order\\\". Cast the measure to REAL because the schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29114,"cached_input_tokens":22912,"output_tokens":1105,"reasoning_output_tokens":904}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bde4c9a87e5f672933f0744f0312393eb407c27f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Inflation rate\",\n \"Curricular units 2nd sem (evaluations)\",\n SUM(CAST(\"Application order\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Application order\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Application order\" AS REAL))) OVER (PARTITION BY \"Inflation rate\") AS \"share_within_group\"\nFROM \"m5\"\nGROUP BY \"Inflation rate\", \"Curricular units 2nd sem (evaluations)\"\nORDER BY \"share_within_group\" DESC;","notes":"Used the bound template roles directly: group_col=\"Inflation rate\", item_col=\"Curricular units 2nd sem (evaluations)\", measure_col=\"Application order\". Cast the measure to REAL because the schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..382bf105850464de9ba688fb2356649072e9f4cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Inflation rate, measure_col=Application order. +Result preview: [{"Inflation rate": "3.7", "Curricular units 2nd sem (evaluations)": "8", "total_measure": 247.0, "share_within_group": 33.69713506139154}, {"Inflation rate": "-0.8", "Curricular units 2nd sem (evaluations)": "8", "total_measure": 280.0, "share_within_group": 27.586206896551722}, {"Inflation rate": "2.6", "Curricular units 2nd sem (evaluations)": "7", "total_measure": 279.0, "share_within_group": 26.724137931034484}, {"Inflation rate": "-0.3", "Curricular units 2nd sem (evaluations)": "8", "total_measure": 166.0, "share_within_group": 26.517571884984026}, {"Inflation rate": "1.4", "Curricular units 2nd sem (evaluations)": "8", "total_measure": 400.0, "share_within_group": 24.906600249066003}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..08a1286ba2165852fb9f4e72ab2a41fc41990d4a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_493ce6a2ca522740 +-- problem_id: v2p_m5_7bf43ad78a24f8ac +-- realization_mode: agent +-- source_kind: agent +SELECT + "Inflation rate", + "Curricular units 2nd sem (evaluations)", + SUM(CAST("Application order" AS REAL)) AS "total_measure", + SUM(CAST("Application order" AS REAL)) * 100.0 / SUM(SUM(CAST("Application order" AS REAL))) OVER (PARTITION BY "Inflation rate") AS "share_within_group" +FROM "m5" +GROUP BY "Inflation rate", "Curricular units 2nd sem (evaluations)" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8bd2fa2ca440b65b3622f4f86235fc71ebc7ad0a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Inflation rate\",\n \"Curricular units 2nd sem (evaluations)\",\n SUM(CAST(\"Application order\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Application order\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Application order\" AS REAL))) OVER (PARTITION BY \"Inflation rate\") AS \"share_within_group\"\nFROM \"m5\"\nGROUP BY \"Inflation rate\", \"Curricular units 2nd sem (evaluations)\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Inflation rate\\\",\\n \\\"Curricular units 2nd sem (evaluations)\\\",\\n SUM(CAST(\\\"Application order\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Application order\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Application order\\\" AS REAL))) OVER (PARTITION BY \\\"Inflation rate\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Inflation rate\\\", \\\"Curricular units 2nd sem (evaluations)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Inflation rate\", \"Curricular units 2nd sem (evaluations)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Inflation rate\": \"3.7\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"total_measure\": 247.0, \"share_within_group\": 33.69713506139154}, {\"Inflation rate\": \"-0.8\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"total_measure\": 280.0, \"share_within_group\": 27.586206896551722}, {\"Inflation rate\": \"2.6\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"total_measure\": 279.0, \"share_within_group\": 26.724137931034484}, {\"Inflation rate\": \"-0.3\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"total_measure\": 166.0, \"share_within_group\": 26.517571884984026}, {\"Inflation rate\": \"1.4\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"total_measure\": 400.0, \"share_within_group\": 24.906600249066003}, {\"Inflation rate\": \"2.8\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"total_measure\": 130.0, \"share_within_group\": 22.29845626072041}, {\"Inflation rate\": \"0.5\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"total_measure\": 150.0, \"share_within_group\": 18.89168765743073}, {\"Inflation rate\": \"0.3\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"total_measure\": 94.0, \"share_within_group\": 18.467583497053045}, {\"Inflation rate\": \"-0.3\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"total_measure\": 112.0, \"share_within_group\": 17.891373801916934}, {\"Inflation rate\": \"0.6\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"total_measure\": 127.0, \"share_within_group\": 17.302452316076295}, {\"Inflation rate\": \"-0.3\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"total_measure\": 103.0, \"share_within_group\": 16.45367412140575}, {\"Inflation rate\": \"0.5\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"total_measure\": 128.0, \"share_within_group\": 16.120906801007557}, {\"Inflation rate\": \"0.6\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"total_measure\": 118.0, \"share_within_group\": 16.076294277929154}, {\"Inflation rate\": \"0.5\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"total_measure\": 126.0, \"share_within_group\": 15.869017632241814}, {\"Inflation rate\": \"0.6\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"total_measure\": 109.0, \"share_within_group\": 14.850136239782016}, {\"Inflation rate\": \"0.3\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"total_measure\": 75.0, \"share_within_group\": 14.734774066797643}, {\"Inflation rate\": \"0.6\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"total_measure\": 107.0, \"share_within_group\": 14.577656675749319}, {\"Inflation rate\": \"0.3\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"total_measure\": 73.0, \"share_within_group\": 14.341846758349705}, {\"Inflation rate\": \"1.4\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"total_measure\": 217.0, \"share_within_group\": 13.511830635118306}, {\"Inflation rate\": \"3.7\", \"Curricular units 2nd sem (evaluations)\": \"0\", \"total_measure\": 95.0, \"share_within_group\": 12.960436562073669}, {\"Inflation rate\": \"3.7\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"total_measure\": 92.0, \"share_within_group\": 12.551159618008185}, {\"Inflation rate\": \"0.3\", \"Curricular units 2nd sem (evaluations)\": \"10\", \"total_measure\": 62.0, \"share_within_group\": 12.180746561886052}, {\"Inflation rate\": \"2.6\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"total_measure\": 121.0, \"share_within_group\": 11.590038314176246}, {\"Inflation rate\": \"2.6\", \"Curricular units 2nd sem (evaluations)\": \"5\", \"total_measure\": 120.0, \"share_within_group\": 11.494252873563218}, {\"Inflation rate\": \"-0.3\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"total_measure\": 71.0, \"share_within_group\": 11.34185303514377}, {\"Inflation rate\": \"-0.8\", \"Curricular units 2nd sem (evaluations)\": \"0\", \"total_measure\": 113.0, \"share_within_group\": 11.133004926108374}, {\"Inflation rate\": \"-0.8\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"total_measure\": 108.0, \"share_within_group\": 10.64039408866995}, {\"Inflation rate\": \"2.6\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"total_measure\": 111.0, \"share_within_group\": 10.632183908045977}, {\"Inflation rate\": \"1.4\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"total_measure\": 169.0, \"share_within_group\": 10.523038605230386}, {\"Inflation rate\": \"-0.8\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"total_measure\": 104.0, \"share_within_group\": 10.246305418719212}, {\"Inflation rate\": \"0.5\", \"Curricular units 2nd sem (evaluations)\": \"10\", \"total_measure\": 81.0, \"share_within_group\": 10.201511335012594}, {\"Inflation rate\": \"2.8\", \"Curricular units 2nd sem (evaluations)\": \"0\", \"total_measure\": 59.0, \"share_within_group\": 10.120068610634648}, {\"Inflation rate\": \"2.8\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"total_measure\": 59.0, \"share_within_group\": 10.120068610634648}, {\"Inflation rate\": \"0.5\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"total_measure\": 77.0, \"share_within_group\": 9.697732997481108}, {\"Inflation rate\": \"1.4\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"total_measure\": 153.0, \"share_within_group\": 9.526774595267746}, {\"Inflation rate\": \"0.3\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"total_measure\": 47.0, \"share_within_group\": 9.233791748526523}, {\"Inflation rate\": \"-0.3\", \"Curricular units 2nd sem (evaluations)\": \"0\", \"total_measure\": 57.0, \"share_within_group\": 9.105431309904153}, {\"Inflation rate\": \"2.8\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"total_measure\": 52.0, \"share_within_group\": 8.919382504288164}, {\"Inflation rate\": \"2.8\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"total_measure\": 51.0, \"share_within_group\": 8.747855917667238}, {\"Inflation rate\": \"0.6\", \"Curricular units 2nd sem (evaluations)\": \"0\", \"total_measure\": 64.0, \"share_within_group\": 8.719346049046322}, {\"Inflation rate\": \"2.6\", \"Curricular units 2nd sem (evaluations)\": \"10\", \"total_measure\": 90.0, \"share_within_group\": 8.620689655172415}, {\"Inflation rate\": \"0.6\", \"Curricular units 2nd sem (evaluations)\": \"11\", \"total_measure\": 63.0, \"share_within_group\": 8.583106267029972}, {\"Inflation rate\": \"1.4\", \"Curricular units 2nd sem (evaluations)\": \"0\", \"total_measure\": 136.0, \"share_within_group\": 8.468244084682441}, {\"Inflation rate\": \"2.8\", \"Curricular units 2nd sem (evaluations)\": \"11\", \"total_measure\": 48.0, \"share_within_group\": 8.23327615780446}, {\"Inflation rate\": \"-0.8\", \"Curricular units 2nd sem (evaluations)\": \"10\", \"total_measure\": 83.0, \"share_within_group\": 8.177339901477833}, {\"Inflation rate\": \"-0.8\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"total_measure\": 81.0, \"share_within_group\": 7.980295566502463}, {\"Inflation rate\": \"-0.8\", \"Curricular units 2nd sem (evaluations)\": \"5\", \"total_measure\": 79.0, \"share_within_group\": 7.783251231527093}, {\"Inflation rate\": \"0.3\", \"Curricular units 2nd sem (evaluations)\": \"0\", \"total_measure\": 39.0, \"share_within_group\": 7.662082514734774}, {\"Inflation rate\": \"3.7\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"total_measure\": 56.0, \"share_within_group\": 7.639836289222374}, {\"Inflation rate\": \"0.5\", \"Curricular units 2nd sem (evaluations)\": \"11\", \"total_measure\": 60.0, \"share_within_group\": 7.5566750629722925}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.9}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8b4713659950e9c44ec658dcf8e5a1d2a5651a4a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:17:05.049830+00:00", + "ended_at": "2026-05-26T00:17:28.317343+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_493ce6a2ca522740", + "problem_id": "v2p_m5_7bf43ad78a24f8ac", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Inflation rate, measure_col=Application order.", + "bindings": { + "group_col": "Inflation rate", + "measure_col": "Application order", + "item_col": "Curricular units 2nd sem (evaluations)", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=30" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_493ce6a2ca522740.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_493ce6a2ca522740", + "api_calls": 0, + "input_tokens": 29114, + "cached_input_tokens": 22912, + "output_tokens": 1105, + "total_tokens": 30219, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5819, + "estimated_output_tokens": 195, + "estimated_total_tokens": 6014, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23256.87, + "sql_execution_elapsed_ms_total": 2.9, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..42b1e8f518fca697d7ed96e7407b44db8c154c38 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:17:28.312675+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 23256.87, "started_at": "2026-05-26T00:17:05.051171+00:00", "ended_at": "2026-05-26T00:17:28.308384+00:00", "prompt_metrics": {"chars": 21410, "bytes_utf8": 21410, "lines": 542, "estimated_tokens": 5819}, "response_metrics": {"chars": 719, "bytes_utf8": 719, "lines": 1, "estimated_tokens": 195}, "usage": {"input_tokens": 29114, "cached_input_tokens": 22912, "output_tokens": 1105, "reasoning_output_tokens": 904}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Inflation rate\\\",\\n \\\"Curricular units 2nd sem (evaluations)\\\",\\n SUM(CAST(\\\"Application order\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Application order\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Application order\\\" AS REAL))) OVER (PARTITION BY \\\"Inflation rate\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Inflation rate\\\", \\\"Curricular units 2nd sem (evaluations)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the bound template roles directly: group_col=\\\"Inflation rate\\\", item_col=\\\"Curricular units 2nd sem (evaluations)\\\", measure_col=\\\"Application order\\\". Cast the measure to REAL because the schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f81850e7b9f9c6af46499bcef54244c7a94a7ee5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_493ce6a2ca522740", + "api_calls": 0, + "input_tokens": 29114, + "cached_input_tokens": 22912, + "output_tokens": 1105, + "total_tokens": 30219, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5819, + "estimated_output_tokens": 195, + "estimated_total_tokens": 6014, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23256.87, + "sql_execution_elapsed_ms_total": 2.9, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9262187dda35e2916c698c35065b11525936fb52 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21224, "bytes_utf8": 21224, "lines": 543, "estimated_tokens": 5752}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 500, "bytes_utf8": 500, "lines": 1, "estimated_tokens": 113}, "usage": {"input_tokens": 29047, "cached_input_tokens": 28544, "output_tokens": 635, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1dbdb0cf140d1cdd691dd36ac08aeeb72863353e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_4b8a0a7d7deefd6b", + "api_calls": 0, + "input_tokens": 29047, + "cached_input_tokens": 28544, + "output_tokens": 635, + "total_tokens": 29682, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5752, + "estimated_output_tokens": 113, + "estimated_total_tokens": 5865, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15030.26, + "sql_execution_elapsed_ms_total": 1.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2a61445b83ba9e314c9ae06107509a590038c8a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:17:28.318620+00:00", + "ended_at": "2026-05-26T00:17:43.349115+00:00", + "elapsed_ms": 15030.26, + "prompt_metrics": { + "chars": 21224, + "bytes_utf8": 21224, + "lines": 543, + "estimated_tokens": 5752 + }, + "stdout_metrics": { + "chars": 855, + "bytes_utf8": 855, + "lines": 4, + "estimated_tokens": 224 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 103 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 500, + "bytes_utf8": 500, + "lines": 1, + "estimated_tokens": 113 + }, + "usage": { + "input_tokens": 29047, + "cached_input_tokens": 28544, + "output_tokens": 635, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0bfa28cd46013041800ab441201206f53c77f4a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Application mode, condition_col=Application order.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Application mode", + "condition_col": "Application order", + "condition_value": "2", + "positive_value": "1", + "negative_value": "2", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8c11071c3dfb7cfdf926416c6f8e03aa057ee60e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a4-c33b-7f91-8eb5-7361c461ceed"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Application mode\\\",\\n AVG(CASE WHEN \\\"Application order\\\" = '2' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Application mode\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses the provided Grouped Condition Rate template with group_col bound to \\\"Application mode\\\" and condition_col bound to \\\"Application order\\\", treating the bound condition_value 2 as text because the SQLite schema stores these fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29047,"cached_input_tokens":28544,"output_tokens":635,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..af326c9da142f8e9a4e4454c79dea6092942fdda --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Application mode\",\n AVG(CASE WHEN \"Application order\" = '2' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"m5\"\nGROUP BY \"Application mode\"\nORDER BY condition_rate DESC;","notes":"Uses the provided Grouped Condition Rate template with group_col bound to \"Application mode\" and condition_col bound to \"Application order\", treating the bound condition_value 2 as text because the SQLite schema stores these fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..38e949c253b3deb633ee02601a10344ead87be6c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:17:42.868128Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a4-c33b-7f91-8eb5-7361c461ceed.1779754648379453000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9ed62badf41beec48dec2bcee1e423eca8e6a22b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Application mode, condition_col=Application order. +Result preview: [{"Application mode": "16", "condition_rate": 0.34210526315789475}, {"Application mode": "5", "condition_rate": 0.25}, {"Application mode": "18", "condition_rate": 0.20967741935483872}, {"Application mode": "10", "condition_rate": 0.2}, {"Application mode": "17", "condition_rate": 0.19036697247706422}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..701504e51758cdca537be9b71a0f52de69e47c15 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_4b8a0a7d7deefd6b +-- problem_id: v2p_m5_97aaf69ae59fcefb +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", + AVG(CASE WHEN "Application order" = '2' THEN 1 ELSE 0 END) AS condition_rate +FROM "m5" +GROUP BY "Application mode" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..07cbcade216ac2de32dae3c733723126db26178c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Application mode\",\n AVG(CASE WHEN \"Application order\" = '2' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"m5\"\nGROUP BY \"Application mode\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Application mode\\\",\\n AVG(CASE WHEN \\\"Application order\\\" = '2' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Application mode\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"Application mode\", \"condition_rate\"], \"rows\": [{\"Application mode\": \"16\", \"condition_rate\": 0.34210526315789475}, {\"Application mode\": \"5\", \"condition_rate\": 0.25}, {\"Application mode\": \"18\", \"condition_rate\": 0.20967741935483872}, {\"Application mode\": \"10\", \"condition_rate\": 0.2}, {\"Application mode\": \"17\", \"condition_rate\": 0.19036697247706422}, {\"Application mode\": \"1\", \"condition_rate\": 0.14929742388758782}, {\"Application mode\": \"43\", \"condition_rate\": 0.09294871794871795}, {\"Application mode\": \"39\", \"condition_rate\": 0.061146496815286625}, {\"Application mode\": \"7\", \"condition_rate\": 0.02158273381294964}, {\"Application mode\": \"44\", \"condition_rate\": 0.004694835680751174}, {\"Application mode\": \"57\", \"condition_rate\": 0.0}, {\"Application mode\": \"53\", \"condition_rate\": 0.0}, {\"Application mode\": \"51\", \"condition_rate\": 0.0}, {\"Application mode\": \"42\", \"condition_rate\": 0.0}, {\"Application mode\": \"27\", \"condition_rate\": 0.0}, {\"Application mode\": \"26\", \"condition_rate\": 0.0}, {\"Application mode\": \"2\", \"condition_rate\": 0.0}, {\"Application mode\": \"15\", \"condition_rate\": 0.0}], \"row_count_returned\": 18, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.48}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..223b114fa70c3a2f0219f98505bc0ceec8f07202 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:17:28.317711+00:00", + "ended_at": "2026-05-26T00:17:43.356971+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_4b8a0a7d7deefd6b", + "problem_id": "v2p_m5_97aaf69ae59fcefb", + "dataset_id": "m5", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Application mode, condition_col=Application order.", + "bindings": { + "group_col": "Application mode", + "condition_col": "Application order", + "condition_value": "2", + "positive_value": "1", + "negative_value": "2", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=100" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_4b8a0a7d7deefd6b.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_4b8a0a7d7deefd6b", + "api_calls": 0, + "input_tokens": 29047, + "cached_input_tokens": 28544, + "output_tokens": 635, + "total_tokens": 29682, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5752, + "estimated_output_tokens": 113, + "estimated_total_tokens": 5865, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15030.26, + "sql_execution_elapsed_ms_total": 1.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1780c8b2d74b5dc3ec46d5c55ad97ef7cfac6b24 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:17:43.354251+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15030.26, "started_at": "2026-05-26T00:17:28.318620+00:00", "ended_at": "2026-05-26T00:17:43.349115+00:00", "prompt_metrics": {"chars": 21224, "bytes_utf8": 21224, "lines": 543, "estimated_tokens": 5752}, "response_metrics": {"chars": 500, "bytes_utf8": 500, "lines": 1, "estimated_tokens": 113}, "usage": {"input_tokens": 29047, "cached_input_tokens": 28544, "output_tokens": 635, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:17:42.868128Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a4-c33b-7f91-8eb5-7361c461ceed.1779754648379453000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Application mode\\\",\\n AVG(CASE WHEN \\\"Application order\\\" = '2' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Application mode\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses the provided Grouped Condition Rate template with group_col bound to \\\"Application mode\\\" and condition_col bound to \\\"Application order\\\", treating the bound condition_value 2 as text because the SQLite schema stores these fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9ed51ba937fd57de29e328c5c15e0cc715c82ad3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_4b8a0a7d7deefd6b", + "api_calls": 0, + "input_tokens": 29047, + "cached_input_tokens": 28544, + "output_tokens": 635, + "total_tokens": 29682, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5752, + "estimated_output_tokens": 113, + "estimated_total_tokens": 5865, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15030.26, + "sql_execution_elapsed_ms_total": 1.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4b8a0a7d7deefd6b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c69fff38e3ced37265855f3433f4e3b053edd478 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21100, "bytes_utf8": 21100, "lines": 540, "estimated_tokens": 5717}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 556, "bytes_utf8": 556, "lines": 1, "estimated_tokens": 138}, "usage": {"input_tokens": 29012, "cached_input_tokens": 22912, "output_tokens": 660, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..36e94800c66af08fe8be52798afe6d61350d561c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_4d3f95dac564a337", + "api_calls": 0, + "input_tokens": 29012, + "cached_input_tokens": 22912, + "output_tokens": 660, + "total_tokens": 29672, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5717, + "estimated_output_tokens": 138, + "estimated_total_tokens": 5855, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15846.85, + "sql_execution_elapsed_ms_total": 5.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e7c03a52df8add4fdb215db6767b027106ff8dca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:17:43.358682+00:00", + "ended_at": "2026-05-26T00:17:59.205781+00:00", + "elapsed_ms": 15846.85, + "prompt_metrics": { + "chars": 21100, + "bytes_utf8": 21100, + "lines": 540, + "estimated_tokens": 5717 + }, + "stdout_metrics": { + "chars": 921, + "bytes_utf8": 921, + "lines": 4, + "estimated_tokens": 256 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 556, + "bytes_utf8": 556, + "lines": 1, + "estimated_tokens": 138 + }, + "usage": { + "input_tokens": 29012, + "cached_input_tokens": 22912, + "output_tokens": 660, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1958b4343f5043d427b30394842f92be1bce1250 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Application order, measure_col=Curricular units 2nd sem (approved).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Application order", + "measure_col": "Curricular units 2nd sem (approved)", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2718604d14bd701bad99bfddc34d6c67c8e49b0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a4-fde7-7830-b76a-39be18265c0c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Application order\\\",\\n AVG(CAST(NULLIF(\\\"Curricular units 2nd sem (approved)\\\", '') AS REAL)) OVER (\\n PARTITION BY \\\"Application order\\\"\\n ) AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the required Window Partition Average template with group_col bound to \\\"Application order\\\" and measure_col bound to \\\"Curricular units 2nd sem (approved)\\\". Cast the measure from TEXT to REAL, and wrapped empty strings with NULLIF so AVG ignores them.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29012,"cached_input_tokens":22912,"output_tokens":660,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ff59e42e5947820a1f29d8056285e002b24af911 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Application order\",\n AVG(CAST(NULLIF(\"Curricular units 2nd sem (approved)\", '') AS REAL)) OVER (\n PARTITION BY \"Application order\"\n ) AS \"avg_measure\"\nFROM \"m5\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the required Window Partition Average template with group_col bound to \"Application order\" and measure_col bound to \"Curricular units 2nd sem (approved)\". Cast the measure from TEXT to REAL, and wrapped empty strings with NULLIF so AVG ignores them."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb92e299c59d1a0c1dddc8ba03ead64ea7f41002 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Application order, measure_col=Curricular units 2nd sem (approved). +Result preview: [{"Application order": "0", "avg_measure": 12.0}, {"Application order": "6", "avg_measure": 5.547445255474453}, {"Application order": "9", "avg_measure": 5.0}, {"Application order": "4", "avg_measure": 4.895582329317269}, {"Application order": "3", "avg_measure": 4.760517799352751}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..9839f09436ef30461c0a320d239128a6009a4a6b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_4d3f95dac564a337 +-- problem_id: v2p_m5_04b2372ef3564324 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Application order", + AVG(CAST(NULLIF("Curricular units 2nd sem (approved)", '') AS REAL)) OVER ( + PARTITION BY "Application order" + ) AS "avg_measure" +FROM "m5" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..79324c55634eeed3c86e372c737eff6a73c69411 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Application order\",\n AVG(CAST(NULLIF(\"Curricular units 2nd sem (approved)\", '') AS REAL)) OVER (\n PARTITION BY \"Application order\"\n ) AS \"avg_measure\"\nFROM \"m5\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Application order\\\",\\n AVG(CAST(NULLIF(\\\"Curricular units 2nd sem (approved)\\\", '') AS REAL)) OVER (\\n PARTITION BY \\\"Application order\\\"\\n ) AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Application order\", \"avg_measure\"], \"rows\": [{\"Application order\": \"0\", \"avg_measure\": 12.0}, {\"Application order\": \"6\", \"avg_measure\": 5.547445255474453}, {\"Application order\": \"9\", \"avg_measure\": 5.0}, {\"Application order\": \"4\", \"avg_measure\": 4.895582329317269}, {\"Application order\": \"3\", \"avg_measure\": 4.760517799352751}, {\"Application order\": \"2\", \"avg_measure\": 4.435100548446069}, {\"Application order\": \"5\", \"avg_measure\": 4.363636363636363}, {\"Application order\": \"1\", \"avg_measure\": 4.315598149372108}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.79}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..823762d1b02f2c06115cd569516203d0d845d458 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:17:43.357442+00:00", + "ended_at": "2026-05-26T00:17:59.218320+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_4d3f95dac564a337", + "problem_id": "v2p_m5_04b2372ef3564324", + "dataset_id": "m5", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Application order, measure_col=Curricular units 2nd sem (approved).", + "bindings": { + "group_col": "Application order", + "measure_col": "Curricular units 2nd sem (approved)", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=134" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_4d3f95dac564a337.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_4d3f95dac564a337", + "api_calls": 0, + "input_tokens": 29012, + "cached_input_tokens": 22912, + "output_tokens": 660, + "total_tokens": 29672, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5717, + "estimated_output_tokens": 138, + "estimated_total_tokens": 5855, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15846.85, + "sql_execution_elapsed_ms_total": 5.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..36de9099f273cad9a201aaaee5d49a9b1fdf4790 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:17:59.210949+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15846.85, "started_at": "2026-05-26T00:17:43.358682+00:00", "ended_at": "2026-05-26T00:17:59.205781+00:00", "prompt_metrics": {"chars": 21100, "bytes_utf8": 21100, "lines": 540, "estimated_tokens": 5717}, "response_metrics": {"chars": 556, "bytes_utf8": 556, "lines": 1, "estimated_tokens": 138}, "usage": {"input_tokens": 29012, "cached_input_tokens": 22912, "output_tokens": 660, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Application order\\\",\\n AVG(CAST(NULLIF(\\\"Curricular units 2nd sem (approved)\\\", '') AS REAL)) OVER (\\n PARTITION BY \\\"Application order\\\"\\n ) AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the required Window Partition Average template with group_col bound to \\\"Application order\\\" and measure_col bound to \\\"Curricular units 2nd sem (approved)\\\". Cast the measure from TEXT to REAL, and wrapped empty strings with NULLIF so AVG ignores them.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..352a6de2546ba5bb228fa9d1c3c63e105e43d408 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_4d3f95dac564a337", + "api_calls": 0, + "input_tokens": 29012, + "cached_input_tokens": 22912, + "output_tokens": 660, + "total_tokens": 29672, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5717, + "estimated_output_tokens": 138, + "estimated_total_tokens": 5855, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15846.85, + "sql_execution_elapsed_ms_total": 5.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fd5592e229472c67d289c1a53aeb62ff5a109f5e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21818, "bytes_utf8": 21818, "lines": 543, "estimated_tokens": 5910}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 854, "bytes_utf8": 854, "lines": 1, "estimated_tokens": 224}, "usage": {"input_tokens": 29205, "cached_input_tokens": 28032, "output_tokens": 1124, "reasoning_output_tokens": 894}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..aadc25e8dd3cdbab72e14df0fb7baf31003f8c61 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_4e0e64af1b97ba98", + "api_calls": 0, + "input_tokens": 29205, + "cached_input_tokens": 28032, + "output_tokens": 1124, + "total_tokens": 30329, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5910, + "estimated_output_tokens": 224, + "estimated_total_tokens": 6134, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23981.56, + "sql_execution_elapsed_ms_total": 3.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..65ca70c4c888bdd8a86ee7693ee78e58aecc5ecf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:17:59.219688+00:00", + "ended_at": "2026-05-26T00:18:23.201596+00:00", + "elapsed_ms": 23981.56, + "prompt_metrics": { + "chars": 21818, + "bytes_utf8": 21818, + "lines": 543, + "estimated_tokens": 5910 + }, + "stdout_metrics": { + "chars": 1258, + "bytes_utf8": 1258, + "lines": 4, + "estimated_tokens": 371 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 854, + "bytes_utf8": 854, + "lines": 1, + "estimated_tokens": 224 + }, + "usage": { + "input_tokens": 29205, + "cached_input_tokens": 28032, + "output_tokens": 1124, + "reasoning_output_tokens": 894 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d2fa271f9c9b132a2d4a01dec614dc5f73777a5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Daytime/evening attendance, condition_col=Educational special needs.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Daytime/evening attendance", + "condition_col": "Educational special needs", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e3e588a970d55132d1b0f413db8ff6773411841b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a5-3bda-7de2-831e-82d7b233ba4f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Daytime/evening attendance\\\",\\n SUM(CASE WHEN \\\"Educational special needs\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Educational special needs\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Daytime/evening attendance\\\"\\n)\\nSELECT\\n \\\"Daytime/evening attendance\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Implements the planned grouped-ratio template with group_col=\\\"Daytime/evening attendance\\\" and condition_col=\\\"Educational special needs\\\", using TEXT comparisons to '0' and '1' per the provided schema and NULLIF to avoid division by zero.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29205,"cached_input_tokens":28032,"output_tokens":1124,"reasoning_output_tokens":894}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..afde55e9beed22feb77ef8c3b137f9f46c3e1535 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT\n \"Daytime/evening attendance\",\n SUM(CASE WHEN \"Educational special needs\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Educational special needs\" = '1' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m5\"\n GROUP BY \"Daytime/evening attendance\"\n)\nSELECT\n \"Daytime/evening attendance\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Implements the planned grouped-ratio template with group_col=\"Daytime/evening attendance\" and condition_col=\"Educational special needs\", using TEXT comparisons to '0' and '1' per the provided schema and NULLIF to avoid division by zero."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..cb983ce91992dedb15b9fd210db46f4bb2f598d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Daytime/evening attendance, condition_col=Educational special needs. +Result preview: [{"Daytime/evening attendance": "0", "condition_ratio": 482.0}, {"Daytime/evening attendance": "1", "condition_ratio": 77.82}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7194a6a4db5111c0b602258fba8a042ed881e451 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/generated_sql.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m5_4e0e64af1b97ba98 +-- problem_id: v2p_m5_83ce7b683dfd41d2 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "Daytime/evening attendance", + SUM(CASE WHEN "Educational special needs" = '0' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Educational special needs" = '1' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m5" + GROUP BY "Daytime/evening attendance" +) +SELECT + "Daytime/evening attendance", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1f4e1db5094b8ad61ace7650cd203fbc5b6ff029 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT\n \"Daytime/evening attendance\",\n SUM(CASE WHEN \"Educational special needs\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Educational special needs\" = '1' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m5\"\n GROUP BY \"Daytime/evening attendance\"\n)\nSELECT\n \"Daytime/evening attendance\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Daytime/evening attendance\\\",\\n SUM(CASE WHEN \\\"Educational special needs\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Educational special needs\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Daytime/evening attendance\\\"\\n)\\nSELECT\\n \\\"Daytime/evening attendance\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"Daytime/evening attendance\", \"condition_ratio\"], \"rows\": [{\"Daytime/evening attendance\": \"0\", \"condition_ratio\": 482.0}, {\"Daytime/evening attendance\": \"1\", \"condition_ratio\": 77.82}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.04}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fb9e8aa934a2f41a4082b3aa8acd542e299a96da --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:17:59.218806+00:00", + "ended_at": "2026-05-26T00:18:23.211576+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_4e0e64af1b97ba98", + "problem_id": "v2p_m5_83ce7b683dfd41d2", + "dataset_id": "m5", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Daytime/evening attendance, condition_col=Educational special needs.", + "bindings": { + "group_col": "Daytime/evening attendance", + "condition_col": "Educational special needs", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=37" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_4e0e64af1b97ba98.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_4e0e64af1b97ba98", + "api_calls": 0, + "input_tokens": 29205, + "cached_input_tokens": 28032, + "output_tokens": 1124, + "total_tokens": 30329, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5910, + "estimated_output_tokens": 224, + "estimated_total_tokens": 6134, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23981.56, + "sql_execution_elapsed_ms_total": 3.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..30c369350069b7491237513d672d30b43caa0da0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:18:23.206045+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 23981.56, "started_at": "2026-05-26T00:17:59.219688+00:00", "ended_at": "2026-05-26T00:18:23.201596+00:00", "prompt_metrics": {"chars": 21818, "bytes_utf8": 21818, "lines": 543, "estimated_tokens": 5910}, "response_metrics": {"chars": 854, "bytes_utf8": 854, "lines": 1, "estimated_tokens": 224}, "usage": {"input_tokens": 29205, "cached_input_tokens": 28032, "output_tokens": 1124, "reasoning_output_tokens": 894}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Daytime/evening attendance\\\",\\n SUM(CASE WHEN \\\"Educational special needs\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Educational special needs\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Daytime/evening attendance\\\"\\n)\\nSELECT\\n \\\"Daytime/evening attendance\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Implements the planned grouped-ratio template with group_col=\\\"Daytime/evening attendance\\\" and condition_col=\\\"Educational special needs\\\", using TEXT comparisons to '0' and '1' per the provided schema and NULLIF to avoid division by zero.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6f00346ec06b41895a9f2cb5903f3024e458b398 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_4e0e64af1b97ba98", + "api_calls": 0, + "input_tokens": 29205, + "cached_input_tokens": 28032, + "output_tokens": 1124, + "total_tokens": 30329, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5910, + "estimated_output_tokens": 224, + "estimated_total_tokens": 6134, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23981.56, + "sql_execution_elapsed_ms_total": 3.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cdead68ebbe26fa4ff3aabb6a88497ed859804d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21186, "bytes_utf8": 21186, "lines": 543, "estimated_tokens": 5749}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 328, "bytes_utf8": 328, "lines": 1, "estimated_tokens": 90}, "usage": {"input_tokens": 29044, "cached_input_tokens": 28032, "output_tokens": 412, "reasoning_output_tokens": 316}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3da804ca73740da3a41adfe81167b24b4027d800 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:18:23.212936+00:00", + "ended_at": "2026-05-26T00:18:34.948968+00:00", + "elapsed_ms": 11735.84, + "prompt_metrics": { + "chars": 21186, + "bytes_utf8": 21186, + "lines": 543, + "estimated_tokens": 5749 + }, + "stdout_metrics": { + "chars": 691, + "bytes_utf8": 691, + "lines": 4, + "estimated_tokens": 204 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 328, + "bytes_utf8": 328, + "lines": 1, + "estimated_tokens": 90 + }, + "usage": { + "input_tokens": 29044, + "cached_input_tokens": 28032, + "output_tokens": 412, + "reasoning_output_tokens": 316 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6d52afd62934b6a21a0629e9a067abcb427cc20c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=GDP, condition_col=International.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "GDP", + "condition_col": "International", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a7f28c20365293489eff8c107d3f755d24afc8a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a5-9993-7880-8bfa-ba1af6ebab27"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"GDP\\\",\\n AVG(CASE WHEN \\\"International\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"GDP\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Groups rows by \\\"GDP\\\" and computes the within-group proportion where \\\"International\\\" = '1'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29044,"cached_input_tokens":28032,"output_tokens":412,"reasoning_output_tokens":316}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1bad4ad9b69ebdfeb16fcc5f88180b538719bf76 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"GDP\",\n AVG(CASE WHEN \"International\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"GDP\"\nORDER BY \"condition_rate\" DESC;","notes":"Groups rows by \"GDP\" and computes the within-group proportion where \"International\" = '1'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..061e559a9e45d24ef1c80eff2a187674849400d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=GDP, condition_col=International. +Result preview: [{"GDP": "3.51", "condition_rate": 0.059782608695652176}, {"GDP": "2.02", "condition_rate": 0.03864734299516908}, {"GDP": "1.79", "condition_rate": 0.03146067415730337}, {"GDP": "-4.06", "condition_rate": 0.022670025188916875}, {"GDP": "0.79", "condition_rate": 0.020512820512820513}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c2a8a004f6adfd9a04afd9333b89dd2d4bbbc061 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_560f40986380c3c9 +-- problem_id: v2p_m5_39cfede237c97186 +-- realization_mode: agent +-- source_kind: agent +SELECT "GDP", + AVG(CASE WHEN "International" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "GDP" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..89d12d91318df715d0b820c015a2adb684f8a556 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"GDP\",\n AVG(CASE WHEN \"International\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"GDP\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"GDP\\\",\\n AVG(CASE WHEN \\\"International\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"GDP\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"GDP\", \"condition_rate\"], \"rows\": [{\"GDP\": \"3.51\", \"condition_rate\": 0.059782608695652176}, {\"GDP\": \"2.02\", \"condition_rate\": 0.03864734299516908}, {\"GDP\": \"1.79\", \"condition_rate\": 0.03146067415730337}, {\"GDP\": \"-4.06\", \"condition_rate\": 0.022670025188916875}, {\"GDP\": \"0.79\", \"condition_rate\": 0.020512820512820513}, {\"GDP\": \"-0.92\", \"condition_rate\": 0.019337016574585635}, {\"GDP\": \"-1.7\", \"condition_rate\": 0.01909307875894988}, {\"GDP\": \"-3.12\", \"condition_rate\": 0.01876172607879925}, {\"GDP\": \"1.74\", \"condition_rate\": 0.015238095238095238}, {\"GDP\": \"0.32\", \"condition_rate\": 0.014010507880910683}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.16}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e6f0be2b30445f2810a2b7add854a552ac2830ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:18:23.212051+00:00", + "ended_at": "2026-05-26T00:18:34.958970+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_560f40986380c3c9", + "problem_id": "v2p_m5_39cfede237c97186", + "dataset_id": "m5", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=GDP, condition_col=International.", + "bindings": { + "group_col": "GDP", + "condition_col": "International", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=97" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_560f40986380c3c9.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_560f40986380c3c9", + "api_calls": 0, + "input_tokens": 29044, + "cached_input_tokens": 28032, + "output_tokens": 412, + "total_tokens": 29456, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5749, + "estimated_output_tokens": 90, + "estimated_total_tokens": 5839, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11735.84, + "sql_execution_elapsed_ms_total": 3.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..263c85509827abcca553e209995bf16b0e9c08ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:18:34.953814+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11735.84, "started_at": "2026-05-26T00:18:23.212936+00:00", "ended_at": "2026-05-26T00:18:34.948968+00:00", "prompt_metrics": {"chars": 21186, "bytes_utf8": 21186, "lines": 543, "estimated_tokens": 5749}, "response_metrics": {"chars": 328, "bytes_utf8": 328, "lines": 1, "estimated_tokens": 90}, "usage": {"input_tokens": 29044, "cached_input_tokens": 28032, "output_tokens": 412, "reasoning_output_tokens": 316}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"GDP\\\",\\n AVG(CASE WHEN \\\"International\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"GDP\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Groups rows by \\\"GDP\\\" and computes the within-group proportion where \\\"International\\\" = '1'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9fdb315c931e34d85f90b8b35c2b5bacf04d6841 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_560f40986380c3c9", + "api_calls": 0, + "input_tokens": 29044, + "cached_input_tokens": 28032, + "output_tokens": 412, + "total_tokens": 29456, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5749, + "estimated_output_tokens": 90, + "estimated_total_tokens": 5839, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11735.84, + "sql_execution_elapsed_ms_total": 3.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_560f40986380c3c9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7cdf57299e5c77c781c811d0d4aa8ea338716775 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21452, "bytes_utf8": 21452, "lines": 542, "estimated_tokens": 5835}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 836, "bytes_utf8": 836, "lines": 1, "estimated_tokens": 222}, "usage": {"input_tokens": 29130, "cached_input_tokens": 28032, "output_tokens": 744, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..87f86d8df4914836c6c7284bfc7435198e85af81 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_591d264a4a7724c4", + "api_calls": 0, + "input_tokens": 29130, + "cached_input_tokens": 28032, + "output_tokens": 744, + "total_tokens": 29874, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5835, + "estimated_output_tokens": 222, + "estimated_total_tokens": 6057, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18754.57, + "sql_execution_elapsed_ms_total": 2.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f7bb4767445e93ea56442233609bea39dc906fbb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:18:34.960343+00:00", + "ended_at": "2026-05-26T00:18:53.715198+00:00", + "elapsed_ms": 18754.57, + "prompt_metrics": { + "chars": 21452, + "bytes_utf8": 21452, + "lines": 542, + "estimated_tokens": 5835 + }, + "stdout_metrics": { + "chars": 1208, + "bytes_utf8": 1208, + "lines": 4, + "estimated_tokens": 345 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 836, + "bytes_utf8": 836, + "lines": 1, + "estimated_tokens": 222 + }, + "usage": { + "input_tokens": 29130, + "cached_input_tokens": 28032, + "output_tokens": 744, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0b652a29b5d36b359284b95589350600515eb3b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (evaluations), measure_col=Inflation rate.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Curricular units 2nd sem (evaluations)", + "measure_col": "Inflation rate", + "item_col": "Curricular units 1st sem (evaluations)", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7d8aa282ef4138f350dda6d24a58932dc48ee647 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a5-c77e-7ec1-ac9e-0a63bacaacc6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Curricular units 2nd sem (evaluations)\\\", \\\"Curricular units 1st sem (evaluations)\\\",\\n SUM(CAST(\\\"Inflation rate\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Inflation rate\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Inflation rate\\\" AS REAL))) OVER (PARTITION BY \\\"Curricular units 2nd sem (evaluations)\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Curricular units 2nd sem (evaluations)\\\", \\\"Curricular units 1st sem (evaluations)\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with the bound group, item, and measure columns. Cast \\\"Inflation rate\\\" to REAL because the schema stores it as TEXT. Additional bindings such as top_k/top_n were not used because they are not part of the template skeleton.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29130,"cached_input_tokens":28032,"output_tokens":744,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e97d2916103a983f8affb5557fcfd85f749e5c4c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Curricular units 2nd sem (evaluations)\", \"Curricular units 1st sem (evaluations)\",\n SUM(CAST(\"Inflation rate\" AS REAL)) AS total_measure,\n SUM(CAST(\"Inflation rate\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Inflation rate\" AS REAL))) OVER (PARTITION BY \"Curricular units 2nd sem (evaluations)\") AS share_within_group\nFROM \"m5\"\nGROUP BY \"Curricular units 2nd sem (evaluations)\", \"Curricular units 1st sem (evaluations)\"\nORDER BY share_within_group DESC;","notes":"Applied the provided Within-Group Share of Total template with the bound group, item, and measure columns. Cast \"Inflation rate\" to REAL because the schema stores it as TEXT. Additional bindings such as top_k/top_n were not used because they are not part of the template skeleton."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..be0e3c9a38f4262969cc4e0446fbe4de4f6cd8b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:18:52.969434Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a5-c77e-7ec1-ac9e-0a63bacaacc6.1779754715007253000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..971f93e9f1862b736d8316b61eb0895ef1a65d7e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (evaluations), measure_col=Inflation rate. +Result preview: [{"Curricular units 2nd sem (evaluations)": "20", "Curricular units 1st sem (evaluations)": "16", "total_measure": -0.8, "share_within_group": 133.33333333333326}, {"Curricular units 2nd sem (evaluations)": "20", "Curricular units 1st sem (evaluations)": "20", "total_measure": -0.8, "share_within_group": 133.33333333333326}, {"Curricular units 2nd sem (evaluations)": "20", "Curricular units 1st sem (evaluations)": "22", "total_measure": -0.8, "share_within_group": 133.33333333333326}, {"Curricular units 2nd sem (evaluations)": "20", "Curricular units 1st sem (evaluations)": "23", "total_measure": -0.8, "share_within_group": 133.33333333333326}, {"Curricular units 2nd sem (evaluations)": "25", "Curricular units 1st sem (evaluations)": "19", "total_measure": 0.6, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a54dae85e3323848321462a96d07e33b14f0b381 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_591d264a4a7724c4 +-- problem_id: v2p_m5_3a844bd3868073d7 +-- realization_mode: agent +-- source_kind: agent +SELECT "Curricular units 2nd sem (evaluations)", "Curricular units 1st sem (evaluations)", + SUM(CAST("Inflation rate" AS REAL)) AS total_measure, + SUM(CAST("Inflation rate" AS REAL)) * 100.0 / SUM(SUM(CAST("Inflation rate" AS REAL))) OVER (PARTITION BY "Curricular units 2nd sem (evaluations)") AS share_within_group +FROM "m5" +GROUP BY "Curricular units 2nd sem (evaluations)", "Curricular units 1st sem (evaluations)" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ab424faac5e5c5af68a32f85c6283ab10b49c053 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Curricular units 2nd sem (evaluations)\", \"Curricular units 1st sem (evaluations)\",\n SUM(CAST(\"Inflation rate\" AS REAL)) AS total_measure,\n SUM(CAST(\"Inflation rate\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Inflation rate\" AS REAL))) OVER (PARTITION BY \"Curricular units 2nd sem (evaluations)\") AS share_within_group\nFROM \"m5\"\nGROUP BY \"Curricular units 2nd sem (evaluations)\", \"Curricular units 1st sem (evaluations)\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Curricular units 2nd sem (evaluations)\\\", \\\"Curricular units 1st sem (evaluations)\\\",\\n SUM(CAST(\\\"Inflation rate\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Inflation rate\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Inflation rate\\\" AS REAL))) OVER (PARTITION BY \\\"Curricular units 2nd sem (evaluations)\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Curricular units 2nd sem (evaluations)\\\", \\\"Curricular units 1st sem (evaluations)\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"Curricular units 2nd sem (evaluations)\", \"Curricular units 1st sem (evaluations)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Curricular units 2nd sem (evaluations)\": \"20\", \"Curricular units 1st sem (evaluations)\": \"16\", \"total_measure\": -0.8, \"share_within_group\": 133.33333333333326}, {\"Curricular units 2nd sem (evaluations)\": \"20\", \"Curricular units 1st sem (evaluations)\": \"20\", \"total_measure\": -0.8, \"share_within_group\": 133.33333333333326}, {\"Curricular units 2nd sem (evaluations)\": \"20\", \"Curricular units 1st sem (evaluations)\": \"22\", \"total_measure\": -0.8, \"share_within_group\": 133.33333333333326}, {\"Curricular units 2nd sem (evaluations)\": \"20\", \"Curricular units 1st sem (evaluations)\": \"23\", \"total_measure\": -0.8, \"share_within_group\": 133.33333333333326}, {\"Curricular units 2nd sem (evaluations)\": \"25\", \"Curricular units 1st sem (evaluations)\": \"19\", \"total_measure\": 0.6, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (evaluations)\": \"28\", \"Curricular units 1st sem (evaluations)\": \"19\", \"total_measure\": 0.6, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (evaluations)\": \"33\", \"Curricular units 1st sem (evaluations)\": \"33\", \"total_measure\": 2.6, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (evaluations)\": \"27\", \"Curricular units 1st sem (evaluations)\": \"45\", \"total_measure\": 2.8, \"share_within_group\": 84.84848484848486}, {\"Curricular units 2nd sem (evaluations)\": \"0\", \"Curricular units 1st sem (evaluations)\": \"0\", \"total_measure\": 442.3, \"share_within_group\": 84.65071770334929}, {\"Curricular units 2nd sem (evaluations)\": \"3\", \"Curricular units 1st sem (evaluations)\": \"3\", \"total_measure\": 2.6, \"share_within_group\": 81.25}, {\"Curricular units 2nd sem (evaluations)\": \"26\", \"Curricular units 1st sem (evaluations)\": \"26\", \"total_measure\": 5.2, \"share_within_group\": 65.0}, {\"Curricular units 2nd sem (evaluations)\": \"1\", \"Curricular units 1st sem (evaluations)\": \"7\", \"total_measure\": 3.7, \"share_within_group\": 64.91228070175438}, {\"Curricular units 2nd sem (evaluations)\": \"2\", \"Curricular units 1st sem (evaluations)\": \"3\", \"total_measure\": 3.1, \"share_within_group\": 63.265306122448976}, {\"Curricular units 2nd sem (evaluations)\": \"23\", \"Curricular units 1st sem (evaluations)\": \"23\", \"total_measure\": 5.2, \"share_within_group\": 62.65060240963855}, {\"Curricular units 2nd sem (evaluations)\": \"24\", \"Curricular units 1st sem (evaluations)\": \"29\", \"total_measure\": 2.8, \"share_within_group\": 58.333333333333336}, {\"Curricular units 2nd sem (evaluations)\": \"24\", \"Curricular units 1st sem (evaluations)\": \"31\", \"total_measure\": 2.8, \"share_within_group\": 58.333333333333336}, {\"Curricular units 2nd sem (evaluations)\": \"2\", \"Curricular units 1st sem (evaluations)\": \"2\", \"total_measure\": 2.6, \"share_within_group\": 53.06122448979591}, {\"Curricular units 2nd sem (evaluations)\": \"8\", \"Curricular units 1st sem (evaluations)\": \"8\", \"total_measure\": 492.4, \"share_within_group\": 49.89360624176715}, {\"Curricular units 2nd sem (evaluations)\": \"4\", \"Curricular units 1st sem (evaluations)\": \"4\", \"total_measure\": 7.4, \"share_within_group\": 45.39877300613497}, {\"Curricular units 2nd sem (evaluations)\": \"5\", \"Curricular units 1st sem (evaluations)\": \"5\", \"total_measure\": 202.5, \"share_within_group\": 45.22108083966056}, {\"Curricular units 2nd sem (evaluations)\": \"6\", \"Curricular units 1st sem (evaluations)\": \"6\", \"total_measure\": 315.4, \"share_within_group\": 44.52286843591191}, {\"Curricular units 2nd sem (evaluations)\": \"7\", \"Curricular units 1st sem (evaluations)\": \"7\", \"total_measure\": 315.0, \"share_within_group\": 43.84133611691023}, {\"Curricular units 2nd sem (evaluations)\": \"19\", \"Curricular units 1st sem (evaluations)\": \"17\", \"total_measure\": 5.7, \"share_within_group\": 37.01298701298701}, {\"Curricular units 2nd sem (evaluations)\": \"26\", \"Curricular units 1st sem (evaluations)\": \"45\", \"total_measure\": 2.8, \"share_within_group\": 35.0}, {\"Curricular units 2nd sem (evaluations)\": \"4\", \"Curricular units 1st sem (evaluations)\": \"5\", \"total_measure\": 5.5, \"share_within_group\": 33.74233128834356}, {\"Curricular units 2nd sem (evaluations)\": \"23\", \"Curricular units 1st sem (evaluations)\": \"24\", \"total_measure\": 2.8, \"share_within_group\": 33.734939759036145}, {\"Curricular units 2nd sem (evaluations)\": \"12\", \"Curricular units 1st sem (evaluations)\": \"12\", \"total_measure\": 90.4, \"share_within_group\": 32.07948899929028}, {\"Curricular units 2nd sem (evaluations)\": \"17\", \"Curricular units 1st sem (evaluations)\": \"15\", \"total_measure\": 7.699999999999999, \"share_within_group\": 31.300813008130078}, {\"Curricular units 2nd sem (evaluations)\": \"21\", \"Curricular units 1st sem (evaluations)\": \"17\", \"total_measure\": 5.6, \"share_within_group\": 30.601092896174862}, {\"Curricular units 2nd sem (evaluations)\": \"11\", \"Curricular units 1st sem (evaluations)\": \"11\", \"total_measure\": 75.8, \"share_within_group\": 27.960162301733675}, {\"Curricular units 2nd sem (evaluations)\": \"1\", \"Curricular units 1st sem (evaluations)\": \"2\", \"total_measure\": 1.4, \"share_within_group\": 24.561403508771928}, {\"Curricular units 2nd sem (evaluations)\": \"18\", \"Curricular units 1st sem (evaluations)\": \"22\", \"total_measure\": 5.7, \"share_within_group\": 22.8}, {\"Curricular units 2nd sem (evaluations)\": \"16\", \"Curricular units 1st sem (evaluations)\": \"12\", \"total_measure\": 13.7, \"share_within_group\": 22.607260726072607}, {\"Curricular units 2nd sem (evaluations)\": \"10\", \"Curricular units 1st sem (evaluations)\": \"8\", \"total_measure\": 93.3, \"share_within_group\": 22.203712517848643}, {\"Curricular units 2nd sem (evaluations)\": \"10\", \"Curricular units 1st sem (evaluations)\": \"9\", \"total_measure\": 88.3, \"share_within_group\": 21.013802950975727}, {\"Curricular units 2nd sem (evaluations)\": \"14\", \"Curricular units 1st sem (evaluations)\": \"10\", \"total_measure\": 25.6, \"share_within_group\": 20.880913539967374}, {\"Curricular units 2nd sem (evaluations)\": \"7\", \"Curricular units 1st sem (evaluations)\": \"6\", \"total_measure\": 146.79999999999998, \"share_within_group\": 20.431454418928322}, {\"Curricular units 2nd sem (evaluations)\": \"21\", \"Curricular units 1st sem (evaluations)\": \"21\", \"total_measure\": 3.7, \"share_within_group\": 20.218579234972676}, {\"Curricular units 2nd sem (evaluations)\": \"11\", \"Curricular units 1st sem (evaluations)\": \"8\", \"total_measure\": 54.8, \"share_within_group\": 20.21394319439321}, {\"Curricular units 2nd sem (evaluations)\": \"6\", \"Curricular units 1st sem (evaluations)\": \"7\", \"total_measure\": 140.9, \"share_within_group\": 19.889892715979673}, {\"Curricular units 2nd sem (evaluations)\": \"17\", \"Curricular units 1st sem (evaluations)\": \"19\", \"total_measure\": 4.8, \"share_within_group\": 19.512195121951223}, {\"Curricular units 2nd sem (evaluations)\": \"22\", \"Curricular units 1st sem (evaluations)\": \"18\", \"total_measure\": 3.7, \"share_within_group\": 19.473684210526315}, {\"Curricular units 2nd sem (evaluations)\": \"3\", \"Curricular units 1st sem (evaluations)\": \"4\", \"total_measure\": 0.6, \"share_within_group\": 18.75}, {\"Curricular units 2nd sem (evaluations)\": \"5\", \"Curricular units 1st sem (evaluations)\": \"6\", \"total_measure\": 82.7, \"share_within_group\": 18.468066100937918}, {\"Curricular units 2nd sem (evaluations)\": \"19\", \"Curricular units 1st sem (evaluations)\": \"24\", \"total_measure\": 2.8, \"share_within_group\": 18.18181818181818}, {\"Curricular units 2nd sem (evaluations)\": \"9\", \"Curricular units 1st sem (evaluations)\": \"9\", \"total_measure\": 75.39999999999999, \"share_within_group\": 17.943836268443597}, {\"Curricular units 2nd sem (evaluations)\": \"9\", \"Curricular units 1st sem (evaluations)\": \"8\", \"total_measure\": 70.3, \"share_within_group\": 16.73012851023322}, {\"Curricular units 2nd sem (evaluations)\": \"7\", \"Curricular units 1st sem (evaluations)\": \"8\", \"total_measure\": 118.2, \"share_within_group\": 16.450939457202505}, {\"Curricular units 2nd sem (evaluations)\": \"9\", \"Curricular units 1st sem (evaluations)\": \"7\", \"total_measure\": 68.89999999999999, \"share_within_group\": 16.396953831508803}, {\"Curricular units 2nd sem (evaluations)\": \"10\", \"Curricular units 1st sem (evaluations)\": \"10\", \"total_measure\": 67.6, \"share_within_group\": 16.087577344121843}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.96}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4f582ec8f3342a4ceb8c7d988190387287b1a978 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:18:34.959391+00:00", + "ended_at": "2026-05-26T00:18:53.725804+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_591d264a4a7724c4", + "problem_id": "v2p_m5_3a844bd3868073d7", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (evaluations), measure_col=Inflation rate.", + "bindings": { + "group_col": "Curricular units 2nd sem (evaluations)", + "measure_col": "Inflation rate", + "item_col": "Curricular units 1st sem (evaluations)", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_591d264a4a7724c4.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_591d264a4a7724c4", + "api_calls": 0, + "input_tokens": 29130, + "cached_input_tokens": 28032, + "output_tokens": 744, + "total_tokens": 29874, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5835, + "estimated_output_tokens": 222, + "estimated_total_tokens": 6057, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18754.57, + "sql_execution_elapsed_ms_total": 2.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4ca2a9b4ca68259ed6692da31f50fe938a380f77 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:18:53.719913+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18754.57, "started_at": "2026-05-26T00:18:34.960343+00:00", "ended_at": "2026-05-26T00:18:53.715198+00:00", "prompt_metrics": {"chars": 21452, "bytes_utf8": 21452, "lines": 542, "estimated_tokens": 5835}, "response_metrics": {"chars": 836, "bytes_utf8": 836, "lines": 1, "estimated_tokens": 222}, "usage": {"input_tokens": 29130, "cached_input_tokens": 28032, "output_tokens": 744, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:18:52.969434Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a5-c77e-7ec1-ac9e-0a63bacaacc6.1779754715007253000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Curricular units 2nd sem (evaluations)\\\", \\\"Curricular units 1st sem (evaluations)\\\",\\n SUM(CAST(\\\"Inflation rate\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Inflation rate\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Inflation rate\\\" AS REAL))) OVER (PARTITION BY \\\"Curricular units 2nd sem (evaluations)\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Curricular units 2nd sem (evaluations)\\\", \\\"Curricular units 1st sem (evaluations)\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with the bound group, item, and measure columns. Cast \\\"Inflation rate\\\" to REAL because the schema stores it as TEXT. Additional bindings such as top_k/top_n were not used because they are not part of the template skeleton.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..feda6e99db95b2e7cbe4c4820b651f576e700574 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_591d264a4a7724c4", + "api_calls": 0, + "input_tokens": 29130, + "cached_input_tokens": 28032, + "output_tokens": 744, + "total_tokens": 29874, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5835, + "estimated_output_tokens": 222, + "estimated_total_tokens": 6057, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18754.57, + "sql_execution_elapsed_ms_total": 2.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_591d264a4a7724c4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..50748c948ab75d444fec6fbc364a818ee55be43e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21074, "bytes_utf8": 21074, "lines": 540, "estimated_tokens": 5715}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 799, "bytes_utf8": 799, "lines": 1, "estimated_tokens": 209}, "usage": {"input_tokens": 29010, "cached_input_tokens": 28544, "output_tokens": 2867, "reasoning_output_tokens": 2652}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1320d8146b78d223f0b2fb7bb471ce42a1376e32 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_5c5d6defbd35a460", + "api_calls": 0, + "input_tokens": 29010, + "cached_input_tokens": 28544, + "output_tokens": 2867, + "total_tokens": 31877, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5715, + "estimated_output_tokens": 209, + "estimated_total_tokens": 5924, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 56047.8, + "sql_execution_elapsed_ms_total": 5.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..61025174e564337e54a54c87477641091cf3f650 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:18:53.728301+00:00", + "ended_at": "2026-05-26T00:19:49.776895+00:00", + "elapsed_ms": 56047.8, + "prompt_metrics": { + "chars": 21074, + "bytes_utf8": 21074, + "lines": 540, + "estimated_tokens": 5715 + }, + "stdout_metrics": { + "chars": 1203, + "bytes_utf8": 1203, + "lines": 4, + "estimated_tokens": 354 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 799, + "bytes_utf8": 799, + "lines": 1, + "estimated_tokens": 209 + }, + "usage": { + "input_tokens": 29010, + "cached_input_tokens": 28544, + "output_tokens": 2867, + "reasoning_output_tokens": 2652 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4328dce30e1a13a20e5ca655ba1bee2f41b76320 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Course, measure_col=Curricular units 2nd sem (grade).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Course", + "measure_col": "Curricular units 2nd sem (grade)", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 13.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6d2a98c8acc85f317a8feb2d74925a700f813bbc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a6-10cb-7730-986c-7eb8fca10041"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Course\\\",\\n \\\"avg_measure\\\"\\nFROM (\\n SELECT \\\"Course\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (grade)\\\" AS REAL)) OVER (PARTITION BY \\\"Course\\\") AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY \\\"Course\\\") AS \\\"group_size\\\"\\n FROM \\\"m5\\\"\\n WHERE NULLIF(TRIM(\\\"Course\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"Curricular units 2nd sem (grade)\\\"), '') IS NOT NULL\\n) AS \\\"filtered\\\"\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applies the window partition average template with group_col=\\\"Course\\\" and measure_col=\\\"Curricular units 2nd sem (grade)\\\", casting the TEXT measure to REAL, excluding blank values, and enforcing a stable-view minimum group size of 5.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29010,"cached_input_tokens":28544,"output_tokens":2867,"reasoning_output_tokens":2652}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f79424482223c681d0cfc38d0b26d2c3a5799751 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Course\",\n \"avg_measure\"\nFROM (\n SELECT \"Course\",\n AVG(CAST(\"Curricular units 2nd sem (grade)\" AS REAL)) OVER (PARTITION BY \"Course\") AS \"avg_measure\",\n COUNT(*) OVER (PARTITION BY \"Course\") AS \"group_size\"\n FROM \"m5\"\n WHERE NULLIF(TRIM(\"Course\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"Curricular units 2nd sem (grade)\"), '') IS NOT NULL\n) AS \"filtered\"\nWHERE \"group_size\" >= 5\nORDER BY \"avg_measure\" DESC;","notes":"Applies the window partition average template with group_col=\"Course\" and measure_col=\"Curricular units 2nd sem (grade)\", casting the TEXT measure to REAL, excluding blank values, and enforcing a stable-view minimum group size of 5."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..5c3f863d0862ccb3f01b06f7b139dcca607ba23b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Course, measure_col=Curricular units 2nd sem (grade). +Result preview: [{"Course": "9500", "avg_measure": 12.354678179933394}, {"Course": "9070", "avg_measure": 11.195936045272328}, {"Course": "9085", "avg_measure": 11.160812110737927}, {"Course": "9238", "avg_measure": 11.115306610447456}, {"Course": "9773", "avg_measure": 11.035868939720904}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..8ad13f07601aeb3582f03a36f6e999ac3e768d37 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_5c5d6defbd35a460 +-- problem_id: v2p_m5_6e3c3f28c9b54f87 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Course", + "avg_measure" +FROM ( + SELECT "Course", + AVG(CAST("Curricular units 2nd sem (grade)" AS REAL)) OVER (PARTITION BY "Course") AS "avg_measure", + COUNT(*) OVER (PARTITION BY "Course") AS "group_size" + FROM "m5" + WHERE NULLIF(TRIM("Course"), '') IS NOT NULL + AND NULLIF(TRIM("Curricular units 2nd sem (grade)"), '') IS NOT NULL +) AS "filtered" +WHERE "group_size" >= 5 +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1e81a91be2766c9fae9aaccc7df6006a2635dc3b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Course\",\n \"avg_measure\"\nFROM (\n SELECT \"Course\",\n AVG(CAST(\"Curricular units 2nd sem (grade)\" AS REAL)) OVER (PARTITION BY \"Course\") AS \"avg_measure\",\n COUNT(*) OVER (PARTITION BY \"Course\") AS \"group_size\"\n FROM \"m5\"\n WHERE NULLIF(TRIM(\"Course\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"Curricular units 2nd sem (grade)\"), '') IS NOT NULL\n) AS \"filtered\"\nWHERE \"group_size\" >= 5\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Course\\\",\\n \\\"avg_measure\\\"\\nFROM (\\n SELECT \\\"Course\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (grade)\\\" AS REAL)) OVER (PARTITION BY \\\"Course\\\") AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY \\\"Course\\\") AS \\\"group_size\\\"\\n FROM \\\"m5\\\"\\n WHERE NULLIF(TRIM(\\\"Course\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"Curricular units 2nd sem (grade)\\\"), '') IS NOT NULL\\n) AS \\\"filtered\\\"\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Course\", \"avg_measure\"], \"rows\": [{\"Course\": \"9500\", \"avg_measure\": 12.354678179933394}, {\"Course\": \"9070\", \"avg_measure\": 11.195936045272328}, {\"Course\": \"9085\", \"avg_measure\": 11.160812110737927}, {\"Course\": \"9238\", \"avg_measure\": 11.115306610447456}, {\"Course\": \"9773\", \"avg_measure\": 11.035868939720904}, {\"Course\": \"9670\", \"avg_measure\": 10.682943911395403}, {\"Course\": \"9853\", \"avg_measure\": 10.566022181400472}, {\"Course\": \"9254\", \"avg_measure\": 9.928577661315757}, {\"Course\": \"8014\", \"avg_measure\": 9.796104567267358}, {\"Course\": \"9556\", \"avg_measure\": 9.765998754152823}, {\"Course\": \"9147\", \"avg_measure\": 9.703696084617137}, {\"Course\": \"9130\", \"avg_measure\": 9.684076325565687}, {\"Course\": \"9003\", \"avg_measure\": 9.476797739297739}, {\"Course\": \"9991\", \"avg_measure\": 9.224107261933755}, {\"Course\": \"33\", \"avg_measure\": 8.995238095238095}, {\"Course\": \"9119\", \"avg_measure\": 8.787699898141074}, {\"Course\": \"171\", \"avg_measure\": 2.0828854896433557}], \"row_count_returned\": 17, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.58}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f786c33de20783ec3ef03e193abadffd271e08f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:18:53.727354+00:00", + "ended_at": "2026-05-26T00:19:49.788475+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_5c5d6defbd35a460", + "problem_id": "v2p_m5_6e3c3f28c9b54f87", + "dataset_id": "m5", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Course, measure_col=Curricular units 2nd sem (grade).", + "bindings": { + "group_col": "Course", + "measure_col": "Curricular units 2nd sem (grade)", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 13.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=135" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_5c5d6defbd35a460.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_5c5d6defbd35a460", + "api_calls": 0, + "input_tokens": 29010, + "cached_input_tokens": 28544, + "output_tokens": 2867, + "total_tokens": 31877, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5715, + "estimated_output_tokens": 209, + "estimated_total_tokens": 5924, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 56047.8, + "sql_execution_elapsed_ms_total": 5.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b1db4df845ac7df7e14c33db41622dfc479e8be4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:19:49.781160+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 56047.8, "started_at": "2026-05-26T00:18:53.728301+00:00", "ended_at": "2026-05-26T00:19:49.776895+00:00", "prompt_metrics": {"chars": 21074, "bytes_utf8": 21074, "lines": 540, "estimated_tokens": 5715}, "response_metrics": {"chars": 799, "bytes_utf8": 799, "lines": 1, "estimated_tokens": 209}, "usage": {"input_tokens": 29010, "cached_input_tokens": 28544, "output_tokens": 2867, "reasoning_output_tokens": 2652}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Course\\\",\\n \\\"avg_measure\\\"\\nFROM (\\n SELECT \\\"Course\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (grade)\\\" AS REAL)) OVER (PARTITION BY \\\"Course\\\") AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY \\\"Course\\\") AS \\\"group_size\\\"\\n FROM \\\"m5\\\"\\n WHERE NULLIF(TRIM(\\\"Course\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"Curricular units 2nd sem (grade)\\\"), '') IS NOT NULL\\n) AS \\\"filtered\\\"\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applies the window partition average template with group_col=\\\"Course\\\" and measure_col=\\\"Curricular units 2nd sem (grade)\\\", casting the TEXT measure to REAL, excluding blank values, and enforcing a stable-view minimum group size of 5.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7becc4c8bfaa8d827e4e0086b8718145bad1d896 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_5c5d6defbd35a460", + "api_calls": 0, + "input_tokens": 29010, + "cached_input_tokens": 28544, + "output_tokens": 2867, + "total_tokens": 31877, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5715, + "estimated_output_tokens": 209, + "estimated_total_tokens": 5924, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 56047.8, + "sql_execution_elapsed_ms_total": 5.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3e1adb40a4934ea18272754b4417d1ba464dd330 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21413, "bytes_utf8": 21413, "lines": 542, "estimated_tokens": 5820}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 701, "bytes_utf8": 701, "lines": 1, "estimated_tokens": 190}, "usage": {"input_tokens": 29115, "cached_input_tokens": 28032, "output_tokens": 1671, "reasoning_output_tokens": 1475}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e9493806b5efbec694c5da452a359451630deedf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_630744e6ade3ebc7", + "api_calls": 0, + "input_tokens": 29115, + "cached_input_tokens": 28032, + "output_tokens": 1671, + "total_tokens": 30786, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5820, + "estimated_output_tokens": 190, + "estimated_total_tokens": 6010, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35305.71, + "sql_execution_elapsed_ms_total": 4.19, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6e7a5e9867a124439072dc95689c0c45aebd6446 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:19:49.789540+00:00", + "ended_at": "2026-05-26T00:20:25.095737+00:00", + "elapsed_ms": 35305.71, + "prompt_metrics": { + "chars": 21413, + "bytes_utf8": 21413, + "lines": 542, + "estimated_tokens": 5820 + }, + "stdout_metrics": { + "chars": 1095, + "bytes_utf8": 1095, + "lines": 4, + "estimated_tokens": 325 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 701, + "bytes_utf8": 701, + "lines": 1, + "estimated_tokens": 190 + }, + "usage": { + "input_tokens": 29115, + "cached_input_tokens": 28032, + "output_tokens": 1671, + "reasoning_output_tokens": 1475 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..707463bddf6163437519f05f2635bfb9ad195925 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Inflation rate, measure_col=Application order.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Inflation rate", + "measure_col": "Application order", + "item_col": "Curricular units 2nd sem (evaluations)", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b5ad72b96b35cdb331f1cc6399aa0476a74e2386 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a6-ebc4-77d3-8602-edc0a176b38e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Inflation rate\\\", \\\"Curricular units 2nd sem (evaluations)\\\",\\n SUM(CAST(\\\"Application order\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Application order\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Application order\\\" AS REAL))) OVER (PARTITION BY \\\"Inflation rate\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Inflation rate\\\", \\\"Curricular units 2nd sem (evaluations)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the within-group share template with \\\"Inflation rate\\\" as the group, \\\"Curricular units 2nd sem (evaluations)\\\" as the item, and casts text-stored \\\"Application order\\\" to REAL before summing.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29115,"cached_input_tokens":28032,"output_tokens":1671,"reasoning_output_tokens":1475}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e3c03e673acccccbb0dcbd760258d9d0dc346511 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Inflation rate\", \"Curricular units 2nd sem (evaluations)\",\n SUM(CAST(\"Application order\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Application order\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Application order\" AS REAL))) OVER (PARTITION BY \"Inflation rate\") AS \"share_within_group\"\nFROM \"m5\"\nGROUP BY \"Inflation rate\", \"Curricular units 2nd sem (evaluations)\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the within-group share template with \"Inflation rate\" as the group, \"Curricular units 2nd sem (evaluations)\" as the item, and casts text-stored \"Application order\" to REAL before summing."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a78f5414542f317d98b27449920f012247fcad1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:20:24.328878Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a6-ebc4-77d3-8602-edc0a176b38e.1779754789829563000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6260af659e81a6e50f6588cf463af56d479b6cc7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Inflation rate, measure_col=Application order. +Result preview: [{"Inflation rate": "3.7", "Curricular units 2nd sem (evaluations)": "8", "total_measure": 247.0, "share_within_group": 33.69713506139154}, {"Inflation rate": "-0.8", "Curricular units 2nd sem (evaluations)": "8", "total_measure": 280.0, "share_within_group": 27.586206896551722}, {"Inflation rate": "2.6", "Curricular units 2nd sem (evaluations)": "7", "total_measure": 279.0, "share_within_group": 26.724137931034484}, {"Inflation rate": "-0.3", "Curricular units 2nd sem (evaluations)": "8", "total_measure": 166.0, "share_within_group": 26.517571884984026}, {"Inflation rate": "1.4", "Curricular units 2nd sem (evaluations)": "8", "total_measure": 400.0, "share_within_group": 24.906600249066003}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..46ae598d42e98033069cc055d34cd4699d325413 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_630744e6ade3ebc7 +-- problem_id: v2p_m5_c7daaa0f9d9cebcf +-- realization_mode: agent +-- source_kind: agent +SELECT "Inflation rate", "Curricular units 2nd sem (evaluations)", + SUM(CAST("Application order" AS REAL)) AS "total_measure", + SUM(CAST("Application order" AS REAL)) * 100.0 / SUM(SUM(CAST("Application order" AS REAL))) OVER (PARTITION BY "Inflation rate") AS "share_within_group" +FROM "m5" +GROUP BY "Inflation rate", "Curricular units 2nd sem (evaluations)" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..855d7b0878a08342d1971b38e8bd648c11cccd1d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Inflation rate\", \"Curricular units 2nd sem (evaluations)\",\n SUM(CAST(\"Application order\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Application order\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Application order\" AS REAL))) OVER (PARTITION BY \"Inflation rate\") AS \"share_within_group\"\nFROM \"m5\"\nGROUP BY \"Inflation rate\", \"Curricular units 2nd sem (evaluations)\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Inflation rate\\\", \\\"Curricular units 2nd sem (evaluations)\\\",\\n SUM(CAST(\\\"Application order\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Application order\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Application order\\\" AS REAL))) OVER (PARTITION BY \\\"Inflation rate\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Inflation rate\\\", \\\"Curricular units 2nd sem (evaluations)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Inflation rate\", \"Curricular units 2nd sem (evaluations)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Inflation rate\": \"3.7\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"total_measure\": 247.0, \"share_within_group\": 33.69713506139154}, {\"Inflation rate\": \"-0.8\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"total_measure\": 280.0, \"share_within_group\": 27.586206896551722}, {\"Inflation rate\": \"2.6\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"total_measure\": 279.0, \"share_within_group\": 26.724137931034484}, {\"Inflation rate\": \"-0.3\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"total_measure\": 166.0, \"share_within_group\": 26.517571884984026}, {\"Inflation rate\": \"1.4\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"total_measure\": 400.0, \"share_within_group\": 24.906600249066003}, {\"Inflation rate\": \"2.8\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"total_measure\": 130.0, \"share_within_group\": 22.29845626072041}, {\"Inflation rate\": \"0.5\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"total_measure\": 150.0, \"share_within_group\": 18.89168765743073}, {\"Inflation rate\": \"0.3\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"total_measure\": 94.0, \"share_within_group\": 18.467583497053045}, {\"Inflation rate\": \"-0.3\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"total_measure\": 112.0, \"share_within_group\": 17.891373801916934}, {\"Inflation rate\": \"0.6\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"total_measure\": 127.0, \"share_within_group\": 17.302452316076295}, {\"Inflation rate\": \"-0.3\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"total_measure\": 103.0, \"share_within_group\": 16.45367412140575}, {\"Inflation rate\": \"0.5\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"total_measure\": 128.0, \"share_within_group\": 16.120906801007557}, {\"Inflation rate\": \"0.6\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"total_measure\": 118.0, \"share_within_group\": 16.076294277929154}, {\"Inflation rate\": \"0.5\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"total_measure\": 126.0, \"share_within_group\": 15.869017632241814}, {\"Inflation rate\": \"0.6\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"total_measure\": 109.0, \"share_within_group\": 14.850136239782016}, {\"Inflation rate\": \"0.3\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"total_measure\": 75.0, \"share_within_group\": 14.734774066797643}, {\"Inflation rate\": \"0.6\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"total_measure\": 107.0, \"share_within_group\": 14.577656675749319}, {\"Inflation rate\": \"0.3\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"total_measure\": 73.0, \"share_within_group\": 14.341846758349705}, {\"Inflation rate\": \"1.4\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"total_measure\": 217.0, \"share_within_group\": 13.511830635118306}, {\"Inflation rate\": \"3.7\", \"Curricular units 2nd sem (evaluations)\": \"0\", \"total_measure\": 95.0, \"share_within_group\": 12.960436562073669}, {\"Inflation rate\": \"3.7\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"total_measure\": 92.0, \"share_within_group\": 12.551159618008185}, {\"Inflation rate\": \"0.3\", \"Curricular units 2nd sem (evaluations)\": \"10\", \"total_measure\": 62.0, \"share_within_group\": 12.180746561886052}, {\"Inflation rate\": \"2.6\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"total_measure\": 121.0, \"share_within_group\": 11.590038314176246}, {\"Inflation rate\": \"2.6\", \"Curricular units 2nd sem (evaluations)\": \"5\", \"total_measure\": 120.0, \"share_within_group\": 11.494252873563218}, {\"Inflation rate\": \"-0.3\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"total_measure\": 71.0, \"share_within_group\": 11.34185303514377}, {\"Inflation rate\": \"-0.8\", \"Curricular units 2nd sem (evaluations)\": \"0\", \"total_measure\": 113.0, \"share_within_group\": 11.133004926108374}, {\"Inflation rate\": \"-0.8\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"total_measure\": 108.0, \"share_within_group\": 10.64039408866995}, {\"Inflation rate\": \"2.6\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"total_measure\": 111.0, \"share_within_group\": 10.632183908045977}, {\"Inflation rate\": \"1.4\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"total_measure\": 169.0, \"share_within_group\": 10.523038605230386}, {\"Inflation rate\": \"-0.8\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"total_measure\": 104.0, \"share_within_group\": 10.246305418719212}, {\"Inflation rate\": \"0.5\", \"Curricular units 2nd sem (evaluations)\": \"10\", \"total_measure\": 81.0, \"share_within_group\": 10.201511335012594}, {\"Inflation rate\": \"2.8\", \"Curricular units 2nd sem (evaluations)\": \"0\", \"total_measure\": 59.0, \"share_within_group\": 10.120068610634648}, {\"Inflation rate\": \"2.8\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"total_measure\": 59.0, \"share_within_group\": 10.120068610634648}, {\"Inflation rate\": \"0.5\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"total_measure\": 77.0, \"share_within_group\": 9.697732997481108}, {\"Inflation rate\": \"1.4\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"total_measure\": 153.0, \"share_within_group\": 9.526774595267746}, {\"Inflation rate\": \"0.3\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"total_measure\": 47.0, \"share_within_group\": 9.233791748526523}, {\"Inflation rate\": \"-0.3\", \"Curricular units 2nd sem (evaluations)\": \"0\", \"total_measure\": 57.0, \"share_within_group\": 9.105431309904153}, {\"Inflation rate\": \"2.8\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"total_measure\": 52.0, \"share_within_group\": 8.919382504288164}, {\"Inflation rate\": \"2.8\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"total_measure\": 51.0, \"share_within_group\": 8.747855917667238}, {\"Inflation rate\": \"0.6\", \"Curricular units 2nd sem (evaluations)\": \"0\", \"total_measure\": 64.0, \"share_within_group\": 8.719346049046322}, {\"Inflation rate\": \"2.6\", \"Curricular units 2nd sem (evaluations)\": \"10\", \"total_measure\": 90.0, \"share_within_group\": 8.620689655172415}, {\"Inflation rate\": \"0.6\", \"Curricular units 2nd sem (evaluations)\": \"11\", \"total_measure\": 63.0, \"share_within_group\": 8.583106267029972}, {\"Inflation rate\": \"1.4\", \"Curricular units 2nd sem (evaluations)\": \"0\", \"total_measure\": 136.0, \"share_within_group\": 8.468244084682441}, {\"Inflation rate\": \"2.8\", \"Curricular units 2nd sem (evaluations)\": \"11\", \"total_measure\": 48.0, \"share_within_group\": 8.23327615780446}, {\"Inflation rate\": \"-0.8\", \"Curricular units 2nd sem (evaluations)\": \"10\", \"total_measure\": 83.0, \"share_within_group\": 8.177339901477833}, {\"Inflation rate\": \"-0.8\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"total_measure\": 81.0, \"share_within_group\": 7.980295566502463}, {\"Inflation rate\": \"-0.8\", \"Curricular units 2nd sem (evaluations)\": \"5\", \"total_measure\": 79.0, \"share_within_group\": 7.783251231527093}, {\"Inflation rate\": \"0.3\", \"Curricular units 2nd sem (evaluations)\": \"0\", \"total_measure\": 39.0, \"share_within_group\": 7.662082514734774}, {\"Inflation rate\": \"3.7\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"total_measure\": 56.0, \"share_within_group\": 7.639836289222374}, {\"Inflation rate\": \"0.5\", \"Curricular units 2nd sem (evaluations)\": \"11\", \"total_measure\": 60.0, \"share_within_group\": 7.5566750629722925}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.19}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..66ac52bc2cac2612543638b3258e94fd4b239724 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:19:49.788834+00:00", + "ended_at": "2026-05-26T00:20:25.106353+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_630744e6ade3ebc7", + "problem_id": "v2p_m5_c7daaa0f9d9cebcf", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Inflation rate, measure_col=Application order.", + "bindings": { + "group_col": "Inflation rate", + "measure_col": "Application order", + "item_col": "Curricular units 2nd sem (evaluations)", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=30" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_630744e6ade3ebc7.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_630744e6ade3ebc7", + "api_calls": 0, + "input_tokens": 29115, + "cached_input_tokens": 28032, + "output_tokens": 1671, + "total_tokens": 30786, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5820, + "estimated_output_tokens": 190, + "estimated_total_tokens": 6010, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35305.71, + "sql_execution_elapsed_ms_total": 4.19, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..da794f9d9e32537a4c118e5191ee4110f17e28ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:20:25.099869+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 35305.71, "started_at": "2026-05-26T00:19:49.789540+00:00", "ended_at": "2026-05-26T00:20:25.095737+00:00", "prompt_metrics": {"chars": 21413, "bytes_utf8": 21413, "lines": 542, "estimated_tokens": 5820}, "response_metrics": {"chars": 701, "bytes_utf8": 701, "lines": 1, "estimated_tokens": 190}, "usage": {"input_tokens": 29115, "cached_input_tokens": 28032, "output_tokens": 1671, "reasoning_output_tokens": 1475}, "stderr_preview": "2026-05-26T00:20:24.328878Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a6-ebc4-77d3-8602-edc0a176b38e.1779754789829563000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Inflation rate\\\", \\\"Curricular units 2nd sem (evaluations)\\\",\\n SUM(CAST(\\\"Application order\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Application order\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Application order\\\" AS REAL))) OVER (PARTITION BY \\\"Inflation rate\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Inflation rate\\\", \\\"Curricular units 2nd sem (evaluations)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the within-group share template with \\\"Inflation rate\\\" as the group, \\\"Curricular units 2nd sem (evaluations)\\\" as the item, and casts text-stored \\\"Application order\\\" to REAL before summing.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3a490425da242127a7aa4c18fdd644f7a3197b54 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_630744e6ade3ebc7", + "api_calls": 0, + "input_tokens": 29115, + "cached_input_tokens": 28032, + "output_tokens": 1671, + "total_tokens": 30786, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5820, + "estimated_output_tokens": 190, + "estimated_total_tokens": 6010, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35305.71, + "sql_execution_elapsed_ms_total": 4.19, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_630744e6ade3ebc7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9b543c7542a7c136db235584d83e3ffab2008b16 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21448, "bytes_utf8": 21448, "lines": 542, "estimated_tokens": 5835}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 814, "bytes_utf8": 814, "lines": 1, "estimated_tokens": 239}, "usage": {"input_tokens": 29130, "cached_input_tokens": 28032, "output_tokens": 761, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ec5bdd53a0191dc2b5a315ece7ca6c60c05f741b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_632f3c9624922987", + "api_calls": 0, + "input_tokens": 29130, + "cached_input_tokens": 28032, + "output_tokens": 761, + "total_tokens": 29891, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5835, + "estimated_output_tokens": 239, + "estimated_total_tokens": 6074, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17373.33, + "sql_execution_elapsed_ms_total": 2.11, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d77c6cec15569111fda9b9ec095f2d7a404e81fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:20:25.107801+00:00", + "ended_at": "2026-05-26T00:20:42.481407+00:00", + "elapsed_ms": 17373.33, + "prompt_metrics": { + "chars": 21448, + "bytes_utf8": 21448, + "lines": 542, + "estimated_tokens": 5835 + }, + "stdout_metrics": { + "chars": 1201, + "bytes_utf8": 1201, + "lines": 4, + "estimated_tokens": 374 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 814, + "bytes_utf8": 814, + "lines": 1, + "estimated_tokens": 239 + }, + "usage": { + "input_tokens": 29130, + "cached_input_tokens": 28032, + "output_tokens": 761, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..582925884ead72e3687e57dcbd3dfe3289535589 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (enrolled), measure_col=Unemployment rate.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Curricular units 2nd sem (enrolled)", + "measure_col": "Unemployment rate", + "item_col": "Curricular units 1st sem (enrolled)", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..34bb73d032924264b83bf2e088210f6f037ad599 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a7-75be-7601-b7a4-303f6e52cf25"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Curricular units 2nd sem (enrolled)\\\",\\n \\\"Curricular units 1st sem (enrolled)\\\",\\n SUM(CAST(\\\"Unemployment rate\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Unemployment rate\\\" AS REAL)) * 100.0 /\\n SUM(SUM(CAST(\\\"Unemployment rate\\\" AS REAL))) OVER (\\n PARTITION BY \\\"Curricular units 2nd sem (enrolled)\\\"\\n ) AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY\\n \\\"Curricular units 2nd sem (enrolled)\\\",\\n \\\"Curricular units 1st sem (enrolled)\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the requested template with group_col=\\\"Curricular units 2nd sem (enrolled)\\\", item_col=\\\"Curricular units 1st sem (enrolled)\\\", and measure_col=\\\"Unemployment rate\\\". CAST to REAL is included because the schema stores these fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29130,"cached_input_tokens":28032,"output_tokens":761,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fd95e24d852d9aeab6af2bece64c816a81353d13 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Curricular units 2nd sem (enrolled)\",\n \"Curricular units 1st sem (enrolled)\",\n SUM(CAST(\"Unemployment rate\" AS REAL)) AS total_measure,\n SUM(CAST(\"Unemployment rate\" AS REAL)) * 100.0 /\n SUM(SUM(CAST(\"Unemployment rate\" AS REAL))) OVER (\n PARTITION BY \"Curricular units 2nd sem (enrolled)\"\n ) AS share_within_group\nFROM \"m5\"\nGROUP BY\n \"Curricular units 2nd sem (enrolled)\",\n \"Curricular units 1st sem (enrolled)\"\nORDER BY share_within_group DESC;","notes":"Used the requested template with group_col=\"Curricular units 2nd sem (enrolled)\", item_col=\"Curricular units 1st sem (enrolled)\", and measure_col=\"Unemployment rate\". CAST to REAL is included because the schema stores these fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..7234b7eb27da713b538ab6e07ea3fee865c5c2b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (enrolled), measure_col=Unemployment rate. +Result preview: [{"Curricular units 2nd sem (enrolled)": "0", "Curricular units 1st sem (enrolled)": "0", "total_measure": 2104.4, "share_within_group": 100.0}, {"Curricular units 2nd sem (enrolled)": "16", "Curricular units 1st sem (enrolled)": "21", "total_measure": 11.1, "share_within_group": 100.0}, {"Curricular units 2nd sem (enrolled)": "19", "Curricular units 1st sem (enrolled)": "21", "total_measure": 37.2, "share_within_group": 100.0}, {"Curricular units 2nd sem (enrolled)": "21", "Curricular units 1st sem (enrolled)": "21", "total_measure": 7.6, "share_within_group": 100.0}, {"Curricular units 2nd sem (enrolled)": "23", "Curricular units 1st sem (enrolled)": "23", "total_measure": 15.2, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1713e718643e4c5371e56308fd914a32fe2dee0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/generated_sql.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_632f3c9624922987 +-- problem_id: v2p_m5_91a29a4b6fa0c41d +-- realization_mode: agent +-- source_kind: agent +SELECT + "Curricular units 2nd sem (enrolled)", + "Curricular units 1st sem (enrolled)", + SUM(CAST("Unemployment rate" AS REAL)) AS total_measure, + SUM(CAST("Unemployment rate" AS REAL)) * 100.0 / + SUM(SUM(CAST("Unemployment rate" AS REAL))) OVER ( + PARTITION BY "Curricular units 2nd sem (enrolled)" + ) AS share_within_group +FROM "m5" +GROUP BY + "Curricular units 2nd sem (enrolled)", + "Curricular units 1st sem (enrolled)" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f13557efcd30ed10a74fd83c9f22ab582f97c739 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Curricular units 2nd sem (enrolled)\",\n \"Curricular units 1st sem (enrolled)\",\n SUM(CAST(\"Unemployment rate\" AS REAL)) AS total_measure,\n SUM(CAST(\"Unemployment rate\" AS REAL)) * 100.0 /\n SUM(SUM(CAST(\"Unemployment rate\" AS REAL))) OVER (\n PARTITION BY \"Curricular units 2nd sem (enrolled)\"\n ) AS share_within_group\nFROM \"m5\"\nGROUP BY\n \"Curricular units 2nd sem (enrolled)\",\n \"Curricular units 1st sem (enrolled)\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Curricular units 2nd sem (enrolled)\\\",\\n \\\"Curricular units 1st sem (enrolled)\\\",\\n SUM(CAST(\\\"Unemployment rate\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Unemployment rate\\\" AS REAL)) * 100.0 /\\n SUM(SUM(CAST(\\\"Unemployment rate\\\" AS REAL))) OVER (\\n PARTITION BY \\\"Curricular units 2nd sem (enrolled)\\\"\\n ) AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY\\n \\\"Curricular units 2nd sem (enrolled)\\\",\\n \\\"Curricular units 1st sem (enrolled)\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"Curricular units 2nd sem (enrolled)\", \"Curricular units 1st sem (enrolled)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Curricular units 2nd sem (enrolled)\": \"0\", \"Curricular units 1st sem (enrolled)\": \"0\", \"total_measure\": 2104.4, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (enrolled)\": \"16\", \"Curricular units 1st sem (enrolled)\": \"21\", \"total_measure\": 11.1, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (enrolled)\": \"19\", \"Curricular units 1st sem (enrolled)\": \"21\", \"total_measure\": 37.2, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (enrolled)\": \"21\", \"Curricular units 1st sem (enrolled)\": \"21\", \"total_measure\": 7.6, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (enrolled)\": \"23\", \"Curricular units 1st sem (enrolled)\": \"23\", \"total_measure\": 15.2, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (enrolled)\": \"3\", \"Curricular units 1st sem (enrolled)\": \"3\", \"total_measure\": 34.9, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (enrolled)\": \"18\", \"Curricular units 1st sem (enrolled)\": \"18\", \"total_measure\": 23.799999999999997, \"share_within_group\": 99.99999999999999}, {\"Curricular units 2nd sem (enrolled)\": \"6\", \"Curricular units 1st sem (enrolled)\": \"6\", \"total_measure\": 22038.3, \"share_within_group\": 97.3362954587614}, {\"Curricular units 2nd sem (enrolled)\": \"5\", \"Curricular units 1st sem (enrolled)\": \"5\", \"total_measure\": 10584.9, \"share_within_group\": 93.68080078591721}, {\"Curricular units 2nd sem (enrolled)\": \"7\", \"Curricular units 1st sem (enrolled)\": \"7\", \"total_measure\": 2676.3, \"share_within_group\": 80.54109362304011}, {\"Curricular units 2nd sem (enrolled)\": \"17\", \"Curricular units 1st sem (enrolled)\": \"17\", \"total_measure\": 118.7, \"share_within_group\": 78.92287234042553}, {\"Curricular units 2nd sem (enrolled)\": \"2\", \"Curricular units 1st sem (enrolled)\": \"3\", \"total_measure\": 31.1, \"share_within_group\": 64.65696465696466}, {\"Curricular units 2nd sem (enrolled)\": \"8\", \"Curricular units 1st sem (enrolled)\": \"7\", \"total_measure\": 4942.9, \"share_within_group\": 60.01286970035452}, {\"Curricular units 2nd sem (enrolled)\": \"14\", \"Curricular units 1st sem (enrolled)\": \"15\", \"total_measure\": 109.6, \"share_within_group\": 59.923455440131214}, {\"Curricular units 2nd sem (enrolled)\": \"15\", \"Curricular units 1st sem (enrolled)\": \"17\", \"total_measure\": 12.7, \"share_within_group\": 54.04255319148936}, {\"Curricular units 2nd sem (enrolled)\": \"12\", \"Curricular units 1st sem (enrolled)\": \"12\", \"total_measure\": 294.2, \"share_within_group\": 50.62811908449492}, {\"Curricular units 2nd sem (enrolled)\": \"15\", \"Curricular units 1st sem (enrolled)\": \"15\", \"total_measure\": 10.8, \"share_within_group\": 45.95744680851064}, {\"Curricular units 2nd sem (enrolled)\": \"10\", \"Curricular units 1st sem (enrolled)\": \"10\", \"total_measure\": 209.9, \"share_within_group\": 40.60746759527955}, {\"Curricular units 2nd sem (enrolled)\": \"13\", \"Curricular units 1st sem (enrolled)\": \"18\", \"total_measure\": 186.0, \"share_within_group\": 37.53784056508577}, {\"Curricular units 2nd sem (enrolled)\": \"11\", \"Curricular units 1st sem (enrolled)\": \"12\", \"total_measure\": 238.70000000000002, \"share_within_group\": 37.20966484801247}, {\"Curricular units 2nd sem (enrolled)\": \"8\", \"Curricular units 1st sem (enrolled)\": \"8\", \"total_measure\": 3059.8, \"share_within_group\": 37.14972560827546}, {\"Curricular units 2nd sem (enrolled)\": \"1\", \"Curricular units 1st sem (enrolled)\": \"5\", \"total_measure\": 12.7, \"share_within_group\": 36.705202312138724}, {\"Curricular units 2nd sem (enrolled)\": \"14\", \"Curricular units 1st sem (enrolled)\": \"14\", \"total_measure\": 64.4, \"share_within_group\": 35.21049753963915}, {\"Curricular units 2nd sem (enrolled)\": \"4\", \"Curricular units 1st sem (enrolled)\": \"4\", \"total_measure\": 65.3, \"share_within_group\": 34.45910290237467}, {\"Curricular units 2nd sem (enrolled)\": \"9\", \"Curricular units 1st sem (enrolled)\": \"7\", \"total_measure\": 196.4, \"share_within_group\": 34.40784863349685}, {\"Curricular units 2nd sem (enrolled)\": \"1\", \"Curricular units 1st sem (enrolled)\": \"4\", \"total_measure\": 11.1, \"share_within_group\": 32.080924855491325}, {\"Curricular units 2nd sem (enrolled)\": \"1\", \"Curricular units 1st sem (enrolled)\": \"2\", \"total_measure\": 10.8, \"share_within_group\": 31.21387283236994}, {\"Curricular units 2nd sem (enrolled)\": \"4\", \"Curricular units 1st sem (enrolled)\": \"5\", \"total_measure\": 50.9, \"share_within_group\": 26.860158311345646}, {\"Curricular units 2nd sem (enrolled)\": \"9\", \"Curricular units 1st sem (enrolled)\": \"11\", \"total_measure\": 149.3, \"share_within_group\": 26.156271899089003}, {\"Curricular units 2nd sem (enrolled)\": \"13\", \"Curricular units 1st sem (enrolled)\": \"16\", \"total_measure\": 107.0, \"share_within_group\": 21.594349142280524}, {\"Curricular units 2nd sem (enrolled)\": \"2\", \"Curricular units 1st sem (enrolled)\": \"6\", \"total_measure\": 9.4, \"share_within_group\": 19.54261954261954}, {\"Curricular units 2nd sem (enrolled)\": \"4\", \"Curricular units 1st sem (enrolled)\": \"2\", \"total_measure\": 35.5, \"share_within_group\": 18.733509234828496}, {\"Curricular units 2nd sem (enrolled)\": \"11\", \"Curricular units 1st sem (enrolled)\": \"11\", \"total_measure\": 117.3, \"share_within_group\": 18.28526890101325}, {\"Curricular units 2nd sem (enrolled)\": \"11\", \"Curricular units 1st sem (enrolled)\": \"13\", \"total_measure\": 116.8, \"share_within_group\": 18.207326578332033}, {\"Curricular units 2nd sem (enrolled)\": \"9\", \"Curricular units 1st sem (enrolled)\": \"10\", \"total_measure\": 100.6, \"share_within_group\": 17.62438682550806}, {\"Curricular units 2nd sem (enrolled)\": \"13\", \"Curricular units 1st sem (enrolled)\": \"15\", \"total_measure\": 78.7, \"share_within_group\": 15.882946518668012}, {\"Curricular units 2nd sem (enrolled)\": \"2\", \"Curricular units 1st sem (enrolled)\": \"2\", \"total_measure\": 7.6, \"share_within_group\": 15.8004158004158}, {\"Curricular units 2nd sem (enrolled)\": \"12\", \"Curricular units 1st sem (enrolled)\": \"13\", \"total_measure\": 83.7, \"share_within_group\": 14.403717088280846}, {\"Curricular units 2nd sem (enrolled)\": \"10\", \"Curricular units 1st sem (enrolled)\": \"11\", \"total_measure\": 68.8, \"share_within_group\": 13.31011801122074}, {\"Curricular units 2nd sem (enrolled)\": \"10\", \"Curricular units 1st sem (enrolled)\": \"12\", \"total_measure\": 65.9, \"share_within_group\": 12.749081060166379}, {\"Curricular units 2nd sem (enrolled)\": \"12\", \"Curricular units 1st sem (enrolled)\": \"18\", \"total_measure\": 62.7, \"share_within_group\": 10.789881259679918}, {\"Curricular units 2nd sem (enrolled)\": \"17\", \"Curricular units 1st sem (enrolled)\": \"18\", \"total_measure\": 16.2, \"share_within_group\": 10.77127659574468}, {\"Curricular units 2nd sem (enrolled)\": \"12\", \"Curricular units 1st sem (enrolled)\": \"17\", \"total_measure\": 62.0, \"share_within_group\": 10.669420065393219}, {\"Curricular units 2nd sem (enrolled)\": \"17\", \"Curricular units 1st sem (enrolled)\": \"26\", \"total_measure\": 15.5, \"share_within_group\": 10.305851063829786}, {\"Curricular units 2nd sem (enrolled)\": \"10\", \"Curricular units 1st sem (enrolled)\": \"9\", \"total_measure\": 48.8, \"share_within_group\": 9.440897659121687}, {\"Curricular units 2nd sem (enrolled)\": \"4\", \"Curricular units 1st sem (enrolled)\": \"3\", \"total_measure\": 16.2, \"share_within_group\": 8.548812664907652}, {\"Curricular units 2nd sem (enrolled)\": \"13\", \"Curricular units 1st sem (enrolled)\": \"14\", \"total_measure\": 42.1, \"share_within_group\": 8.496468213925327}, {\"Curricular units 2nd sem (enrolled)\": \"9\", \"Curricular units 1st sem (enrolled)\": \"9\", \"total_measure\": 48.3, \"share_within_group\": 8.461807988787667}, {\"Curricular units 2nd sem (enrolled)\": \"12\", \"Curricular units 1st sem (enrolled)\": \"14\", \"total_measure\": 48.4, \"share_within_group\": 8.329031147823093}, {\"Curricular units 2nd sem (enrolled)\": \"11\", \"Curricular units 1st sem (enrolled)\": \"10\", \"total_measure\": 50.0, \"share_within_group\": 7.79423226812159}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.11}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3b44f956a311a36b37136fe820fc76716ea6fb79 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:20:25.106738+00:00", + "ended_at": "2026-05-26T00:20:42.489033+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_632f3c9624922987", + "problem_id": "v2p_m5_91a29a4b6fa0c41d", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (enrolled), measure_col=Unemployment rate.", + "bindings": { + "group_col": "Curricular units 2nd sem (enrolled)", + "measure_col": "Unemployment rate", + "item_col": "Curricular units 1st sem (enrolled)", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=25" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_632f3c9624922987.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_632f3c9624922987", + "api_calls": 0, + "input_tokens": 29130, + "cached_input_tokens": 28032, + "output_tokens": 761, + "total_tokens": 29891, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5835, + "estimated_output_tokens": 239, + "estimated_total_tokens": 6074, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17373.33, + "sql_execution_elapsed_ms_total": 2.11, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e44e34cfcd7991d0c06b6a6eb4424ef5a247accd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:20:42.485678+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17373.33, "started_at": "2026-05-26T00:20:25.107801+00:00", "ended_at": "2026-05-26T00:20:42.481407+00:00", "prompt_metrics": {"chars": 21448, "bytes_utf8": 21448, "lines": 542, "estimated_tokens": 5835}, "response_metrics": {"chars": 814, "bytes_utf8": 814, "lines": 1, "estimated_tokens": 239}, "usage": {"input_tokens": 29130, "cached_input_tokens": 28032, "output_tokens": 761, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Curricular units 2nd sem (enrolled)\\\",\\n \\\"Curricular units 1st sem (enrolled)\\\",\\n SUM(CAST(\\\"Unemployment rate\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Unemployment rate\\\" AS REAL)) * 100.0 /\\n SUM(SUM(CAST(\\\"Unemployment rate\\\" AS REAL))) OVER (\\n PARTITION BY \\\"Curricular units 2nd sem (enrolled)\\\"\\n ) AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY\\n \\\"Curricular units 2nd sem (enrolled)\\\",\\n \\\"Curricular units 1st sem (enrolled)\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the requested template with group_col=\\\"Curricular units 2nd sem (enrolled)\\\", item_col=\\\"Curricular units 1st sem (enrolled)\\\", and measure_col=\\\"Unemployment rate\\\". CAST to REAL is included because the schema stores these fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a5f0619fb6c9a7f52f326e22ff9773f6cc86b416 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_632f3c9624922987/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_632f3c9624922987", + "api_calls": 0, + "input_tokens": 29130, + "cached_input_tokens": 28032, + "output_tokens": 761, + "total_tokens": 29891, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5835, + "estimated_output_tokens": 239, + "estimated_total_tokens": 6074, + "usage_source": 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+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21455, "bytes_utf8": 21455, "lines": 542, "estimated_tokens": 5836}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 824, "bytes_utf8": 824, "lines": 1, "estimated_tokens": 233}, "usage": {"input_tokens": 29131, "cached_input_tokens": 22912, "output_tokens": 1273, "reasoning_output_tokens": 1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ba9271022e097060e03494a1dbaaa4342213f8ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:20:42.490918+00:00", + "ended_at": "2026-05-26T00:21:10.080743+00:00", + "elapsed_ms": 27589.43, + "prompt_metrics": { + "chars": 21455, + "bytes_utf8": 21455, + "lines": 542, + "estimated_tokens": 5836 + }, + "stdout_metrics": { + "chars": 1208, + "bytes_utf8": 1208, + "lines": 4, + "estimated_tokens": 365 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 824, + "bytes_utf8": 824, + "lines": 1, + "estimated_tokens": 233 + }, + "usage": { + "input_tokens": 29131, + "cached_input_tokens": 22912, + "output_tokens": 1273, + "reasoning_output_tokens": 1034 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..89991daabb495aac32919b98df73c5780ebbd4e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Curricular units 2nd sem (enrolled), measure_col=Unemployment rate.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Curricular units 2nd sem (enrolled)", + "measure_col": "Unemployment rate", + "item_col": "Curricular units 1st sem (enrolled)", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 12.7, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1a1fae3ccd890c170af3c57d8ac4232f28ff84c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a7-b9a0-7382-8d56-9d638c0570d6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Curricular units 2nd sem (enrolled)\\\",\\n \\\"Curricular units 1st sem (enrolled)\\\",\\n SUM(CAST(\\\"Unemployment rate\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Unemployment rate\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Unemployment rate\\\" AS REAL))) OVER (PARTITION BY \\\"Curricular units 2nd sem (enrolled)\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Curricular units 2nd sem (enrolled)\\\", \\\"Curricular units 1st sem (enrolled)\\\"\\nORDER BY share_within_group DESC\\nLIMIT 15;\",\"notes\":\"Instantiated the Within-Group Share of Total template using \\\"Curricular units 2nd sem (enrolled)\\\" as the group, \\\"Curricular units 1st sem (enrolled)\\\" as the item, and cast \\\"Unemployment rate\\\" from TEXT to REAL for SQLite-compatible numeric aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29131,"cached_input_tokens":22912,"output_tokens":1273,"reasoning_output_tokens":1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9abffed3d64f151bad58526ccdcba065cdf207e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Curricular units 2nd sem (enrolled)\",\n \"Curricular units 1st sem (enrolled)\",\n SUM(CAST(\"Unemployment rate\" AS REAL)) AS total_measure,\n SUM(CAST(\"Unemployment rate\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Unemployment rate\" AS REAL))) OVER (PARTITION BY \"Curricular units 2nd sem (enrolled)\") AS share_within_group\nFROM \"m5\"\nGROUP BY \"Curricular units 2nd sem (enrolled)\", \"Curricular units 1st sem (enrolled)\"\nORDER BY share_within_group DESC\nLIMIT 15;","notes":"Instantiated the Within-Group Share of Total template using \"Curricular units 2nd sem (enrolled)\" as the group, \"Curricular units 1st sem (enrolled)\" as the item, and cast \"Unemployment rate\" from TEXT to REAL for SQLite-compatible numeric aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e10b624f95666904b59cb6f0497f7eb44f9d81b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Curricular units 2nd sem (enrolled), measure_col=Unemployment rate. +Result preview: [{"Curricular units 2nd sem (enrolled)": "0", "Curricular units 1st sem (enrolled)": "0", "total_measure": 2104.4, "share_within_group": 100.0}, {"Curricular units 2nd sem (enrolled)": "16", "Curricular units 1st sem (enrolled)": "21", "total_measure": 11.1, "share_within_group": 100.0}, {"Curricular units 2nd sem (enrolled)": "19", "Curricular units 1st sem (enrolled)": "21", "total_measure": 37.2, "share_within_group": 100.0}, {"Curricular units 2nd sem (enrolled)": "21", "Curricular units 1st sem (enrolled)": "21", "total_measure": 7.6, "share_within_group": 100.0}, {"Curricular units 2nd sem (enrolled)": "23", "Curricular units 1st sem (enrolled)": "23", "total_measure": 15.2, "share_within_group": 100.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..af174861edee30df849eec40945001553a579d84 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_64c589add4934505 +-- problem_id: v2p_m5_2628dd84338546ce +-- realization_mode: agent +-- source_kind: agent +SELECT "Curricular units 2nd sem (enrolled)", + "Curricular units 1st sem (enrolled)", + SUM(CAST("Unemployment rate" AS REAL)) AS total_measure, + SUM(CAST("Unemployment rate" AS REAL)) * 100.0 / SUM(SUM(CAST("Unemployment rate" AS REAL))) OVER (PARTITION BY "Curricular units 2nd sem (enrolled)") AS share_within_group +FROM "m5" +GROUP BY "Curricular units 2nd sem (enrolled)", "Curricular units 1st sem (enrolled)" +ORDER BY share_within_group DESC +LIMIT 15; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..733b078c31e26e8f30b4a3a39ea8505bd3e79561 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Curricular units 2nd sem (enrolled)\",\n \"Curricular units 1st sem (enrolled)\",\n SUM(CAST(\"Unemployment rate\" AS REAL)) AS total_measure,\n SUM(CAST(\"Unemployment rate\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Unemployment rate\" AS REAL))) OVER (PARTITION BY \"Curricular units 2nd sem (enrolled)\") AS share_within_group\nFROM \"m5\"\nGROUP BY \"Curricular units 2nd sem (enrolled)\", \"Curricular units 1st sem (enrolled)\"\nORDER BY share_within_group DESC\nLIMIT 15;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Curricular units 2nd sem (enrolled)\\\",\\n \\\"Curricular units 1st sem (enrolled)\\\",\\n SUM(CAST(\\\"Unemployment rate\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Unemployment rate\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Unemployment rate\\\" AS REAL))) OVER (PARTITION BY \\\"Curricular units 2nd sem (enrolled)\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Curricular units 2nd sem (enrolled)\\\", \\\"Curricular units 1st sem (enrolled)\\\"\\nORDER BY share_within_group DESC\\nLIMIT 15;\", \"columns\": [\"Curricular units 2nd sem (enrolled)\", \"Curricular units 1st sem (enrolled)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Curricular units 2nd sem (enrolled)\": \"0\", \"Curricular units 1st sem (enrolled)\": \"0\", \"total_measure\": 2104.4, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (enrolled)\": \"16\", \"Curricular units 1st sem (enrolled)\": \"21\", \"total_measure\": 11.1, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (enrolled)\": \"19\", \"Curricular units 1st sem (enrolled)\": \"21\", \"total_measure\": 37.2, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (enrolled)\": \"21\", \"Curricular units 1st sem (enrolled)\": \"21\", \"total_measure\": 7.6, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (enrolled)\": \"23\", \"Curricular units 1st sem (enrolled)\": \"23\", \"total_measure\": 15.2, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (enrolled)\": \"3\", \"Curricular units 1st sem (enrolled)\": \"3\", \"total_measure\": 34.9, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (enrolled)\": \"18\", \"Curricular units 1st sem (enrolled)\": \"18\", \"total_measure\": 23.799999999999997, \"share_within_group\": 99.99999999999999}, {\"Curricular units 2nd sem (enrolled)\": \"6\", \"Curricular units 1st sem (enrolled)\": \"6\", \"total_measure\": 22038.3, \"share_within_group\": 97.3362954587614}, {\"Curricular units 2nd sem (enrolled)\": \"5\", \"Curricular units 1st sem (enrolled)\": \"5\", \"total_measure\": 10584.9, \"share_within_group\": 93.68080078591721}, {\"Curricular units 2nd sem (enrolled)\": \"7\", \"Curricular units 1st sem (enrolled)\": \"7\", \"total_measure\": 2676.3, \"share_within_group\": 80.54109362304011}, {\"Curricular units 2nd sem (enrolled)\": \"17\", \"Curricular units 1st sem (enrolled)\": \"17\", \"total_measure\": 118.7, \"share_within_group\": 78.92287234042553}, {\"Curricular units 2nd sem (enrolled)\": \"2\", \"Curricular units 1st sem (enrolled)\": \"3\", \"total_measure\": 31.1, \"share_within_group\": 64.65696465696466}, {\"Curricular units 2nd sem (enrolled)\": \"8\", \"Curricular units 1st sem (enrolled)\": \"7\", \"total_measure\": 4942.9, \"share_within_group\": 60.01286970035452}, {\"Curricular units 2nd sem (enrolled)\": \"14\", \"Curricular units 1st sem (enrolled)\": \"15\", \"total_measure\": 109.6, \"share_within_group\": 59.923455440131214}, {\"Curricular units 2nd sem (enrolled)\": \"15\", \"Curricular units 1st sem (enrolled)\": \"17\", \"total_measure\": 12.7, \"share_within_group\": 54.04255319148936}], \"row_count_returned\": 15, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.44}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6b879155130c1c9ddc586b01fda4aa271e32c317 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:20:42.489393+00:00", + "ended_at": "2026-05-26T00:21:10.090586+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_64c589add4934505", + "problem_id": "v2p_m5_2628dd84338546ce", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Curricular units 2nd sem (enrolled), measure_col=Unemployment rate.", + "bindings": { + "group_col": "Curricular units 2nd sem (enrolled)", + "measure_col": "Unemployment rate", + "item_col": "Curricular units 1st sem (enrolled)", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 12.7, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=25" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_64c589add4934505.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_64c589add4934505", + "api_calls": 0, + "input_tokens": 29131, + "cached_input_tokens": 22912, + "output_tokens": 1273, + "total_tokens": 30404, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5836, + "estimated_output_tokens": 233, + "estimated_total_tokens": 6069, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 27589.43, + "sql_execution_elapsed_ms_total": 3.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/trace.jsonl new file mode 100644 index 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"stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Curricular units 2nd sem (enrolled)\\\",\\n \\\"Curricular units 1st sem (enrolled)\\\",\\n SUM(CAST(\\\"Unemployment rate\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Unemployment rate\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Unemployment rate\\\" AS REAL))) OVER (PARTITION BY \\\"Curricular units 2nd sem (enrolled)\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Curricular units 2nd sem (enrolled)\\\", \\\"Curricular units 1st sem (enrolled)\\\"\\nORDER BY share_within_group DESC\\nLIMIT 15;\",\"notes\":\"Instantiated the Within-Group Share of Total template using \\\"Curricular units 2nd sem (enrolled)\\\" as the group, \\\"Curricular units 1st sem (enrolled)\\\" as the item, and cast \\\"Unemployment rate\\\" from TEXT to REAL for SQLite-compatible numeric aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b7b84cd29836366863e9916cf7c4e4c335f1600f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_64c589add4934505/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_64c589add4934505", + "api_calls": 0, + "input_tokens": 29131, + "cached_input_tokens": 22912, + "output_tokens": 1273, + "total_tokens": 30404, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5836, + "estimated_output_tokens": 233, + "estimated_total_tokens": 6069, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 27589.43, + "sql_execution_elapsed_ms_total": 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"cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21787, "bytes_utf8": 21787, "lines": 543, "estimated_tokens": 5901}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 707, "bytes_utf8": 707, "lines": 1, "estimated_tokens": 174}, "usage": {"input_tokens": 29196, "cached_input_tokens": 28032, "output_tokens": 696, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7de0b9f462c3a4e09548839c136ede18044c4db5 --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e14f1ee7ae66a0af237c6ccd51685a4ccbff2600 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:21:10.092785+00:00", + "ended_at": "2026-05-26T00:21:28.414839+00:00", + "elapsed_ms": 18321.76, + "prompt_metrics": { + "chars": 21787, + "bytes_utf8": 21787, + "lines": 543, + "estimated_tokens": 5901 + }, + "stdout_metrics": { + "chars": 1068, + "bytes_utf8": 1068, + "lines": 4, + "estimated_tokens": 293 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 105 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 707, + "bytes_utf8": 707, + "lines": 1, + "estimated_tokens": 174 + }, + "usage": { + "input_tokens": 29196, + "cached_input_tokens": 28032, + "output_tokens": 696, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1f6d1b83cce0eb3de1c61adb1a72840e55f166ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Father's occupation, condition_col=Target.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Father's occupation", + "condition_col": "Target", + "condition_value": "Graduate", + "positive_value": "Graduate", + "negative_value": "Dropout", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..93fa999115e589f69d125a8cae2cdb509a4bece5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a8-2575-7742-a1e8-5f3147e84bb0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Father's occupation\\\",\\n SUM(CASE WHEN \\\"Target\\\" = 'Graduate' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Target\\\" = 'Dropout' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Father's occupation\\\"\\n)\\nSELECT \\\"Father's occupation\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Computes the Graduate-to-Dropout ratio for each Father's occupation using the required grouped ratio template. NULLIF prevents division by zero when a group has no Dropout rows.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29196,"cached_input_tokens":28032,"output_tokens":696,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..577085ed4533682a2a05624b8962cfeb315831f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Father's occupation\",\n SUM(CASE WHEN \"Target\" = 'Graduate' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Target\" = 'Dropout' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m5\"\n GROUP BY \"Father's occupation\"\n)\nSELECT \"Father's occupation\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Computes the Graduate-to-Dropout ratio for each Father's occupation using the required grouped ratio template. NULLIF prevents division by zero when a group has no Dropout rows."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8f401e5c384c7badcf7d545b4357f27ba907c8b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:21:27.035307Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a8-2575-7742-a1e8-5f3147e84bb0.1779754870133834000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6bfbcc5c3bfefcaf5cb38078d0acda61a4de9d56 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Father's occupation, condition_col=Target. +Result preview: [{"Father's occupation": "193", "condition_ratio": 2.5}, {"Father's occupation": "7", "condition_ratio": 2.016304347826087}, {"Father's occupation": "103", "condition_ratio": 2.0}, {"Father's occupation": "3", "condition_ratio": 1.8157894736842106}, {"Father's occupation": "6", "condition_ratio": 1.8115942028985508}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..fbe97fa60aa8ead4152fdf3f8db3bbc195b44f0f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m5_65225b27bad9fb00 +-- problem_id: v2p_m5_11bbf7064e03cb9a +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Father's occupation", + SUM(CASE WHEN "Target" = 'Graduate' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Target" = 'Dropout' THEN 1 ELSE 0 END) AS denominator_count + FROM "m5" + GROUP BY "Father's occupation" +) +SELECT "Father's occupation", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bdcfa14fafd9378329f41c189087d18b6bd39fe2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Father's occupation\",\n SUM(CASE WHEN \"Target\" = 'Graduate' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Target\" = 'Dropout' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m5\"\n GROUP BY \"Father's occupation\"\n)\nSELECT \"Father's occupation\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Father's occupation\\\",\\n SUM(CASE WHEN \\\"Target\\\" = 'Graduate' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Target\\\" = 'Dropout' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Father's occupation\\\"\\n)\\nSELECT \\\"Father's occupation\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"Father's occupation\", \"condition_ratio\"], \"rows\": [{\"Father's occupation\": \"193\", \"condition_ratio\": 2.5}, {\"Father's occupation\": \"7\", \"condition_ratio\": 2.016304347826087}, {\"Father's occupation\": \"103\", \"condition_ratio\": 2.0}, {\"Father's occupation\": \"3\", \"condition_ratio\": 1.8157894736842106}, {\"Father's occupation\": \"6\", \"condition_ratio\": 1.8115942028985508}, {\"Father's occupation\": \"8\", \"condition_ratio\": 1.797872340425532}, {\"Father's occupation\": \"5\", \"condition_ratio\": 1.7635135135135136}, {\"Father's occupation\": \"9\", \"condition_ratio\": 1.6222910216718267}, {\"Father's occupation\": \"10\", \"condition_ratio\": 1.4941176470588236}, {\"Father's occupation\": \"1\", \"condition_ratio\": 1.3125}, {\"Father's occupation\": \"4\", \"condition_ratio\": 1.2446043165467626}, {\"Father's occupation\": \"2\", \"condition_ratio\": 1.1}, {\"Father's occupation\": \"194\", \"condition_ratio\": 1.0}, {\"Father's occupation\": \"0\", \"condition_ratio\": 0.524390243902439}, {\"Father's occupation\": \"90\", \"condition_ratio\": 0.41304347826086957}, {\"Father's occupation\": \"99\", \"condition_ratio\": 0.3076923076923077}, {\"Father's occupation\": \"112\", \"condition_ratio\": 0.0}, {\"Father's occupation\": \"152\", \"condition_ratio\": 0.0}, {\"Father's occupation\": \"101\", \"condition_ratio\": null}, {\"Father's occupation\": \"102\", \"condition_ratio\": null}, {\"Father's occupation\": \"114\", \"condition_ratio\": null}, {\"Father's occupation\": \"121\", \"condition_ratio\": null}, {\"Father's occupation\": \"122\", \"condition_ratio\": null}, {\"Father's occupation\": \"123\", \"condition_ratio\": null}, {\"Father's occupation\": \"124\", \"condition_ratio\": null}, {\"Father's occupation\": \"131\", \"condition_ratio\": null}, {\"Father's occupation\": \"132\", \"condition_ratio\": null}, {\"Father's occupation\": \"134\", \"condition_ratio\": null}, {\"Father's occupation\": \"135\", \"condition_ratio\": null}, {\"Father's occupation\": \"141\", \"condition_ratio\": null}, {\"Father's occupation\": \"143\", \"condition_ratio\": null}, {\"Father's occupation\": \"144\", \"condition_ratio\": null}, {\"Father's occupation\": \"151\", \"condition_ratio\": null}, {\"Father's occupation\": \"153\", \"condition_ratio\": null}, {\"Father's occupation\": \"154\", \"condition_ratio\": null}, {\"Father's occupation\": \"161\", \"condition_ratio\": null}, {\"Father's occupation\": \"163\", \"condition_ratio\": null}, {\"Father's occupation\": \"171\", \"condition_ratio\": null}, {\"Father's occupation\": \"172\", \"condition_ratio\": null}, {\"Father's occupation\": \"174\", \"condition_ratio\": null}, {\"Father's occupation\": \"175\", \"condition_ratio\": null}, {\"Father's occupation\": \"181\", \"condition_ratio\": null}, {\"Father's occupation\": \"182\", \"condition_ratio\": null}, {\"Father's occupation\": \"183\", \"condition_ratio\": null}, {\"Father's occupation\": \"192\", \"condition_ratio\": null}, {\"Father's occupation\": \"195\", \"condition_ratio\": null}], \"row_count_returned\": 46, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.48}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..37a0b0038dac8b11b8b1fada551cf22103fc59b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:21:10.091188+00:00", + "ended_at": "2026-05-26T00:21:28.423940+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_65225b27bad9fb00", + "problem_id": "v2p_m5_11bbf7064e03cb9a", + "dataset_id": "m5", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Father's occupation, condition_col=Target.", + "bindings": { + "group_col": "Father's occupation", + "condition_col": "Target", + "condition_value": "Graduate", + "positive_value": "Graduate", + "negative_value": "Dropout", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=43" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_65225b27bad9fb00.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_65225b27bad9fb00", + "api_calls": 0, + "input_tokens": 29196, + "cached_input_tokens": 28032, + "output_tokens": 696, + "total_tokens": 29892, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5901, + "estimated_output_tokens": 174, + "estimated_total_tokens": 6075, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18321.76, + "sql_execution_elapsed_ms_total": 1.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b6399783e20e1df63b0b7f7b8956f6ba95b2aff7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:21:28.421052+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18321.76, "started_at": "2026-05-26T00:21:10.092785+00:00", "ended_at": "2026-05-26T00:21:28.414839+00:00", "prompt_metrics": {"chars": 21787, "bytes_utf8": 21787, "lines": 543, "estimated_tokens": 5901}, "response_metrics": {"chars": 707, "bytes_utf8": 707, "lines": 1, "estimated_tokens": 174}, "usage": {"input_tokens": 29196, "cached_input_tokens": 28032, "output_tokens": 696, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:21:27.035307Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a8-2575-7742-a1e8-5f3147e84bb0.1779754870133834000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Father's occupation\\\",\\n SUM(CASE WHEN \\\"Target\\\" = 'Graduate' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Target\\\" = 'Dropout' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Father's occupation\\\"\\n)\\nSELECT \\\"Father's occupation\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Computes the Graduate-to-Dropout ratio for each Father's occupation using the required grouped ratio template. NULLIF prevents division by zero when a group has no Dropout rows.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ca08e496c2564222215471ebc646e0205bb132f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_65225b27bad9fb00", + "api_calls": 0, + "input_tokens": 29196, + "cached_input_tokens": 28032, + "output_tokens": 696, + "total_tokens": 29892, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5901, + "estimated_output_tokens": 174, + "estimated_total_tokens": 6075, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18321.76, + "sql_execution_elapsed_ms_total": 1.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8d52553a4ddc7ca031fd2850a4b8fbfa9cbf32e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21201, "bytes_utf8": 21201, "lines": 543, "estimated_tokens": 5750}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 481, "bytes_utf8": 481, "lines": 1, "estimated_tokens": 124}, "usage": {"input_tokens": 29045, "cached_input_tokens": 22912, "output_tokens": 460, "reasoning_output_tokens": 330}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..43cce71d636b18b0decfe90718f690ebe7971e4e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_664f8122492db28e", + "api_calls": 0, + "input_tokens": 29045, + "cached_input_tokens": 22912, + "output_tokens": 460, + "total_tokens": 29505, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5750, + "estimated_output_tokens": 124, + "estimated_total_tokens": 5874, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13345.3, + "sql_execution_elapsed_ms_total": 3.01, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..444c8c97efc3988a98e94a6bf0a21bca66adcf68 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:21:28.425208+00:00", + "ended_at": "2026-05-26T00:21:41.770717+00:00", + "elapsed_ms": 13345.3, + "prompt_metrics": { + "chars": 21201, + "bytes_utf8": 21201, + "lines": 543, + "estimated_tokens": 5750 + }, + "stdout_metrics": { + "chars": 832, + "bytes_utf8": 832, + "lines": 4, + "estimated_tokens": 236 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 481, + "bytes_utf8": 481, + "lines": 1, + "estimated_tokens": 124 + }, + "usage": { + "input_tokens": 29045, + "cached_input_tokens": 22912, + "output_tokens": 460, + "reasoning_output_tokens": 330 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f2d8dbd35a3c85f4f38e0755ffe4378e22a78f29 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Target, condition_col=Target.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Target", + "condition_col": "Target", + "condition_value": "Dropout", + "positive_value": "Graduate", + "negative_value": "Dropout", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c4d213f5e4f1153e34a38579e988c7546adda2d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a8-6d0f-7541-9cc9-c0293c2ca70e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Target\\\",\\n AVG(CASE WHEN \\\"Target\\\" = 'Dropout' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Target\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses the requested grouped condition-rate template with both group_col and condition_col bound to \\\"Target\\\". This measures the share of rows labeled 'Dropout' within each Target group, which will be 1.0 for 'Dropout' and 0.0 for other Target values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29045,"cached_input_tokens":22912,"output_tokens":460,"reasoning_output_tokens":330}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6c75daaf477966becf14b0d1602a2ef53783ecb3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Target\",\n AVG(CASE WHEN \"Target\" = 'Dropout' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"m5\"\nGROUP BY \"Target\"\nORDER BY condition_rate DESC;","notes":"Uses the requested grouped condition-rate template with both group_col and condition_col bound to \"Target\". This measures the share of rows labeled 'Dropout' within each Target group, which will be 1.0 for 'Dropout' and 0.0 for other Target values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9e329e991e9b87eaff0fe6417407149372f8e1ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Target, condition_col=Target. +Result preview: [{"Target": "Dropout", "condition_rate": 1.0}, {"Target": "Graduate", "condition_rate": 0.0}, {"Target": "Enrolled", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..49464666c3b8483801c50cbad07af79203a7eff4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_664f8122492db28e +-- problem_id: v2p_m5_f5a2d1ad8a682aa3 +-- realization_mode: agent +-- source_kind: agent +SELECT "Target", + AVG(CASE WHEN "Target" = 'Dropout' THEN 1 ELSE 0 END) AS condition_rate +FROM "m5" +GROUP BY "Target" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7924085cdb3120590c5cd19b7f4e49e5e285f7ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Target\",\n AVG(CASE WHEN \"Target\" = 'Dropout' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"m5\"\nGROUP BY \"Target\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Target\\\",\\n AVG(CASE WHEN \\\"Target\\\" = 'Dropout' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Target\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"Target\", \"condition_rate\"], \"rows\": [{\"Target\": \"Dropout\", \"condition_rate\": 1.0}, {\"Target\": \"Graduate\", \"condition_rate\": 0.0}, {\"Target\": \"Enrolled\", \"condition_rate\": 0.0}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.01}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b69c2e589c035962fa22ee35267d00f4e394b188 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:21:28.424372+00:00", + "ended_at": "2026-05-26T00:21:41.779296+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_664f8122492db28e", + "problem_id": "v2p_m5_f5a2d1ad8a682aa3", + "dataset_id": "m5", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Target, condition_col=Target.", + "bindings": { + "group_col": "Target", + "condition_col": "Target", + "condition_value": "Dropout", + "positive_value": "Graduate", + "negative_value": "Dropout", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=98" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_664f8122492db28e.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_664f8122492db28e", + "api_calls": 0, + "input_tokens": 29045, + "cached_input_tokens": 22912, + "output_tokens": 460, + "total_tokens": 29505, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5750, + "estimated_output_tokens": 124, + "estimated_total_tokens": 5874, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13345.3, + "sql_execution_elapsed_ms_total": 3.01, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a5320c3db7a64f5f32b7ee407bb283ecec38b89e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:21:41.774791+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13345.3, "started_at": "2026-05-26T00:21:28.425208+00:00", "ended_at": "2026-05-26T00:21:41.770717+00:00", "prompt_metrics": {"chars": 21201, "bytes_utf8": 21201, "lines": 543, "estimated_tokens": 5750}, "response_metrics": {"chars": 481, "bytes_utf8": 481, "lines": 1, "estimated_tokens": 124}, "usage": {"input_tokens": 29045, "cached_input_tokens": 22912, "output_tokens": 460, "reasoning_output_tokens": 330}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Target\\\",\\n AVG(CASE WHEN \\\"Target\\\" = 'Dropout' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Target\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses the requested grouped condition-rate template with both group_col and condition_col bound to \\\"Target\\\". This measures the share of rows labeled 'Dropout' within each Target group, which will be 1.0 for 'Dropout' and 0.0 for other Target values.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1bd88118363321474fd510821d365ca8dfd8be88 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_664f8122492db28e", + "api_calls": 0, + "input_tokens": 29045, + "cached_input_tokens": 22912, + "output_tokens": 460, + "total_tokens": 29505, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5750, + "estimated_output_tokens": 124, + "estimated_total_tokens": 5874, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13345.3, + "sql_execution_elapsed_ms_total": 3.01, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_664f8122492db28e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..df9f81b365649e14643f7e3fd9438e573347ff07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21069, "bytes_utf8": 21069, "lines": 540, "estimated_tokens": 5707}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 446, "bytes_utf8": 446, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 29002, "cached_input_tokens": 28544, "output_tokens": 627, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..72cec6465eb03a3208e25e3fca50be9dde149368 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_6779ce6c1ccfd498", + "api_calls": 0, + "input_tokens": 29002, + "cached_input_tokens": 28544, + "output_tokens": 627, + "total_tokens": 29629, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5707, + "estimated_output_tokens": 105, + "estimated_total_tokens": 5812, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17996.75, + "sql_execution_elapsed_ms_total": 5.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0072107da2dd1cd04693c55b54611a37fe8f7aec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:21:41.780489+00:00", + "ended_at": "2026-05-26T00:21:59.777513+00:00", + "elapsed_ms": 17996.75, + "prompt_metrics": { + "chars": 21069, + "bytes_utf8": 21069, + "lines": 540, + "estimated_tokens": 5707 + }, + "stdout_metrics": { + "chars": 809, + "bytes_utf8": 809, + "lines": 4, + "estimated_tokens": 220 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 446, + "bytes_utf8": 446, + "lines": 1, + "estimated_tokens": 105 + }, + "usage": { + "input_tokens": 29002, + "cached_input_tokens": 28544, + "output_tokens": 627, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..56d8f88c19b87ee959996207f5325743574d415d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Father's qualification, measure_col=Marital status.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Father's qualification", + "measure_col": "Marital status", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9c0ecdc9a0c4b9f76a4d5171068623d77472adde --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a8-a142-7080-81e5-521b10d87413"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Father's qualification\\\",\\n AVG(CAST(\\\"Marital status\\\" AS REAL)) OVER (PARTITION BY \\\"Father's qualification\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the requested window-partition-average template with \\\"Father's qualification\\\" as the group column and cast \\\"Marital status\\\" to REAL because the schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29002,"cached_input_tokens":28544,"output_tokens":627,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5c838d9f543f70e01363a0d9f3186aec691baa56 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Father's qualification\",\n AVG(CAST(\"Marital status\" AS REAL)) OVER (PARTITION BY \"Father's qualification\") AS \"avg_measure\"\nFROM \"m5\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the requested window-partition-average template with \"Father's qualification\" as the group column and cast \"Marital status\" to REAL because the schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a4ae2a6d406e8e9af6548dc4cf50635c90cdf5de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Father's qualification, measure_col=Marital status. +Result preview: [{"Father's qualification": "25", "avg_measure": 2.0}, {"Father's qualification": "31", "avg_measure": 2.0}, {"Father's qualification": "22", "avg_measure": 1.75}, {"Father's qualification": "35", "avg_measure": 1.5}, {"Father's qualification": "41", "avg_measure": 1.5}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..3e3f1cdde8ff9c0e54498905a4072940fb616f5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_6779ce6c1ccfd498 +-- problem_id: v2p_m5_913d40cccf34f581 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Father's qualification", + AVG(CAST("Marital status" AS REAL)) OVER (PARTITION BY "Father's qualification") AS "avg_measure" +FROM "m5" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d9c4d0547ab381b7008934e1e361ff935a07eeb0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Father's qualification\",\n AVG(CAST(\"Marital status\" AS REAL)) OVER (PARTITION BY \"Father's qualification\") AS \"avg_measure\"\nFROM \"m5\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Father's qualification\\\",\\n AVG(CAST(\\\"Marital status\\\" AS REAL)) OVER (PARTITION BY \\\"Father's qualification\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Father's qualification\", \"avg_measure\"], \"rows\": [{\"Father's qualification\": \"25\", \"avg_measure\": 2.0}, {\"Father's qualification\": \"31\", \"avg_measure\": 2.0}, {\"Father's qualification\": \"22\", \"avg_measure\": 1.75}, {\"Father's qualification\": \"35\", \"avg_measure\": 1.5}, {\"Father's qualification\": \"41\", \"avg_measure\": 1.5}, {\"Father's qualification\": \"34\", \"avg_measure\": 1.4464285714285714}, {\"Father's qualification\": \"37\", \"avg_measure\": 1.349875930521092}, {\"Father's qualification\": \"14\", \"avg_measure\": 1.25}, {\"Father's qualification\": \"39\", \"avg_measure\": 1.15}, {\"Father's qualification\": \"36\", \"avg_measure\": 1.125}, {\"Father's qualification\": \"19\", \"avg_measure\": 1.1198347107438016}, {\"Father's qualification\": \"2\", \"avg_measure\": 1.1176470588235294}, {\"Father's qualification\": \"38\", \"avg_measure\": 1.106837606837607}, {\"Father's qualification\": \"1\", \"avg_measure\": 1.0896017699115044}, {\"Father's qualification\": \"4\", \"avg_measure\": 1.0769230769230769}, {\"Father's qualification\": \"3\", \"avg_measure\": 1.070921985815603}, {\"Father's qualification\": \"5\", \"avg_measure\": 1.0555555555555556}, {\"Father's qualification\": \"12\", \"avg_measure\": 1.0263157894736843}, {\"Father's qualification\": \"10\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"11\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"13\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"18\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"20\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"26\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"27\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"29\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"30\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"33\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"40\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"42\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"43\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"44\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"6\", \"avg_measure\": 1.0}, {\"Father's qualification\": \"9\", \"avg_measure\": 1.0}], \"row_count_returned\": 34, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.24}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..65914fc3f5977b21e0a4a0b110e5ed691fc60cfb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:21:41.779711+00:00", + "ended_at": "2026-05-26T00:21:59.789094+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_6779ce6c1ccfd498", + "problem_id": "v2p_m5_913d40cccf34f581", + "dataset_id": "m5", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Father's qualification, measure_col=Marital status.", + "bindings": { + "group_col": "Father's qualification", + "measure_col": "Marital status", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=140" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_6779ce6c1ccfd498.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_6779ce6c1ccfd498", + "api_calls": 0, + "input_tokens": 29002, + "cached_input_tokens": 28544, + "output_tokens": 627, + "total_tokens": 29629, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5707, + "estimated_output_tokens": 105, + "estimated_total_tokens": 5812, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17996.75, + "sql_execution_elapsed_ms_total": 5.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fe00767406f14c360548740c8f37f74514655edb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:21:59.782466+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17996.75, "started_at": "2026-05-26T00:21:41.780489+00:00", "ended_at": "2026-05-26T00:21:59.777513+00:00", "prompt_metrics": {"chars": 21069, "bytes_utf8": 21069, "lines": 540, "estimated_tokens": 5707}, "response_metrics": {"chars": 446, "bytes_utf8": 446, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 29002, "cached_input_tokens": 28544, "output_tokens": 627, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Father's qualification\\\",\\n AVG(CAST(\\\"Marital status\\\" AS REAL)) OVER (PARTITION BY \\\"Father's qualification\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the requested window-partition-average template with \\\"Father's qualification\\\" as the group column and cast \\\"Marital status\\\" to REAL because the schema stores values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c50ff7ac9fddebefa5beaec5c4ac4bf179ac34bb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_6779ce6c1ccfd498", + "api_calls": 0, + "input_tokens": 29002, + "cached_input_tokens": 28544, + "output_tokens": 627, + "total_tokens": 29629, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5707, + "estimated_output_tokens": 105, + "estimated_total_tokens": 5812, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17996.75, + "sql_execution_elapsed_ms_total": 5.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d40dfb93cc817329e6c7c12c54d57e44015a1a92 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21435, "bytes_utf8": 21435, "lines": 542, "estimated_tokens": 5819}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 747, "bytes_utf8": 747, "lines": 1, "estimated_tokens": 185}, "usage": {"input_tokens": 29114, "cached_input_tokens": 28032, "output_tokens": 707, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5016a41ae90dabe1a7c1918da58296b0cd2aa425 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_6a21f674bab13880", + "api_calls": 0, + "input_tokens": 29114, + "cached_input_tokens": 28032, + "output_tokens": 707, + "total_tokens": 29821, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5819, + "estimated_output_tokens": 185, + "estimated_total_tokens": 6004, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17551.46, + "sql_execution_elapsed_ms_total": 3.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e3ca90bdeb2d2a3cb7929c3d26d3c1ef0014b33a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:21:59.791427+00:00", + "ended_at": "2026-05-26T00:22:17.343169+00:00", + "elapsed_ms": 17551.46, + "prompt_metrics": { + "chars": 21435, + "bytes_utf8": 21435, + "lines": 542, + "estimated_tokens": 5819 + }, + "stdout_metrics": { + "chars": 1126, + "bytes_utf8": 1126, + "lines": 4, + "estimated_tokens": 310 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 101 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 747, + "bytes_utf8": 747, + "lines": 1, + "estimated_tokens": 185 + }, + "usage": { + "input_tokens": 29114, + "cached_input_tokens": 28032, + "output_tokens": 707, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b18fca0e3d61d789c10c84093554e42eef4224ca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Marital status, measure_col=Previous qualification (grade).", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Marital status", + "measure_col": "Previous qualification (grade)", + "item_col": "Previous qualification (grade)", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 136.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..737a62aaf2285e26eec73fef371bc4d5927c9cec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a8-e794-7b82-8062-c08ac82454cf"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Marital status\\\",\\n \\\"Previous qualification (grade)\\\",\\n SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL))) OVER (PARTITION BY \\\"Marital status\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Marital status\\\", \\\"Previous qualification (grade)\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Instantiated the within-group share template using \\\"Marital status\\\" as the group column and \\\"Previous qualification (grade)\\\" as both the item and measure column. Cast the measure from TEXT to REAL for SQLite numeric aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29114,"cached_input_tokens":28032,"output_tokens":707,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..08590422e8ef3aee62d5ad369ac60e84f53c3a51 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Marital status\",\n \"Previous qualification (grade)\",\n SUM(CAST(\"Previous qualification (grade)\" AS REAL)) AS total_measure,\n SUM(CAST(\"Previous qualification (grade)\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"Previous qualification (grade)\" AS REAL))) OVER (PARTITION BY \"Marital status\") AS share_within_group\nFROM \"m5\"\nGROUP BY \"Marital status\", \"Previous qualification (grade)\"\nORDER BY share_within_group DESC;","notes":"Instantiated the within-group share template using \"Marital status\" as the group column and \"Previous qualification (grade)\" as both the item and measure column. Cast the measure from TEXT to REAL for SQLite numeric aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5f6faaf527ecbfb2c8de363b27c5b55c7e62d209 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:22:16.655424Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a8-e794-7b82-8062-c08ac82454cf.1779754919829291000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..17dbda9c1fcecf137385d7c073634f7287587991 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Marital status, measure_col=Previous qualification (grade). +Result preview: [{"Marital status": "6", "Previous qualification (grade)": "133.1", "total_measure": 532.4, "share_within_group": 68.48469256496013}, {"Marital status": "4", "Previous qualification (grade)": "133.1", "total_measure": 5324.0, "share_within_group": 44.30758988015979}, {"Marital status": "3", "Previous qualification (grade)": "170.0", "total_measure": 170.0, "share_within_group": 30.19538188277087}, {"Marital status": "2", "Previous qualification (grade)": "133.1", "total_measure": 14641.0, "share_within_group": 29.59152737635669}, {"Marital status": "5", "Previous qualification (grade)": "133.1", "total_measure": 931.6999999999999, "share_within_group": 27.739899365826066}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1a36f45d757cb627832ff57c2b71624e0392078f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_6a21f674bab13880 +-- problem_id: v2p_m5_a3ac7d66f2214740 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Marital status", + "Previous qualification (grade)", + SUM(CAST("Previous qualification (grade)" AS REAL)) AS total_measure, + SUM(CAST("Previous qualification (grade)" AS REAL)) * 100.0 + / SUM(SUM(CAST("Previous qualification (grade)" AS REAL))) OVER (PARTITION BY "Marital status") AS share_within_group +FROM "m5" +GROUP BY "Marital status", "Previous qualification (grade)" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..79035e0ebccb1278b7b5a4d994790dace2b5951c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Marital status\",\n \"Previous qualification (grade)\",\n SUM(CAST(\"Previous qualification (grade)\" AS REAL)) AS total_measure,\n SUM(CAST(\"Previous qualification (grade)\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"Previous qualification (grade)\" AS REAL))) OVER (PARTITION BY \"Marital status\") AS share_within_group\nFROM \"m5\"\nGROUP BY \"Marital status\", \"Previous qualification (grade)\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Marital status\\\",\\n \\\"Previous qualification (grade)\\\",\\n SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL))) OVER (PARTITION BY \\\"Marital status\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Marital status\\\", \\\"Previous qualification (grade)\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"Marital status\", \"Previous qualification (grade)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Marital status\": \"6\", \"Previous qualification (grade)\": \"133.1\", \"total_measure\": 532.4, \"share_within_group\": 68.48469256496013}, {\"Marital status\": \"4\", \"Previous qualification (grade)\": \"133.1\", \"total_measure\": 5324.0, \"share_within_group\": 44.30758988015979}, {\"Marital status\": \"3\", \"Previous qualification (grade)\": \"170.0\", \"total_measure\": 170.0, \"share_within_group\": 30.19538188277087}, {\"Marital status\": \"2\", \"Previous qualification (grade)\": \"133.1\", \"total_measure\": 14641.0, \"share_within_group\": 29.59152737635669}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"133.1\", \"total_measure\": 931.6999999999999, \"share_within_group\": 27.739899365826066}, {\"Marital status\": \"3\", \"Previous qualification (grade)\": \"138.0\", \"total_measure\": 138.0, \"share_within_group\": 24.511545293072825}, {\"Marital status\": \"3\", \"Previous qualification (grade)\": \"135.0\", \"total_measure\": 135.0, \"share_within_group\": 23.97868561278863}, {\"Marital status\": \"3\", \"Previous qualification (grade)\": \"120.0\", \"total_measure\": 120.0, \"share_within_group\": 21.314387211367674}, {\"Marital status\": \"6\", \"Previous qualification (grade)\": \"130.0\", \"total_measure\": 130.0, \"share_within_group\": 16.722408026755854}, {\"Marital status\": \"4\", \"Previous qualification (grade)\": \"140.0\", \"total_measure\": 1820.0, \"share_within_group\": 15.14647137150466}, {\"Marital status\": \"6\", \"Previous qualification (grade)\": \"115.0\", \"total_measure\": 115.0, \"share_within_group\": 14.792899408284024}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"120.0\", \"total_measure\": 480.0, \"share_within_group\": 14.291243635930568}, {\"Marital status\": \"4\", \"Previous qualification (grade)\": \"130.0\", \"total_measure\": 1560.0, \"share_within_group\": 12.982689747003995}, {\"Marital status\": \"2\", \"Previous qualification (grade)\": \"140.0\", \"total_measure\": 5880.0, \"share_within_group\": 11.884309881359016}, {\"Marital status\": \"2\", \"Previous qualification (grade)\": \"130.0\", \"total_measure\": 5850.0, \"share_within_group\": 11.823675647270449}, {\"Marital status\": \"2\", \"Previous qualification (grade)\": \"120.0\", \"total_measure\": 5640.0, \"share_within_group\": 11.399236008650485}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"180.0\", \"total_measure\": 360.0, \"share_within_group\": 10.718432726947928}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"110.0\", \"total_measure\": 330.0, \"share_within_group\": 9.825229999702266}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"133.1\", \"total_measure\": 43923.0, \"share_within_group\": 8.438791813547716}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"140.0\", \"total_measure\": 280.0, \"share_within_group\": 8.336558787626165}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"130.0\", \"total_measure\": 40950.0, \"share_within_group\": 7.867598405500057}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"130.0\", \"total_measure\": 260.0, \"share_within_group\": 7.741090302795725}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"140.0\", \"total_measure\": 39060.0, \"share_within_group\": 7.504478479092361}, {\"Marital status\": \"4\", \"Previous qualification (grade)\": \"120.0\", \"total_measure\": 840.0, \"share_within_group\": 6.990679094540613}, {\"Marital status\": \"2\", \"Previous qualification (grade)\": \"110.0\", \"total_measure\": 3410.0, \"share_within_group\": 6.892091274733715}, {\"Marital status\": \"2\", \"Previous qualification (grade)\": \"100.0\", \"total_measure\": 2700.0, \"share_within_group\": 5.457081067970976}, {\"Marital status\": \"2\", \"Previous qualification (grade)\": \"150.0\", \"total_measure\": 2700.0, \"share_within_group\": 5.457081067970976}, {\"Marital status\": \"4\", \"Previous qualification (grade)\": \"160.0\", \"total_measure\": 640.0, \"share_within_group\": 5.326231691078562}, {\"Marital status\": \"2\", \"Previous qualification (grade)\": \"160.0\", \"total_measure\": 2560.0, \"share_within_group\": 5.174121308890999}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"120.0\", \"total_measure\": 26280.0, \"share_within_group\": 5.0490961195736626}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"160.0\", \"total_measure\": 160.0, \"share_within_group\": 4.763747878643523}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"150.0\", \"total_measure\": 150.0, \"share_within_group\": 4.466013636228303}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"143.0\", \"total_measure\": 143.0, \"share_within_group\": 4.257599666537649}, {\"Marital status\": \"4\", \"Previous qualification (grade)\": \"100.0\", \"total_measure\": 500.0, \"share_within_group\": 4.161118508655126}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"150.0\", \"total_measure\": 21150.0, \"share_within_group\": 4.063484890752776}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"133.0\", \"total_measure\": 133.0, \"share_within_group\": 3.9598654241224285}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"131.0\", \"total_measure\": 131.0, \"share_within_group\": 3.9003185756393846}, {\"Marital status\": \"4\", \"Previous qualification (grade)\": \"110.0\", \"total_measure\": 440.0, \"share_within_group\": 3.6617842876165114}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"125.0\", \"total_measure\": 15250.0, \"share_within_group\": 2.9299359141361627}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"135.0\", \"total_measure\": 14310.0, \"share_within_group\": 2.7493365856582614}, {\"Marital status\": \"4\", \"Previous qualification (grade)\": \"150.0\", \"total_measure\": 300.0, \"share_within_group\": 2.496671105193076}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"131.0\", \"total_measure\": 12707.0, \"share_within_group\": 2.4413570925198833}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"136.0\", \"total_measure\": 12376.0, \"share_within_group\": 2.3777630736622393}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"132.0\", \"total_measure\": 12012.0, \"share_within_group\": 2.3078288656133497}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"160.0\", \"total_measure\": 11840.0, \"share_within_group\": 2.2747830310407977}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"133.0\", \"total_measure\": 11571.0, \"share_within_group\": 2.2231008827848875}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"127.0\", \"total_measure\": 11557.0, \"share_within_group\": 2.220411105552238}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"141.0\", \"total_measure\": 11139.0, \"share_within_group\": 2.1401020424631287}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"137.0\", \"total_measure\": 10960.0, \"share_within_group\": 2.105711319274252}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"122.0\", \"total_measure\": 10614.0, \"share_within_group\": 2.039235396238769}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.86}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..cc37769bc702057161538ce679649db90e2282ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:21:59.789496+00:00", + "ended_at": "2026-05-26T00:22:17.356120+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_6a21f674bab13880", + "problem_id": "v2p_m5_a3ac7d66f2214740", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Marital status, measure_col=Previous qualification (grade).", + "bindings": { + "group_col": "Marital status", + "measure_col": "Previous qualification (grade)", + "item_col": "Previous qualification (grade)", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 136.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=2/2", + "binding_index=33" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 10, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_6a21f674bab13880.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_6a21f674bab13880", + "api_calls": 0, + "input_tokens": 29114, + "cached_input_tokens": 28032, + "output_tokens": 707, + "total_tokens": 29821, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5819, + "estimated_output_tokens": 185, + "estimated_total_tokens": 6004, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17551.46, + "sql_execution_elapsed_ms_total": 3.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..35500fda5d98fffdfc2a34ea35d467b445f71dfe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:22:17.349877+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17551.46, "started_at": "2026-05-26T00:21:59.791427+00:00", "ended_at": "2026-05-26T00:22:17.343169+00:00", "prompt_metrics": {"chars": 21435, "bytes_utf8": 21435, "lines": 542, "estimated_tokens": 5819}, "response_metrics": {"chars": 747, "bytes_utf8": 747, "lines": 1, "estimated_tokens": 185}, "usage": {"input_tokens": 29114, "cached_input_tokens": 28032, "output_tokens": 707, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:22:16.655424Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a8-e794-7b82-8062-c08ac82454cf.1779754919829291000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Marital status\\\",\\n \\\"Previous qualification (grade)\\\",\\n SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL))) OVER (PARTITION BY \\\"Marital status\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Marital status\\\", \\\"Previous qualification (grade)\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Instantiated the within-group share template using \\\"Marital status\\\" as the group column and \\\"Previous qualification (grade)\\\" as both the item and measure column. Cast the measure from TEXT to REAL for SQLite numeric aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..db88b2e5c1c8681d4d4c155fef449bf19e233fd2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_6a21f674bab13880", + "api_calls": 0, + "input_tokens": 29114, + "cached_input_tokens": 28032, + "output_tokens": 707, + "total_tokens": 29821, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5819, + "estimated_output_tokens": 185, + "estimated_total_tokens": 6004, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17551.46, + "sql_execution_elapsed_ms_total": 3.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6a21f674bab13880/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..14e11b76de1e30c4418157f8f99cef041016a217 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21249, "bytes_utf8": 21249, "lines": 543, "estimated_tokens": 5762}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 459, "bytes_utf8": 459, "lines": 1, "estimated_tokens": 117}, "usage": {"input_tokens": 29057, "cached_input_tokens": 28032, "output_tokens": 573, "reasoning_output_tokens": 450}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6c688538e959f1b2329b54b58a43ee03416e345f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_6aa624619afd1814", + "api_calls": 0, + "input_tokens": 29057, + "cached_input_tokens": 28032, + "output_tokens": 573, + "total_tokens": 29630, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5762, + "estimated_output_tokens": 117, + "estimated_total_tokens": 5879, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15129.02, + "sql_execution_elapsed_ms_total": 1.15, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..36bbc00ef7ec9f220632926400fa21aa18ae3205 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:22:17.358312+00:00", + "ended_at": "2026-05-26T00:22:32.487569+00:00", + "elapsed_ms": 15129.02, + "prompt_metrics": { + "chars": 21249, + "bytes_utf8": 21249, + "lines": 543, + "estimated_tokens": 5762 + }, + "stdout_metrics": { + "chars": 822, + "bytes_utf8": 822, + "lines": 4, + "estimated_tokens": 231 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 459, + "bytes_utf8": 459, + "lines": 1, + "estimated_tokens": 117 + }, + "usage": { + "input_tokens": 29057, + "cached_input_tokens": 28032, + "output_tokens": 573, + "reasoning_output_tokens": 450 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d3f1222d0272cd25445ae873c9cc3bd0ff0caf3d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Daytime/evening attendance, condition_col=Educational special needs.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Daytime/evening attendance", + "condition_col": "Educational special needs", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a2f6bbcee7ee0846ecbd175d9dc12da46eedbb1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a9-2c56-7692-a833-92550fc0bded"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Daytime/evening attendance\\\",\\n AVG(CASE WHEN \\\"Educational special needs\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Daytime/evening attendance\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Grouped Condition Rate using \\\"Daytime/evening attendance\\\" as the grouping field and the share of rows with \\\"Educational special needs\\\" = '0' as the condition rate.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29057,"cached_input_tokens":28032,"output_tokens":573,"reasoning_output_tokens":450}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bc245474809f45ece6eb188dae48481267fcbe93 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Daytime/evening attendance\",\n AVG(CASE WHEN \"Educational special needs\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Daytime/evening attendance\"\nORDER BY \"condition_rate\" DESC;","notes":"Grouped Condition Rate using \"Daytime/evening attendance\" as the grouping field and the share of rows with \"Educational special needs\" = '0' as the condition rate."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d3e4fabb6dae5503eb8e6fc765e2ce415835d442 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:22:31.881763Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a9-2c56-7692-a833-92550fc0bded.1779754937431389000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4efb618dc5371a2505f0a131d4c86defebf35c36 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Daytime/evening attendance, condition_col=Educational special needs. +Result preview: [{"Daytime/evening attendance": "0", "condition_rate": 0.9979296066252588}, {"Daytime/evening attendance": "1", "condition_rate": 0.9873128647551382}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5aaaf94720463b043c926d96abd9ff6f632816d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_6aa624619afd1814 +-- problem_id: v2p_m5_fc2eed9f4652d2d3 +-- realization_mode: agent +-- source_kind: agent +SELECT "Daytime/evening attendance", + AVG(CASE WHEN "Educational special needs" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Daytime/evening attendance" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bffe190183fbe513fd39053ff7231d89cdac5d92 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Daytime/evening attendance\",\n AVG(CASE WHEN \"Educational special needs\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Daytime/evening attendance\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Daytime/evening attendance\\\",\\n AVG(CASE WHEN \\\"Educational special needs\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Daytime/evening attendance\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Daytime/evening attendance\", \"condition_rate\"], \"rows\": [{\"Daytime/evening attendance\": \"0\", \"condition_rate\": 0.9979296066252588}, {\"Daytime/evening attendance\": \"1\", \"condition_rate\": 0.9873128647551382}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.15}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..84e69ba107e0bdee566dc949fbc03724005486d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:22:17.356691+00:00", + "ended_at": "2026-05-26T00:22:32.494994+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_6aa624619afd1814", + "problem_id": "v2p_m5_fc2eed9f4652d2d3", + "dataset_id": "m5", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Daytime/evening attendance, condition_col=Educational special needs.", + "bindings": { + "group_col": "Daytime/evening attendance", + "condition_col": "Educational special needs", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=103" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_6aa624619afd1814.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_6aa624619afd1814", + "api_calls": 0, + "input_tokens": 29057, + "cached_input_tokens": 28032, + "output_tokens": 573, + "total_tokens": 29630, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5762, + "estimated_output_tokens": 117, + "estimated_total_tokens": 5879, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15129.02, + "sql_execution_elapsed_ms_total": 1.15, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..75be9cd7c689e36056b27469cfc0bd2bd1dc545b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:22:32.491621+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15129.02, "started_at": "2026-05-26T00:22:17.358312+00:00", "ended_at": "2026-05-26T00:22:32.487569+00:00", "prompt_metrics": {"chars": 21249, "bytes_utf8": 21249, "lines": 543, "estimated_tokens": 5762}, "response_metrics": {"chars": 459, "bytes_utf8": 459, "lines": 1, "estimated_tokens": 117}, "usage": {"input_tokens": 29057, "cached_input_tokens": 28032, "output_tokens": 573, "reasoning_output_tokens": 450}, "stderr_preview": "2026-05-26T00:22:31.881763Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a9-2c56-7692-a833-92550fc0bded.1779754937431389000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Daytime/evening attendance\\\",\\n AVG(CASE WHEN \\\"Educational special needs\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Daytime/evening attendance\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Grouped Condition Rate using \\\"Daytime/evening attendance\\\" as the grouping field and the share of rows with \\\"Educational special needs\\\" = '0' as the condition rate.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..78bfc19279962f7278f08de7dba939afda85c179 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_6aa624619afd1814", + "api_calls": 0, + "input_tokens": 29057, + "cached_input_tokens": 28032, + "output_tokens": 573, + "total_tokens": 29630, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5762, + "estimated_output_tokens": 117, + "estimated_total_tokens": 5879, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15129.02, + "sql_execution_elapsed_ms_total": 1.15, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6aa624619afd1814/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d9b1f64a6ddb370d0406e2a7b227dad1c0237a33 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21204, "bytes_utf8": 21204, "lines": 543, "estimated_tokens": 5756}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 524, "bytes_utf8": 524, "lines": 1, "estimated_tokens": 121}, "usage": {"input_tokens": 29051, "cached_input_tokens": 28544, "output_tokens": 551, "reasoning_output_tokens": 424}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7ac3e3193b95489303da8e805a28ddedce17b3bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_6d0f3b32188e2b80", + "api_calls": 0, + "input_tokens": 29051, + "cached_input_tokens": 28544, + "output_tokens": 551, + "total_tokens": 29602, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5756, + "estimated_output_tokens": 121, + "estimated_total_tokens": 5877, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13148.56, + "sql_execution_elapsed_ms_total": 2.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d4c818c9935e58cf820bc35f81860594c1f40eba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:22:32.496069+00:00", + "ended_at": "2026-05-26T00:22:45.644811+00:00", + "elapsed_ms": 13148.56, + "prompt_metrics": { + "chars": 21204, + "bytes_utf8": 21204, + "lines": 543, + "estimated_tokens": 5756 + }, + "stdout_metrics": { + "chars": 875, + "bytes_utf8": 875, + "lines": 4, + "estimated_tokens": 230 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 524, + "bytes_utf8": 524, + "lines": 1, + "estimated_tokens": 121 + }, + "usage": { + "input_tokens": 29051, + "cached_input_tokens": 28544, + "output_tokens": 551, + "reasoning_output_tokens": 424 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..605db37053bb15eb3384abe54c44086699adf30c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Marital status, condition_col=Marital status.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Marital status", + "condition_col": "Marital status", + "condition_value": "1", + "positive_value": "1", + "negative_value": "2", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f7e523e85d7ab69ca18f703a54e7e069d564fd64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a9-675d-7172-821a-9740c7919fe7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Marital status\\\",\\n AVG(CASE WHEN \\\"Marital status\\\" = '1' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Marital status\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the Grouped Condition Rate template with both group_col and condition_col bound to \\\"Marital status\\\" and condition_value bound to '1'. Since the grouping column and condition column are identical, the resulting rate is deterministic within each marital-status group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29051,"cached_input_tokens":28544,"output_tokens":551,"reasoning_output_tokens":424}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a5002a9a1495cfd077067c3035cdc5407eefc56 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Marital status\",\n AVG(CASE WHEN \"Marital status\" = '1' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"m5\"\nGROUP BY \"Marital status\"\nORDER BY condition_rate DESC;","notes":"Applied the Grouped Condition Rate template with both group_col and condition_col bound to \"Marital status\" and condition_value bound to '1'. Since the grouping column and condition column are identical, the resulting rate is deterministic within each marital-status group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..436a793ce1415ccaf6eaff8eaad6b4af8aab3277 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Marital status, condition_col=Marital status. +Result preview: [{"Marital status": "1", "condition_rate": 1.0}, {"Marital status": "6", "condition_rate": 0.0}, {"Marital status": "5", "condition_rate": 0.0}, {"Marital status": "4", "condition_rate": 0.0}, {"Marital status": "3", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c3cc6b0846db62519d2184b9b0739e32bc2f278a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_6d0f3b32188e2b80 +-- problem_id: v2p_m5_822cd1a67efd119d +-- realization_mode: agent +-- source_kind: agent +SELECT "Marital status", + AVG(CASE WHEN "Marital status" = '1' THEN 1 ELSE 0 END) AS condition_rate +FROM "m5" +GROUP BY "Marital status" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..10a74666706c574c4d4277ad765bb58d1328efe8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Marital status\",\n AVG(CASE WHEN \"Marital status\" = '1' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"m5\"\nGROUP BY \"Marital status\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Marital status\\\",\\n AVG(CASE WHEN \\\"Marital status\\\" = '1' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Marital status\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"Marital status\", \"condition_rate\"], \"rows\": [{\"Marital status\": \"1\", \"condition_rate\": 1.0}, {\"Marital status\": \"6\", \"condition_rate\": 0.0}, {\"Marital status\": \"5\", \"condition_rate\": 0.0}, {\"Marital status\": \"4\", \"condition_rate\": 0.0}, {\"Marital status\": \"3\", \"condition_rate\": 0.0}, {\"Marital status\": \"2\", \"condition_rate\": 0.0}], \"row_count_returned\": 6, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.48}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4f3d6f226493b9777146478b952fad8e5779675d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:22:32.495353+00:00", + "ended_at": "2026-05-26T00:22:45.653113+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_6d0f3b32188e2b80", + "problem_id": "v2p_m5_822cd1a67efd119d", + "dataset_id": "m5", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Marital status, condition_col=Marital status.", + "bindings": { + "group_col": "Marital status", + "condition_col": "Marital status", + "condition_value": "1", + "positive_value": "1", + "negative_value": "2", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=99" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_6d0f3b32188e2b80.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_6d0f3b32188e2b80", + "api_calls": 0, + "input_tokens": 29051, + "cached_input_tokens": 28544, + "output_tokens": 551, + "total_tokens": 29602, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5756, + "estimated_output_tokens": 121, + "estimated_total_tokens": 5877, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13148.56, + "sql_execution_elapsed_ms_total": 2.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2621c3beca9103dda6ec70fff64e8ffcb3dbd3a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:22:45.649425+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13148.56, "started_at": "2026-05-26T00:22:32.496069+00:00", "ended_at": "2026-05-26T00:22:45.644811+00:00", "prompt_metrics": {"chars": 21204, "bytes_utf8": 21204, "lines": 543, "estimated_tokens": 5756}, "response_metrics": {"chars": 524, "bytes_utf8": 524, "lines": 1, "estimated_tokens": 121}, "usage": {"input_tokens": 29051, "cached_input_tokens": 28544, "output_tokens": 551, "reasoning_output_tokens": 424}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Marital status\\\",\\n AVG(CASE WHEN \\\"Marital status\\\" = '1' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Marital status\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the Grouped Condition Rate template with both group_col and condition_col bound to \\\"Marital status\\\" and condition_value bound to '1'. Since the grouping column and condition column are identical, the resulting rate is deterministic within each marital-status group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5d6d95aaa0681c2dd31a8949a8eef6383fa7c5d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_6d0f3b32188e2b80", + "api_calls": 0, + "input_tokens": 29051, + "cached_input_tokens": 28544, + "output_tokens": 551, + "total_tokens": 29602, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5756, + "estimated_output_tokens": 121, + "estimated_total_tokens": 5877, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13148.56, + "sql_execution_elapsed_ms_total": 2.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..eb72112b42baf182f7141928cfe00b96cd31cd78 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21074, "bytes_utf8": 21074, "lines": 540, "estimated_tokens": 5715}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 436, "bytes_utf8": 436, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 29010, "cached_input_tokens": 28544, "output_tokens": 372, "reasoning_output_tokens": 258}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..56ff48397d3de72f1ed9ed885e5709f9cd4110be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_724b31618e5ae293", + "api_calls": 0, + "input_tokens": 29010, + "cached_input_tokens": 28544, + "output_tokens": 372, + "total_tokens": 29382, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5715, + "estimated_output_tokens": 108, + "estimated_total_tokens": 5823, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12197.52, + "sql_execution_elapsed_ms_total": 5.35, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..372347b66d746430816c179c3645dd56240ada2b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:22:45.654489+00:00", + "ended_at": "2026-05-26T00:22:57.852204+00:00", + "elapsed_ms": 12197.52, + "prompt_metrics": { + "chars": 21074, + "bytes_utf8": 21074, + "lines": 540, + "estimated_tokens": 5715 + }, + "stdout_metrics": { + "chars": 790, + "bytes_utf8": 790, + "lines": 4, + "estimated_tokens": 218 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 436, + "bytes_utf8": 436, + "lines": 1, + "estimated_tokens": 108 + }, + "usage": { + "input_tokens": 29010, + "cached_input_tokens": 28544, + "output_tokens": 372, + "reasoning_output_tokens": 258 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..88873f0ba548a227553c151f493a93c58f58e366 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Course, measure_col=Curricular units 2nd sem (grade).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Course", + "measure_col": "Curricular units 2nd sem (grade)", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.333333, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..04e43340879e7fdb2dc5ac9b82d288e867f978fb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a9-9abc-7193-887d-624cac544882"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Course\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (grade)\\\" AS REAL)) OVER (PARTITION BY \\\"Course\\\") AS avg_measure\\nFROM \\\"m5\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"Course\\\" and measure_col=\\\"Curricular units 2nd sem (grade)\\\". Cast the measure to REAL because the schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29010,"cached_input_tokens":28544,"output_tokens":372,"reasoning_output_tokens":258}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3ffe21b659a6c795abd25b1403c6a14ce00c1411 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Course\",\n AVG(CAST(\"Curricular units 2nd sem (grade)\" AS REAL)) OVER (PARTITION BY \"Course\") AS avg_measure\nFROM \"m5\"\nORDER BY avg_measure DESC;","notes":"Applied the Window Partition Average template with group_col=\"Course\" and measure_col=\"Curricular units 2nd sem (grade)\". Cast the measure to REAL because the schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..162e251a95b3c0551e4d50a26f3d10bf7328062f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Course, measure_col=Curricular units 2nd sem (grade). +Result preview: [{"Course": "9500", "avg_measure": 12.354678179933394}, {"Course": "9070", "avg_measure": 11.195936045272328}, {"Course": "9085", "avg_measure": 11.160812110737927}, {"Course": "9238", "avg_measure": 11.115306610447456}, {"Course": "9773", "avg_measure": 11.035868939720904}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a3df47cf04c4540ca03e45a70daf8457e1e0f021 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_724b31618e5ae293 +-- problem_id: v2p_m5_28b1f19a0b07b9f6 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Course", + AVG(CAST("Curricular units 2nd sem (grade)" AS REAL)) OVER (PARTITION BY "Course") AS avg_measure +FROM "m5" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..49dc0197748df3b7521fdfb2b0277233cdc93013 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Course\",\n AVG(CAST(\"Curricular units 2nd sem (grade)\" AS REAL)) OVER (PARTITION BY \"Course\") AS avg_measure\nFROM \"m5\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Course\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (grade)\\\" AS REAL)) OVER (PARTITION BY \\\"Course\\\") AS avg_measure\\nFROM \\\"m5\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"Course\", \"avg_measure\"], \"rows\": [{\"Course\": \"9500\", \"avg_measure\": 12.354678179933394}, {\"Course\": \"9070\", \"avg_measure\": 11.195936045272328}, {\"Course\": \"9085\", \"avg_measure\": 11.160812110737927}, {\"Course\": \"9238\", \"avg_measure\": 11.115306610447456}, {\"Course\": \"9773\", \"avg_measure\": 11.035868939720904}, {\"Course\": \"9670\", \"avg_measure\": 10.682943911395403}, {\"Course\": \"9853\", \"avg_measure\": 10.566022181400472}, {\"Course\": \"9254\", \"avg_measure\": 9.928577661315757}, {\"Course\": \"8014\", \"avg_measure\": 9.796104567267358}, {\"Course\": \"9556\", \"avg_measure\": 9.765998754152823}, {\"Course\": \"9147\", \"avg_measure\": 9.703696084617137}, {\"Course\": \"9130\", \"avg_measure\": 9.684076325565687}, {\"Course\": \"9003\", \"avg_measure\": 9.476797739297739}, {\"Course\": \"9991\", \"avg_measure\": 9.224107261933755}, {\"Course\": \"33\", \"avg_measure\": 8.995238095238095}, {\"Course\": \"9119\", \"avg_measure\": 8.787699898141074}, {\"Course\": \"171\", \"avg_measure\": 2.0828854896433557}], \"row_count_returned\": 17, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.35}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1c9559f08f1c6de9f52dba3f505001cfe365dc9c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:22:45.653510+00:00", + "ended_at": "2026-05-26T00:22:57.862614+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_724b31618e5ae293", + "problem_id": "v2p_m5_28b1f19a0b07b9f6", + "dataset_id": "m5", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Course, measure_col=Curricular units 2nd sem (grade).", + "bindings": { + "group_col": "Course", + "measure_col": "Curricular units 2nd sem (grade)", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.333333, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=135" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_724b31618e5ae293.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_724b31618e5ae293", + "api_calls": 0, + "input_tokens": 29010, + "cached_input_tokens": 28544, + "output_tokens": 372, + "total_tokens": 29382, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5715, + "estimated_output_tokens": 108, + "estimated_total_tokens": 5823, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12197.52, + "sql_execution_elapsed_ms_total": 5.35, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1fdea3f96bbe31564d184fdab6fee19b2fe1853b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:22:57.855963+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12197.52, "started_at": "2026-05-26T00:22:45.654489+00:00", "ended_at": "2026-05-26T00:22:57.852204+00:00", "prompt_metrics": {"chars": 21074, "bytes_utf8": 21074, "lines": 540, "estimated_tokens": 5715}, "response_metrics": {"chars": 436, "bytes_utf8": 436, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 29010, "cached_input_tokens": 28544, "output_tokens": 372, "reasoning_output_tokens": 258}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Course\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (grade)\\\" AS REAL)) OVER (PARTITION BY \\\"Course\\\") AS avg_measure\\nFROM \\\"m5\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"Course\\\" and measure_col=\\\"Curricular units 2nd sem (grade)\\\". Cast the measure to REAL because the schema stores values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8cb383d1a69a5f30632491ce5308e5b2292129d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_724b31618e5ae293", + "api_calls": 0, + "input_tokens": 29010, + "cached_input_tokens": 28544, + "output_tokens": 372, + "total_tokens": 29382, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5715, + "estimated_output_tokens": 108, + "estimated_total_tokens": 5823, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12197.52, + "sql_execution_elapsed_ms_total": 5.35, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_724b31618e5ae293/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8f0694a1aac0aa4bc7d7753ee47f241d41b4ef3d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21465, "bytes_utf8": 21465, "lines": 542, "estimated_tokens": 5835}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 781, "bytes_utf8": 781, "lines": 1, "estimated_tokens": 218}, "usage": {"input_tokens": 29130, "cached_input_tokens": 28032, "output_tokens": 1794, "reasoning_output_tokens": 1570}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c3740850da136aca317b9bb0b53a2230083b2ae7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_74f6fcf4a606ba6f", + "api_calls": 0, + "input_tokens": 29130, + "cached_input_tokens": 28032, + "output_tokens": 1794, + "total_tokens": 30924, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5835, + "estimated_output_tokens": 218, + "estimated_total_tokens": 6053, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 38129.35, + "sql_execution_elapsed_ms_total": 4.21, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f3112c33dc5d756b01e961dee0fb0a010ce23b39 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:22:57.863627+00:00", + "ended_at": "2026-05-26T00:23:35.993495+00:00", + "elapsed_ms": 38129.35, + "prompt_metrics": { + "chars": 21465, + "bytes_utf8": 21465, + "lines": 542, + "estimated_tokens": 5835 + }, + "stdout_metrics": { + "chars": 1171, + "bytes_utf8": 1171, + "lines": 4, + "estimated_tokens": 350 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 781, + "bytes_utf8": 781, + "lines": 1, + "estimated_tokens": 218 + }, + "usage": { + "input_tokens": 29130, + "cached_input_tokens": 28032, + "output_tokens": 1794, + "reasoning_output_tokens": 1570 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..097ddf608c3f5e16ad9b34413f78da007eab63b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Curricular units 2nd sem (without evaluations), measure_col=Marital status.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Curricular units 2nd sem (without evaluations)", + "measure_col": "Marital status", + "item_col": "Curricular units 1st sem (grade)", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..717dec4e15b2a562fe208535934d44c40f5d9a94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a9-ca74-7842-8a75-fe81964c8ea4"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Curricular units 2nd sem (without evaluations)\\\",\\n \\\"Curricular units 1st sem (grade)\\\",\\n SUM(CAST(\\\"Marital status\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Marital status\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Marital status\\\" AS REAL))) OVER (PARTITION BY \\\"Curricular units 2nd sem (without evaluations)\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY\\n \\\"Curricular units 2nd sem (without evaluations)\\\",\\n \\\"Curricular units 1st sem (grade)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the provided within-group share template with the bound group, item, and measure columns. CAST(\\\"Marital status\\\" AS REAL) is used because the schema stores numeric-coded fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29130,"cached_input_tokens":28032,"output_tokens":1794,"reasoning_output_tokens":1570}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cc8ccdfd0055a2cdda2273ad95308094a9e2043b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Curricular units 2nd sem (without evaluations)\",\n \"Curricular units 1st sem (grade)\",\n SUM(CAST(\"Marital status\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Marital status\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Marital status\" AS REAL))) OVER (PARTITION BY \"Curricular units 2nd sem (without evaluations)\") AS \"share_within_group\"\nFROM \"m5\"\nGROUP BY\n \"Curricular units 2nd sem (without evaluations)\",\n \"Curricular units 1st sem (grade)\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the provided within-group share template with the bound group, item, and measure columns. CAST(\"Marital status\" AS REAL) is used because the schema stores numeric-coded fields as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..02a1d425525c2ed05799f683b79e4994a19e4f02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:23:35.143653Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a9-ca74-7842-8a75-fe81964c8ea4.1779754977908744000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6e833ba960a171f2dca845f2f6d644e0acfe2d2e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Curricular units 2nd sem (without evaluations), measure_col=Marital status. +Result preview: [{"Curricular units 2nd sem (without evaluations)": "8", "Curricular units 1st sem (grade)": "0.0", "total_measure": 8.0, "share_within_group": 88.88888888888889}, {"Curricular units 2nd sem (without evaluations)": "7", "Curricular units 1st sem (grade)": "0.0", "total_measure": 3.0, "share_within_group": 60.0}, {"Curricular units 2nd sem (without evaluations)": "12", "Curricular units 1st sem (grade)": "0.0", "total_measure": 1.0, "share_within_group": 50.0}, {"Curricular units 2nd sem (without evaluations)": "12", "Curricular units 1st sem (grade)": "14.933333333333334", "total_measure": 1.0, "share_within_group": 50.0}, {"Curricular units 2nd sem (without evaluations)": "6", "Curricular units 1st sem (grade)": "0.0", "total_measure": 4.0, "share_within_group": 40.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..02e32af2aa9b119cd2302a589bd1e1289d57116c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/generated_sql.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_74f6fcf4a606ba6f +-- problem_id: v2p_m5_1197f1f85152f3f8 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Curricular units 2nd sem (without evaluations)", + "Curricular units 1st sem (grade)", + SUM(CAST("Marital status" AS REAL)) AS "total_measure", + SUM(CAST("Marital status" AS REAL)) * 100.0 / SUM(SUM(CAST("Marital status" AS REAL))) OVER (PARTITION BY "Curricular units 2nd sem (without evaluations)") AS "share_within_group" +FROM "m5" +GROUP BY + "Curricular units 2nd sem (without evaluations)", + "Curricular units 1st sem (grade)" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..974f848aa71f5da82c32ef5b486801c9f3d5c93f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Curricular units 2nd sem (without evaluations)\",\n \"Curricular units 1st sem (grade)\",\n SUM(CAST(\"Marital status\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Marital status\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Marital status\" AS REAL))) OVER (PARTITION BY \"Curricular units 2nd sem (without evaluations)\") AS \"share_within_group\"\nFROM \"m5\"\nGROUP BY\n \"Curricular units 2nd sem (without evaluations)\",\n \"Curricular units 1st sem (grade)\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Curricular units 2nd sem (without evaluations)\\\",\\n \\\"Curricular units 1st sem (grade)\\\",\\n SUM(CAST(\\\"Marital status\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Marital status\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Marital status\\\" AS REAL))) OVER (PARTITION BY \\\"Curricular units 2nd sem (without evaluations)\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY\\n \\\"Curricular units 2nd sem (without evaluations)\\\",\\n \\\"Curricular units 1st sem (grade)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Curricular units 2nd sem (without evaluations)\", \"Curricular units 1st sem (grade)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Curricular units 2nd sem (without evaluations)\": \"8\", \"Curricular units 1st sem (grade)\": \"0.0\", \"total_measure\": 8.0, \"share_within_group\": 88.88888888888889}, {\"Curricular units 2nd sem (without evaluations)\": \"7\", \"Curricular units 1st sem (grade)\": \"0.0\", \"total_measure\": 3.0, \"share_within_group\": 60.0}, {\"Curricular units 2nd sem (without evaluations)\": \"12\", \"Curricular units 1st sem (grade)\": \"0.0\", \"total_measure\": 1.0, \"share_within_group\": 50.0}, {\"Curricular units 2nd sem (without evaluations)\": \"12\", \"Curricular units 1st sem (grade)\": \"14.933333333333334\", \"total_measure\": 1.0, \"share_within_group\": 50.0}, {\"Curricular units 2nd sem (without evaluations)\": \"6\", \"Curricular units 1st sem (grade)\": \"0.0\", \"total_measure\": 4.0, \"share_within_group\": 40.0}, {\"Curricular units 2nd sem (without evaluations)\": \"5\", \"Curricular units 1st sem (grade)\": \"0.0\", \"total_measure\": 7.0, \"share_within_group\": 36.8421052631579}, {\"Curricular units 2nd sem (without evaluations)\": \"3\", \"Curricular units 1st sem (grade)\": \"0.0\", \"total_measure\": 8.0, \"share_within_group\": 22.857142857142858}, {\"Curricular units 2nd sem (without evaluations)\": \"6\", \"Curricular units 1st sem (grade)\": \"13.5\", \"total_measure\": 2.0, \"share_within_group\": 20.0}, {\"Curricular units 2nd sem (without evaluations)\": \"7\", \"Curricular units 1st sem (grade)\": \"13.67\", \"total_measure\": 1.0, \"share_within_group\": 20.0}, {\"Curricular units 2nd sem (without evaluations)\": \"7\", \"Curricular units 1st sem (grade)\": \"14.0\", \"total_measure\": 1.0, \"share_within_group\": 20.0}, {\"Curricular units 2nd sem (without evaluations)\": \"0\", \"Curricular units 1st sem (grade)\": \"0.0\", \"total_measure\": 833.0, \"share_within_group\": 17.18588817825459}, {\"Curricular units 2nd sem (without evaluations)\": \"4\", \"Curricular units 1st sem (grade)\": \"0.0\", \"total_measure\": 4.0, \"share_within_group\": 14.285714285714286}, {\"Curricular units 2nd sem (without evaluations)\": \"4\", \"Curricular units 1st sem (grade)\": \"11.832\", \"total_measure\": 4.0, \"share_within_group\": 14.285714285714286}, {\"Curricular units 2nd sem (without evaluations)\": \"2\", \"Curricular units 1st sem (grade)\": \"13.0\", \"total_measure\": 7.0, \"share_within_group\": 11.11111111111111}, {\"Curricular units 2nd sem (without evaluations)\": \"8\", \"Curricular units 1st sem (grade)\": \"13.0\", \"total_measure\": 1.0, \"share_within_group\": 11.11111111111111}, {\"Curricular units 2nd sem (without evaluations)\": \"4\", \"Curricular units 1st sem (grade)\": \"12.0\", \"total_measure\": 3.0, \"share_within_group\": 10.714285714285714}, {\"Curricular units 2nd sem (without evaluations)\": \"4\", \"Curricular units 1st sem (grade)\": \"12.333333333333334\", \"total_measure\": 3.0, \"share_within_group\": 10.714285714285714}, {\"Curricular units 2nd sem (without evaluations)\": \"5\", \"Curricular units 1st sem (grade)\": \"11.857142857142858\", \"total_measure\": 2.0, \"share_within_group\": 10.526315789473685}, {\"Curricular units 2nd sem (without evaluations)\": \"5\", \"Curricular units 1st sem (grade)\": \"12.0\", \"total_measure\": 2.0, \"share_within_group\": 10.526315789473685}, {\"Curricular units 2nd sem (without evaluations)\": \"1\", \"Curricular units 1st sem (grade)\": \"0.0\", \"total_measure\": 20.0, \"share_within_group\": 10.204081632653061}, {\"Curricular units 2nd sem (without evaluations)\": \"1\", \"Curricular units 1st sem (grade)\": \"12.0\", \"total_measure\": 20.0, \"share_within_group\": 10.204081632653061}, {\"Curricular units 2nd sem (without evaluations)\": \"6\", \"Curricular units 1st sem (grade)\": \"10.0\", \"total_measure\": 1.0, \"share_within_group\": 10.0}, {\"Curricular units 2nd sem (without evaluations)\": \"6\", \"Curricular units 1st sem (grade)\": \"11.666666666666666\", \"total_measure\": 1.0, \"share_within_group\": 10.0}, {\"Curricular units 2nd sem (without evaluations)\": \"6\", \"Curricular units 1st sem (grade)\": \"12.5\", \"total_measure\": 1.0, \"share_within_group\": 10.0}, {\"Curricular units 2nd sem (without evaluations)\": \"6\", \"Curricular units 1st sem (grade)\": \"13.072857142857144\", \"total_measure\": 1.0, \"share_within_group\": 10.0}, {\"Curricular units 2nd sem (without evaluations)\": \"2\", \"Curricular units 1st sem (grade)\": \"0.0\", \"total_measure\": 6.0, \"share_within_group\": 9.523809523809524}, {\"Curricular units 2nd sem (without evaluations)\": \"3\", \"Curricular units 1st sem (grade)\": \"12.0\", \"total_measure\": 3.0, \"share_within_group\": 8.571428571428571}, {\"Curricular units 2nd sem (without evaluations)\": \"2\", \"Curricular units 1st sem (grade)\": \"14.666666666666666\", \"total_measure\": 5.0, \"share_within_group\": 7.936507936507937}, {\"Curricular units 2nd sem (without evaluations)\": \"4\", \"Curricular units 1st sem (grade)\": \"11.0\", \"total_measure\": 2.0, \"share_within_group\": 7.142857142857143}, {\"Curricular units 2nd sem (without evaluations)\": \"4\", \"Curricular units 1st sem (grade)\": \"15.0\", \"total_measure\": 2.0, \"share_within_group\": 7.142857142857143}, {\"Curricular units 2nd sem (without evaluations)\": \"2\", \"Curricular units 1st sem (grade)\": \"12.166666666666666\", \"total_measure\": 4.0, \"share_within_group\": 6.349206349206349}, {\"Curricular units 2nd sem (without evaluations)\": \"3\", \"Curricular units 1st sem (grade)\": \"10.5\", \"total_measure\": 2.0, \"share_within_group\": 5.714285714285714}, {\"Curricular units 2nd sem (without evaluations)\": \"3\", \"Curricular units 1st sem (grade)\": \"13.0\", \"total_measure\": 2.0, \"share_within_group\": 5.714285714285714}, {\"Curricular units 2nd sem (without evaluations)\": \"3\", \"Curricular units 1st sem (grade)\": \"13.5\", \"total_measure\": 2.0, \"share_within_group\": 5.714285714285714}, {\"Curricular units 2nd sem (without evaluations)\": \"5\", \"Curricular units 1st sem (grade)\": \"10.25\", \"total_measure\": 1.0, \"share_within_group\": 5.2631578947368425}, {\"Curricular units 2nd sem (without evaluations)\": \"5\", \"Curricular units 1st sem (grade)\": \"11.833333333333334\", \"total_measure\": 1.0, \"share_within_group\": 5.2631578947368425}, {\"Curricular units 2nd sem (without evaluations)\": \"5\", \"Curricular units 1st sem (grade)\": \"12.192307692307692\", \"total_measure\": 1.0, \"share_within_group\": 5.2631578947368425}, {\"Curricular units 2nd sem (without evaluations)\": \"5\", \"Curricular units 1st sem (grade)\": \"12.6\", \"total_measure\": 1.0, \"share_within_group\": 5.2631578947368425}, {\"Curricular units 2nd sem (without evaluations)\": \"5\", \"Curricular units 1st sem (grade)\": \"12.75\", \"total_measure\": 1.0, \"share_within_group\": 5.2631578947368425}, {\"Curricular units 2nd sem (without evaluations)\": \"5\", \"Curricular units 1st sem (grade)\": \"13.2\", \"total_measure\": 1.0, \"share_within_group\": 5.2631578947368425}, {\"Curricular units 2nd sem (without evaluations)\": \"5\", \"Curricular units 1st sem (grade)\": \"13.6\", \"total_measure\": 1.0, \"share_within_group\": 5.2631578947368425}, {\"Curricular units 2nd sem (without evaluations)\": \"5\", \"Curricular units 1st sem (grade)\": \"14.714285714285714\", \"total_measure\": 1.0, \"share_within_group\": 5.2631578947368425}, {\"Curricular units 2nd sem (without evaluations)\": \"2\", \"Curricular units 1st sem (grade)\": \"10.8\", \"total_measure\": 3.0, \"share_within_group\": 4.761904761904762}, {\"Curricular units 2nd sem (without evaluations)\": \"2\", \"Curricular units 1st sem (grade)\": \"12.0\", \"total_measure\": 3.0, \"share_within_group\": 4.761904761904762}, {\"Curricular units 2nd sem (without evaluations)\": \"2\", \"Curricular units 1st sem (grade)\": \"13.2\", \"total_measure\": 3.0, \"share_within_group\": 4.761904761904762}, {\"Curricular units 2nd sem (without evaluations)\": \"0\", \"Curricular units 1st sem (grade)\": \"12.0\", \"total_measure\": 204.0, \"share_within_group\": 4.208788941613369}, {\"Curricular units 2nd sem (without evaluations)\": \"1\", \"Curricular units 1st sem (grade)\": \"11.0\", \"total_measure\": 8.0, \"share_within_group\": 4.081632653061225}, {\"Curricular units 2nd sem (without evaluations)\": \"1\", \"Curricular units 1st sem (grade)\": \"13.0\", \"total_measure\": 8.0, \"share_within_group\": 4.081632653061225}, {\"Curricular units 2nd sem (without evaluations)\": \"1\", \"Curricular units 1st sem (grade)\": \"12.666666666666666\", \"total_measure\": 7.0, \"share_within_group\": 3.5714285714285716}, {\"Curricular units 2nd sem (without evaluations)\": \"4\", \"Curricular units 1st sem (grade)\": \"10.5\", \"total_measure\": 1.0, \"share_within_group\": 3.5714285714285716}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.21}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d271423cdd45595059f5c907ae3ab45665368686 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:22:57.862931+00:00", + "ended_at": "2026-05-26T00:23:36.003822+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_74f6fcf4a606ba6f", + "problem_id": "v2p_m5_1197f1f85152f3f8", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Curricular units 2nd sem (without evaluations), measure_col=Marital status.", + "bindings": { + "group_col": "Curricular units 2nd sem (without evaluations)", + "measure_col": "Marital status", + "item_col": "Curricular units 1st sem (grade)", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=28" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_74f6fcf4a606ba6f.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_74f6fcf4a606ba6f", + "api_calls": 0, + "input_tokens": 29130, + "cached_input_tokens": 28032, + "output_tokens": 1794, + "total_tokens": 30924, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5835, + "estimated_output_tokens": 218, + "estimated_total_tokens": 6053, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 38129.35, + "sql_execution_elapsed_ms_total": 4.21, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1f7ea39e3eaee5488fe6c1aed3f14da5449fafb1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:23:35.997618+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 38129.35, "started_at": "2026-05-26T00:22:57.863627+00:00", "ended_at": "2026-05-26T00:23:35.993495+00:00", "prompt_metrics": {"chars": 21465, "bytes_utf8": 21465, "lines": 542, "estimated_tokens": 5835}, "response_metrics": {"chars": 781, "bytes_utf8": 781, "lines": 1, "estimated_tokens": 218}, "usage": {"input_tokens": 29130, "cached_input_tokens": 28032, "output_tokens": 1794, "reasoning_output_tokens": 1570}, "stderr_preview": "2026-05-26T00:23:35.143653Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a9-ca74-7842-8a75-fe81964c8ea4.1779754977908744000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Curricular units 2nd sem (without evaluations)\\\",\\n \\\"Curricular units 1st sem (grade)\\\",\\n SUM(CAST(\\\"Marital status\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Marital status\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Marital status\\\" AS REAL))) OVER (PARTITION BY \\\"Curricular units 2nd sem (without evaluations)\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY\\n \\\"Curricular units 2nd sem (without evaluations)\\\",\\n \\\"Curricular units 1st sem (grade)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the provided within-group share template with the bound group, item, and measure columns. CAST(\\\"Marital status\\\" AS REAL) is used because the schema stores numeric-coded fields as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e0eb5b93508d98cb00c4c77e26112de0a9aa8a82 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_74f6fcf4a606ba6f", + "api_calls": 0, + "input_tokens": 29130, + "cached_input_tokens": 28032, + "output_tokens": 1794, + "total_tokens": 30924, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5835, + "estimated_output_tokens": 218, + "estimated_total_tokens": 6053, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 38129.35, + "sql_execution_elapsed_ms_total": 4.21, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_74f6fcf4a606ba6f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e12094d5bdcac8e230c17d6bd023f041e31bf236 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21179, "bytes_utf8": 21179, "lines": 543, "estimated_tokens": 5748}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 394, "bytes_utf8": 394, "lines": 1, "estimated_tokens": 103}, "usage": {"input_tokens": 29043, "cached_input_tokens": 22912, "output_tokens": 625, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..80d54c25e49320e9de0c8da46dc8fd7f384a3d0a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_7ae4a674455cbef0", + "api_calls": 0, + "input_tokens": 29043, + "cached_input_tokens": 22912, + "output_tokens": 625, + "total_tokens": 29668, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5748, + "estimated_output_tokens": 103, + "estimated_total_tokens": 5851, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16043.86, + "sql_execution_elapsed_ms_total": 2.39, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..90304c69fdf65d3d713dc8f902664ba4e6abeed7 --- /dev/null +++ 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"input_tokens": 29043, + "cached_input_tokens": 22912, + "output_tokens": 625, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ff083255f0f7c9ca4a71f54ead9537be52bfcc8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=GDP, condition_col=International.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "GDP", + "condition_col": "International", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2779ee48a3800e60d2c6c154c8b201153eacc8a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61aa-5f6f-7831-bfad-ffc6bf173449"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"GDP\\\",\\n AVG(CASE WHEN \\\"International\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"GDP\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template with \\\"GDP\\\" as the grouping column and measures the share of rows where \\\"International\\\" = '0' within each GDP group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29043,"cached_input_tokens":22912,"output_tokens":625,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b77e696faa2115c8d7391939d692306b70e931a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"GDP\",\n AVG(CASE WHEN \"International\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"GDP\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the Grouped Condition Rate template with \"GDP\" as the grouping column and measures the share of rows where \"International\" = '0' within each GDP group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a3a703b6f8d83c3161344ab33531300190b09c67 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=GDP, condition_col=International. +Result preview: [{"GDP": "0.32", "condition_rate": 0.9859894921190894}, {"GDP": "1.74", "condition_rate": 0.9847619047619047}, {"GDP": "-3.12", "condition_rate": 0.9812382739212008}, {"GDP": "-1.7", "condition_rate": 0.9809069212410502}, {"GDP": "-0.92", "condition_rate": 0.9806629834254144}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f5f7d33a149731a2981cb7489da77fcd9842b088 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_7ae4a674455cbef0 +-- problem_id: v2p_m5_6cb6f8c0ccba9861 +-- realization_mode: agent +-- source_kind: agent +SELECT "GDP", + AVG(CASE WHEN "International" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "GDP" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6aab3366e4a17a1a4d252eb98a15fe1f3f1f78b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"GDP\",\n AVG(CASE WHEN \"International\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"GDP\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"GDP\\\",\\n AVG(CASE WHEN \\\"International\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"GDP\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"GDP\", \"condition_rate\"], \"rows\": [{\"GDP\": \"0.32\", \"condition_rate\": 0.9859894921190894}, {\"GDP\": \"1.74\", \"condition_rate\": 0.9847619047619047}, {\"GDP\": \"-3.12\", \"condition_rate\": 0.9812382739212008}, {\"GDP\": \"-1.7\", \"condition_rate\": 0.9809069212410502}, {\"GDP\": \"-0.92\", \"condition_rate\": 0.9806629834254144}, {\"GDP\": \"0.79\", \"condition_rate\": 0.9794871794871794}, {\"GDP\": \"-4.06\", \"condition_rate\": 0.9773299748110831}, {\"GDP\": \"1.79\", \"condition_rate\": 0.9685393258426966}, {\"GDP\": \"2.02\", \"condition_rate\": 0.961352657004831}, {\"GDP\": \"3.51\", \"condition_rate\": 0.9402173913043478}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.39}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b7e1ea0ea63344c6fbde47cb36372fe784ac48f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:23:36.004271+00:00", + "ended_at": "2026-05-26T00:23:52.056668+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_7ae4a674455cbef0", + "problem_id": "v2p_m5_6cb6f8c0ccba9861", + "dataset_id": "m5", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=GDP, condition_col=International.", + "bindings": { + "group_col": "GDP", + "condition_col": "International", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=97" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_7ae4a674455cbef0.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_7ae4a674455cbef0", + "api_calls": 0, + "input_tokens": 29043, + "cached_input_tokens": 22912, + "output_tokens": 625, + "total_tokens": 29668, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5748, + "estimated_output_tokens": 103, + "estimated_total_tokens": 5851, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16043.86, + "sql_execution_elapsed_ms_total": 2.39, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0a747de979e91e9a8d088aa54329bfe6a58ebc9c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7ae4a674455cbef0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:23:52.052989+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16043.86, "started_at": "2026-05-26T00:23:36.005046+00:00", "ended_at": "2026-05-26T00:23:52.049148+00:00", "prompt_metrics": {"chars": 21179, "bytes_utf8": 21179, "lines": 543, "estimated_tokens": 5748}, "response_metrics": {"chars": 394, "bytes_utf8": 394, "lines": 1, "estimated_tokens": 103}, "usage": {"input_tokens": 29043, "cached_input_tokens": 22912, "output_tokens": 625, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"GDP\\\",\\n AVG(CASE WHEN \\\"International\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21410, "bytes_utf8": 21410, "lines": 542, "estimated_tokens": 5819}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 738, "bytes_utf8": 738, "lines": 1, "estimated_tokens": 190}, "usage": {"input_tokens": 29114, "cached_input_tokens": 22912, "output_tokens": 1211, "reasoning_output_tokens": 1015}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ecf4d8a01b0a52252e01ffc4d6520dd42d6f4587 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_7d7e2f8e607dfc85", + "api_calls": 0, + "input_tokens": 29114, + "cached_input_tokens": 22912, + "output_tokens": 1211, + "total_tokens": 30325, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5819, + "estimated_output_tokens": 190, + "estimated_total_tokens": 6009, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 27453.53, + "sql_execution_elapsed_ms_total": 3.84, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5f7084c6991cc8c9ee3d40fda304993f95d531f3 --- /dev/null +++ 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"input_tokens": 29114, + "cached_input_tokens": 22912, + "output_tokens": 1211, + "reasoning_output_tokens": 1015 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c987183c8e51d6e8e9cc58e4dbbdbceafd01b50 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Unemployment rate, measure_col=Application mode.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Unemployment rate", + "measure_col": "Application mode", + "item_col": "Curricular units 2nd sem (enrolled)", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 39.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6fc70a7dd6f2f99dd9e9aa06a0bc454b5d46038a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61aa-9e1e-7071-87e6-e446518feaa1"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Unemployment rate\\\", \\\"Curricular units 2nd sem (enrolled)\\\",\\n SUM(CAST(\\\"Application mode\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Application mode\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Application mode\\\" AS REAL))) OVER (PARTITION BY \\\"Unemployment rate\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Unemployment rate\\\", \\\"Curricular units 2nd sem (enrolled)\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the planned within-group share template with group_col=\\\"Unemployment rate\\\", item_col=\\\"Curricular units 2nd sem (enrolled)\\\", and measure_col=\\\"Application mode\\\". CAST to REAL is used because the schema stores columns as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29114,"cached_input_tokens":22912,"output_tokens":1211,"reasoning_output_tokens":1015}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ed5bef55eb3e9396dec655a3eefafc553c12f2de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Unemployment rate\", \"Curricular units 2nd sem (enrolled)\",\n SUM(CAST(\"Application mode\" AS REAL)) AS total_measure,\n SUM(CAST(\"Application mode\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Application mode\" AS REAL))) OVER (PARTITION BY \"Unemployment rate\") AS share_within_group\nFROM \"m5\"\nGROUP BY \"Unemployment rate\", \"Curricular units 2nd sem (enrolled)\"\nORDER BY share_within_group DESC;","notes":"Applied the planned within-group share template with group_col=\"Unemployment rate\", item_col=\"Curricular units 2nd sem (enrolled)\", and measure_col=\"Application mode\". CAST to REAL is used because the schema stores columns as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1336afeda06952fcc608928fa2776435d03a1093 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Unemployment rate, measure_col=Application mode. +Result preview: [{"Unemployment rate": "13.9", "Curricular units 2nd sem (enrolled)": "6", "total_measure": 4848.0, "share_within_group": 57.39315733396472}, {"Unemployment rate": "12.4", "Curricular units 2nd sem (enrolled)": "6", "total_measure": 4728.0, "share_within_group": 56.12535612535613}, {"Unemployment rate": "11.1", "Curricular units 2nd sem (enrolled)": "6", "total_measure": 3229.0, "share_within_group": 50.69073783359497}, {"Unemployment rate": "16.2", "Curricular units 2nd sem (enrolled)": "6", "total_measure": 3807.0, "share_within_group": 46.78053575817154}, {"Unemployment rate": "15.5", "Curricular units 2nd sem (enrolled)": "6", "total_measure": 3936.0, "share_within_group": 46.33313713949382}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..94a83ff998b2897e1dd6371ccc9cee0ba4a9b632 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_7d7e2f8e607dfc85 +-- problem_id: v2p_m5_544172d23a0dde9e +-- realization_mode: agent +-- source_kind: agent +SELECT "Unemployment rate", "Curricular units 2nd sem (enrolled)", + SUM(CAST("Application mode" AS REAL)) AS total_measure, + SUM(CAST("Application mode" AS REAL)) * 100.0 / SUM(SUM(CAST("Application mode" AS REAL))) OVER (PARTITION BY "Unemployment rate") AS share_within_group +FROM "m5" +GROUP BY "Unemployment rate", "Curricular units 2nd sem (enrolled)" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c54d367dc496f6feeb671c0e786d45b6fbfd246e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Unemployment rate\", \"Curricular units 2nd sem (enrolled)\",\n SUM(CAST(\"Application mode\" AS REAL)) AS total_measure,\n SUM(CAST(\"Application mode\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Application mode\" AS REAL))) OVER (PARTITION BY \"Unemployment rate\") AS share_within_group\nFROM \"m5\"\nGROUP BY \"Unemployment rate\", \"Curricular units 2nd sem (enrolled)\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Unemployment rate\\\", \\\"Curricular units 2nd sem (enrolled)\\\",\\n SUM(CAST(\\\"Application mode\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Application mode\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Application mode\\\" AS REAL))) OVER (PARTITION BY \\\"Unemployment rate\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Unemployment rate\\\", \\\"Curricular units 2nd sem (enrolled)\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"Unemployment rate\", \"Curricular units 2nd sem (enrolled)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Unemployment rate\": \"13.9\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 4848.0, \"share_within_group\": 57.39315733396472}, {\"Unemployment rate\": \"12.4\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 4728.0, \"share_within_group\": 56.12535612535613}, {\"Unemployment rate\": \"11.1\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 3229.0, \"share_within_group\": 50.69073783359497}, {\"Unemployment rate\": \"16.2\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 3807.0, \"share_within_group\": 46.78053575817154}, {\"Unemployment rate\": \"15.5\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 3936.0, \"share_within_group\": 46.33313713949382}, {\"Unemployment rate\": \"7.6\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 3930.0, \"share_within_group\": 41.117388575015696}, {\"Unemployment rate\": \"9.4\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 3796.0, \"share_within_group\": 40.93605090046371}, {\"Unemployment rate\": \"8.9\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 2869.0, \"share_within_group\": 37.97485109199206}, {\"Unemployment rate\": \"10.8\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 3282.0, \"share_within_group\": 36.83915141991245}, {\"Unemployment rate\": \"10.8\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 3103.0, \"share_within_group\": 34.82994724435964}, {\"Unemployment rate\": \"12.7\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 2496.0, \"share_within_group\": 33.62521891418564}, {\"Unemployment rate\": \"12.7\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 2098.0, \"share_within_group\": 28.263505321298666}, {\"Unemployment rate\": \"7.6\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 2634.0, \"share_within_group\": 27.558066541117388}, {\"Unemployment rate\": \"9.4\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 2489.0, \"share_within_group\": 26.84136741076243}, {\"Unemployment rate\": \"12.7\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"total_measure\": 1877.0, \"share_within_group\": 25.286272396605145}, {\"Unemployment rate\": \"8.9\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 1656.0, \"share_within_group\": 21.919258769027135}, {\"Unemployment rate\": \"16.2\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 1591.0, \"share_within_group\": 19.550258048660606}, {\"Unemployment rate\": \"15.5\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 1369.0, \"share_within_group\": 16.115361977633903}, {\"Unemployment rate\": \"12.4\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 1327.0, \"share_within_group\": 15.75261158594492}, {\"Unemployment rate\": \"10.8\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"total_measure\": 1347.0, \"share_within_group\": 15.119542036143226}, {\"Unemployment rate\": \"11.1\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 953.0, \"share_within_group\": 14.960753532182103}, {\"Unemployment rate\": \"13.9\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 1261.0, \"share_within_group\": 14.928376938558069}, {\"Unemployment rate\": \"8.9\", \"Curricular units 2nd sem (enrolled)\": \"9\", \"total_measure\": 1127.0, \"share_within_group\": 14.917273328921244}, {\"Unemployment rate\": \"13.9\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"total_measure\": 1246.0, \"share_within_group\": 14.750799100272285}, {\"Unemployment rate\": \"7.6\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"total_measure\": 1317.0, \"share_within_group\": 13.779033270558694}, {\"Unemployment rate\": \"11.1\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"total_measure\": 759.0, \"share_within_group\": 11.915227629513344}, {\"Unemployment rate\": \"11.1\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"total_measure\": 722.0, \"share_within_group\": 11.334379905808477}, {\"Unemployment rate\": \"9.4\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"total_measure\": 931.0, \"share_within_group\": 10.039900787231748}, {\"Unemployment rate\": \"16.2\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"total_measure\": 817.0, \"share_within_group\": 10.039321700663553}, {\"Unemployment rate\": \"15.5\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"total_measure\": 829.0, \"share_within_group\": 9.75868157739847}, {\"Unemployment rate\": \"8.9\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"total_measure\": 717.0, \"share_within_group\": 9.490403706154865}, {\"Unemployment rate\": \"16.2\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"total_measure\": 743.0, \"share_within_group\": 9.130007372818874}, {\"Unemployment rate\": \"13.9\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"total_measure\": 667.0, \"share_within_group\": 7.896294542441104}, {\"Unemployment rate\": \"12.4\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"total_measure\": 650.0, \"share_within_group\": 7.716049382716049}, {\"Unemployment rate\": \"15.5\", \"Curricular units 2nd sem (enrolled)\": \"13\", \"total_measure\": 633.0, \"share_within_group\": 7.451442024720424}, {\"Unemployment rate\": \"9.4\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"total_measure\": 606.0, \"share_within_group\": 6.535101908767389}, {\"Unemployment rate\": \"15.5\", \"Curricular units 2nd sem (enrolled)\": \"12\", \"total_measure\": 545.0, \"share_within_group\": 6.4155385520894646}, {\"Unemployment rate\": \"12.4\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"total_measure\": 514.0, \"share_within_group\": 6.101614434947768}, {\"Unemployment rate\": \"15.5\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"total_measure\": 498.0, \"share_within_group\": 5.862271924661566}, {\"Unemployment rate\": \"12.7\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"total_measure\": 401.0, \"share_within_group\": 5.402128519466523}, {\"Unemployment rate\": \"11.1\", \"Curricular units 2nd sem (enrolled)\": \"11\", \"total_measure\": 314.0, \"share_within_group\": 4.929356357927786}, {\"Unemployment rate\": \"15.5\", \"Curricular units 2nd sem (enrolled)\": \"0\", \"total_measure\": 415.0, \"share_within_group\": 4.885226603884638}, {\"Unemployment rate\": \"16.2\", \"Curricular units 2nd sem (enrolled)\": \"9\", \"total_measure\": 389.0, \"share_within_group\": 4.7800442369132465}, {\"Unemployment rate\": \"8.9\", \"Curricular units 2nd sem (enrolled)\": \"11\", \"total_measure\": 348.0, \"share_within_group\": 4.606221045665122}, {\"Unemployment rate\": \"12.4\", \"Curricular units 2nd sem (enrolled)\": \"9\", \"total_measure\": 368.0, \"share_within_group\": 4.368471035137702}, {\"Unemployment rate\": \"7.6\", \"Curricular units 2nd sem (enrolled)\": \"10\", \"total_measure\": 386.0, \"share_within_group\": 4.038501778614773}, {\"Unemployment rate\": \"8.9\", \"Curricular units 2nd sem (enrolled)\": \"12\", \"total_measure\": 300.0, \"share_within_group\": 3.970880211780278}, {\"Unemployment rate\": \"9.4\", \"Curricular units 2nd sem (enrolled)\": \"10\", \"total_measure\": 343.0, \"share_within_group\": 3.6989108163485387}, {\"Unemployment rate\": \"7.6\", \"Curricular units 2nd sem (enrolled)\": \"14\", \"total_measure\": 353.0, \"share_within_group\": 3.693241263862733}, {\"Unemployment rate\": \"9.4\", \"Curricular units 2nd sem (enrolled)\": \"0\", \"total_measure\": 291.0, \"share_within_group\": 3.1381429957942415}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.84}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a7dfb3950feed48506d6845a772249805b789ab9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:23:52.057041+00:00", + "ended_at": "2026-05-26T00:24:19.520891+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_7d7e2f8e607dfc85", + "problem_id": "v2p_m5_544172d23a0dde9e", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Unemployment rate, measure_col=Application mode.", + "bindings": { + "group_col": "Unemployment rate", + "measure_col": "Application mode", + "item_col": "Curricular units 2nd sem (enrolled)", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 39.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=29" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_7d7e2f8e607dfc85.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_7d7e2f8e607dfc85", + "api_calls": 0, + "input_tokens": 29114, + "cached_input_tokens": 22912, + "output_tokens": 1211, + "total_tokens": 30325, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5819, + "estimated_output_tokens": 190, + "estimated_total_tokens": 6009, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 27453.53, + "sql_execution_elapsed_ms_total": 3.84, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bed11592450b6a68ae2880e9db359ca868e2c91a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:24:19.515767+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 27453.53, "started_at": "2026-05-26T00:23:52.057861+00:00", "ended_at": "2026-05-26T00:24:19.511777+00:00", "prompt_metrics": {"chars": 21410, "bytes_utf8": 21410, "lines": 542, "estimated_tokens": 5819}, "response_metrics": {"chars": 738, "bytes_utf8": 738, "lines": 1, "estimated_tokens": 190}, "usage": {"input_tokens": 29114, "cached_input_tokens": 22912, "output_tokens": 1211, "reasoning_output_tokens": 1015}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Unemployment rate\\\", \\\"Curricular units 2nd sem (enrolled)\\\",\\n SUM(CAST(\\\"Application mode\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Application mode\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Application mode\\\" AS REAL))) OVER (PARTITION BY \\\"Unemployment rate\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Unemployment rate\\\", \\\"Curricular units 2nd sem (enrolled)\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the planned within-group share template with group_col=\\\"Unemployment rate\\\", item_col=\\\"Curricular units 2nd sem (enrolled)\\\", and measure_col=\\\"Application mode\\\". CAST to REAL is used because the schema stores columns as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..772c702388d966a02768aaa9bd6e70226d1af869 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_7d7e2f8e607dfc85", + "api_calls": 0, + "input_tokens": 29114, + "cached_input_tokens": 22912, + "output_tokens": 1211, + "total_tokens": 30325, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5819, + "estimated_output_tokens": 190, + "estimated_total_tokens": 6009, + "usage_source": 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+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21417, "bytes_utf8": 21417, "lines": 542, "estimated_tokens": 5820}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 749, "bytes_utf8": 749, "lines": 1, "estimated_tokens": 197}, "usage": {"input_tokens": 29115, "cached_input_tokens": 22912, "output_tokens": 1135, "reasoning_output_tokens": 932}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9ef912584bf94bfc42fe6b2d67360413a690f9d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:24:19.522071+00:00", + "ended_at": "2026-05-26T00:24:45.117693+00:00", + "elapsed_ms": 25595.09, + "prompt_metrics": { + "chars": 21417, + "bytes_utf8": 21417, + "lines": 542, + "estimated_tokens": 5820 + }, + "stdout_metrics": { + "chars": 1142, + "bytes_utf8": 1142, + "lines": 4, + "estimated_tokens": 333 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 749, + "bytes_utf8": 749, + "lines": 1, + "estimated_tokens": 197 + }, + "usage": { + "input_tokens": 29115, + "cached_input_tokens": 22912, + "output_tokens": 1135, + "reasoning_output_tokens": 932 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..03f269ec6f09c9fa526a0e9f213fe7ecb8608425 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Unemployment rate, measure_col=Application mode.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Unemployment rate", + "measure_col": "Application mode", + "item_col": "Curricular units 2nd sem (enrolled)", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 18.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bea2ae92e114d4b35325544d17120872f6647d36 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ab-096c-7da2-a4a2-7ddb230b7b2f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Unemployment rate\\\", \\\"Curricular units 2nd sem (enrolled)\\\",\\n SUM(CAST(\\\"Application mode\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Application mode\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Application mode\\\" AS REAL))) OVER (PARTITION BY \\\"Unemployment rate\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Unemployment rate\\\", \\\"Curricular units 2nd sem (enrolled)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the planned within-group share template with \\\"Unemployment rate\\\" as group_col and \\\"Curricular units 2nd sem (enrolled)\\\" as item_col. CAST(\\\"Application mode\\\" AS REAL) is used because the schema stores these numeric-coded values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29115,"cached_input_tokens":22912,"output_tokens":1135,"reasoning_output_tokens":932}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ddef505c1ae63602d05921f4585f3b6ec01a9ef5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Unemployment rate\", \"Curricular units 2nd sem (enrolled)\",\n SUM(CAST(\"Application mode\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Application mode\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Application mode\" AS REAL))) OVER (PARTITION BY \"Unemployment rate\") AS \"share_within_group\"\nFROM \"m5\"\nGROUP BY \"Unemployment rate\", \"Curricular units 2nd sem (enrolled)\"\nORDER BY \"share_within_group\" DESC;","notes":"Used the planned within-group share template with \"Unemployment rate\" as group_col and \"Curricular units 2nd sem (enrolled)\" as item_col. CAST(\"Application mode\" AS REAL) is used because the schema stores these numeric-coded values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b17f7d07d79f5cd590cd26ed1ac4531ad16a3d1c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Unemployment rate, measure_col=Application mode. +Result preview: [{"Unemployment rate": "13.9", "Curricular units 2nd sem (enrolled)": "6", "total_measure": 4848.0, "share_within_group": 57.39315733396472}, {"Unemployment rate": "12.4", "Curricular units 2nd sem (enrolled)": "6", "total_measure": 4728.0, "share_within_group": 56.12535612535613}, {"Unemployment rate": "11.1", "Curricular units 2nd sem (enrolled)": "6", "total_measure": 3229.0, "share_within_group": 50.69073783359497}, {"Unemployment rate": "16.2", "Curricular units 2nd sem (enrolled)": "6", "total_measure": 3807.0, "share_within_group": 46.78053575817154}, {"Unemployment rate": "15.5", "Curricular units 2nd sem (enrolled)": "6", "total_measure": 3936.0, "share_within_group": 46.33313713949382}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2cea7805cd82601fcc23852bf21c679f6c58f118 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_7f28ab95e9a3a312 +-- problem_id: v2p_m5_97b8167e95ed8240 +-- realization_mode: agent +-- source_kind: agent +SELECT "Unemployment rate", "Curricular units 2nd sem (enrolled)", + SUM(CAST("Application mode" AS REAL)) AS "total_measure", + SUM(CAST("Application mode" AS REAL)) * 100.0 / SUM(SUM(CAST("Application mode" AS REAL))) OVER (PARTITION BY "Unemployment rate") AS "share_within_group" +FROM "m5" +GROUP BY "Unemployment rate", "Curricular units 2nd sem (enrolled)" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..945c1e23cca3779b2c43ee1765e4eacda774e059 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Unemployment rate\", \"Curricular units 2nd sem (enrolled)\",\n SUM(CAST(\"Application mode\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Application mode\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Application mode\" AS REAL))) OVER (PARTITION BY \"Unemployment rate\") AS \"share_within_group\"\nFROM \"m5\"\nGROUP BY \"Unemployment rate\", \"Curricular units 2nd sem (enrolled)\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Unemployment rate\\\", \\\"Curricular units 2nd sem (enrolled)\\\",\\n SUM(CAST(\\\"Application mode\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Application mode\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Application mode\\\" AS REAL))) OVER (PARTITION BY \\\"Unemployment rate\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Unemployment rate\\\", \\\"Curricular units 2nd sem (enrolled)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Unemployment rate\", \"Curricular units 2nd sem (enrolled)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Unemployment rate\": \"13.9\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 4848.0, \"share_within_group\": 57.39315733396472}, {\"Unemployment rate\": \"12.4\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 4728.0, \"share_within_group\": 56.12535612535613}, {\"Unemployment rate\": \"11.1\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 3229.0, \"share_within_group\": 50.69073783359497}, {\"Unemployment rate\": \"16.2\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 3807.0, \"share_within_group\": 46.78053575817154}, {\"Unemployment rate\": \"15.5\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 3936.0, \"share_within_group\": 46.33313713949382}, {\"Unemployment rate\": \"7.6\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 3930.0, \"share_within_group\": 41.117388575015696}, {\"Unemployment rate\": \"9.4\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 3796.0, \"share_within_group\": 40.93605090046371}, {\"Unemployment rate\": \"8.9\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 2869.0, \"share_within_group\": 37.97485109199206}, {\"Unemployment rate\": \"10.8\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 3282.0, \"share_within_group\": 36.83915141991245}, {\"Unemployment rate\": \"10.8\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 3103.0, \"share_within_group\": 34.82994724435964}, {\"Unemployment rate\": \"12.7\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 2496.0, \"share_within_group\": 33.62521891418564}, {\"Unemployment rate\": \"12.7\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 2098.0, \"share_within_group\": 28.263505321298666}, {\"Unemployment rate\": \"7.6\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 2634.0, \"share_within_group\": 27.558066541117388}, {\"Unemployment rate\": \"9.4\", \"Curricular units 2nd sem (enrolled)\": \"6\", \"total_measure\": 2489.0, \"share_within_group\": 26.84136741076243}, {\"Unemployment rate\": \"12.7\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"total_measure\": 1877.0, \"share_within_group\": 25.286272396605145}, {\"Unemployment rate\": \"8.9\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 1656.0, \"share_within_group\": 21.919258769027135}, {\"Unemployment rate\": \"16.2\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 1591.0, \"share_within_group\": 19.550258048660606}, {\"Unemployment rate\": \"15.5\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 1369.0, \"share_within_group\": 16.115361977633903}, {\"Unemployment rate\": \"12.4\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 1327.0, \"share_within_group\": 15.75261158594492}, {\"Unemployment rate\": \"10.8\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"total_measure\": 1347.0, \"share_within_group\": 15.119542036143226}, {\"Unemployment rate\": \"11.1\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 953.0, \"share_within_group\": 14.960753532182103}, {\"Unemployment rate\": \"13.9\", \"Curricular units 2nd sem (enrolled)\": \"5\", \"total_measure\": 1261.0, \"share_within_group\": 14.928376938558069}, {\"Unemployment rate\": \"8.9\", \"Curricular units 2nd sem (enrolled)\": \"9\", \"total_measure\": 1127.0, \"share_within_group\": 14.917273328921244}, {\"Unemployment rate\": \"13.9\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"total_measure\": 1246.0, \"share_within_group\": 14.750799100272285}, {\"Unemployment rate\": \"7.6\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"total_measure\": 1317.0, \"share_within_group\": 13.779033270558694}, {\"Unemployment rate\": \"11.1\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"total_measure\": 759.0, \"share_within_group\": 11.915227629513344}, {\"Unemployment rate\": \"11.1\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"total_measure\": 722.0, \"share_within_group\": 11.334379905808477}, {\"Unemployment rate\": \"9.4\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"total_measure\": 931.0, \"share_within_group\": 10.039900787231748}, {\"Unemployment rate\": \"16.2\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"total_measure\": 817.0, \"share_within_group\": 10.039321700663553}, {\"Unemployment rate\": \"15.5\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"total_measure\": 829.0, \"share_within_group\": 9.75868157739847}, {\"Unemployment rate\": \"8.9\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"total_measure\": 717.0, \"share_within_group\": 9.490403706154865}, {\"Unemployment rate\": \"16.2\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"total_measure\": 743.0, \"share_within_group\": 9.130007372818874}, {\"Unemployment rate\": \"13.9\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"total_measure\": 667.0, \"share_within_group\": 7.896294542441104}, {\"Unemployment rate\": \"12.4\", \"Curricular units 2nd sem (enrolled)\": \"8\", \"total_measure\": 650.0, \"share_within_group\": 7.716049382716049}, {\"Unemployment rate\": \"15.5\", \"Curricular units 2nd sem (enrolled)\": \"13\", \"total_measure\": 633.0, \"share_within_group\": 7.451442024720424}, {\"Unemployment rate\": \"9.4\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"total_measure\": 606.0, \"share_within_group\": 6.535101908767389}, {\"Unemployment rate\": \"15.5\", \"Curricular units 2nd sem (enrolled)\": \"12\", \"total_measure\": 545.0, \"share_within_group\": 6.4155385520894646}, {\"Unemployment rate\": \"12.4\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"total_measure\": 514.0, \"share_within_group\": 6.101614434947768}, {\"Unemployment rate\": \"15.5\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"total_measure\": 498.0, \"share_within_group\": 5.862271924661566}, {\"Unemployment rate\": \"12.7\", \"Curricular units 2nd sem (enrolled)\": \"7\", \"total_measure\": 401.0, \"share_within_group\": 5.402128519466523}, {\"Unemployment rate\": \"11.1\", \"Curricular units 2nd sem (enrolled)\": \"11\", \"total_measure\": 314.0, \"share_within_group\": 4.929356357927786}, {\"Unemployment rate\": \"15.5\", \"Curricular units 2nd sem (enrolled)\": \"0\", \"total_measure\": 415.0, \"share_within_group\": 4.885226603884638}, {\"Unemployment rate\": \"16.2\", \"Curricular units 2nd sem (enrolled)\": \"9\", \"total_measure\": 389.0, \"share_within_group\": 4.7800442369132465}, {\"Unemployment rate\": \"8.9\", \"Curricular units 2nd sem (enrolled)\": \"11\", \"total_measure\": 348.0, \"share_within_group\": 4.606221045665122}, {\"Unemployment rate\": \"12.4\", \"Curricular units 2nd sem (enrolled)\": \"9\", \"total_measure\": 368.0, \"share_within_group\": 4.368471035137702}, {\"Unemployment rate\": \"7.6\", \"Curricular units 2nd sem (enrolled)\": \"10\", \"total_measure\": 386.0, \"share_within_group\": 4.038501778614773}, {\"Unemployment rate\": \"8.9\", \"Curricular units 2nd sem (enrolled)\": \"12\", \"total_measure\": 300.0, \"share_within_group\": 3.970880211780278}, {\"Unemployment rate\": \"9.4\", \"Curricular units 2nd sem (enrolled)\": \"10\", \"total_measure\": 343.0, \"share_within_group\": 3.6989108163485387}, {\"Unemployment rate\": \"7.6\", \"Curricular units 2nd sem (enrolled)\": \"14\", \"total_measure\": 353.0, \"share_within_group\": 3.693241263862733}, {\"Unemployment rate\": \"9.4\", \"Curricular units 2nd sem (enrolled)\": \"0\", \"total_measure\": 291.0, \"share_within_group\": 3.1381429957942415}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.17}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ada7a11bf8315c9430c86fb262b353cfd8d10677 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:24:19.521335+00:00", + "ended_at": "2026-05-26T00:24:45.126654+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_7f28ab95e9a3a312", + "problem_id": "v2p_m5_97b8167e95ed8240", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Unemployment rate, measure_col=Application mode.", + "bindings": { + "group_col": "Unemployment rate", + "measure_col": "Application mode", + "item_col": "Curricular units 2nd sem (enrolled)", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 18.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=29" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_7f28ab95e9a3a312.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_7f28ab95e9a3a312", + "api_calls": 0, + "input_tokens": 29115, + "cached_input_tokens": 22912, + "output_tokens": 1135, + "total_tokens": 30250, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5820, + "estimated_output_tokens": 197, + "estimated_total_tokens": 6017, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25595.09, + "sql_execution_elapsed_ms_total": 2.17, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f1553e2c539769b569d10ea9795fc89852004f0e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:24:45.122936+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 25595.09, "started_at": "2026-05-26T00:24:19.522071+00:00", "ended_at": "2026-05-26T00:24:45.117693+00:00", "prompt_metrics": {"chars": 21417, "bytes_utf8": 21417, "lines": 542, "estimated_tokens": 5820}, "response_metrics": {"chars": 749, "bytes_utf8": 749, "lines": 1, "estimated_tokens": 197}, "usage": {"input_tokens": 29115, "cached_input_tokens": 22912, "output_tokens": 1135, "reasoning_output_tokens": 932}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Unemployment rate\\\", \\\"Curricular units 2nd sem (enrolled)\\\",\\n SUM(CAST(\\\"Application mode\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Application mode\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Application mode\\\" AS REAL))) OVER (PARTITION BY \\\"Unemployment rate\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Unemployment rate\\\", \\\"Curricular units 2nd sem (enrolled)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the planned within-group share template with \\\"Unemployment rate\\\" as group_col and \\\"Curricular units 2nd sem (enrolled)\\\" as item_col. CAST(\\\"Application mode\\\" AS REAL) is used because the schema stores these numeric-coded values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ffd6f7651688febd3bd32ed2230cf5d744b842ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_7f28ab95e9a3a312/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_7f28ab95e9a3a312", + "api_calls": 0, + "input_tokens": 29115, + "cached_input_tokens": 22912, + "output_tokens": 1135, + "total_tokens": 30250, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5820, + "estimated_output_tokens": 197, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21101, "bytes_utf8": 21101, "lines": 540, "estimated_tokens": 5718}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 482, "bytes_utf8": 482, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 29013, "cached_input_tokens": 28544, "output_tokens": 633, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..aa68c6819f5f8b6079b22c2a362154cb7de07f1f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_83a473faffef3d04", + "api_calls": 0, + "input_tokens": 29013, + "cached_input_tokens": 28544, + "output_tokens": 633, + "total_tokens": 29646, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5718, + "estimated_output_tokens": 111, + "estimated_total_tokens": 5829, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15095.04, + "sql_execution_elapsed_ms_total": 5.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d7a6acc7a4732ab79412da3c7e08ef89ef8576e4 --- /dev/null +++ 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"input_tokens": 29013, + "cached_input_tokens": 28544, + "output_tokens": 633, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a4ae175e0033d91f783efe758782889dab63357 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Application order, measure_col=Curricular units 2nd sem (approved).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Application order", + "measure_col": "Curricular units 2nd sem (approved)", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b2ec671944c8e2af42605b9d1b51ef874014afe4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ab-6d6e-7703-add6-55f78e294b09"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Application order\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (approved)\\\" AS REAL)) OVER (PARTITION BY \\\"Application order\\\") AS avg_measure\\nFROM \\\"m5\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the provided Window Partition Average template with \\\"Application order\\\" as the group column. Cast \\\"Curricular units 2nd sem (approved)\\\" from TEXT to REAL so SQLite computes a numeric average correctly.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29013,"cached_input_tokens":28544,"output_tokens":633,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..df1adf8cac083e546de60c51a1ae33e6d7be96ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Application order\",\n AVG(CAST(\"Curricular units 2nd sem (approved)\" AS REAL)) OVER (PARTITION BY \"Application order\") AS avg_measure\nFROM \"m5\"\nORDER BY avg_measure DESC;","notes":"Applied the provided Window Partition Average template with \"Application order\" as the group column. Cast \"Curricular units 2nd sem (approved)\" from TEXT to REAL so SQLite computes a numeric average correctly."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..361f1c7265c8116ab0e8ba360a7afc8a96a76f03 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Application order, measure_col=Curricular units 2nd sem (approved). +Result preview: [{"Application order": "0", "avg_measure": 12.0}, {"Application order": "6", "avg_measure": 5.547445255474453}, {"Application order": "9", "avg_measure": 5.0}, {"Application order": "4", "avg_measure": 4.895582329317269}, {"Application order": "3", "avg_measure": 4.760517799352751}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..64325f9aa64c122da0f99332df8dc44285540551 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_83a473faffef3d04 +-- problem_id: v2p_m5_7d42ad9ae53d273b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Application order", + AVG(CAST("Curricular units 2nd sem (approved)" AS REAL)) OVER (PARTITION BY "Application order") AS avg_measure +FROM "m5" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ef82331971c1c5085c13233bf897d1a691d40507 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Application order\",\n AVG(CAST(\"Curricular units 2nd sem (approved)\" AS REAL)) OVER (PARTITION BY \"Application order\") AS avg_measure\nFROM \"m5\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Application order\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (approved)\\\" AS REAL)) OVER (PARTITION BY \\\"Application order\\\") AS avg_measure\\nFROM \\\"m5\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"Application order\", \"avg_measure\"], \"rows\": [{\"Application order\": \"0\", \"avg_measure\": 12.0}, {\"Application order\": \"6\", \"avg_measure\": 5.547445255474453}, {\"Application order\": \"9\", \"avg_measure\": 5.0}, {\"Application order\": \"4\", \"avg_measure\": 4.895582329317269}, {\"Application order\": \"3\", \"avg_measure\": 4.760517799352751}, {\"Application order\": \"2\", \"avg_measure\": 4.435100548446069}, {\"Application order\": \"5\", \"avg_measure\": 4.363636363636363}, {\"Application order\": \"1\", \"avg_measure\": 4.315598149372108}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.16}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b6a120891382c108171f590f40810d1b4a2784c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:24:45.126983+00:00", + "ended_at": "2026-05-26T00:25:00.233295+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_83a473faffef3d04", + "problem_id": "v2p_m5_7d42ad9ae53d273b", + "dataset_id": "m5", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Application order, measure_col=Curricular units 2nd sem (approved).", + "bindings": { + "group_col": "Application order", + "measure_col": "Curricular units 2nd sem (approved)", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=134" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_83a473faffef3d04.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_83a473faffef3d04", + "api_calls": 0, + "input_tokens": 29013, + "cached_input_tokens": 28544, + "output_tokens": 633, + "total_tokens": 29646, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5718, + "estimated_output_tokens": 111, + "estimated_total_tokens": 5829, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15095.04, + "sql_execution_elapsed_ms_total": 5.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a426fe7eb3cb816f65b1290153997d618a93faa9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:25:00.226921+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15095.04, "started_at": "2026-05-26T00:24:45.127803+00:00", "ended_at": "2026-05-26T00:25:00.223067+00:00", "prompt_metrics": {"chars": 21101, "bytes_utf8": 21101, "lines": 540, "estimated_tokens": 5718}, "response_metrics": {"chars": 482, "bytes_utf8": 482, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 29013, "cached_input_tokens": 28544, "output_tokens": 633, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Application order\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (approved)\\\" AS REAL)) OVER (PARTITION BY \\\"Application order\\\") AS avg_measure\\nFROM \\\"m5\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the provided Window Partition Average template with \\\"Application order\\\" as the group column. Cast \\\"Curricular units 2nd sem (approved)\\\" from TEXT to REAL so SQLite computes a numeric average correctly.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cac873341a95423bf2461ee65b91688e912bf808 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_83a473faffef3d04", + "api_calls": 0, + "input_tokens": 29013, + "cached_input_tokens": 28544, + "output_tokens": 633, + "total_tokens": 29646, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5718, + "estimated_output_tokens": 111, + "estimated_total_tokens": 5829, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15095.04, + "sql_execution_elapsed_ms_total": 5.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_83a473faffef3d04/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4b1e6fb83600d8c96a26ae5a5c9d080c728ef87a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21420, "bytes_utf8": 21420, "lines": 542, "estimated_tokens": 5828}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 763, "bytes_utf8": 763, "lines": 1, "estimated_tokens": 215}, "usage": {"input_tokens": 29123, "cached_input_tokens": 22912, "output_tokens": 737, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4fc521b93d3301e66ab838a546835f74d11b9b3d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_84c135b2725705fd", + "api_calls": 0, + "input_tokens": 29123, + "cached_input_tokens": 22912, + "output_tokens": 737, + "total_tokens": 29860, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5828, + "estimated_output_tokens": 215, + "estimated_total_tokens": 6043, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19655.87, + "sql_execution_elapsed_ms_total": 2.33, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e72f0637fabe8d0d4961110ba34b112591baee07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:25:00.234376+00:00", + "ended_at": "2026-05-26T00:25:19.890531+00:00", + "elapsed_ms": 19655.87, + "prompt_metrics": { + "chars": 21420, + "bytes_utf8": 21420, + "lines": 542, + "estimated_tokens": 5828 + }, + "stdout_metrics": { + "chars": 1144, + "bytes_utf8": 1144, + "lines": 4, + "estimated_tokens": 346 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 763, + "bytes_utf8": 763, + "lines": 1, + "estimated_tokens": 215 + }, + "usage": { + "input_tokens": 29123, + "cached_input_tokens": 22912, + "output_tokens": 737, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2f073b50fcc9805f281f1c2efa672a82b36af55c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (approved), measure_col=GDP.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Curricular units 2nd sem (approved)", + "measure_col": "GDP", + "item_col": "Curricular units 1st sem (approved)", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.79, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4cea3604f86571e08338ee629948bfec54b48f4d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ab-a86e-7af0-9b8b-6722368a0cde"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Curricular units 2nd sem (approved)\\\",\\n \\\"Curricular units 1st sem (approved)\\\",\\n SUM(CAST(\\\"GDP\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"GDP\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"GDP\\\" AS REAL))) OVER (PARTITION BY \\\"Curricular units 2nd sem (approved)\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Curricular units 2nd sem (approved)\\\", \\\"Curricular units 1st sem (approved)\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the provided Within-Group Share of Total template with group_col=\\\"Curricular units 2nd sem (approved)\\\", item_col=\\\"Curricular units 1st sem (approved)\\\", and measure_col=\\\"GDP\\\". CAST to REAL is included because the schema stores GDP as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29123,"cached_input_tokens":22912,"output_tokens":737,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..16b120985a6bdf391ec2e54017429c911b32162c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Curricular units 2nd sem (approved)\",\n \"Curricular units 1st sem (approved)\",\n SUM(CAST(\"GDP\" AS REAL)) AS total_measure,\n SUM(CAST(\"GDP\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"GDP\" AS REAL))) OVER (PARTITION BY \"Curricular units 2nd sem (approved)\") AS share_within_group\nFROM \"m5\"\nGROUP BY \"Curricular units 2nd sem (approved)\", \"Curricular units 1st sem (approved)\"\nORDER BY share_within_group DESC;","notes":"Uses the provided Within-Group Share of Total template with group_col=\"Curricular units 2nd sem (approved)\", item_col=\"Curricular units 1st sem (approved)\", and measure_col=\"GDP\". CAST to REAL is included because the schema stores GDP as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8de86fe0224af05301d830bcd7b2f7e2d0a15913 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (approved), measure_col=GDP. +Result preview: [{"Curricular units 2nd sem (approved)": "1", "Curricular units 1st sem (approved)": "2", "total_measure": -27.37, "share_within_group": 168.01718845917742}, {"Curricular units 2nd sem (approved)": "17", "Curricular units 1st sem (approved)": "17", "total_measure": 10.74, "share_within_group": 160.77844311377245}, {"Curricular units 2nd sem (approved)": "2", "Curricular units 1st sem (approved)": "5", "total_measure": 30.2, "share_within_group": 155.42974781266085}, {"Curricular units 2nd sem (approved)": "16", "Curricular units 1st sem (approved)": "14", "total_measure": -0.92, "share_within_group": 153.33333333333331}, {"Curricular units 2nd sem (approved)": "6", "Curricular units 1st sem (approved)": "6", "total_measure": 414.69, "share_within_group": 103.0106565317833}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0d013168a2406d1d2706339c9174f61a6de03912 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_84c135b2725705fd +-- problem_id: v2p_m5_f77922e8b7a83fbe +-- realization_mode: agent +-- source_kind: agent +SELECT "Curricular units 2nd sem (approved)", + "Curricular units 1st sem (approved)", + SUM(CAST("GDP" AS REAL)) AS total_measure, + SUM(CAST("GDP" AS REAL)) * 100.0 / SUM(SUM(CAST("GDP" AS REAL))) OVER (PARTITION BY "Curricular units 2nd sem (approved)") AS share_within_group +FROM "m5" +GROUP BY "Curricular units 2nd sem (approved)", "Curricular units 1st sem (approved)" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..77211b1f826ad2a15989285a7b9a415265d24ab6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Curricular units 2nd sem (approved)\",\n \"Curricular units 1st sem (approved)\",\n SUM(CAST(\"GDP\" AS REAL)) AS total_measure,\n SUM(CAST(\"GDP\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"GDP\" AS REAL))) OVER (PARTITION BY \"Curricular units 2nd sem (approved)\") AS share_within_group\nFROM \"m5\"\nGROUP BY \"Curricular units 2nd sem (approved)\", \"Curricular units 1st sem (approved)\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Curricular units 2nd sem (approved)\\\",\\n \\\"Curricular units 1st sem (approved)\\\",\\n SUM(CAST(\\\"GDP\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"GDP\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"GDP\\\" AS REAL))) OVER (PARTITION BY \\\"Curricular units 2nd sem (approved)\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Curricular units 2nd sem (approved)\\\", \\\"Curricular units 1st sem (approved)\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"Curricular units 2nd sem (approved)\", \"Curricular units 1st sem (approved)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Curricular units 2nd sem (approved)\": \"1\", \"Curricular units 1st sem (approved)\": \"2\", \"total_measure\": -27.37, \"share_within_group\": 168.01718845917742}, {\"Curricular units 2nd sem (approved)\": \"17\", \"Curricular units 1st sem (approved)\": \"17\", \"total_measure\": 10.74, \"share_within_group\": 160.77844311377245}, {\"Curricular units 2nd sem (approved)\": \"2\", \"Curricular units 1st sem (approved)\": \"5\", \"total_measure\": 30.2, \"share_within_group\": 155.42974781266085}, {\"Curricular units 2nd sem (approved)\": \"16\", \"Curricular units 1st sem (approved)\": \"14\", \"total_measure\": -0.92, \"share_within_group\": 153.33333333333331}, {\"Curricular units 2nd sem (approved)\": \"6\", \"Curricular units 1st sem (approved)\": \"6\", \"total_measure\": 414.69, \"share_within_group\": 103.0106565317833}, {\"Curricular units 2nd sem (approved)\": \"9\", \"Curricular units 1st sem (approved)\": \"11\", \"total_measure\": 21.4, \"share_within_group\": 102.78578290105668}, {\"Curricular units 2nd sem (approved)\": \"18\", \"Curricular units 1st sem (approved)\": \"18\", \"total_measure\": -0.6000000000000001, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (approved)\": \"19\", \"Curricular units 1st sem (approved)\": \"21\", \"total_measure\": 5.37, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (approved)\": \"20\", \"Curricular units 1st sem (approved)\": \"20\", \"total_measure\": 0.64, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (approved)\": \"8\", \"Curricular units 1st sem (approved)\": \"8\", \"total_measure\": -218.94, \"share_within_group\": 81.34497492104775}, {\"Curricular units 2nd sem (approved)\": \"0\", \"Curricular units 1st sem (approved)\": \"0\", \"total_measure\": -164.92, \"share_within_group\": 73.79301087296972}, {\"Curricular units 2nd sem (approved)\": \"14\", \"Curricular units 1st sem (approved)\": \"15\", \"total_measure\": -5.92, \"share_within_group\": 68.4393063583815}, {\"Curricular units 2nd sem (approved)\": \"5\", \"Curricular units 1st sem (approved)\": \"6\", \"total_measure\": 124.39, \"share_within_group\": 67.54085898897758}, {\"Curricular units 2nd sem (approved)\": \"11\", \"Curricular units 1st sem (approved)\": \"12\", \"total_measure\": 44.0, \"share_within_group\": 67.39163731046101}, {\"Curricular units 2nd sem (approved)\": \"7\", \"Curricular units 1st sem (approved)\": \"6\", \"total_measure\": 20.380000000000003, \"share_within_group\": 66.29798308392972}, {\"Curricular units 2nd sem (approved)\": \"13\", \"Curricular units 1st sem (approved)\": \"18\", \"total_measure\": -36.54, \"share_within_group\": 55.113122171945705}, {\"Curricular units 2nd sem (approved)\": \"10\", \"Curricular units 1st sem (approved)\": \"12\", \"total_measure\": 13.94, \"share_within_group\": 47.479564032697546}, {\"Curricular units 2nd sem (approved)\": \"3\", \"Curricular units 1st sem (approved)\": \"4\", \"total_measure\": -10.28, \"share_within_group\": 45.06795265234547}, {\"Curricular units 2nd sem (approved)\": \"3\", \"Curricular units 1st sem (approved)\": \"3\", \"total_measure\": -9.99, \"share_within_group\": 43.796580447172296}, {\"Curricular units 2nd sem (approved)\": \"4\", \"Curricular units 1st sem (approved)\": \"3\", \"total_measure\": -33.66, \"share_within_group\": 37.267493356953054}, {\"Curricular units 2nd sem (approved)\": \"14\", \"Curricular units 1st sem (approved)\": \"13\", \"total_measure\": -3.12, \"share_within_group\": 36.06936416184971}, {\"Curricular units 2nd sem (approved)\": \"14\", \"Curricular units 1st sem (approved)\": \"14\", \"total_measure\": -3.12, \"share_within_group\": 36.06936416184971}, {\"Curricular units 2nd sem (approved)\": \"3\", \"Curricular units 1st sem (approved)\": \"2\", \"total_measure\": -7.97, \"share_within_group\": 34.94081543182815}, {\"Curricular units 2nd sem (approved)\": \"11\", \"Curricular units 1st sem (approved)\": \"11\", \"total_measure\": 21.82, \"share_within_group\": 33.420125593505894}, {\"Curricular units 2nd sem (approved)\": \"4\", \"Curricular units 1st sem (approved)\": \"4\", \"total_measure\": -29.669999999999998, \"share_within_group\": 32.84986713906112}, {\"Curricular units 2nd sem (approved)\": \"2\", \"Curricular units 1st sem (approved)\": \"4\", \"total_measure\": 5.7299999999999995, \"share_within_group\": 29.490478641276376}, {\"Curricular units 2nd sem (approved)\": \"12\", \"Curricular units 1st sem (approved)\": \"18\", \"total_measure\": -16.24, \"share_within_group\": 27.92777300085984}, {\"Curricular units 2nd sem (approved)\": \"10\", \"Curricular units 1st sem (approved)\": \"10\", \"total_measure\": 7.46, \"share_within_group\": 25.408719346049047}, {\"Curricular units 2nd sem (approved)\": \"1\", \"Curricular units 1st sem (approved)\": \"3\", \"total_measure\": -3.989999999999999, \"share_within_group\": 24.493554327808464}, {\"Curricular units 2nd sem (approved)\": \"4\", \"Curricular units 1st sem (approved)\": \"5\", \"total_measure\": -21.330000000000002, \"share_within_group\": 23.616031886625333}, {\"Curricular units 2nd sem (approved)\": \"12\", \"Curricular units 1st sem (approved)\": \"14\", \"total_measure\": -13.57, \"share_within_group\": 23.336199484092862}, {\"Curricular units 2nd sem (approved)\": \"10\", \"Curricular units 1st sem (approved)\": \"11\", \"total_measure\": 6.41, \"share_within_group\": 21.832425068119893}, {\"Curricular units 2nd sem (approved)\": \"12\", \"Curricular units 1st sem (approved)\": \"13\", \"total_measure\": -12.319999999999999, \"share_within_group\": 21.186586414445397}, {\"Curricular units 2nd sem (approved)\": \"9\", \"Curricular units 1st sem (approved)\": \"9\", \"total_measure\": 4.31, \"share_within_group\": 20.701248799231504}, {\"Curricular units 2nd sem (approved)\": \"5\", \"Curricular units 1st sem (approved)\": \"4\", \"total_measure\": 34.26, \"share_within_group\": 18.602378237497966}, {\"Curricular units 2nd sem (approved)\": \"4\", \"Curricular units 1st sem (approved)\": \"2\", \"total_measure\": -16.35, \"share_within_group\": 18.10230292294066}, {\"Curricular units 2nd sem (approved)\": \"7\", \"Curricular units 1st sem (approved)\": \"5\", \"total_measure\": 5.520000000000001, \"share_within_group\": 17.957059206245933}, {\"Curricular units 2nd sem (approved)\": \"3\", \"Curricular units 1st sem (approved)\": \"9\", \"total_measure\": -4.06, \"share_within_group\": 17.799210872424375}, {\"Curricular units 2nd sem (approved)\": \"5\", \"Curricular units 1st sem (approved)\": \"5\", \"total_measure\": 32.6, \"share_within_group\": 17.701037085301625}, {\"Curricular units 2nd sem (approved)\": \"8\", \"Curricular units 1st sem (approved)\": \"7\", \"total_measure\": -46.86999999999998, \"share_within_group\": 17.41408136726732}, {\"Curricular units 2nd sem (approved)\": \"9\", \"Curricular units 1st sem (approved)\": \"16\", \"total_measure\": 3.51, \"share_within_group\": 16.85878962536023}, {\"Curricular units 2nd sem (approved)\": \"7\", \"Curricular units 1st sem (approved)\": \"9\", \"total_measure\": 5.12, \"share_within_group\": 16.65582303188028}, {\"Curricular units 2nd sem (approved)\": \"2\", \"Curricular units 1st sem (approved)\": \"0\", \"total_measure\": 3.23, \"share_within_group\": 16.623777663407104}, {\"Curricular units 2nd sem (approved)\": \"9\", \"Curricular units 1st sem (approved)\": \"7\", \"total_measure\": 3.3300000000000005, \"share_within_group\": 15.994236311239195}, {\"Curricular units 2nd sem (approved)\": \"7\", \"Curricular units 1st sem (approved)\": \"8\", \"total_measure\": 4.7299999999999995, \"share_within_group\": 15.387117761873773}, {\"Curricular units 2nd sem (approved)\": \"13\", \"Curricular units 1st sem (approved)\": \"16\", \"total_measure\": -9.36, \"share_within_group\": 14.11764705882353}, {\"Curricular units 2nd sem (approved)\": \"3\", \"Curricular units 1st sem (approved)\": \"0\", \"total_measure\": -3.22, \"share_within_group\": 14.116615519508988}, {\"Curricular units 2nd sem (approved)\": \"9\", \"Curricular units 1st sem (approved)\": \"10\", \"total_measure\": 2.9099999999999997, \"share_within_group\": 13.97694524495677}, {\"Curricular units 2nd sem (approved)\": \"12\", \"Curricular units 1st sem (approved)\": \"17\", \"total_measure\": -8.12, \"share_within_group\": 13.96388650042992}, {\"Curricular units 2nd sem (approved)\": \"7\", \"Curricular units 1st sem (approved)\": \"4\", \"total_measure\": 4.27, \"share_within_group\": 13.89069616135328}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.33}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bd760a33baa80cad3c3644290ec8f1f2a0826d93 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:25:00.233689+00:00", + "ended_at": "2026-05-26T00:25:19.899017+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_84c135b2725705fd", + "problem_id": "v2p_m5_f77922e8b7a83fbe", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (approved), measure_col=GDP.", + "bindings": { + "group_col": "Curricular units 2nd sem (approved)", + "measure_col": "GDP", + "item_col": "Curricular units 1st sem (approved)", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.79, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=27" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_84c135b2725705fd.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_84c135b2725705fd", + "api_calls": 0, + "input_tokens": 29123, + "cached_input_tokens": 22912, + "output_tokens": 737, + "total_tokens": 29860, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5828, + "estimated_output_tokens": 215, + "estimated_total_tokens": 6043, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19655.87, + "sql_execution_elapsed_ms_total": 2.33, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0e1587d9e56a5be4f4589955d504bb74b47ebb36 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:25:19.895363+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 19655.87, "started_at": "2026-05-26T00:25:00.234376+00:00", "ended_at": "2026-05-26T00:25:19.890531+00:00", "prompt_metrics": {"chars": 21420, "bytes_utf8": 21420, "lines": 542, "estimated_tokens": 5828}, "response_metrics": {"chars": 763, "bytes_utf8": 763, "lines": 1, "estimated_tokens": 215}, "usage": {"input_tokens": 29123, "cached_input_tokens": 22912, "output_tokens": 737, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Curricular units 2nd sem (approved)\\\",\\n \\\"Curricular units 1st sem (approved)\\\",\\n SUM(CAST(\\\"GDP\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"GDP\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"GDP\\\" AS REAL))) OVER (PARTITION BY \\\"Curricular units 2nd sem (approved)\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Curricular units 2nd sem (approved)\\\", \\\"Curricular units 1st sem (approved)\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the provided Within-Group Share of Total template with group_col=\\\"Curricular units 2nd sem (approved)\\\", item_col=\\\"Curricular units 1st sem (approved)\\\", and measure_col=\\\"GDP\\\". CAST to REAL is included because the schema stores GDP as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2e2e32d3a72d57abc344b8e76a0b03a6a9504739 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_84c135b2725705fd/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_84c135b2725705fd", + "api_calls": 0, + "input_tokens": 29123, + "cached_input_tokens": 22912, + "output_tokens": 737, + "total_tokens": 29860, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5828, + "estimated_output_tokens": 215, + "estimated_total_tokens": 6043, + "usage_source": 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+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21234, "bytes_utf8": 21234, "lines": 543, "estimated_tokens": 5760}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 508, "bytes_utf8": 508, "lines": 1, "estimated_tokens": 122}, "usage": {"input_tokens": 29055, "cached_input_tokens": 22912, "output_tokens": 375, "reasoning_output_tokens": 247}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b616f7a53117afeae55ba660dda6ce2281e2ccca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:25:19.900325+00:00", + "ended_at": "2026-05-26T00:25:31.129692+00:00", + "elapsed_ms": 11229.16, + "prompt_metrics": { + "chars": 21234, + "bytes_utf8": 21234, + "lines": 543, + "estimated_tokens": 5760 + }, + "stdout_metrics": { + "chars": 872, + "bytes_utf8": 872, + "lines": 4, + "estimated_tokens": 240 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 508, + "bytes_utf8": 508, + "lines": 1, + "estimated_tokens": 122 + }, + "usage": { + "input_tokens": 29055, + "cached_input_tokens": 22912, + "output_tokens": 375, + "reasoning_output_tokens": 247 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2b32d5020bd223215742bc8a4b06180746bbfac2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Application order, condition_col=Daytime/evening attendance.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Application order", + "condition_col": "Daytime/evening attendance", + "condition_value": "1", + "positive_value": "1", + "negative_value": "0", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1dcb7e15d96b94b023c4024aa82843d5d8f08d01 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ab-f53f-7b53-8ee2-6ba77dc016bf"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"Application order\\\",\\n AVG(CASE WHEN \\\"Daytime/evening attendance\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Application order\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the Grouped Condition Rate template with group_col=\\\"Application order\\\" and condition_col=\\\"Daytime/evening attendance\\\", using condition_value '1' to measure the rate of daytime attendance within each application-order group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29055,"cached_input_tokens":22912,"output_tokens":375,"reasoning_output_tokens":247}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2d602a9b8c49852190c823be7a5e190607122a5c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"Application order\",\n AVG(CASE WHEN \"Daytime/evening attendance\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Application order\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the Grouped Condition Rate template with group_col=\"Application order\" and condition_col=\"Daytime/evening attendance\", using condition_value '1' to measure the rate of daytime attendance within each application-order group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d9db36334e7798d5c9d8bb3fc2eac9a04a354a85 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Application order, condition_col=Daytime/evening attendance. +Result preview: [{"Application order": "0", "condition_rate": 1.0}, {"Application order": "6", "condition_rate": 0.9927007299270073}, {"Application order": "4", "condition_rate": 0.9879518072289156}, {"Application order": "3", "condition_rate": 0.9870550161812298}, {"Application order": "5", "condition_rate": 0.987012987012987}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5c836804cb7ee096f0ae617884d208cf694e0c97 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_864dce0170240d09 +-- problem_id: v2p_m5_787f84de3c5e7de8 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Application order", + AVG(CASE WHEN "Daytime/evening attendance" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Application order" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fb7f5e99f847360d4764092486fd1e637b759e36 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"Application order\",\n AVG(CASE WHEN \"Daytime/evening attendance\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Application order\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"Application order\\\",\\n AVG(CASE WHEN \\\"Daytime/evening attendance\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Application order\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Application order\", \"condition_rate\"], \"rows\": [{\"Application order\": \"0\", \"condition_rate\": 1.0}, {\"Application order\": \"6\", \"condition_rate\": 0.9927007299270073}, {\"Application order\": \"4\", \"condition_rate\": 0.9879518072289156}, {\"Application order\": \"3\", \"condition_rate\": 0.9870550161812298}, {\"Application order\": \"5\", \"condition_rate\": 0.987012987012987}, {\"Application order\": \"2\", \"condition_rate\": 0.9524680073126143}, {\"Application order\": \"1\", \"condition_rate\": 0.85261070720423}, {\"Application order\": \"9\", \"condition_rate\": 0.0}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.05}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e52cf4307c64723daf9ef3b28baa939ff20410be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:25:19.899460+00:00", + "ended_at": "2026-05-26T00:25:31.135885+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_864dce0170240d09", + "problem_id": "v2p_m5_787f84de3c5e7de8", + "dataset_id": "m5", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Application order, condition_col=Daytime/evening attendance.", + "bindings": { + "group_col": "Application order", + "condition_col": "Daytime/evening attendance", + "condition_value": "1", + "positive_value": "1", + "negative_value": "0", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=101" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_864dce0170240d09.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_864dce0170240d09", + "api_calls": 0, + "input_tokens": 29055, + "cached_input_tokens": 22912, + "output_tokens": 375, + "total_tokens": 29430, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5760, + "estimated_output_tokens": 122, + "estimated_total_tokens": 5882, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11229.16, + "sql_execution_elapsed_ms_total": 1.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dee7906e7a4a9f64be2de45d754a58468d469938 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:25:31.133764+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11229.16, "started_at": "2026-05-26T00:25:19.900325+00:00", "ended_at": "2026-05-26T00:25:31.129692+00:00", "prompt_metrics": {"chars": 21234, "bytes_utf8": 21234, "lines": 543, "estimated_tokens": 5760}, "response_metrics": {"chars": 508, "bytes_utf8": 508, "lines": 1, "estimated_tokens": 122}, "usage": {"input_tokens": 29055, "cached_input_tokens": 22912, "output_tokens": 375, "reasoning_output_tokens": 247}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"Application order\\\",\\n AVG(CASE WHEN \\\"Daytime/evening attendance\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Application order\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the Grouped Condition Rate template with group_col=\\\"Application order\\\" and condition_col=\\\"Daytime/evening attendance\\\", using condition_value '1' to measure the rate of daytime attendance within each application-order group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2d9a91864bca82e7f9a421413aec965d94cf64c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_864dce0170240d09", + "api_calls": 0, + "input_tokens": 29055, + "cached_input_tokens": 22912, + "output_tokens": 375, + "total_tokens": 29430, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5760, + "estimated_output_tokens": 122, + "estimated_total_tokens": 5882, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11229.16, + "sql_execution_elapsed_ms_total": 1.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_864dce0170240d09/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c7d688ca82135fefe5473006cfc37763c833fca7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21076, "bytes_utf8": 21076, "lines": 540, "estimated_tokens": 5704}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 669, "bytes_utf8": 669, "lines": 1, "estimated_tokens": 155}, "usage": {"input_tokens": 28999, "cached_input_tokens": 28032, "output_tokens": 2599, "reasoning_output_tokens": 2438}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..dee80694d20ee64b8f2b32fda6b434ea46f9bb38 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_91386e638d2eb0b6", + "api_calls": 0, + "input_tokens": 28999, + "cached_input_tokens": 28032, + "output_tokens": 2599, + "total_tokens": 31598, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5704, + "estimated_output_tokens": 155, + "estimated_total_tokens": 5859, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 51335.91, + "sql_execution_elapsed_ms_total": 6.15, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7c7bb5c923b7bf405fdde05bccdedbb8f8532766 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:25:31.137000+00:00", + "ended_at": "2026-05-26T00:26:22.453935+00:00", + "elapsed_ms": 51335.91, + "prompt_metrics": { + "chars": 21076, + "bytes_utf8": 21076, + "lines": 540, + "estimated_tokens": 5704 + }, + "stdout_metrics": { + "chars": 1054, + "bytes_utf8": 1054, + "lines": 4, + "estimated_tokens": 282 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 669, + "bytes_utf8": 669, + "lines": 1, + "estimated_tokens": 155 + }, + "usage": { + "input_tokens": 28999, + "cached_input_tokens": 28032, + "output_tokens": 2599, + "reasoning_output_tokens": 2438 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a1c13d6c3bbbcc8216e36c09f16d3b65716ec70b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Previous qualification, measure_col=Unemployment rate.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Previous qualification", + "measure_col": "Unemployment rate", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 12.7, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..031d3e0bd4e85f5448be470b7e6340f288d16265 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ac-2125-7501-ad3f-14d4197e2784"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Previous qualification\\\",\\n AVG(CAST(\\\"Unemployment rate\\\" AS REAL)) OVER (PARTITION BY \\\"Previous qualification\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Previous qualification\\\" IS NOT NULL\\n AND \\\"Previous qualification\\\" <> ''\\n AND \\\"Unemployment rate\\\" IS NOT NULL\\n AND \\\"Unemployment rate\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Instantiates the planned window-partition-average template with \\\"Previous qualification\\\" as the grouping column and \\\"Unemployment rate\\\" as the measure, casting the TEXT measure to REAL and filtering null/empty rows for a stable result.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28999,"cached_input_tokens":28032,"output_tokens":2599,"reasoning_output_tokens":2438}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4c707114895acb781b4527335d5f927b43467ea7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Previous qualification\",\n AVG(CAST(\"Unemployment rate\" AS REAL)) OVER (PARTITION BY \"Previous qualification\") AS \"avg_measure\"\nFROM \"m5\"\nWHERE \"Previous qualification\" IS NOT NULL\n AND \"Previous qualification\" <> ''\n AND \"Unemployment rate\" IS NOT NULL\n AND \"Unemployment rate\" <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Instantiates the planned window-partition-average template with \"Previous qualification\" as the grouping column and \"Unemployment rate\" as the measure, casting the TEXT measure to REAL and filtering null/empty rows for a stable result."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9e90911d22dedb3149c71318cb878184917cdedf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Previous qualification, measure_col=Unemployment rate. +Result preview: [{"Previous qualification": "4", "avg_measure": 13.7}, {"Previous qualification": "39", "avg_measure": 13.476255707762558}, {"Previous qualification": "5", "avg_measure": 12.4}, {"Previous qualification": "40", "avg_measure": 12.309999999999999}, {"Previous qualification": "3", "avg_measure": 12.203174603174602}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2a2ea28b6db8589f38e1d4b10d18cbaa8a0403c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_91386e638d2eb0b6 +-- problem_id: v2p_m5_935a39428faa047a +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Previous qualification", + AVG(CAST("Unemployment rate" AS REAL)) OVER (PARTITION BY "Previous qualification") AS "avg_measure" +FROM "m5" +WHERE "Previous qualification" IS NOT NULL + AND "Previous qualification" <> '' + AND "Unemployment rate" IS NOT NULL + AND "Unemployment rate" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..525e5c10c5df8a6aa5e8fc4efaa59a19c5b5ca57 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Previous qualification\",\n AVG(CAST(\"Unemployment rate\" AS REAL)) OVER (PARTITION BY \"Previous qualification\") AS \"avg_measure\"\nFROM \"m5\"\nWHERE \"Previous qualification\" IS NOT NULL\n AND \"Previous qualification\" <> ''\n AND \"Unemployment rate\" IS NOT NULL\n AND \"Unemployment rate\" <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Previous qualification\\\",\\n AVG(CAST(\\\"Unemployment rate\\\" AS REAL)) OVER (PARTITION BY \\\"Previous qualification\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Previous qualification\\\" IS NOT NULL\\n AND \\\"Previous qualification\\\" <> ''\\n AND \\\"Unemployment rate\\\" IS NOT NULL\\n AND \\\"Unemployment rate\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Previous qualification\", \"avg_measure\"], \"rows\": [{\"Previous qualification\": \"4\", \"avg_measure\": 13.7}, {\"Previous qualification\": \"39\", \"avg_measure\": 13.476255707762558}, {\"Previous qualification\": \"5\", \"avg_measure\": 12.4}, {\"Previous qualification\": \"40\", \"avg_measure\": 12.309999999999999}, {\"Previous qualification\": \"3\", \"avg_measure\": 12.203174603174602}, {\"Previous qualification\": \"19\", \"avg_measure\": 12.137654320987654}, {\"Previous qualification\": \"38\", \"avg_measure\": 11.857142857142858}, {\"Previous qualification\": \"1\", \"avg_measure\": 11.46524078557977}, {\"Previous qualification\": \"2\", \"avg_measure\": 11.365217391304347}, {\"Previous qualification\": \"12\", \"avg_measure\": 10.58}, {\"Previous qualification\": \"43\", \"avg_measure\": 10.366666666666667}, {\"Previous qualification\": \"14\", \"avg_measure\": 9.4}, {\"Previous qualification\": \"42\", \"avg_measure\": 8.9}, {\"Previous qualification\": \"15\", \"avg_measure\": 8.5}, {\"Previous qualification\": \"9\", \"avg_measure\": 8.254545454545454}, {\"Previous qualification\": \"6\", \"avg_measure\": 8.1375}, {\"Previous qualification\": \"10\", \"avg_measure\": 8.05}], \"row_count_returned\": 17, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 6.15}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..13965aeb0fbef43a514f6268cdd6b6f53d6e8929 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:25:31.136212+00:00", + "ended_at": "2026-05-26T00:26:22.467671+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_91386e638d2eb0b6", + "problem_id": "v2p_m5_935a39428faa047a", + "dataset_id": "m5", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Previous qualification, measure_col=Unemployment rate.", + "bindings": { + "group_col": "Previous qualification", + "measure_col": "Unemployment rate", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 12.7, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=137" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_91386e638d2eb0b6.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_91386e638d2eb0b6", + "api_calls": 0, + "input_tokens": 28999, + "cached_input_tokens": 28032, + "output_tokens": 2599, + "total_tokens": 31598, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5704, + "estimated_output_tokens": 155, + "estimated_total_tokens": 5859, + "usage_source": 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"2026-05-26T00:26:22.458624+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 51335.91, "started_at": "2026-05-26T00:25:31.137000+00:00", "ended_at": "2026-05-26T00:26:22.453935+00:00", "prompt_metrics": {"chars": 21076, "bytes_utf8": 21076, "lines": 540, "estimated_tokens": 5704}, "response_metrics": {"chars": 669, "bytes_utf8": 669, "lines": 1, "estimated_tokens": 155}, "usage": {"input_tokens": 28999, "cached_input_tokens": 28032, "output_tokens": 2599, "reasoning_output_tokens": 2438}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Previous qualification\\\",\\n AVG(CAST(\\\"Unemployment rate\\\" AS REAL)) OVER (PARTITION BY \\\"Previous qualification\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Previous qualification\\\" IS NOT NULL\\n AND \\\"Previous qualification\\\" <> ''\\n AND \\\"Unemployment rate\\\" IS NOT NULL\\n AND \\\"Unemployment rate\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Instantiates the planned window-partition-average template with \\\"Previous qualification\\\" as the grouping column and \\\"Unemployment rate\\\" as the measure, casting the TEXT measure to REAL and filtering null/empty rows for a stable result.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_91386e638d2eb0b6/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5e2a2839f9ff7c8fdcec4a805379278372268d84 --- /dev/null +++ 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b14e2bff3fa344ba08e372b5ac18567791b6871b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21191, "bytes_utf8": 21191, "lines": 543, "estimated_tokens": 5751}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 359, "bytes_utf8": 359, "lines": 1, "estimated_tokens": 95}, "usage": {"input_tokens": 29046, "cached_input_tokens": 28032, "output_tokens": 460, "reasoning_output_tokens": 359}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f0f9c6854a29d0f87cb9158b93be65d6a819bc3b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": 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"stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 359, + "bytes_utf8": 359, + "lines": 1, + "estimated_tokens": 95 + }, + "usage": { + "input_tokens": 29046, + "cached_input_tokens": 28032, + "output_tokens": 460, + "reasoning_output_tokens": 359 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..60c7000bc1fff503ad866b400305b1318d5fb49f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Course, condition_col=Displaced.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Course", + "condition_col": "Displaced", + "condition_value": "1", + "positive_value": "1", + "negative_value": "0", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d4e3c96817cb360b7e00aa117fce4cd7d728142d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ac-e9ac-7d33-8b43-d62a54e6aeb7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Course\\\",\\n AVG(CASE WHEN \\\"Displaced\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Course\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-course proportion of rows where \\\"Displaced\\\" = '1', using the planned grouped condition rate template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29046,"cached_input_tokens":28032,"output_tokens":460,"reasoning_output_tokens":359}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a5ed1bf4e94f536f813384b5bf2ec88b9b984893 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Course\",\n AVG(CASE WHEN \"Displaced\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Course\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the within-course proportion of rows where \"Displaced\" = '1', using the planned grouped condition rate template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1db18212be120d5af93bbe775f3b44368d39f448 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Course, condition_col=Displaced. +Result preview: [{"Course": "171", "condition_rate": 0.8093023255813954}, {"Course": "9773", "condition_rate": 0.6888217522658611}, {"Course": "9500", "condition_rate": 0.6684073107049608}, {"Course": "9070", "condition_rate": 0.6460176991150443}, {"Course": "9853", "condition_rate": 0.625}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..98b9e6f844421f8e7d0d5fdbf3637523f269d386 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_919b9e66e965762f +-- problem_id: v2p_m5_f34289b26e23e1ad +-- realization_mode: agent +-- source_kind: agent +SELECT "Course", + AVG(CASE WHEN "Displaced" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Course" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f2a1654ca74260200dcebb385e4921539636a275 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Course\",\n AVG(CASE WHEN \"Displaced\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Course\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Course\\\",\\n AVG(CASE WHEN \\\"Displaced\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Course\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Course\", \"condition_rate\"], \"rows\": [{\"Course\": \"171\", \"condition_rate\": 0.8093023255813954}, {\"Course\": \"9773\", \"condition_rate\": 0.6888217522658611}, {\"Course\": \"9500\", \"condition_rate\": 0.6684073107049608}, {\"Course\": \"9070\", \"condition_rate\": 0.6460176991150443}, {\"Course\": \"9853\", \"condition_rate\": 0.625}, {\"Course\": \"9130\", \"condition_rate\": 0.6170212765957447}, {\"Course\": \"9085\", \"condition_rate\": 0.6142433234421365}, {\"Course\": \"9254\", \"condition_rate\": 0.6071428571428571}, {\"Course\": \"9238\", \"condition_rate\": 0.543661971830986}, {\"Course\": \"9670\", \"condition_rate\": 0.5149253731343284}, {\"Course\": \"9147\", \"condition_rate\": 0.49736842105263157}, {\"Course\": \"9556\", \"condition_rate\": 0.4883720930232558}, {\"Course\": \"9119\", \"condition_rate\": 0.48823529411764705}, {\"Course\": \"9003\", \"condition_rate\": 0.28095238095238095}, {\"Course\": \"33\", \"condition_rate\": 0.25}, {\"Course\": \"8014\", \"condition_rate\": 0.2}, {\"Course\": \"9991\", \"condition_rate\": 0.1828358208955224}], \"row_count_returned\": 17, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.57}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..cc6a53e48a460e353b37ac2759936e0d983c3b48 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:26:22.468453+00:00", + "ended_at": "2026-05-26T00:26:38.121960+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_919b9e66e965762f", + "problem_id": "v2p_m5_f34289b26e23e1ad", + "dataset_id": "m5", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Course, condition_col=Displaced.", + "bindings": { + "group_col": "Course", + "condition_col": "Displaced", + "condition_value": "1", + "positive_value": "1", + "negative_value": "0", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_919b9e66e965762f.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_919b9e66e965762f", + "api_calls": 0, + "input_tokens": 29046, + "cached_input_tokens": 28032, + "output_tokens": 460, + "total_tokens": 29506, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5751, + "estimated_output_tokens": 95, + "estimated_total_tokens": 5846, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15647.22, + "sql_execution_elapsed_ms_total": 1.57, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ee9bdcdaafeb494670c159310d17983293ef4360 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/trace.jsonl 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\\\"Course\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-course proportion of rows where \\\"Displaced\\\" = '1', using the planned grouped condition rate template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a2918d163e9a7696d8e2dffef10884c6b8f120bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_919b9e66e965762f/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_919b9e66e965762f", + "api_calls": 0, + "input_tokens": 29046, + "cached_input_tokens": 28032, + "output_tokens": 460, + "total_tokens": 29506, + "cost_usd": 0.0, + "ai_cli_calls": 1, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6f92f8ab236c27ebfcc44c4e3774b40161b9ad64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_96a9add705d52b0b", + "api_calls": 0, + "input_tokens": 29013, + "cached_input_tokens": 28032, + "output_tokens": 628, + "total_tokens": 29641, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5718, + "estimated_output_tokens": 106, + "estimated_total_tokens": 5824, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14694.42, + "sql_execution_elapsed_ms_total": 4.84, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9e56d46c9fea8b4469744e6dccbd3a5997dc3e6c --- /dev/null +++ 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"input_tokens": 29013, + "cached_input_tokens": 28032, + "output_tokens": 628, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c5ab8fd20c7feaa0d3d743a5be2d2fbe8daa217f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Application mode, measure_col=Curricular units 2nd sem (evaluations).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Application mode", + "measure_col": "Curricular units 2nd sem (evaluations)", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..08e15c9f9142c67f0af05485b17e6db99e368c82 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ad-26d6-7302-a86f-3ea4590fe7c7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Application mode\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (evaluations)\\\" AS REAL)) OVER (PARTITION BY \\\"Application mode\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the provided Window Partition Average template with \\\"Application mode\\\" as the partition/group column and cast the evaluation measure to REAL because the schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29013,"cached_input_tokens":28032,"output_tokens":628,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f83e4811128ad0aec0d48840e1b8babf5eaa4296 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Application mode\",\n AVG(CAST(\"Curricular units 2nd sem (evaluations)\" AS REAL)) OVER (PARTITION BY \"Application mode\") AS \"avg_measure\"\nFROM \"m5\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the provided Window Partition Average template with \"Application mode\" as the partition/group column and cast the evaluation measure to REAL because the schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..26eb8abfb2edf2eaeab2b3b5b944d3f2b2cbe89f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Application mode, measure_col=Curricular units 2nd sem (evaluations). +Result preview: [{"Application mode": "27", "avg_measure": 18.0}, {"Application mode": "26", "avg_measure": 14.0}, {"Application mode": "2", "avg_measure": 13.666666666666666}, {"Application mode": "53", "avg_measure": 12.8}, {"Application mode": "57", "avg_measure": 11.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b0bc609ca7c81a4b72b1f5167f15799165cceca3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_96a9add705d52b0b +-- problem_id: v2p_m5_7d894039a0e9d311 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Application mode", + AVG(CAST("Curricular units 2nd sem (evaluations)" AS REAL)) OVER (PARTITION BY "Application mode") AS "avg_measure" +FROM "m5" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..57b8c807d8f71d4fad9318d802a8ad6b73b3c83e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Application mode\",\n AVG(CAST(\"Curricular units 2nd sem (evaluations)\" AS REAL)) OVER (PARTITION BY \"Application mode\") AS \"avg_measure\"\nFROM \"m5\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Application mode\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (evaluations)\\\" AS REAL)) OVER (PARTITION BY \\\"Application mode\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Application mode\", \"avg_measure\"], \"rows\": [{\"Application mode\": \"27\", \"avg_measure\": 18.0}, {\"Application mode\": \"26\", \"avg_measure\": 14.0}, {\"Application mode\": \"2\", \"avg_measure\": 13.666666666666666}, {\"Application mode\": \"53\", \"avg_measure\": 12.8}, {\"Application mode\": \"57\", \"avg_measure\": 11.0}, {\"Application mode\": \"42\", \"avg_measure\": 10.61038961038961}, {\"Application mode\": \"43\", \"avg_measure\": 10.083333333333334}, {\"Application mode\": \"44\", \"avg_measure\": 9.788732394366198}, {\"Application mode\": \"51\", \"avg_measure\": 9.627118644067796}, {\"Application mode\": \"15\", \"avg_measure\": 9.0}, {\"Application mode\": \"7\", \"avg_measure\": 7.9496402877697845}, {\"Application mode\": \"39\", \"avg_measure\": 7.826751592356688}, {\"Application mode\": \"17\", \"avg_measure\": 7.791284403669724}, {\"Application mode\": \"1\", \"avg_measure\": 7.529859484777518}, {\"Application mode\": \"16\", \"avg_measure\": 7.447368421052632}, {\"Application mode\": \"18\", \"avg_measure\": 7.233870967741935}, {\"Application mode\": \"10\", \"avg_measure\": 6.6}, {\"Application mode\": \"5\", \"avg_measure\": 6.5}], \"row_count_returned\": 18, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 4.84}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6d7773aef91990e69387c712aae31f7e903239a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:26:38.122325+00:00", + "ended_at": "2026-05-26T00:26:52.827432+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_96a9add705d52b0b", + "problem_id": "v2p_m5_7d894039a0e9d311", + "dataset_id": "m5", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Application mode, measure_col=Curricular units 2nd sem (evaluations).", + "bindings": { + "group_col": "Application mode", + "measure_col": "Curricular units 2nd sem (evaluations)", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=133" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_96a9add705d52b0b.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_96a9add705d52b0b", + "api_calls": 0, + "input_tokens": 29013, + "cached_input_tokens": 28032, + "output_tokens": 628, + "total_tokens": 29641, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5718, + "estimated_output_tokens": 106, + "estimated_total_tokens": 5824, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14694.42, + "sql_execution_elapsed_ms_total": 4.84, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..091f31382f6f7357989d132140a96f5982437ab1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/trace.jsonl @@ 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\\\"Application mode\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the provided Window Partition Average template with \\\"Application mode\\\" as the partition/group column and cast the evaluation measure to REAL because the schema stores values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d1cca7b43be87a19628f8ea6929778e3cc93bafb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_96a9add705d52b0b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_96a9add705d52b0b", + "api_calls": 0, + "input_tokens": 29013, + 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ec57be581998668d603be4c4a86c158f07a91f17 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_97528a77fbbb4730", + "api_calls": 0, + "input_tokens": 29142, + "cached_input_tokens": 28032, + "output_tokens": 782, + 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"chars": 964, + "bytes_utf8": 964, + "lines": 1, + "estimated_tokens": 260 + }, + "usage": { + "input_tokens": 29142, + "cached_input_tokens": 28032, + "output_tokens": 782, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6a7461c6362df4f4df5425483866c500150f2253 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (credited), measure_col=Curricular units 2nd sem (without evaluations).", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Curricular units 2nd sem (credited)", + "measure_col": "Curricular units 2nd sem (without evaluations)", + "item_col": "Curricular units 1st sem (credited)", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..451f772cc8383eb4ca3c63e4fcc38cfe44de860e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ad-6044-7742-98fb-0fc31ea9013a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Curricular units 2nd sem (credited)\\\",\\n \\\"Curricular units 1st sem (credited)\\\",\\n SUM(CAST(\\\"Curricular units 2nd sem (without evaluations)\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Curricular units 2nd sem (without evaluations)\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Curricular units 2nd sem (without evaluations)\\\" AS REAL))) OVER (PARTITION BY \\\"Curricular units 2nd sem (credited)\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Curricular units 2nd sem (credited)\\\", \\\"Curricular units 1st sem (credited)\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Filled the provided Within-Group Share of Total template with group_col=\\\"Curricular units 2nd sem (credited)\\\", item_col=\\\"Curricular units 1st sem (credited)\\\", and measure_col=\\\"Curricular units 2nd sem (without evaluations)\\\". CAST to REAL is used because these numeric fields are stored as TEXT in the SQLite schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29142,"cached_input_tokens":28032,"output_tokens":782,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..920a6a3a96c546f738c5abb82ababdb8b2e18496 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Curricular units 2nd sem (credited)\",\n \"Curricular units 1st sem (credited)\",\n SUM(CAST(\"Curricular units 2nd sem (without evaluations)\" AS REAL)) AS total_measure,\n SUM(CAST(\"Curricular units 2nd sem (without evaluations)\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Curricular units 2nd sem (without evaluations)\" AS REAL))) OVER (PARTITION BY \"Curricular units 2nd sem (credited)\") AS share_within_group\nFROM \"m5\"\nGROUP BY \"Curricular units 2nd sem (credited)\", \"Curricular units 1st sem (credited)\"\nORDER BY share_within_group DESC;","notes":"Filled the provided Within-Group Share of Total template with group_col=\"Curricular units 2nd sem (credited)\", item_col=\"Curricular units 1st sem (credited)\", and measure_col=\"Curricular units 2nd sem (without evaluations)\". CAST to REAL is used because these numeric fields are stored as TEXT in the SQLite schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b4ab2db4c673899f686819a1ef68ad8b8d9cae12 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (credited), measure_col=Curricular units 2nd sem (without evaluations). +Result preview: [{"Curricular units 2nd sem (credited)": "11", "Curricular units 1st sem (credited)": "11", "total_measure": 5.0, "share_within_group": 100.0}, {"Curricular units 2nd sem (credited)": "18", "Curricular units 1st sem (credited)": "18", "total_measure": 6.0, "share_within_group": 100.0}, {"Curricular units 2nd sem (credited)": "7", "Curricular units 1st sem (credited)": "10", "total_measure": 1.0, "share_within_group": 100.0}, {"Curricular units 2nd sem (credited)": "0", "Curricular units 1st sem (credited)": "0", "total_measure": 538.0, "share_within_group": 99.0791896869245}, {"Curricular units 2nd sem (credited)": "9", "Curricular units 1st sem (credited)": "11", "total_measure": 5.0, "share_within_group": 83.33333333333333}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e339384538a1c69ad33d98e9826c34425a6eaf37 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_97528a77fbbb4730 +-- problem_id: v2p_m5_8e46d7ac6e00e6c5 +-- realization_mode: agent +-- source_kind: agent +SELECT "Curricular units 2nd sem (credited)", + "Curricular units 1st sem (credited)", + SUM(CAST("Curricular units 2nd sem (without evaluations)" AS REAL)) AS total_measure, + SUM(CAST("Curricular units 2nd sem (without evaluations)" AS REAL)) * 100.0 / SUM(SUM(CAST("Curricular units 2nd sem (without evaluations)" AS REAL))) OVER (PARTITION BY "Curricular units 2nd sem (credited)") AS share_within_group +FROM "m5" +GROUP BY "Curricular units 2nd sem (credited)", "Curricular units 1st sem (credited)" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..692cb97cd84bb5a7d043c90ee14f3c27b3473872 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Curricular units 2nd sem (credited)\",\n \"Curricular units 1st sem (credited)\",\n SUM(CAST(\"Curricular units 2nd sem (without evaluations)\" AS REAL)) AS total_measure,\n SUM(CAST(\"Curricular units 2nd sem (without evaluations)\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Curricular units 2nd sem (without evaluations)\" AS REAL))) OVER (PARTITION BY \"Curricular units 2nd sem (credited)\") AS share_within_group\nFROM \"m5\"\nGROUP BY \"Curricular units 2nd sem (credited)\", \"Curricular units 1st sem (credited)\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Curricular units 2nd sem (credited)\\\",\\n \\\"Curricular units 1st sem (credited)\\\",\\n SUM(CAST(\\\"Curricular units 2nd sem (without evaluations)\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Curricular units 2nd sem (without evaluations)\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Curricular units 2nd sem (without evaluations)\\\" AS REAL))) OVER (PARTITION BY \\\"Curricular units 2nd sem (credited)\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Curricular units 2nd sem (credited)\\\", \\\"Curricular units 1st sem (credited)\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"Curricular units 2nd sem (credited)\", \"Curricular units 1st sem (credited)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Curricular units 2nd sem (credited)\": \"11\", \"Curricular units 1st sem (credited)\": \"11\", \"total_measure\": 5.0, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (credited)\": \"18\", \"Curricular units 1st sem (credited)\": \"18\", \"total_measure\": 6.0, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (credited)\": \"7\", \"Curricular units 1st sem (credited)\": \"10\", \"total_measure\": 1.0, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (credited)\": \"0\", \"Curricular units 1st sem (credited)\": \"0\", \"total_measure\": 538.0, \"share_within_group\": 99.0791896869245}, {\"Curricular units 2nd sem (credited)\": \"9\", \"Curricular units 1st sem (credited)\": \"11\", \"total_measure\": 5.0, \"share_within_group\": 83.33333333333333}, {\"Curricular units 2nd sem (credited)\": \"12\", \"Curricular units 1st sem (credited)\": \"12\", \"total_measure\": 12.0, \"share_within_group\": 70.58823529411765}, {\"Curricular units 2nd sem (credited)\": \"10\", \"Curricular units 1st sem (credited)\": \"13\", \"total_measure\": 9.0, \"share_within_group\": 69.23076923076923}, {\"Curricular units 2nd sem (credited)\": \"6\", \"Curricular units 1st sem (credited)\": \"6\", \"total_measure\": 11.0, \"share_within_group\": 64.70588235294117}, {\"Curricular units 2nd sem (credited)\": \"4\", \"Curricular units 1st sem (credited)\": \"7\", \"total_measure\": 4.0, \"share_within_group\": 44.44444444444444}, {\"Curricular units 2nd sem (credited)\": \"3\", \"Curricular units 1st sem (credited)\": \"1\", \"total_measure\": 5.0, \"share_within_group\": 41.666666666666664}, {\"Curricular units 2nd sem (credited)\": \"5\", \"Curricular units 1st sem (credited)\": \"2\", \"total_measure\": 3.0, \"share_within_group\": 37.5}, {\"Curricular units 2nd sem (credited)\": \"1\", \"Curricular units 1st sem (credited)\": \"0\", \"total_measure\": 7.0, \"share_within_group\": 36.8421052631579}, {\"Curricular units 2nd sem (credited)\": \"2\", \"Curricular units 1st sem (credited)\": \"2\", \"total_measure\": 3.0, \"share_within_group\": 33.333333333333336}, {\"Curricular units 2nd sem (credited)\": \"2\", \"Curricular units 1st sem (credited)\": \"4\", \"total_measure\": 3.0, \"share_within_group\": 33.333333333333336}, {\"Curricular units 2nd sem (credited)\": \"3\", \"Curricular units 1st sem (credited)\": \"3\", \"total_measure\": 4.0, \"share_within_group\": 33.333333333333336}, {\"Curricular units 2nd sem (credited)\": \"4\", \"Curricular units 1st sem (credited)\": \"5\", \"total_measure\": 3.0, \"share_within_group\": 33.333333333333336}, {\"Curricular units 2nd sem (credited)\": \"1\", \"Curricular units 1st sem (credited)\": \"1\", \"total_measure\": 5.0, \"share_within_group\": 26.31578947368421}, {\"Curricular units 2nd sem (credited)\": \"1\", \"Curricular units 1st sem (credited)\": \"2\", \"total_measure\": 5.0, \"share_within_group\": 26.31578947368421}, {\"Curricular units 2nd sem (credited)\": \"5\", \"Curricular units 1st sem (credited)\": \"5\", \"total_measure\": 2.0, \"share_within_group\": 25.0}, {\"Curricular units 2nd sem (credited)\": \"5\", \"Curricular units 1st sem (credited)\": \"7\", \"total_measure\": 2.0, \"share_within_group\": 25.0}, {\"Curricular units 2nd sem (credited)\": \"6\", \"Curricular units 1st sem (credited)\": \"8\", \"total_measure\": 4.0, \"share_within_group\": 23.529411764705884}, {\"Curricular units 2nd sem (credited)\": \"2\", \"Curricular units 1st sem (credited)\": \"3\", \"total_measure\": 2.0, \"share_within_group\": 22.22222222222222}, {\"Curricular units 2nd sem (credited)\": \"4\", \"Curricular units 1st sem (credited)\": \"6\", \"total_measure\": 2.0, \"share_within_group\": 22.22222222222222}, {\"Curricular units 2nd sem (credited)\": \"3\", \"Curricular units 1st sem (credited)\": \"4\", \"total_measure\": 2.0, \"share_within_group\": 16.666666666666668}, {\"Curricular units 2nd sem (credited)\": \"9\", \"Curricular units 1st sem (credited)\": \"7\", \"total_measure\": 1.0, \"share_within_group\": 16.666666666666668}, {\"Curricular units 2nd sem (credited)\": \"5\", \"Curricular units 1st sem (credited)\": \"6\", \"total_measure\": 1.0, \"share_within_group\": 12.5}, {\"Curricular units 2nd sem (credited)\": \"12\", \"Curricular units 1st sem (credited)\": \"14\", \"total_measure\": 2.0, \"share_within_group\": 11.764705882352942}, {\"Curricular units 2nd sem (credited)\": \"2\", \"Curricular units 1st sem (credited)\": \"5\", \"total_measure\": 1.0, \"share_within_group\": 11.11111111111111}, {\"Curricular units 2nd sem (credited)\": \"1\", \"Curricular units 1st sem (credited)\": \"3\", \"total_measure\": 2.0, \"share_within_group\": 10.526315789473685}, {\"Curricular units 2nd sem (credited)\": \"3\", \"Curricular units 1st sem (credited)\": \"8\", \"total_measure\": 1.0, \"share_within_group\": 8.333333333333334}, {\"Curricular units 2nd sem (credited)\": \"10\", \"Curricular units 1st sem (credited)\": \"10\", \"total_measure\": 1.0, \"share_within_group\": 7.6923076923076925}, {\"Curricular units 2nd sem (credited)\": \"10\", \"Curricular units 1st sem (credited)\": \"11\", \"total_measure\": 1.0, \"share_within_group\": 7.6923076923076925}, {\"Curricular units 2nd sem (credited)\": \"10\", \"Curricular units 1st sem (credited)\": \"12\", \"total_measure\": 1.0, \"share_within_group\": 7.6923076923076925}, {\"Curricular units 2nd sem (credited)\": \"10\", \"Curricular units 1st sem (credited)\": \"14\", \"total_measure\": 1.0, \"share_within_group\": 7.6923076923076925}, {\"Curricular units 2nd sem (credited)\": \"12\", \"Curricular units 1st sem (credited)\": \"11\", \"total_measure\": 1.0, \"share_within_group\": 5.882352941176471}, {\"Curricular units 2nd sem (credited)\": \"12\", \"Curricular units 1st sem (credited)\": \"16\", \"total_measure\": 1.0, \"share_within_group\": 5.882352941176471}, {\"Curricular units 2nd sem (credited)\": \"12\", \"Curricular units 1st sem (credited)\": \"18\", \"total_measure\": 1.0, \"share_within_group\": 5.882352941176471}, {\"Curricular units 2nd sem (credited)\": \"6\", \"Curricular units 1st sem (credited)\": \"0\", \"total_measure\": 1.0, \"share_within_group\": 5.882352941176471}, {\"Curricular units 2nd sem (credited)\": \"6\", \"Curricular units 1st sem (credited)\": \"11\", \"total_measure\": 1.0, \"share_within_group\": 5.882352941176471}, {\"Curricular units 2nd sem (credited)\": \"0\", \"Curricular units 1st sem (credited)\": \"2\", \"total_measure\": 3.0, \"share_within_group\": 0.5524861878453039}, {\"Curricular units 2nd sem (credited)\": \"0\", \"Curricular units 1st sem (credited)\": \"1\", \"total_measure\": 2.0, \"share_within_group\": 0.3683241252302026}, {\"Curricular units 2nd sem (credited)\": \"0\", \"Curricular units 1st sem (credited)\": \"3\", \"total_measure\": 0.0, \"share_within_group\": 0.0}, {\"Curricular units 2nd sem (credited)\": \"0\", \"Curricular units 1st sem (credited)\": \"4\", \"total_measure\": 0.0, \"share_within_group\": 0.0}, {\"Curricular units 2nd sem (credited)\": \"0\", \"Curricular units 1st sem (credited)\": \"5\", \"total_measure\": 0.0, \"share_within_group\": 0.0}, {\"Curricular units 2nd sem (credited)\": \"1\", \"Curricular units 1st sem (credited)\": \"4\", \"total_measure\": 0.0, \"share_within_group\": 0.0}, {\"Curricular units 2nd sem (credited)\": \"10\", \"Curricular units 1st sem (credited)\": \"9\", \"total_measure\": 0.0, \"share_within_group\": 0.0}, {\"Curricular units 2nd sem (credited)\": \"11\", \"Curricular units 1st sem (credited)\": \"12\", \"total_measure\": 0.0, \"share_within_group\": 0.0}, {\"Curricular units 2nd sem (credited)\": \"11\", \"Curricular units 1st sem (credited)\": \"13\", \"total_measure\": 0.0, \"share_within_group\": 0.0}, {\"Curricular units 2nd sem (credited)\": \"11\", \"Curricular units 1st sem (credited)\": \"14\", \"total_measure\": 0.0, \"share_within_group\": 0.0}, {\"Curricular units 2nd sem (credited)\": \"11\", \"Curricular units 1st sem (credited)\": \"15\", \"total_measure\": 0.0, \"share_within_group\": 0.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.23}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0de20830b6a34b8adfb5d1c6104b290367fa3d7b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:26:52.827771+00:00", + "ended_at": "2026-05-26T00:27:11.021061+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_97528a77fbbb4730", + "problem_id": "v2p_m5_8e46d7ac6e00e6c5", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (credited), measure_col=Curricular units 2nd sem (without evaluations).", + "bindings": { + "group_col": "Curricular units 2nd sem (credited)", + "measure_col": "Curricular units 2nd sem (without evaluations)", + "item_col": "Curricular units 1st sem (credited)", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=24" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_97528a77fbbb4730.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_97528a77fbbb4730", + "api_calls": 0, + "input_tokens": 29142, + "cached_input_tokens": 28032, + "output_tokens": 782, + "total_tokens": 29924, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5847, + "estimated_output_tokens": 260, + "estimated_total_tokens": 6107, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18183.46, + "sql_execution_elapsed_ms_total": 2.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3efaa22723fd5325627e2e8d333755600ecde1f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:27:11.017436+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18183.46, "started_at": "2026-05-26T00:26:52.828542+00:00", "ended_at": "2026-05-26T00:27:11.011927+00:00", "prompt_metrics": {"chars": 21507, "bytes_utf8": 21507, "lines": 542, "estimated_tokens": 5847}, "response_metrics": {"chars": 964, "bytes_utf8": 964, "lines": 1, "estimated_tokens": 260}, "usage": {"input_tokens": 29142, "cached_input_tokens": 28032, "output_tokens": 782, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Curricular units 2nd sem (credited)\\\",\\n \\\"Curricular units 1st sem (credited)\\\",\\n SUM(CAST(\\\"Curricular units 2nd sem (without evaluations)\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Curricular units 2nd sem (without evaluations)\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Curricular units 2nd sem (without evaluations)\\\" AS REAL))) OVER (PARTITION BY \\\"Curricular units 2nd sem (credited)\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Curricular units 2nd sem (credited)\\\", \\\"Curricular units 1st sem (credited)\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Filled the provided Within-Group Share of Total template with group_col=\\\"Curricular units 2nd sem (credited)\\\", item_col=\\\"Curricular units 1st sem (credited)\\\", and measure_col=\\\"Curricular units 2nd sem (without evaluations)\\\". CAST to REAL is used because these numeric fields are stored as TEXT in the SQLite schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7bf5d66c63655b55f573df709926c831b76a5a0e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_97528a77fbbb4730", + "api_calls": 0, + "input_tokens": 29142, + "cached_input_tokens": 28032, + "output_tokens": 782, + "total_tokens": 29924, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5847, + "estimated_output_tokens": 260, + "estimated_total_tokens": 6107, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18183.46, + "sql_execution_elapsed_ms_total": 2.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..808c97c0317ea5253025811e767db37747d23d1e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21371, "bytes_utf8": 21371, "lines": 542, "estimated_tokens": 5814}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 643, "bytes_utf8": 643, "lines": 1, "estimated_tokens": 179}, "usage": {"input_tokens": 29109, "cached_input_tokens": 28032, "output_tokens": 1373, "reasoning_output_tokens": 1188}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..21df7e7f7e9cee4ab936161a9df4cd3bfcad8941 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_9ee7d5a62400c529", + "api_calls": 0, + "input_tokens": 29109, + "cached_input_tokens": 28032, + "output_tokens": 1373, + "total_tokens": 30482, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5814, + "estimated_output_tokens": 179, + "estimated_total_tokens": 5993, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30108.28, + "sql_execution_elapsed_ms_total": 2.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b5e8baf20eec87f27ef1678a263602ed7f98ffb0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:27:11.022271+00:00", + "ended_at": "2026-05-26T00:27:41.130734+00:00", + "elapsed_ms": 30108.28, + "prompt_metrics": { + "chars": 21371, + "bytes_utf8": 21371, + "lines": 542, + "estimated_tokens": 5814 + }, + "stdout_metrics": { + "chars": 1029, + "bytes_utf8": 1029, + "lines": 4, + "estimated_tokens": 307 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 101 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 643, + "bytes_utf8": 643, + "lines": 1, + "estimated_tokens": 179 + }, + "usage": { + "input_tokens": 29109, + "cached_input_tokens": 28032, + "output_tokens": 1373, + "reasoning_output_tokens": 1188 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d1679bee0303b06c1b4a2fd1203a2f7f3d5c1254 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=GDP, measure_col=Course.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "GDP", + "measure_col": "Course", + "item_col": "Curricular units 2nd sem (approved)", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 9500.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..44935ca2c668ea898230a3e0fbeee3eac14d48cc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ad-a75e-7d40-b158-35895d261c21"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"GDP\\\", \\\"Curricular units 2nd sem (approved)\\\",\\n SUM(CAST(\\\"Course\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Course\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Course\\\" AS REAL))) OVER (PARTITION BY \\\"GDP\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"GDP\\\", \\\"Curricular units 2nd sem (approved)\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the requested template with \\\"GDP\\\" as group_col, \\\"Curricular units 2nd sem (approved)\\\" as item_col, and \\\"Course\\\" as measure_col. \\\"Course\\\" is cast to REAL because the schema stores coded numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29109,"cached_input_tokens":28032,"output_tokens":1373,"reasoning_output_tokens":1188}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..62caf1dad4e601ebb63b32a45569a6f5fe592fd6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"GDP\", \"Curricular units 2nd sem (approved)\",\n SUM(CAST(\"Course\" AS REAL)) AS total_measure,\n SUM(CAST(\"Course\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Course\" AS REAL))) OVER (PARTITION BY \"GDP\") AS share_within_group\nFROM \"m5\"\nGROUP BY \"GDP\", \"Curricular units 2nd sem (approved)\"\nORDER BY share_within_group DESC;","notes":"Applied the requested template with \"GDP\" as group_col, \"Curricular units 2nd sem (approved)\" as item_col, and \"Course\" as measure_col. \"Course\" is cast to REAL because the schema stores coded numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..36944f79e0197c4d2da9d68e0e40f0fcd4b79087 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:27:40.522299Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61ad-a75e-7d40-b158-35895d261c21.1779755231071231000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a111942f3768603ee94cd8f067402cb31610b754 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=GDP, measure_col=Course. +Result preview: [{"GDP": "2.02", "Curricular units 2nd sem (approved)": "6", "total_measure": 1217499.0, "share_within_group": 33.49090807061402}, {"GDP": "1.79", "Curricular units 2nd sem (approved)": "6", "total_measure": 1182699.0, "share_within_group": 30.04022553936944}, {"GDP": "3.51", "Curricular units 2nd sem (approved)": "6", "total_measure": 937408.0, "share_within_group": 29.51358104295962}, {"GDP": "-1.7", "Curricular units 2nd sem (approved)": "7", "total_measure": 970342.0, "share_within_group": 25.804277851883526}, {"GDP": "0.32", "Curricular units 2nd sem (approved)": "6", "total_measure": 1264266.0, "share_within_group": 24.822601878385026}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c0b8aaf5ed81b4ef9c86864aec69b0e73912e34b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_9ee7d5a62400c529 +-- problem_id: v2p_m5_4c12be43dc22ebb3 +-- realization_mode: agent +-- source_kind: agent +SELECT "GDP", "Curricular units 2nd sem (approved)", + SUM(CAST("Course" AS REAL)) AS total_measure, + SUM(CAST("Course" AS REAL)) * 100.0 / SUM(SUM(CAST("Course" AS REAL))) OVER (PARTITION BY "GDP") AS share_within_group +FROM "m5" +GROUP BY "GDP", "Curricular units 2nd sem (approved)" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..392bc1e3a87395bfa1c34316717e1251f8e0f8b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"GDP\", \"Curricular units 2nd sem (approved)\",\n SUM(CAST(\"Course\" AS REAL)) AS total_measure,\n SUM(CAST(\"Course\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Course\" AS REAL))) OVER (PARTITION BY \"GDP\") AS share_within_group\nFROM \"m5\"\nGROUP BY \"GDP\", \"Curricular units 2nd sem (approved)\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"GDP\\\", \\\"Curricular units 2nd sem (approved)\\\",\\n SUM(CAST(\\\"Course\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Course\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Course\\\" AS REAL))) OVER (PARTITION BY \\\"GDP\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"GDP\\\", \\\"Curricular units 2nd sem (approved)\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"GDP\", \"Curricular units 2nd sem (approved)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"GDP\": \"2.02\", \"Curricular units 2nd sem (approved)\": \"6\", \"total_measure\": 1217499.0, \"share_within_group\": 33.49090807061402}, {\"GDP\": \"1.79\", \"Curricular units 2nd sem (approved)\": \"6\", \"total_measure\": 1182699.0, \"share_within_group\": 30.04022553936944}, {\"GDP\": \"3.51\", \"Curricular units 2nd sem (approved)\": \"6\", \"total_measure\": 937408.0, \"share_within_group\": 29.51358104295962}, {\"GDP\": \"-1.7\", \"Curricular units 2nd sem (approved)\": \"7\", \"total_measure\": 970342.0, \"share_within_group\": 25.804277851883526}, {\"GDP\": \"0.32\", \"Curricular units 2nd sem (approved)\": \"6\", \"total_measure\": 1264266.0, \"share_within_group\": 24.822601878385026}, {\"GDP\": \"-0.92\", \"Curricular units 2nd sem (approved)\": \"6\", \"total_measure\": 800595.0, \"share_within_group\": 24.762334540424778}, {\"GDP\": \"0.79\", \"Curricular units 2nd sem (approved)\": \"6\", \"total_measure\": 824315.0, \"share_within_group\": 24.106443084913497}, {\"GDP\": \"3.51\", \"Curricular units 2nd sem (approved)\": \"5\", \"total_measure\": 724111.0, \"share_within_group\": 22.79808651366164}, {\"GDP\": \"-4.06\", \"Curricular units 2nd sem (approved)\": \"6\", \"total_measure\": 698654.0, \"share_within_group\": 19.85598277954884}, {\"GDP\": \"-4.06\", \"Curricular units 2nd sem (approved)\": \"0\", \"total_measure\": 689819.0, \"share_within_group\": 19.60488909389426}, {\"GDP\": \"1.79\", \"Curricular units 2nd sem (approved)\": \"5\", \"total_measure\": 756424.0, \"share_within_group\": 19.212959141245566}, {\"GDP\": \"-3.12\", \"Curricular units 2nd sem (approved)\": \"5\", \"total_measure\": 902037.0, \"share_within_group\": 19.11779043013688}, {\"GDP\": \"-1.7\", \"Curricular units 2nd sem (approved)\": \"0\", \"total_measure\": 718572.0, \"share_within_group\": 19.108965235539273}, {\"GDP\": \"0.79\", \"Curricular units 2nd sem (approved)\": \"5\", \"total_measure\": 642318.0, \"share_within_group\": 18.784084129750724}, {\"GDP\": \"-0.92\", \"Curricular units 2nd sem (approved)\": \"0\", \"total_measure\": 605259.0, 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\"share_within_group\": 9.670747594098412}, {\"GDP\": \"3.51\", \"Curricular units 2nd sem (approved)\": \"4\", \"total_measure\": 298302.0, \"share_within_group\": 9.39181258563714}, {\"GDP\": \"-3.12\", \"Curricular units 2nd sem (approved)\": \"3\", \"total_measure\": 439566.0, \"share_within_group\": 9.316170698334489}, {\"GDP\": \"-1.7\", \"Curricular units 2nd sem (approved)\": \"4\", \"total_measure\": 346915.0, \"share_within_group\": 9.225500958410718}, {\"GDP\": \"0.79\", \"Curricular units 2nd sem (approved)\": \"4\", \"total_measure\": 315280.0, \"share_within_group\": 9.220115339174377}, {\"GDP\": \"-0.92\", \"Curricular units 2nd sem (approved)\": \"4\", \"total_measure\": 287010.0, \"share_within_group\": 8.877194632051557}, {\"GDP\": \"1.74\", \"Curricular units 2nd sem (approved)\": \"3\", \"total_measure\": 386076.0, \"share_within_group\": 8.231687035726164}, {\"GDP\": \"1.79\", \"Curricular units 2nd sem (approved)\": \"4\", \"total_measure\": 312552.0, \"share_within_group\": 7.938733839109527}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.1}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9f9ba0bedf5b015360e6109ccefa14c073219021 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:27:11.021445+00:00", + "ended_at": "2026-05-26T00:27:41.139361+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_9ee7d5a62400c529", + "problem_id": "v2p_m5_4c12be43dc22ebb3", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=GDP, measure_col=Course.", + "bindings": { + "group_col": "GDP", + "measure_col": "Course", + "item_col": "Curricular units 2nd sem (approved)", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 9500.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=31" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_9ee7d5a62400c529.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_9ee7d5a62400c529", + "api_calls": 0, + "input_tokens": 29109, + "cached_input_tokens": 28032, + "output_tokens": 1373, + "total_tokens": 30482, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5814, + "estimated_output_tokens": 179, + "estimated_total_tokens": 5993, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30108.28, + "sql_execution_elapsed_ms_total": 2.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5f5c0997f567724827b2b2d115fc9c5a3c617ebd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:27:41.135327+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 30108.28, "started_at": "2026-05-26T00:27:11.022271+00:00", "ended_at": "2026-05-26T00:27:41.130734+00:00", "prompt_metrics": {"chars": 21371, "bytes_utf8": 21371, "lines": 542, "estimated_tokens": 5814}, "response_metrics": {"chars": 643, "bytes_utf8": 643, "lines": 1, "estimated_tokens": 179}, "usage": {"input_tokens": 29109, "cached_input_tokens": 28032, "output_tokens": 1373, "reasoning_output_tokens": 1188}, "stderr_preview": "2026-05-26T00:27:40.522299Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61ad-a75e-7d40-b158-35895d261c21.1779755231071231000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"GDP\\\", \\\"Curricular units 2nd sem (approved)\\\",\\n SUM(CAST(\\\"Course\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Course\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Course\\\" AS REAL))) OVER (PARTITION BY \\\"GDP\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"GDP\\\", \\\"Curricular units 2nd sem (approved)\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the requested template with \\\"GDP\\\" as group_col, \\\"Curricular units 2nd sem (approved)\\\" as item_col, and \\\"Course\\\" as measure_col. \\\"Course\\\" is cast to REAL because the schema stores coded numeric values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b6cdcccf5525c10a047ce7ab470e4a8939629b9f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_9ee7d5a62400c529", + "api_calls": 0, + "input_tokens": 29109, + "cached_input_tokens": 28032, + "output_tokens": 1373, + "total_tokens": 30482, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5814, + "estimated_output_tokens": 179, + "estimated_total_tokens": 5993, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30108.28, + "sql_execution_elapsed_ms_total": 2.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ec84f5b26fa51f782884e4da17ade31661af3871 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21094, "bytes_utf8": 21094, "lines": 540, "estimated_tokens": 5721}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 474, "bytes_utf8": 474, "lines": 1, "estimated_tokens": 117}, "usage": {"input_tokens": 29016, "cached_input_tokens": 28032, "output_tokens": 623, "reasoning_output_tokens": 500}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b59af2880554ac76c1495fc3259175a67fd66673 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_a0c1021cc5b841fe", + "api_calls": 0, + "input_tokens": 29016, + "cached_input_tokens": 28032, + "output_tokens": 623, + "total_tokens": 29639, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5721, + "estimated_output_tokens": 117, + "estimated_total_tokens": 5838, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18131.84, + "sql_execution_elapsed_ms_total": 5.63, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d54bba25119dcff1c4319cc30bd5fa921810eb7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:27:41.140730+00:00", + "ended_at": "2026-05-26T00:27:59.272741+00:00", + "elapsed_ms": 18131.84, + "prompt_metrics": { + "chars": 21094, + "bytes_utf8": 21094, + "lines": 540, + "estimated_tokens": 5721 + }, + "stdout_metrics": { + "chars": 828, + "bytes_utf8": 828, + "lines": 4, + "estimated_tokens": 231 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 474, + "bytes_utf8": 474, + "lines": 1, + "estimated_tokens": 117 + }, + "usage": { + "input_tokens": 29016, + "cached_input_tokens": 28032, + "output_tokens": 623, + "reasoning_output_tokens": 500 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8e97b492f86fcc5e4754d0efc49e51bda8c4ab78 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Marital status, measure_col=Curricular units 2nd sem (enrolled).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Marital status", + "measure_col": "Curricular units 2nd sem (enrolled)", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3d3bb602796d9d3264005d7b1e48cdc820cb7edb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ae-1cfb-7521-8d56-b6d0c42e72e5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Marital status\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (enrolled)\\\" AS REAL)) OVER (PARTITION BY \\\"Marital status\\\") AS avg_measure\\nFROM \\\"m5\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the Window Partition Average template with \\\"Marital status\\\" as the partitioning group and cast \\\"Curricular units 2nd sem (enrolled)\\\" to REAL because the schema stores numeric-looking values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29016,"cached_input_tokens":28032,"output_tokens":623,"reasoning_output_tokens":500}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2b978ab09c2463b54f4cb33ae195499bbb0a2d92 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"Marital status\",\n AVG(CAST(\"Curricular units 2nd sem (enrolled)\" AS REAL)) OVER (PARTITION BY \"Marital status\") AS avg_measure\nFROM \"m5\"\nORDER BY avg_measure DESC;","notes":"Applied the Window Partition Average template with \"Marital status\" as the partitioning group and cast \"Curricular units 2nd sem (enrolled)\" to REAL because the schema stores numeric-looking values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..411ebc1e7f73c24da13c1abed4187c4770a1e001 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Marital status, measure_col=Curricular units 2nd sem (enrolled). +Result preview: [{"Marital status": "5", "avg_measure": 6.92}, {"Marital status": "4", "avg_measure": 6.615384615384615}, {"Marital status": "2", "avg_measure": 6.440633245382585}, {"Marital status": "1", "avg_measure": 6.200306200561368}, {"Marital status": "6", "avg_measure": 5.666666666666667}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0f8d597bdc64dacd04a57217b221ad51333cd3d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_a0c1021cc5b841fe +-- problem_id: v2p_m5_27b98e366c78c8d2 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Marital status", + AVG(CAST("Curricular units 2nd sem (enrolled)" AS REAL)) OVER (PARTITION BY "Marital status") AS avg_measure +FROM "m5" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4e2ac86ad643928f444ba9dce8620393f2eccb20 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"Marital status\",\n AVG(CAST(\"Curricular units 2nd sem (enrolled)\" AS REAL)) OVER (PARTITION BY \"Marital status\") AS avg_measure\nFROM \"m5\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Marital status\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (enrolled)\\\" AS REAL)) OVER (PARTITION BY \\\"Marital status\\\") AS avg_measure\\nFROM \\\"m5\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"Marital status\", \"avg_measure\"], \"rows\": [{\"Marital status\": \"5\", \"avg_measure\": 6.92}, {\"Marital status\": \"4\", \"avg_measure\": 6.615384615384615}, {\"Marital status\": \"2\", \"avg_measure\": 6.440633245382585}, {\"Marital status\": \"1\", \"avg_measure\": 6.200306200561368}, {\"Marital status\": \"6\", \"avg_measure\": 5.666666666666667}, {\"Marital status\": \"3\", \"avg_measure\": 5.5}], \"row_count_returned\": 6, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.63}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..54374fbaf27efff9950cce7df21f8d2b55a97ff7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:27:41.139917+00:00", + "ended_at": "2026-05-26T00:27:59.283901+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_a0c1021cc5b841fe", + "problem_id": "v2p_m5_27b98e366c78c8d2", + "dataset_id": "m5", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Marital status, measure_col=Curricular units 2nd sem (enrolled).", + "bindings": { + "group_col": "Marital status", + "measure_col": "Curricular units 2nd sem (enrolled)", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_a0c1021cc5b841fe.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_a0c1021cc5b841fe", + "api_calls": 0, + "input_tokens": 29016, + "cached_input_tokens": 28032, + "output_tokens": 623, + "total_tokens": 29639, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5721, + "estimated_output_tokens": 117, + "estimated_total_tokens": 5838, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18131.84, + "sql_execution_elapsed_ms_total": 5.63, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d9d51e657407a7d65182044ba35c4693afba4e43 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:27:59.277016+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18131.84, "started_at": "2026-05-26T00:27:41.140730+00:00", "ended_at": "2026-05-26T00:27:59.272741+00:00", "prompt_metrics": {"chars": 21094, "bytes_utf8": 21094, "lines": 540, "estimated_tokens": 5721}, "response_metrics": {"chars": 474, "bytes_utf8": 474, "lines": 1, "estimated_tokens": 117}, "usage": {"input_tokens": 29016, "cached_input_tokens": 28032, "output_tokens": 623, "reasoning_output_tokens": 500}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"Marital status\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (enrolled)\\\" AS REAL)) OVER (PARTITION BY \\\"Marital status\\\") AS avg_measure\\nFROM \\\"m5\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the Window Partition Average template with \\\"Marital status\\\" as the partitioning group and cast \\\"Curricular units 2nd sem (enrolled)\\\" to REAL because the schema stores numeric-looking values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bf7dd3bfcc88cb418f2ce035873f38cb7e22d93b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_a0c1021cc5b841fe", + "api_calls": 0, + "input_tokens": 29016, + "cached_input_tokens": 28032, + "output_tokens": 623, + "total_tokens": 29639, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5721, + "estimated_output_tokens": 117, + "estimated_total_tokens": 5838, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18131.84, + "sql_execution_elapsed_ms_total": 5.63, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7f4ee294b5bfa8624cccaa2619ac90b9ff383994 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21359, "bytes_utf8": 21359, "lines": 544, "estimated_tokens": 5804}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 510, "bytes_utf8": 510, "lines": 1, "estimated_tokens": 130}, "usage": {"input_tokens": 29099, "cached_input_tokens": 22912, "output_tokens": 652, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e3cd144b892c199f26b6a40e0d69cefa35fa3ac3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_a2d46254ba04e1aa", + "api_calls": 0, + "input_tokens": 29099, + "cached_input_tokens": 22912, + "output_tokens": 652, + "total_tokens": 29751, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5804, + "estimated_output_tokens": 130, + "estimated_total_tokens": 5934, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18662.72, + "sql_execution_elapsed_ms_total": 5.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3eb597532bd5286a2bb81775ec106024c370d132 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:27:59.285128+00:00", + "ended_at": "2026-05-26T00:28:17.948037+00:00", + "elapsed_ms": 18662.72, + "prompt_metrics": { + "chars": 21359, + "bytes_utf8": 21359, + "lines": 544, + "estimated_tokens": 5804 + }, + "stdout_metrics": { + "chars": 873, + "bytes_utf8": 873, + "lines": 4, + "estimated_tokens": 245 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 510, + "bytes_utf8": 510, + "lines": 1, + "estimated_tokens": 130 + }, + "usage": { + "input_tokens": 29099, + "cached_input_tokens": 22912, + "output_tokens": 652, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..549669aedde0d3adfa0fb5c0fcd08ce15c70a9d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (without evaluations).", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 1st sem (without evaluations)", + "predicate_col": "Tuition fees up to date", + "predicate_op": "=", + "predicate_value": "0", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..84cab12c637f9f717fe2d632161635d81a6d07bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ae-63d8-7303-8d64-e420135a89e5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Application mode\\\", \\\"Curricular units 1st sem (without evaluations)\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Tuition fees up to date\\\" = '0'\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 1st sem (without evaluations)\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Counts the frequency of each combination of Application mode and Curricular units 1st sem (without evaluations) for students whose Tuition fees up to date value is '0'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29099,"cached_input_tokens":22912,"output_tokens":652,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a9a64be1ace663d48b86d86e7e5b293217095818 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Application mode\", \"Curricular units 1st sem (without evaluations)\", COUNT(*) AS \"row_count\"\nFROM \"m5\"\nWHERE \"Tuition fees up to date\" = '0'\nGROUP BY \"Application mode\", \"Curricular units 1st sem (without evaluations)\"\nORDER BY \"row_count\" DESC;","notes":"Counts the frequency of each combination of Application mode and Curricular units 1st sem (without evaluations) for students whose Tuition fees up to date value is '0'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b158a851fef26f6d8faadd0ac191ba21bcbc3386 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (without evaluations). +Result preview: [{"Application mode": "39", "Curricular units 1st sem (without evaluations)": "0", "row_count": 164}, {"Application mode": "1", "Curricular units 1st sem (without evaluations)": "0", "row_count": 103}, {"Application mode": "17", "Curricular units 1st sem (without evaluations)": "0", "row_count": 73}, {"Application mode": "43", "Curricular units 1st sem (without evaluations)": "0", "row_count": 33}, {"Application mode": "7", "Curricular units 1st sem (without evaluations)": "0", "row_count": 28}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b5be3ef7160a027d0f9401cf5b951fd94593778d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m5_a2d46254ba04e1aa +-- problem_id: v2p_m5_5f9ee3ec8af4a72e +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", "Curricular units 1st sem (without evaluations)", COUNT(*) AS "row_count" +FROM "m5" +WHERE "Tuition fees up to date" = '0' +GROUP BY "Application mode", "Curricular units 1st sem (without evaluations)" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..409982aae874656e52e1c7a65ee6bb22d942e60d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Application mode\", \"Curricular units 1st sem (without evaluations)\", COUNT(*) AS \"row_count\"\nFROM \"m5\"\nWHERE \"Tuition fees up to date\" = '0'\nGROUP BY \"Application mode\", \"Curricular units 1st sem (without evaluations)\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Application mode\\\", \\\"Curricular units 1st sem (without evaluations)\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Tuition fees up to date\\\" = '0'\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 1st sem (without evaluations)\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Application mode\", \"Curricular units 1st sem (without evaluations)\", \"row_count\"], \"rows\": [{\"Application mode\": \"39\", \"Curricular units 1st sem (without evaluations)\": \"0\", \"row_count\": 164}, {\"Application mode\": \"1\", \"Curricular units 1st sem (without evaluations)\": \"0\", \"row_count\": 103}, {\"Application mode\": \"17\", \"Curricular units 1st sem (without evaluations)\": \"0\", \"row_count\": 73}, {\"Application mode\": \"43\", \"Curricular units 1st sem (without evaluations)\": \"0\", \"row_count\": 33}, {\"Application mode\": \"7\", \"Curricular units 1st sem (without evaluations)\": \"0\", \"row_count\": 28}, {\"Application mode\": \"44\", \"Curricular units 1st sem (without evaluations)\": \"0\", \"row_count\": 27}, {\"Application mode\": \"18\", \"Curricular units 1st sem (without evaluations)\": \"0\", \"row_count\": 20}, {\"Application mode\": \"42\", \"Curricular units 1st sem (without evaluations)\": \"0\", \"row_count\": 9}, {\"Application mode\": \"53\", \"Curricular units 1st sem (without evaluations)\": \"0\", \"row_count\": 8}, {\"Application mode\": \"15\", \"Curricular units 1st sem (without evaluations)\": \"0\", \"row_count\": 7}, {\"Application mode\": \"39\", \"Curricular units 1st sem (without evaluations)\": \"2\", \"row_count\": 7}, {\"Application mode\": \"51\", \"Curricular units 1st sem (without evaluations)\": \"0\", \"row_count\": 7}, {\"Application mode\": \"1\", \"Curricular units 1st sem (without evaluations)\": \"1\", \"row_count\": 6}, {\"Application mode\": \"39\", \"Curricular units 1st sem (without evaluations)\": \"1\", \"row_count\": 5}, {\"Application mode\": \"17\", \"Curricular units 1st sem (without evaluations)\": \"1\", \"row_count\": 3}, {\"Application mode\": \"39\", \"Curricular units 1st sem (without evaluations)\": \"4\", \"row_count\": 3}, {\"Application mode\": \"7\", \"Curricular units 1st sem (without evaluations)\": \"4\", \"row_count\": 3}, {\"Application mode\": \"1\", \"Curricular units 1st sem (without evaluations)\": \"3\", \"row_count\": 2}, {\"Application mode\": \"10\", \"Curricular units 1st sem (without evaluations)\": \"0\", \"row_count\": 2}, {\"Application mode\": \"2\", \"Curricular units 1st sem (without evaluations)\": \"0\", \"row_count\": 2}, {\"Application mode\": \"39\", \"Curricular units 1st sem (without evaluations)\": \"3\", \"row_count\": 2}, {\"Application mode\": \"1\", \"Curricular units 1st sem (without evaluations)\": \"2\", \"row_count\": 1}, {\"Application mode\": \"1\", \"Curricular units 1st sem (without evaluations)\": \"4\", \"row_count\": 1}, {\"Application mode\": \"1\", \"Curricular units 1st sem (without evaluations)\": \"8\", \"row_count\": 1}, {\"Application mode\": \"18\", \"Curricular units 1st sem (without evaluations)\": \"1\", \"row_count\": 1}, {\"Application mode\": \"39\", \"Curricular units 1st sem (without evaluations)\": \"7\", \"row_count\": 1}, {\"Application mode\": \"43\", \"Curricular units 1st sem (without evaluations)\": \"1\", \"row_count\": 1}, {\"Application mode\": \"43\", \"Curricular units 1st sem (without evaluations)\": \"2\", \"row_count\": 1}, {\"Application mode\": \"43\", \"Curricular units 1st sem (without evaluations)\": \"4\", \"row_count\": 1}, {\"Application mode\": \"43\", \"Curricular units 1st sem (without evaluations)\": \"6\", \"row_count\": 1}, {\"Application mode\": \"43\", \"Curricular units 1st sem (without evaluations)\": \"7\", \"row_count\": 1}, {\"Application mode\": \"44\", \"Curricular units 1st sem (without evaluations)\": \"6\", \"row_count\": 1}, {\"Application mode\": \"7\", \"Curricular units 1st sem (without evaluations)\": \"1\", \"row_count\": 1}, {\"Application mode\": \"7\", \"Curricular units 1st sem (without evaluations)\": \"2\", \"row_count\": 1}, {\"Application mode\": \"7\", \"Curricular units 1st sem (without evaluations)\": \"7\", \"row_count\": 1}], \"row_count_returned\": 35, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.38}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2c8093dfb8ce37f0a0120eddf8a154c77b4832aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:27:59.284385+00:00", + "ended_at": "2026-05-26T00:28:17.961301+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_a2d46254ba04e1aa", + "problem_id": "v2p_m5_5f9ee3ec8af4a72e", + "dataset_id": "m5", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (without evaluations).", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 1st sem (without evaluations)", + "predicate_col": "Tuition fees up to date", + "predicate_op": "=", + "predicate_value": "0", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=53" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_a2d46254ba04e1aa.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_a2d46254ba04e1aa", + "api_calls": 0, + "input_tokens": 29099, + "cached_input_tokens": 22912, + "output_tokens": 652, + "total_tokens": 29751, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5804, + "estimated_output_tokens": 130, + "estimated_total_tokens": 5934, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18662.72, + "sql_execution_elapsed_ms_total": 5.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6a53c14063017cda9529437041e85cca48286d5c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:28:17.953365+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18662.72, "started_at": "2026-05-26T00:27:59.285128+00:00", "ended_at": "2026-05-26T00:28:17.948037+00:00", "prompt_metrics": {"chars": 21359, "bytes_utf8": 21359, "lines": 544, "estimated_tokens": 5804}, "response_metrics": {"chars": 510, "bytes_utf8": 510, "lines": 1, "estimated_tokens": 130}, "usage": {"input_tokens": 29099, "cached_input_tokens": 22912, "output_tokens": 652, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Application mode\\\", \\\"Curricular units 1st sem (without evaluations)\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Tuition fees up to date\\\" = '0'\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 1st sem (without evaluations)\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Counts the frequency of each combination of Application mode and Curricular units 1st sem (without evaluations) for students whose Tuition fees up to date value is '0'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4efaf8736c22f6022811c966a25e8d780a4a1959 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_a2d46254ba04e1aa", + "api_calls": 0, + "input_tokens": 29099, + "cached_input_tokens": 22912, + "output_tokens": 652, + "total_tokens": 29751, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5804, + "estimated_output_tokens": 130, + "estimated_total_tokens": 5934, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18662.72, + "sql_execution_elapsed_ms_total": 5.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e34cf1d549c307488c5f2a82c2fed5786bb97dee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21339, "bytes_utf8": 21339, "lines": 544, "estimated_tokens": 5804}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 514, "bytes_utf8": 514, "lines": 1, "estimated_tokens": 130}, "usage": {"input_tokens": 29099, "cached_input_tokens": 22912, "output_tokens": 2019, "reasoning_output_tokens": 1883}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..825e26f4910bf0b1fa4db029403840449e9007b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_a3879512731ef028", + "api_calls": 0, + "input_tokens": 29099, + "cached_input_tokens": 22912, + "output_tokens": 2019, + "total_tokens": 31118, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5804, + "estimated_output_tokens": 130, + "estimated_total_tokens": 5934, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 40769.89, + "sql_execution_elapsed_ms_total": 2.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4b14a22d9f363ff92aa6bcc464b2dfc0558784ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:28:17.962624+00:00", + "ended_at": "2026-05-26T00:28:58.732884+00:00", + "elapsed_ms": 40769.89, + "prompt_metrics": { + "chars": 21339, + "bytes_utf8": 21339, + "lines": 544, + "estimated_tokens": 5804 + }, + "stdout_metrics": { + "chars": 883, + "bytes_utf8": 883, + "lines": 4, + "estimated_tokens": 250 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 514, + "bytes_utf8": 514, + "lines": 1, + "estimated_tokens": 130 + }, + "usage": { + "input_tokens": 29099, + "cached_input_tokens": 22912, + "output_tokens": 2019, + "reasoning_output_tokens": 1883 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ac9f30decde01a343942018bc6ab74b058ce3b65 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 2nd sem (evaluations).", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 2nd sem (evaluations)", + "predicate_col": "Age at enrollment", + "predicate_op": ">=", + "predicate_value": 25.0, + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2661891e0dd88f5495336c32c5f88e34b968558d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ae-acd0-7923-995a-47db988bc6a2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Application mode\\\", \\\"Curricular units 2nd sem (evaluations)\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE CAST(\\\"Age at enrollment\\\" AS REAL) >= 25.0\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 2nd sem (evaluations)\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned template with the bound grouping columns and predicate. CAST(\\\"Age at enrollment\\\" AS REAL) is used because the schema snapshot stores numeric fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29099,"cached_input_tokens":22912,"output_tokens":2019,"reasoning_output_tokens":1883}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5f950ceb8ecdc9988773b147253a4d6bbc2d9102 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Application mode\", \"Curricular units 2nd sem (evaluations)\", COUNT(*) AS \"row_count\"\nFROM \"m5\"\nWHERE CAST(\"Age at enrollment\" AS REAL) >= 25.0\nGROUP BY \"Application mode\", \"Curricular units 2nd sem (evaluations)\"\nORDER BY \"row_count\" DESC;","notes":"Applied the planned template with the bound grouping columns and predicate. CAST(\"Age at enrollment\" AS REAL) is used because the schema snapshot stores numeric fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2856cf76d338b7362ddb97f6975bfbe00e48021b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 2nd sem (evaluations). +Result preview: [{"Application mode": "39", "Curricular units 2nd sem (evaluations)": "6", "row_count": 107}, {"Application mode": "39", "Curricular units 2nd sem (evaluations)": "5", "row_count": 87}, {"Application mode": "39", "Curricular units 2nd sem (evaluations)": "7", "row_count": 83}, {"Application mode": "39", "Curricular units 2nd sem (evaluations)": "8", "row_count": 77}, {"Application mode": "39", "Curricular units 2nd sem (evaluations)": "0", "row_count": 74}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c5d72150bca615a6163da52cb473d6cdf4ca9811 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m5_a3879512731ef028 +-- problem_id: v2p_m5_44833d274a2508a5 +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", "Curricular units 2nd sem (evaluations)", COUNT(*) AS "row_count" +FROM "m5" +WHERE CAST("Age at enrollment" AS REAL) >= 25.0 +GROUP BY "Application mode", "Curricular units 2nd sem (evaluations)" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2b3b509709f648670a8c4c0cc9e4dd633acb2e2d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Application mode\", \"Curricular units 2nd sem (evaluations)\", COUNT(*) AS \"row_count\"\nFROM \"m5\"\nWHERE CAST(\"Age at enrollment\" AS REAL) >= 25.0\nGROUP BY \"Application mode\", \"Curricular units 2nd sem (evaluations)\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Application mode\\\", \\\"Curricular units 2nd sem (evaluations)\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE CAST(\\\"Age at enrollment\\\" AS REAL) >= 25.0\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 2nd sem (evaluations)\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Application mode\", \"Curricular units 2nd sem (evaluations)\", \"row_count\"], \"rows\": [{\"Application mode\": \"39\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"row_count\": 107}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (evaluations)\": \"5\", \"row_count\": 87}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"row_count\": 83}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"row_count\": 77}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (evaluations)\": \"0\", \"row_count\": 74}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"row_count\": 71}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (evaluations)\": \"10\", \"row_count\": 55}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (evaluations)\": \"11\", \"row_count\": 37}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (evaluations)\": \"12\", \"row_count\": 30}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (evaluations)\": \"14\", \"row_count\": 22}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (evaluations)\": \"13\", \"row_count\": 20}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (evaluations)\": \"13\", \"row_count\": 16}, {\"Application mode\": \"7\", \"Curricular units 2nd sem (evaluations)\": \"0\", \"row_count\": 16}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (evaluations)\": \"10\", \"row_count\": 15}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"row_count\": 15}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (evaluations)\": \"12\", \"row_count\": 13}, {\"Application mode\": \"7\", \"Curricular units 2nd sem (evaluations)\": \"5\", \"row_count\": 13}, {\"Application mode\": \"7\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"row_count\": 13}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (evaluations)\": \"15\", \"row_count\": 12}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (evaluations)\": \"5\", \"row_count\": 12}, {\"Application mode\": \"7\", \"Curricular units 2nd sem (evaluations)\": \"10\", \"row_count\": 12}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"row_count\": 11}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (evaluations)\": \"16\", \"row_count\": 11}, {\"Application mode\": \"7\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"row_count\": 11}, {\"Application mode\": \"7\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"row_count\": 11}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"row_count\": 10}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (evaluations)\": \"11\", \"row_count\": 9}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (evaluations)\": \"6\", \"row_count\": 9}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"row_count\": 8}, {\"Application mode\": \"7\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"row_count\": 8}, {\"Application mode\": \"42\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"row_count\": 7}, {\"Application mode\": \"7\", \"Curricular units 2nd sem (evaluations)\": \"11\", \"row_count\": 7}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (evaluations)\": \"0\", \"row_count\": 6}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (evaluations)\": \"14\", \"row_count\": 6}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (evaluations)\": \"19\", \"row_count\": 6}, {\"Application mode\": \"7\", \"Curricular units 2nd sem (evaluations)\": \"12\", \"row_count\": 6}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (evaluations)\": \"10\", \"row_count\": 5}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"row_count\": 5}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"row_count\": 5}, {\"Application mode\": \"39\", \"Curricular units 2nd sem (evaluations)\": \"17\", \"row_count\": 5}, {\"Application mode\": \"42\", \"Curricular units 2nd sem (evaluations)\": \"5\", \"row_count\": 5}, {\"Application mode\": \"42\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"row_count\": 5}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (evaluations)\": \"15\", \"row_count\": 5}, {\"Application mode\": \"44\", \"Curricular units 2nd sem (evaluations)\": \"7\", \"row_count\": 5}, {\"Application mode\": \"44\", \"Curricular units 2nd sem (evaluations)\": \"8\", \"row_count\": 5}, {\"Application mode\": \"44\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"row_count\": 5}, {\"Application mode\": \"7\", \"Curricular units 2nd sem (evaluations)\": \"16\", \"row_count\": 5}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (evaluations)\": \"12\", \"row_count\": 4}, {\"Application mode\": \"1\", \"Curricular units 2nd sem (evaluations)\": \"9\", \"row_count\": 4}, {\"Application mode\": \"43\", \"Curricular units 2nd sem (evaluations)\": \"0\", \"row_count\": 4}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.55}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f63c6d446c13e1f0c55e582930323d8eafa09e3b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:28:17.961717+00:00", + "ended_at": "2026-05-26T00:28:58.741639+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_a3879512731ef028", + "problem_id": "v2p_m5_44833d274a2508a5", + "dataset_id": "m5", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 2nd sem (evaluations).", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 2nd sem (evaluations)", + "predicate_col": "Age at enrollment", + "predicate_op": ">=", + "predicate_value": 25.0, + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/1", + "binding_index=56" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_a3879512731ef028.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_a3879512731ef028", + "api_calls": 0, + "input_tokens": 29099, + "cached_input_tokens": 22912, + "output_tokens": 2019, + "total_tokens": 31118, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5804, + "estimated_output_tokens": 130, + "estimated_total_tokens": 5934, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 40769.89, + "sql_execution_elapsed_ms_total": 2.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..afd86d3ce3b10c5e88466314c59aac50953647e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:28:58.737617+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 40769.89, "started_at": "2026-05-26T00:28:17.962624+00:00", "ended_at": "2026-05-26T00:28:58.732884+00:00", "prompt_metrics": {"chars": 21339, "bytes_utf8": 21339, "lines": 544, "estimated_tokens": 5804}, "response_metrics": {"chars": 514, "bytes_utf8": 514, "lines": 1, "estimated_tokens": 130}, "usage": {"input_tokens": 29099, "cached_input_tokens": 22912, "output_tokens": 2019, "reasoning_output_tokens": 1883}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Application mode\\\", \\\"Curricular units 2nd sem (evaluations)\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m5\\\"\\nWHERE CAST(\\\"Age at enrollment\\\" AS REAL) >= 25.0\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 2nd sem (evaluations)\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned template with the bound grouping columns and predicate. CAST(\\\"Age at enrollment\\\" AS REAL) is used because the schema snapshot stores numeric fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..42f8a72bad0db5016ffd3e3765eb07f2ea00df52 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_a3879512731ef028", + "api_calls": 0, + "input_tokens": 29099, + "cached_input_tokens": 22912, + "output_tokens": 2019, + "total_tokens": 31118, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5804, + "estimated_output_tokens": 130, + "estimated_total_tokens": 5934, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 40769.89, + "sql_execution_elapsed_ms_total": 2.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a3879512731ef028/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3c3a5be7bbd4f6adc2a8b060844b1f7fa893dba1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21781, "bytes_utf8": 21781, "lines": 543, "estimated_tokens": 5900}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 781, "bytes_utf8": 781, "lines": 1, "estimated_tokens": 189}, "usage": {"input_tokens": 29195, "cached_input_tokens": 22912, "output_tokens": 711, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f1b7561d457dd832274a0bac3d94100e7b6f55c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_a6ff9f8b61de3b8c", + "api_calls": 0, + "input_tokens": 29195, + "cached_input_tokens": 22912, + "output_tokens": 711, + "total_tokens": 29906, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5900, + "estimated_output_tokens": 189, + "estimated_total_tokens": 6089, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17342.6, + "sql_execution_elapsed_ms_total": 2.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2ade449192b30e70ffbf1e9ef656f7795aa9ead1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:28:58.742858+00:00", + "ended_at": "2026-05-26T00:29:16.085644+00:00", + "elapsed_ms": 17342.6, + "prompt_metrics": { + "chars": 21781, + "bytes_utf8": 21781, + "lines": 543, + "estimated_tokens": 5900 + }, + "stdout_metrics": { + "chars": 1154, + "bytes_utf8": 1154, + "lines": 4, + "estimated_tokens": 315 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 781, + "bytes_utf8": 781, + "lines": 1, + "estimated_tokens": 189 + }, + "usage": { + "input_tokens": 29195, + "cached_input_tokens": 22912, + "output_tokens": 711, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8d0b8ceed2da4baff07045431c6c55a3aa7117b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Mother's occupation, condition_col=International.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Mother's occupation", + "condition_col": "International", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fa6ed14275c33792fc52dc22b708de2d7962df37 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61af-4c1e-79f3-a2f4-ea2a71bbce47"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Mother's occupation\\\",\\n SUM(CASE WHEN \\\"International\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"International\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Mother's occupation\\\"\\n)\\nSELECT \\\"Mother's occupation\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped ratio template to compute, for each \\\"Mother's occupation\\\", the ratio of non-international students (\\\"International\\\"='0') to international students (\\\"International\\\"='1'). Groups with no '1' denominator yield NULL ratios.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29195,"cached_input_tokens":22912,"output_tokens":711,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..da0e55a2a60164625e1b620d6e223ac28f5f44f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Mother's occupation\",\n SUM(CASE WHEN \"International\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"International\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m5\"\n GROUP BY \"Mother's occupation\"\n)\nSELECT \"Mother's occupation\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Uses the planned grouped ratio template to compute, for each \"Mother's occupation\", the ratio of non-international students (\"International\"='0') to international students (\"International\"='1'). Groups with no '1' denominator yield NULL ratios."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..004c0c21595bacd3e9c610c278d015fb4f42a5cd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Mother's occupation, condition_col=International. +Result preview: [{"Mother's occupation": "7", "condition_ratio": 271.0}, {"Mother's occupation": "5", "condition_ratio": 74.71428571428571}, {"Mother's occupation": "0", "condition_ratio": 71.0}, {"Mother's occupation": "4", "condition_ratio": 61.84615384615385}, {"Mother's occupation": "1", "condition_ratio": 50.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..469c2dabbd9278d081cf749a08bf4b4813f49ef3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m5_a6ff9f8b61de3b8c +-- problem_id: v2p_m5_14bce25bc5b6b68e +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Mother's occupation", + SUM(CASE WHEN "International" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "International" = '1' THEN 1 ELSE 0 END) AS denominator_count + FROM "m5" + GROUP BY "Mother's occupation" +) +SELECT "Mother's occupation", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c9a84eff5ff500fd8c926ed7323ec12e3ede6560 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Mother's occupation\",\n SUM(CASE WHEN \"International\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"International\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m5\"\n GROUP BY \"Mother's occupation\"\n)\nSELECT \"Mother's occupation\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Mother's occupation\\\",\\n SUM(CASE WHEN \\\"International\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"International\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Mother's occupation\\\"\\n)\\nSELECT \\\"Mother's occupation\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"Mother's occupation\", \"condition_ratio\"], \"rows\": [{\"Mother's occupation\": \"7\", \"condition_ratio\": 271.0}, {\"Mother's occupation\": \"5\", \"condition_ratio\": 74.71428571428571}, {\"Mother's occupation\": \"0\", \"condition_ratio\": 71.0}, {\"Mother's occupation\": \"4\", \"condition_ratio\": 61.84615384615385}, {\"Mother's occupation\": \"1\", \"condition_ratio\": 50.0}, {\"Mother's occupation\": \"3\", \"condition_ratio\": 42.875}, {\"Mother's occupation\": \"9\", \"condition_ratio\": 30.54}, {\"Mother's occupation\": \"191\", \"condition_ratio\": 25.0}, {\"Mother's occupation\": \"2\", \"condition_ratio\": 23.46153846153846}, {\"Mother's occupation\": \"90\", \"condition_ratio\": 22.333333333333332}, {\"Mother's occupation\": \"6\", \"condition_ratio\": 21.75}, {\"Mother's occupation\": \"143\", \"condition_ratio\": 2.0}, {\"Mother's occupation\": \"192\", \"condition_ratio\": 1.5}, {\"Mother's occupation\": \"153\", \"condition_ratio\": 1.0}, {\"Mother's occupation\": \"122\", \"condition_ratio\": 0.0}, {\"Mother's occupation\": \"10\", \"condition_ratio\": null}, {\"Mother's occupation\": \"123\", \"condition_ratio\": null}, {\"Mother's occupation\": \"125\", \"condition_ratio\": null}, {\"Mother's occupation\": \"131\", \"condition_ratio\": null}, {\"Mother's occupation\": \"132\", \"condition_ratio\": null}, {\"Mother's occupation\": \"134\", \"condition_ratio\": null}, {\"Mother's occupation\": \"141\", \"condition_ratio\": null}, {\"Mother's occupation\": \"144\", \"condition_ratio\": null}, {\"Mother's occupation\": \"151\", \"condition_ratio\": null}, {\"Mother's occupation\": \"152\", \"condition_ratio\": null}, {\"Mother's occupation\": \"171\", \"condition_ratio\": null}, {\"Mother's occupation\": \"173\", \"condition_ratio\": null}, {\"Mother's occupation\": \"175\", \"condition_ratio\": null}, {\"Mother's occupation\": \"193\", \"condition_ratio\": null}, {\"Mother's occupation\": \"194\", \"condition_ratio\": null}, {\"Mother's occupation\": \"8\", \"condition_ratio\": null}, {\"Mother's occupation\": \"99\", \"condition_ratio\": null}], \"row_count_returned\": 32, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.83}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2fcd682f35d6ea531fab58499be6cba9fb3ae1f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:28:58.742035+00:00", + "ended_at": "2026-05-26T00:29:16.094756+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_a6ff9f8b61de3b8c", + "problem_id": "v2p_m5_14bce25bc5b6b68e", + "dataset_id": "m5", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Mother's occupation, condition_col=International.", + "bindings": { + "group_col": "Mother's occupation", + "condition_col": "International", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=42" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_a6ff9f8b61de3b8c.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_a6ff9f8b61de3b8c", + "api_calls": 0, + "input_tokens": 29195, + "cached_input_tokens": 22912, + "output_tokens": 711, + "total_tokens": 29906, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5900, + "estimated_output_tokens": 189, + "estimated_total_tokens": 6089, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17342.6, + "sql_execution_elapsed_ms_total": 2.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1f8bb37fef2ec82f8319e73edf1d7dcc01f1f5a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:29:16.090069+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17342.6, "started_at": "2026-05-26T00:28:58.742858+00:00", "ended_at": "2026-05-26T00:29:16.085644+00:00", "prompt_metrics": {"chars": 21781, "bytes_utf8": 21781, "lines": 543, "estimated_tokens": 5900}, "response_metrics": {"chars": 781, "bytes_utf8": 781, "lines": 1, "estimated_tokens": 189}, "usage": {"input_tokens": 29195, "cached_input_tokens": 22912, "output_tokens": 711, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Mother's occupation\\\",\\n SUM(CASE WHEN \\\"International\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"International\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Mother's occupation\\\"\\n)\\nSELECT \\\"Mother's occupation\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped ratio template to compute, for each \\\"Mother's occupation\\\", the ratio of non-international students (\\\"International\\\"='0') to international students (\\\"International\\\"='1'). Groups with no '1' denominator yield NULL ratios.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f72f7eb8907eab412a80ae455f8dbf1c8cd572e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_a6ff9f8b61de3b8c", + "api_calls": 0, + "input_tokens": 29195, + "cached_input_tokens": 22912, + "output_tokens": 711, + "total_tokens": 29906, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5900, + "estimated_output_tokens": 189, + "estimated_total_tokens": 6089, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17342.6, + "sql_execution_elapsed_ms_total": 2.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_a6ff9f8b61de3b8c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..eeb127a7d74e9dbf9d50112c264a5a9014338cc7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21378, "bytes_utf8": 21378, "lines": 542, "estimated_tokens": 5812}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 643, "bytes_utf8": 643, "lines": 1, "estimated_tokens": 167}, "usage": {"input_tokens": 29107, "cached_input_tokens": 28032, "output_tokens": 1920, "reasoning_output_tokens": 1747}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6807240a0c3ce57d8fac00fc120c8cb1fbd836ad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_abf4435acb0ddcec", + "api_calls": 0, + "input_tokens": 29107, + "cached_input_tokens": 28032, + "output_tokens": 1920, + "total_tokens": 31027, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5812, + "estimated_output_tokens": 167, + "estimated_total_tokens": 5979, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 38327.11, + "sql_execution_elapsed_ms_total": 3.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2767f5e970ebcb64155f5918a19193206d72b6ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:29:16.096205+00:00", + "ended_at": "2026-05-26T00:29:54.423694+00:00", + "elapsed_ms": 38327.11, + "prompt_metrics": { + "chars": 21378, + "bytes_utf8": 21378, + "lines": 542, + "estimated_tokens": 5812 + }, + "stdout_metrics": { + "chars": 1033, + "bytes_utf8": 1033, + "lines": 4, + "estimated_tokens": 298 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 643, + "bytes_utf8": 643, + "lines": 1, + "estimated_tokens": 167 + }, + "usage": { + "input_tokens": 29107, + "cached_input_tokens": 28032, + "output_tokens": 1920, + "reasoning_output_tokens": 1747 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7bf33d65294417a86366da0d2ef5dd87391e5d7a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Application mode, measure_col=Nacionality.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Application mode", + "measure_col": "Nacionality", + "item_col": "Nacionality", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..347696d5b4db667ded714627981193c051aa2f60 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61af-8ff0-7822-bf01-ff389de90760"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Application mode\\\", \\\"Nacionality\\\",\\n SUM(CAST(\\\"Nacionality\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Nacionality\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Nacionality\\\" AS REAL))) OVER (PARTITION BY \\\"Application mode\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Application mode\\\", \\\"Nacionality\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the requested template with \\\"Application mode\\\" as group_col and \\\"Nacionality\\\" as both item_col and measure_col; CAST to REAL is used because the schema stores these coded numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29107,"cached_input_tokens":28032,"output_tokens":1920,"reasoning_output_tokens":1747}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b8c38941a228b808e5e75b3bcea10c3efc1f95cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Application mode\", \"Nacionality\",\n SUM(CAST(\"Nacionality\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Nacionality\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Nacionality\" AS REAL))) OVER (PARTITION BY \"Application mode\") AS \"share_within_group\"\nFROM \"m5\"\nGROUP BY \"Application mode\", \"Nacionality\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the requested template with \"Application mode\" as group_col and \"Nacionality\" as both item_col and measure_col; CAST to REAL is used because the schema stores these coded numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..92a738d48fc8513c6a8ccc850b8a3d553d94c7ab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Application mode, measure_col=Nacionality. +Result preview: [{"Application mode": "16", "Nacionality": "1", "total_measure": 38.0, "share_within_group": 100.0}, {"Application mode": "2", "Nacionality": "1", "total_measure": 3.0, "share_within_group": 100.0}, {"Application mode": "26", "Nacionality": "1", "total_measure": 1.0, "share_within_group": 100.0}, {"Application mode": "27", "Nacionality": "1", "total_measure": 1.0, "share_within_group": 100.0}, {"Application mode": "5", "Nacionality": "1", "total_measure": 16.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..9ded840f58137708b8b00aba5d0cd446aaf654ab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_abf4435acb0ddcec +-- problem_id: v2p_m5_70c019fbf5aae5f0 +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", "Nacionality", + SUM(CAST("Nacionality" AS REAL)) AS "total_measure", + SUM(CAST("Nacionality" AS REAL)) * 100.0 / SUM(SUM(CAST("Nacionality" AS REAL))) OVER (PARTITION BY "Application mode") AS "share_within_group" +FROM "m5" +GROUP BY "Application mode", "Nacionality" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..31fd8bd9cbb1ef472ced9dec5e00d0135daeec06 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Application mode\", \"Nacionality\",\n SUM(CAST(\"Nacionality\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"Nacionality\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Nacionality\" AS REAL))) OVER (PARTITION BY \"Application mode\") AS \"share_within_group\"\nFROM \"m5\"\nGROUP BY \"Application mode\", \"Nacionality\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Application mode\\\", \\\"Nacionality\\\",\\n SUM(CAST(\\\"Nacionality\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Nacionality\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Nacionality\\\" AS REAL))) OVER (PARTITION BY \\\"Application mode\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Application mode\\\", \\\"Nacionality\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Application mode\", \"Nacionality\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Application mode\": \"16\", \"Nacionality\": \"1\", \"total_measure\": 38.0, \"share_within_group\": 100.0}, {\"Application mode\": \"2\", \"Nacionality\": \"1\", \"total_measure\": 3.0, \"share_within_group\": 100.0}, {\"Application mode\": \"26\", \"Nacionality\": \"1\", \"total_measure\": 1.0, \"share_within_group\": 100.0}, {\"Application mode\": \"27\", \"Nacionality\": \"1\", \"total_measure\": 1.0, \"share_within_group\": 100.0}, {\"Application mode\": \"5\", \"Nacionality\": \"1\", \"total_measure\": 16.0, \"share_within_group\": 100.0}, {\"Application mode\": \"51\", \"Nacionality\": \"1\", \"total_measure\": 59.0, \"share_within_group\": 100.0}, {\"Application mode\": \"53\", \"Nacionality\": \"1\", \"total_measure\": 35.0, \"share_within_group\": 100.0}, {\"Application mode\": \"57\", \"Nacionality\": \"41\", \"total_measure\": 41.0, \"share_within_group\": 100.0}, {\"Application mode\": \"7\", \"Nacionality\": \"1\", \"total_measure\": 138.0, \"share_within_group\": 95.83333333333333}, {\"Application mode\": \"10\", \"Nacionality\": \"22\", \"total_measure\": 132.0, \"share_within_group\": 72.52747252747253}, {\"Application mode\": \"44\", \"Nacionality\": \"1\", \"total_measure\": 208.0, \"share_within_group\": 71.97231833910034}, {\"Application mode\": \"17\", \"Nacionality\": \"1\", \"total_measure\": 862.0, \"share_within_group\": 71.71381031613977}, {\"Application mode\": \"42\", \"Nacionality\": \"1\", \"total_measure\": 76.0, \"share_within_group\": 64.95726495726495}, {\"Application mode\": \"39\", \"Nacionality\": \"1\", \"total_measure\": 774.0, \"share_within_group\": 59.40138142747506}, {\"Application mode\": \"1\", \"Nacionality\": \"1\", \"total_measure\": 1679.0, \"share_within_group\": 58.46100278551532}, {\"Application mode\": \"15\", \"Nacionality\": \"41\", \"total_measure\": 451.0, \"share_within_group\": 47.32423924449108}, {\"Application mode\": \"18\", \"Nacionality\": \"1\", \"total_measure\": 121.0, \"share_within_group\": 44.48529411764706}, {\"Application mode\": \"43\", \"Nacionality\": \"1\", \"total_measure\": 298.0, \"share_within_group\": 39.26218708827405}, {\"Application mode\": \"18\", \"Nacionality\": \"103\", \"total_measure\": 103.0, \"share_within_group\": 37.86764705882353}, {\"Application mode\": \"15\", \"Nacionality\": \"26\", \"total_measure\": 338.0, \"share_within_group\": 35.46694648478489}, {\"Application mode\": \"42\", \"Nacionality\": \"41\", \"total_measure\": 41.0, \"share_within_group\": 35.042735042735046}, {\"Application mode\": \"10\", \"Nacionality\": \"24\", \"total_measure\": 48.0, \"share_within_group\": 26.373626373626372}, {\"Application mode\": \"43\", \"Nacionality\": \"100\", \"total_measure\": 200.0, \"share_within_group\": 26.350461133069828}, {\"Application mode\": \"18\", \"Nacionality\": \"24\", \"total_measure\": 48.0, \"share_within_group\": 17.647058823529413}, {\"Application mode\": \"1\", \"Nacionality\": \"41\", \"total_measure\": 492.0, \"share_within_group\": 17.13091922005571}, {\"Application mode\": \"17\", \"Nacionality\": \"41\", \"total_measure\": 205.0, \"share_within_group\": 17.054908485856906}, {\"Application mode\": \"39\", \"Nacionality\": \"41\", \"total_measure\": 205.0, \"share_within_group\": 15.732924021488872}, {\"Application mode\": \"44\", \"Nacionality\": \"41\", \"total_measure\": 41.0, \"share_within_group\": 14.186851211072664}, {\"Application mode\": \"15\", \"Nacionality\": \"108\", \"total_measure\": 108.0, \"share_within_group\": 11.332633788037775}, {\"Application mode\": \"43\", \"Nacionality\": \"41\", \"total_measure\": 82.0, \"share_within_group\": 10.803689064558629}, {\"Application mode\": \"43\", \"Nacionality\": \"22\", \"total_measure\": 66.0, \"share_within_group\": 8.695652173913043}, {\"Application mode\": \"39\", \"Nacionality\": \"105\", \"total_measure\": 105.0, \"share_within_group\": 8.058326937835764}, {\"Application mode\": \"39\", \"Nacionality\": \"101\", \"total_measure\": 101.0, \"share_within_group\": 7.751343054489639}, {\"Application mode\": \"39\", \"Nacionality\": \"100\", \"total_measure\": 100.0, \"share_within_group\": 7.674597083653108}, {\"Application mode\": \"44\", \"Nacionality\": \"22\", \"total_measure\": 22.0, \"share_within_group\": 7.612456747404845}, {\"Application mode\": \"1\", \"Nacionality\": \"103\", \"total_measure\": 206.0, \"share_within_group\": 7.172701949860724}, {\"Application mode\": \"43\", \"Nacionality\": \"25\", \"total_measure\": 50.0, \"share_within_group\": 6.587615283267457}, {\"Application mode\": \"44\", \"Nacionality\": \"6\", \"total_measure\": 18.0, \"share_within_group\": 6.228373702422146}, {\"Application mode\": \"17\", \"Nacionality\": \"62\", \"total_measure\": 62.0, \"share_within_group\": 5.158069883527454}, {\"Application mode\": \"7\", \"Nacionality\": \"6\", \"total_measure\": 6.0, \"share_within_group\": 4.166666666666667}, {\"Application mode\": \"1\", \"Nacionality\": \"109\", \"total_measure\": 109.0, \"share_within_group\": 3.7952646239554317}, {\"Application mode\": \"1\", \"Nacionality\": \"105\", \"total_measure\": 105.0, \"share_within_group\": 3.6559888579387185}, {\"Application mode\": \"1\", \"Nacionality\": \"101\", \"total_measure\": 101.0, \"share_within_group\": 3.5167130919220058}, {\"Application mode\": \"15\", \"Nacionality\": \"32\", \"total_measure\": 32.0, \"share_within_group\": 3.3578174186778593}, {\"Application mode\": \"43\", \"Nacionality\": \"24\", \"total_measure\": 24.0, \"share_within_group\": 3.1620553359683794}, {\"Application mode\": \"43\", \"Nacionality\": \"21\", \"total_measure\": 21.0, \"share_within_group\": 2.766798418972332}, {\"Application mode\": \"43\", \"Nacionality\": \"6\", \"total_measure\": 18.0, \"share_within_group\": 2.3715415019762847}, {\"Application mode\": \"15\", \"Nacionality\": \"21\", \"total_measure\": 21.0, \"share_within_group\": 2.2035676810073452}, {\"Application mode\": \"17\", \"Nacionality\": \"26\", \"total_measure\": 26.0, \"share_within_group\": 2.1630615640599}, {\"Application mode\": \"1\", \"Nacionality\": \"62\", \"total_measure\": 62.0, \"share_within_group\": 2.1587743732590527}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.72}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..cdad88c19da0f186d50b4dbaaa13d194407bb5d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:29:16.095157+00:00", + "ended_at": "2026-05-26T00:29:54.434348+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_abf4435acb0ddcec", + "problem_id": "v2p_m5_70c019fbf5aae5f0", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Application mode, measure_col=Nacionality.", + "bindings": { + "group_col": "Application mode", + "measure_col": "Nacionality", + "item_col": "Nacionality", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=11", + "sql_variant_index=1/2", + "binding_index=34" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 11, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_abf4435acb0ddcec.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_abf4435acb0ddcec", + "api_calls": 0, + "input_tokens": 29107, + "cached_input_tokens": 28032, + "output_tokens": 1920, + "total_tokens": 31027, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5812, + "estimated_output_tokens": 167, + "estimated_total_tokens": 5979, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 38327.11, + "sql_execution_elapsed_ms_total": 3.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6a866cc9afe8d13df85c5f37c384ac8894a43bea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:29:54.428493+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 38327.11, "started_at": "2026-05-26T00:29:16.096205+00:00", "ended_at": "2026-05-26T00:29:54.423694+00:00", "prompt_metrics": {"chars": 21378, "bytes_utf8": 21378, "lines": 542, "estimated_tokens": 5812}, "response_metrics": {"chars": 643, "bytes_utf8": 643, "lines": 1, "estimated_tokens": 167}, "usage": {"input_tokens": 29107, "cached_input_tokens": 28032, "output_tokens": 1920, "reasoning_output_tokens": 1747}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Application mode\\\", \\\"Nacionality\\\",\\n SUM(CAST(\\\"Nacionality\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"Nacionality\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Nacionality\\\" AS REAL))) OVER (PARTITION BY \\\"Application mode\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Application mode\\\", \\\"Nacionality\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the requested template with \\\"Application mode\\\" as group_col and \\\"Nacionality\\\" as both item_col and measure_col; CAST to REAL is used because the schema stores these coded numeric values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bebbd0db201ce0e9f0e41ab231f1d550f362df0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_abf4435acb0ddcec", + "api_calls": 0, + "input_tokens": 29107, + "cached_input_tokens": 28032, + "output_tokens": 1920, + "total_tokens": 31027, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5812, + "estimated_output_tokens": 167, + "estimated_total_tokens": 5979, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 38327.11, + "sql_execution_elapsed_ms_total": 3.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_abf4435acb0ddcec/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8e896411f34a84005be6560fa125f109b7f936db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21428, "bytes_utf8": 21428, "lines": 542, "estimated_tokens": 5818}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 786, "bytes_utf8": 786, "lines": 1, "estimated_tokens": 191}, "usage": {"input_tokens": 29113, "cached_input_tokens": 28032, "output_tokens": 2267, "reasoning_output_tokens": 2070}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a5972f61b91599cd9be12505bb80b956b919abe4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_b013e0d84150f119", + "api_calls": 0, + "input_tokens": 29113, + "cached_input_tokens": 28032, + "output_tokens": 2267, + "total_tokens": 31380, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5818, + "estimated_output_tokens": 191, + "estimated_total_tokens": 6009, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44346.93, + "sql_execution_elapsed_ms_total": 2.51, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..09aa0bbf079452942ec89ae1bedf981c9939928a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:29:54.435466+00:00", + "ended_at": "2026-05-26T00:30:38.782792+00:00", + "elapsed_ms": 44346.93, + "prompt_metrics": { + "chars": 21428, + "bytes_utf8": 21428, + "lines": 542, + "estimated_tokens": 5818 + }, + "stdout_metrics": { + "chars": 1166, + "bytes_utf8": 1166, + "lines": 4, + "estimated_tokens": 320 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 786, + "bytes_utf8": 786, + "lines": 1, + "estimated_tokens": 191 + }, + "usage": { + "input_tokens": 29113, + "cached_input_tokens": 28032, + "output_tokens": 2267, + "reasoning_output_tokens": 2070 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5995bd90e081f8ccf78bd7fae82455ebc0463e7d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Marital status, measure_col=Previous qualification (grade).", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Marital status", + "measure_col": "Previous qualification (grade)", + "item_col": "Previous qualification (grade)", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 140.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f63d7bd896ca01a9b028673f06bdd2b750fa86f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b0-25a7-7ab0-bf9e-ccc57863cdc4"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Marital status\\\",\\n \\\"Previous qualification (grade)\\\",\\n SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL)) * 100.0 /\\n SUM(SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL))) OVER (PARTITION BY \\\"Marital status\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Marital status\\\", \\\"Previous qualification (grade)\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the planned Within-Group Share of Total template with group_col bound to \\\"Marital status\\\" and item_col/measure_col both bound to \\\"Previous qualification (grade)\\\". The measure is cast to REAL because the SQLite schema stores that column as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29113,"cached_input_tokens":28032,"output_tokens":2267,"reasoning_output_tokens":2070}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..68a6f1ad9bce97a71576fbf0980e15b3098f900d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Marital status\",\n \"Previous qualification (grade)\",\n SUM(CAST(\"Previous qualification (grade)\" AS REAL)) AS total_measure,\n SUM(CAST(\"Previous qualification (grade)\" AS REAL)) * 100.0 /\n SUM(SUM(CAST(\"Previous qualification (grade)\" AS REAL))) OVER (PARTITION BY \"Marital status\") AS share_within_group\nFROM \"m5\"\nGROUP BY \"Marital status\", \"Previous qualification (grade)\"\nORDER BY share_within_group DESC;","notes":"Applied the planned Within-Group Share of Total template with group_col bound to \"Marital status\" and item_col/measure_col both bound to \"Previous qualification (grade)\". The measure is cast to REAL because the SQLite schema stores that column as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..79191c2dce49cf677fa520b324db490288eea789 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Marital status, measure_col=Previous qualification (grade). +Result preview: [{"Marital status": "6", "Previous qualification (grade)": "133.1", "total_measure": 532.4, "share_within_group": 68.48469256496013}, {"Marital status": "4", "Previous qualification (grade)": "133.1", "total_measure": 5324.0, "share_within_group": 44.30758988015979}, {"Marital status": "3", "Previous qualification (grade)": "170.0", "total_measure": 170.0, "share_within_group": 30.19538188277087}, {"Marital status": "2", "Previous qualification (grade)": "133.1", "total_measure": 14641.0, "share_within_group": 29.59152737635669}, {"Marital status": "5", "Previous qualification (grade)": "133.1", "total_measure": 931.6999999999999, "share_within_group": 27.739899365826066}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6b5911d3c0feed7dd77c0a398aac1a5164cde46f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_b013e0d84150f119 +-- problem_id: v2p_m5_948f8d510988bfad +-- realization_mode: agent +-- source_kind: agent +SELECT "Marital status", + "Previous qualification (grade)", + SUM(CAST("Previous qualification (grade)" AS REAL)) AS total_measure, + SUM(CAST("Previous qualification (grade)" AS REAL)) * 100.0 / + SUM(SUM(CAST("Previous qualification (grade)" AS REAL))) OVER (PARTITION BY "Marital status") AS share_within_group +FROM "m5" +GROUP BY "Marital status", "Previous qualification (grade)" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..79885e9e405eab025ad72ed34cc0269194603d8e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Marital status\",\n \"Previous qualification (grade)\",\n SUM(CAST(\"Previous qualification (grade)\" AS REAL)) AS total_measure,\n SUM(CAST(\"Previous qualification (grade)\" AS REAL)) * 100.0 /\n SUM(SUM(CAST(\"Previous qualification (grade)\" AS REAL))) OVER (PARTITION BY \"Marital status\") AS share_within_group\nFROM \"m5\"\nGROUP BY \"Marital status\", \"Previous qualification (grade)\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Marital status\\\",\\n \\\"Previous qualification (grade)\\\",\\n SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL)) * 100.0 /\\n SUM(SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL))) OVER (PARTITION BY \\\"Marital status\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Marital status\\\", \\\"Previous qualification (grade)\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"Marital status\", \"Previous qualification (grade)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Marital status\": \"6\", \"Previous qualification (grade)\": \"133.1\", \"total_measure\": 532.4, \"share_within_group\": 68.48469256496013}, {\"Marital status\": \"4\", \"Previous qualification (grade)\": \"133.1\", \"total_measure\": 5324.0, \"share_within_group\": 44.30758988015979}, {\"Marital status\": \"3\", \"Previous qualification (grade)\": \"170.0\", \"total_measure\": 170.0, \"share_within_group\": 30.19538188277087}, {\"Marital status\": \"2\", \"Previous qualification (grade)\": \"133.1\", \"total_measure\": 14641.0, \"share_within_group\": 29.59152737635669}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"133.1\", \"total_measure\": 931.6999999999999, \"share_within_group\": 27.739899365826066}, {\"Marital status\": \"3\", \"Previous qualification (grade)\": \"138.0\", \"total_measure\": 138.0, \"share_within_group\": 24.511545293072825}, {\"Marital status\": \"3\", \"Previous qualification (grade)\": \"135.0\", \"total_measure\": 135.0, \"share_within_group\": 23.97868561278863}, {\"Marital status\": \"3\", \"Previous qualification (grade)\": \"120.0\", \"total_measure\": 120.0, \"share_within_group\": 21.314387211367674}, {\"Marital status\": \"6\", \"Previous qualification (grade)\": \"130.0\", \"total_measure\": 130.0, \"share_within_group\": 16.722408026755854}, {\"Marital status\": \"4\", \"Previous qualification (grade)\": \"140.0\", \"total_measure\": 1820.0, \"share_within_group\": 15.14647137150466}, {\"Marital status\": \"6\", \"Previous qualification (grade)\": \"115.0\", \"total_measure\": 115.0, \"share_within_group\": 14.792899408284024}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"120.0\", \"total_measure\": 480.0, \"share_within_group\": 14.291243635930568}, {\"Marital status\": \"4\", \"Previous qualification (grade)\": \"130.0\", \"total_measure\": 1560.0, \"share_within_group\": 12.982689747003995}, {\"Marital status\": \"2\", \"Previous qualification (grade)\": \"140.0\", \"total_measure\": 5880.0, \"share_within_group\": 11.884309881359016}, {\"Marital status\": \"2\", \"Previous qualification (grade)\": \"130.0\", \"total_measure\": 5850.0, \"share_within_group\": 11.823675647270449}, {\"Marital status\": \"2\", \"Previous qualification (grade)\": \"120.0\", \"total_measure\": 5640.0, \"share_within_group\": 11.399236008650485}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"180.0\", \"total_measure\": 360.0, \"share_within_group\": 10.718432726947928}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"110.0\", \"total_measure\": 330.0, \"share_within_group\": 9.825229999702266}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"133.1\", \"total_measure\": 43923.0, \"share_within_group\": 8.438791813547716}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"140.0\", \"total_measure\": 280.0, \"share_within_group\": 8.336558787626165}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"130.0\", \"total_measure\": 40950.0, \"share_within_group\": 7.867598405500057}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"130.0\", \"total_measure\": 260.0, \"share_within_group\": 7.741090302795725}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"140.0\", \"total_measure\": 39060.0, \"share_within_group\": 7.504478479092361}, {\"Marital status\": \"4\", \"Previous qualification (grade)\": \"120.0\", \"total_measure\": 840.0, \"share_within_group\": 6.990679094540613}, {\"Marital status\": \"2\", \"Previous qualification (grade)\": \"110.0\", \"total_measure\": 3410.0, \"share_within_group\": 6.892091274733715}, {\"Marital status\": \"2\", \"Previous qualification (grade)\": \"100.0\", \"total_measure\": 2700.0, \"share_within_group\": 5.457081067970976}, {\"Marital status\": \"2\", \"Previous qualification (grade)\": \"150.0\", \"total_measure\": 2700.0, \"share_within_group\": 5.457081067970976}, {\"Marital status\": \"4\", \"Previous qualification (grade)\": \"160.0\", \"total_measure\": 640.0, \"share_within_group\": 5.326231691078562}, {\"Marital status\": \"2\", \"Previous qualification (grade)\": \"160.0\", \"total_measure\": 2560.0, \"share_within_group\": 5.174121308890999}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"120.0\", \"total_measure\": 26280.0, \"share_within_group\": 5.0490961195736626}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"160.0\", \"total_measure\": 160.0, \"share_within_group\": 4.763747878643523}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"150.0\", \"total_measure\": 150.0, \"share_within_group\": 4.466013636228303}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"143.0\", \"total_measure\": 143.0, \"share_within_group\": 4.257599666537649}, {\"Marital status\": \"4\", \"Previous qualification (grade)\": \"100.0\", \"total_measure\": 500.0, \"share_within_group\": 4.161118508655126}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"150.0\", \"total_measure\": 21150.0, \"share_within_group\": 4.063484890752776}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"133.0\", \"total_measure\": 133.0, \"share_within_group\": 3.9598654241224285}, {\"Marital status\": \"5\", \"Previous qualification (grade)\": \"131.0\", \"total_measure\": 131.0, \"share_within_group\": 3.9003185756393846}, {\"Marital status\": \"4\", \"Previous qualification (grade)\": \"110.0\", \"total_measure\": 440.0, \"share_within_group\": 3.6617842876165114}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"125.0\", \"total_measure\": 15250.0, \"share_within_group\": 2.9299359141361627}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"135.0\", \"total_measure\": 14310.0, \"share_within_group\": 2.7493365856582614}, {\"Marital status\": \"4\", \"Previous qualification (grade)\": \"150.0\", \"total_measure\": 300.0, \"share_within_group\": 2.496671105193076}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"131.0\", \"total_measure\": 12707.0, \"share_within_group\": 2.4413570925198833}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"136.0\", \"total_measure\": 12376.0, \"share_within_group\": 2.3777630736622393}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"132.0\", \"total_measure\": 12012.0, \"share_within_group\": 2.3078288656133497}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"160.0\", \"total_measure\": 11840.0, \"share_within_group\": 2.2747830310407977}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"133.0\", \"total_measure\": 11571.0, \"share_within_group\": 2.2231008827848875}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"127.0\", \"total_measure\": 11557.0, \"share_within_group\": 2.220411105552238}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"141.0\", \"total_measure\": 11139.0, \"share_within_group\": 2.1401020424631287}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"137.0\", \"total_measure\": 10960.0, \"share_within_group\": 2.105711319274252}, {\"Marital status\": \"1\", \"Previous qualification (grade)\": \"122.0\", \"total_measure\": 10614.0, \"share_within_group\": 2.039235396238769}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.51}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0e4bdd6da07aac935b9f558f0964e2676e0977c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:29:54.434699+00:00", + "ended_at": "2026-05-26T00:30:38.791245+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_b013e0d84150f119", + "problem_id": "v2p_m5_948f8d510988bfad", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Marital status, measure_col=Previous qualification (grade).", + "bindings": { + "group_col": "Marital status", + "measure_col": "Previous qualification (grade)", + "item_col": "Previous qualification (grade)", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 140.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=1/2", + "binding_index=33" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 10, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_b013e0d84150f119.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_b013e0d84150f119", + "api_calls": 0, + "input_tokens": 29113, + "cached_input_tokens": 28032, + "output_tokens": 2267, + "total_tokens": 31380, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5818, + "estimated_output_tokens": 191, + "estimated_total_tokens": 6009, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44346.93, + "sql_execution_elapsed_ms_total": 2.51, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f075562a4ecfbb0d73e4fab5afbb578e5fe9f8b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:30:38.787197+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 44346.93, "started_at": "2026-05-26T00:29:54.435466+00:00", "ended_at": "2026-05-26T00:30:38.782792+00:00", "prompt_metrics": {"chars": 21428, "bytes_utf8": 21428, "lines": 542, "estimated_tokens": 5818}, "response_metrics": {"chars": 786, "bytes_utf8": 786, "lines": 1, "estimated_tokens": 191}, "usage": {"input_tokens": 29113, "cached_input_tokens": 28032, "output_tokens": 2267, "reasoning_output_tokens": 2070}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Marital status\\\",\\n \\\"Previous qualification (grade)\\\",\\n SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL)) * 100.0 /\\n SUM(SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL))) OVER (PARTITION BY \\\"Marital status\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Marital status\\\", \\\"Previous qualification (grade)\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the planned Within-Group Share of Total template with group_col bound to \\\"Marital status\\\" and item_col/measure_col both bound to \\\"Previous qualification (grade)\\\". The measure is cast to REAL because the SQLite schema stores that column as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a3f77d3829844cadce0e98b19f6d2daad9501d53 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_b013e0d84150f119", + "api_calls": 0, + "input_tokens": 29113, + "cached_input_tokens": 28032, + "output_tokens": 2267, + "total_tokens": 31380, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5818, + "estimated_output_tokens": 191, + "estimated_total_tokens": 6009, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44346.93, + "sql_execution_elapsed_ms_total": 2.51, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b013e0d84150f119/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7a92e43a66c131a21f8162d6251a553e5f2f97f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21048, "bytes_utf8": 21048, "lines": 540, "estimated_tokens": 5702}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 429, "bytes_utf8": 429, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 28997, "cached_input_tokens": 28544, "output_tokens": 476, "reasoning_output_tokens": 366}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..11b0a2c761f2d8db0cbe2c275d298403f594de34 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_b64a2cb1762b3011", + "api_calls": 0, + "input_tokens": 28997, + "cached_input_tokens": 28544, + "output_tokens": 476, + "total_tokens": 29473, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5702, + "estimated_output_tokens": 104, + "estimated_total_tokens": 5806, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14344.25, + "sql_execution_elapsed_ms_total": 5.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7d6dcf11e8fff0327aaab090fcbd7a19e6bd41f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:30:38.792309+00:00", + "ended_at": "2026-05-26T00:30:53.136707+00:00", + "elapsed_ms": 14344.25, + "prompt_metrics": { + "chars": 21048, + "bytes_utf8": 21048, + "lines": 540, + "estimated_tokens": 5702 + }, + "stdout_metrics": { + "chars": 792, + "bytes_utf8": 792, + "lines": 4, + "estimated_tokens": 225 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 429, + "bytes_utf8": 429, + "lines": 1, + "estimated_tokens": 104 + }, + "usage": { + "input_tokens": 28997, + "cached_input_tokens": 28544, + "output_tokens": 476, + "reasoning_output_tokens": 366 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cf7e71b2005f5386001af9003c6b8c1a6561c513 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Mother's qualification, measure_col=GDP.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Mother's qualification", + "measure_col": "GDP", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.74, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..00e7355d8b1bafd26ed62c99d37f7d3e5c3a0708 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b0-d2eb-7e61-9a48-dd9d2cded5f5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Mother's qualification\\\",\\n AVG(CAST(\\\"GDP\\\" AS REAL)) OVER (PARTITION BY \\\"Mother's qualification\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned Window Partition Average template with group_col=\\\"Mother's qualification\\\" and measure_col=\\\"GDP\\\". GDP is cast to REAL because the schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28997,"cached_input_tokens":28544,"output_tokens":476,"reasoning_output_tokens":366}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b034421395db27eacb03d072d938a054b3ddcec6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Mother's qualification\",\n AVG(CAST(\"GDP\" AS REAL)) OVER (PARTITION BY \"Mother's qualification\") AS \"avg_measure\"\nFROM \"m5\"\nORDER BY \"avg_measure\" DESC;","notes":"Uses the planned Window Partition Average template with group_col=\"Mother's qualification\" and measure_col=\"GDP\". GDP is cast to REAL because the schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..5a30a2678229eb5116b9900ee860cf252ebf9713 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Mother's qualification, measure_col=GDP. +Result preview: [{"Mother's qualification": "42", "avg_measure": 3.1374999999999997}, {"Mother's qualification": "43", "avg_measure": 3.1374999999999997}, {"Mother's qualification": "40", "avg_measure": 3.013333333333333}, {"Mother's qualification": "44", "avg_measure": 2.02}, {"Mother's qualification": "41", "avg_measure": 1.9349999999999998}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..27ee4370b323a62b6f489bb44eb3398826826f25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_b64a2cb1762b3011 +-- problem_id: v2p_m5_df33eda658bab1be +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Mother's qualification", + AVG(CAST("GDP" AS REAL)) OVER (PARTITION BY "Mother's qualification") AS "avg_measure" +FROM "m5" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..87b51fddd2b8caf6a692aa7a6fde0d83e6a47558 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Mother's qualification\",\n AVG(CAST(\"GDP\" AS REAL)) OVER (PARTITION BY \"Mother's qualification\") AS \"avg_measure\"\nFROM \"m5\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Mother's qualification\\\",\\n AVG(CAST(\\\"GDP\\\" AS REAL)) OVER (PARTITION BY \\\"Mother's qualification\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Mother's qualification\", \"avg_measure\"], \"rows\": [{\"Mother's qualification\": \"42\", \"avg_measure\": 3.1374999999999997}, {\"Mother's qualification\": \"43\", \"avg_measure\": 3.1374999999999997}, {\"Mother's qualification\": \"40\", \"avg_measure\": 3.013333333333333}, {\"Mother's qualification\": \"44\", \"avg_measure\": 2.02}, {\"Mother's qualification\": \"41\", \"avg_measure\": 1.9349999999999998}, {\"Mother's qualification\": \"12\", \"avg_measure\": 1.092142857142857}, {\"Mother's qualification\": \"29\", \"avg_measure\": 0.7933333333333333}, {\"Mother's qualification\": \"35\", \"avg_measure\": 0.7933333333333333}, {\"Mother's qualification\": \"11\", \"avg_measure\": 0.32}, {\"Mother's qualification\": \"14\", \"avg_measure\": 0.32}, {\"Mother's qualification\": \"22\", \"avg_measure\": 0.32}, {\"Mother's qualification\": \"26\", \"avg_measure\": 0.32}, {\"Mother's qualification\": \"30\", \"avg_measure\": 0.32}, {\"Mother's qualification\": \"2\", \"avg_measure\": 0.2813253012048193}, {\"Mother's qualification\": \"1\", \"avg_measure\": 0.21913002806361084}, {\"Mother's qualification\": \"3\", \"avg_measure\": 0.1954337899543379}, {\"Mother's qualification\": \"5\", \"avg_measure\": 0.16142857142857148}, {\"Mother's qualification\": \"39\", \"avg_measure\": 0.10125000000000008}, {\"Mother's qualification\": \"4\", \"avg_measure\": 0.08591836734693878}, {\"Mother's qualification\": \"19\", \"avg_measure\": 0.03256033578174189}, {\"Mother's qualification\": \"38\", \"avg_measure\": 0.01245551601423489}, {\"Mother's qualification\": \"10\", \"avg_measure\": -0.35333333333333333}, {\"Mother's qualification\": \"37\", \"avg_measure\": -0.413627353815659}, {\"Mother's qualification\": \"34\", \"avg_measure\": -0.4469230769230769}, {\"Mother's qualification\": \"9\", \"avg_measure\": -0.9700000000000001}, {\"Mother's qualification\": \"6\", \"avg_measure\": -1.0450000000000002}, {\"Mother's qualification\": \"36\", \"avg_measure\": -1.9733333333333334}, {\"Mother's qualification\": \"18\", \"avg_measure\": -3.12}, {\"Mother's qualification\": \"27\", \"avg_measure\": -3.12}], \"row_count_returned\": 29, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.86}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bd6b1e980c902653e5191db551ec4d736f878a20 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:30:38.791590+00:00", + "ended_at": "2026-05-26T00:30:53.147556+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_b64a2cb1762b3011", + "problem_id": "v2p_m5_df33eda658bab1be", + "dataset_id": "m5", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Mother's qualification, measure_col=GDP.", + "bindings": { + "group_col": "Mother's qualification", + "measure_col": "GDP", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.74, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=139" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_b64a2cb1762b3011.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_b64a2cb1762b3011", + "api_calls": 0, + "input_tokens": 28997, + "cached_input_tokens": 28544, + "output_tokens": 476, + "total_tokens": 29473, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5702, + "estimated_output_tokens": 104, + "estimated_total_tokens": 5806, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14344.25, + "sql_execution_elapsed_ms_total": 5.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0dcb490a1e7b5b61502278888e0fa08372170302 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:30:53.140545+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14344.25, "started_at": "2026-05-26T00:30:38.792309+00:00", "ended_at": "2026-05-26T00:30:53.136707+00:00", "prompt_metrics": {"chars": 21048, "bytes_utf8": 21048, "lines": 540, "estimated_tokens": 5702}, "response_metrics": {"chars": 429, "bytes_utf8": 429, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 28997, "cached_input_tokens": 28544, "output_tokens": 476, "reasoning_output_tokens": 366}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Mother's qualification\\\",\\n AVG(CAST(\\\"GDP\\\" AS REAL)) OVER (PARTITION BY \\\"Mother's qualification\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned Window Partition Average template with group_col=\\\"Mother's qualification\\\" and measure_col=\\\"GDP\\\". GDP is cast to REAL because the schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e93aa5d9fd0163a59d9af76fc3cdd594088d39aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_b64a2cb1762b3011", + "api_calls": 0, + "input_tokens": 28997, + "cached_input_tokens": 28544, + "output_tokens": 476, + "total_tokens": 29473, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5702, + "estimated_output_tokens": 104, + "estimated_total_tokens": 5806, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14344.25, + "sql_execution_elapsed_ms_total": 5.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_b64a2cb1762b3011/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..33b2504a269deab9c2c98c4f757b3a04cacdc060 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21227, "bytes_utf8": 21227, "lines": 543, "estimated_tokens": 5753}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 439, "bytes_utf8": 439, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 29048, "cached_input_tokens": 28544, "output_tokens": 627, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..17237414b9da7aa90a1f6c2568a7c921c8f417c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_ba1284219ff6b25c", + "api_calls": 0, + "input_tokens": 29048, + "cached_input_tokens": 28544, + "output_tokens": 627, + "total_tokens": 29675, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5753, + "estimated_output_tokens": 105, + "estimated_total_tokens": 5858, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14776.51, + "sql_execution_elapsed_ms_total": 1.69, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0187ec8b9eb12edc78372c789f303036b00c2014 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:30:53.148639+00:00", + "ended_at": "2026-05-26T00:31:07.925312+00:00", + "elapsed_ms": 14776.51, + "prompt_metrics": { + "chars": 21227, + "bytes_utf8": 21227, + "lines": 543, + "estimated_tokens": 5753 + }, + "stdout_metrics": { + "chars": 802, + "bytes_utf8": 802, + "lines": 4, + "estimated_tokens": 223 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 439, + "bytes_utf8": 439, + "lines": 1, + "estimated_tokens": 105 + }, + "usage": { + "input_tokens": 29048, + "cached_input_tokens": 28544, + "output_tokens": 627, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..511291eaf563189608816d775023aed1ba5ded02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Application mode, condition_col=Application order.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Application mode", + "condition_col": "Application order", + "condition_value": "1", + "positive_value": "1", + "negative_value": "2", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..68a47547e769c2569d003abafed4644d72e57669 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b1-0b00-76f3-8cc5-304ea3a8bad0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Application mode\\\",\\n AVG(CASE WHEN \\\"Application order\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Application mode\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the grouped condition-rate template with \\\"Application mode\\\" as the group column and computes the within-group proportion of rows where \\\"Application order\\\" equals '1'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29048,"cached_input_tokens":28544,"output_tokens":627,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..98b1626ce862b050b7a156ae0e74381bbdb68ef0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Application mode\",\n AVG(CASE WHEN \"Application order\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Application mode\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the grouped condition-rate template with \"Application mode\" as the group column and computes the within-group proportion of rows where \"Application order\" equals '1'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2d7224f1e491587575a9de8f18e00a4947c58db6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Application mode, condition_col=Application order. +Result preview: [{"Application mode": "57", "condition_rate": 1.0}, {"Application mode": "53", "condition_rate": 1.0}, {"Application mode": "51", "condition_rate": 1.0}, {"Application mode": "27", "condition_rate": 1.0}, {"Application mode": "26", "condition_rate": 1.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f2658f2e0cdd666a91a59888d676235011679cc3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_ba1284219ff6b25c +-- problem_id: v2p_m5_c0b95c64f3dd7d14 +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", + AVG(CASE WHEN "Application order" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Application mode" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ef348134d4485c9d99d68d6bf38855631eb83790 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Application mode\",\n AVG(CASE WHEN \"Application order\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Application mode\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Application mode\\\",\\n AVG(CASE WHEN \\\"Application order\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Application mode\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Application mode\", \"condition_rate\"], \"rows\": [{\"Application mode\": \"57\", \"condition_rate\": 1.0}, {\"Application mode\": \"53\", \"condition_rate\": 1.0}, {\"Application mode\": \"51\", \"condition_rate\": 1.0}, {\"Application mode\": \"27\", \"condition_rate\": 1.0}, {\"Application mode\": \"26\", \"condition_rate\": 1.0}, {\"Application mode\": \"2\", \"condition_rate\": 1.0}, {\"Application mode\": \"15\", \"condition_rate\": 1.0}, {\"Application mode\": \"44\", \"condition_rate\": 0.9906103286384976}, {\"Application mode\": \"42\", \"condition_rate\": 0.974025974025974}, {\"Application mode\": \"7\", \"condition_rate\": 0.9568345323741008}, {\"Application mode\": \"39\", \"condition_rate\": 0.9375796178343949}, {\"Application mode\": \"43\", \"condition_rate\": 0.8333333333333334}, {\"Application mode\": \"10\", \"condition_rate\": 0.8}, {\"Application mode\": \"1\", \"condition_rate\": 0.5802107728337237}, {\"Application mode\": \"18\", \"condition_rate\": 0.47580645161290325}, {\"Application mode\": \"17\", \"condition_rate\": 0.463302752293578}, {\"Application mode\": \"5\", \"condition_rate\": 0.375}, {\"Application mode\": \"16\", \"condition_rate\": 0.34210526315789475}], \"row_count_returned\": 18, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.69}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..416a256d23d782ab3166fb4a71758ef5a9260c76 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:30:53.147910+00:00", + "ended_at": "2026-05-26T00:31:07.932964+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_ba1284219ff6b25c", + "problem_id": "v2p_m5_c0b95c64f3dd7d14", + "dataset_id": "m5", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Application mode, condition_col=Application order.", + "bindings": { + "group_col": "Application mode", + "condition_col": "Application order", + "condition_value": "1", + "positive_value": "1", + "negative_value": "2", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=100" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_ba1284219ff6b25c.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_ba1284219ff6b25c", + "api_calls": 0, + "input_tokens": 29048, + "cached_input_tokens": 28544, + "output_tokens": 627, + "total_tokens": 29675, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5753, + "estimated_output_tokens": 105, + "estimated_total_tokens": 5858, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14776.51, + "sql_execution_elapsed_ms_total": 1.69, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..87def419e2741ffcfea18849c01707766febc97e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:31:07.929586+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14776.51, "started_at": "2026-05-26T00:30:53.148639+00:00", "ended_at": "2026-05-26T00:31:07.925312+00:00", "prompt_metrics": {"chars": 21227, "bytes_utf8": 21227, "lines": 543, "estimated_tokens": 5753}, "response_metrics": {"chars": 439, "bytes_utf8": 439, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 29048, "cached_input_tokens": 28544, "output_tokens": 627, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Application mode\\\",\\n AVG(CASE WHEN \\\"Application order\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Application mode\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the grouped condition-rate template with \\\"Application mode\\\" as the group column and computes the within-group proportion of rows where \\\"Application order\\\" equals '1'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..03b9164c917dbccee4417dd8f2d023079dd9f33d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_ba1284219ff6b25c", + "api_calls": 0, + "input_tokens": 29048, + "cached_input_tokens": 28544, + "output_tokens": 627, + "total_tokens": 29675, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5753, + "estimated_output_tokens": 105, + "estimated_total_tokens": 5858, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14776.51, + "sql_execution_elapsed_ms_total": 1.69, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ba1284219ff6b25c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..583061c8575a037035fa23b65f7339a2d56c6c37 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21226, "bytes_utf8": 21226, "lines": 543, "estimated_tokens": 5757}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 374, "bytes_utf8": 374, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 29052, "cached_input_tokens": 28544, "output_tokens": 554, "reasoning_output_tokens": 446}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..33749b3daf6e8ab177ac18fac11bb38a0f602dc5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_bde2fbf26f0b65d7", + "api_calls": 0, + "input_tokens": 29052, + "cached_input_tokens": 28544, + "output_tokens": 554, + "total_tokens": 29606, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5757, + "estimated_output_tokens": 102, + "estimated_total_tokens": 5859, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14019.96, + "sql_execution_elapsed_ms_total": 1.34, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..bcf7370c9ddf3632286dc3f188917cd18879a962 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:31:07.934212+00:00", + "ended_at": "2026-05-26T00:31:21.954319+00:00", + "elapsed_ms": 14019.96, + "prompt_metrics": { + "chars": 21226, + "bytes_utf8": 21226, + "lines": 543, + "estimated_tokens": 5757 + }, + "stdout_metrics": { + "chars": 737, + "bytes_utf8": 737, + "lines": 4, + "estimated_tokens": 219 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 374, + "bytes_utf8": 374, + "lines": 1, + "estimated_tokens": 102 + }, + "usage": { + "input_tokens": 29052, + "cached_input_tokens": 28544, + "output_tokens": 554, + "reasoning_output_tokens": 446 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8fb404975b961d3144bab41806b4448565565e2f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Inflation rate, condition_col=Scholarship holder.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Inflation rate", + "condition_col": "Scholarship holder", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 25.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..234cf0e322e8146522514765b2eb97e66550d5ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b1-44c6-7621-b7d2-86916bd9fb4a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Inflation rate\\\",\\n AVG(CASE WHEN \\\"Scholarship holder\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Inflation rate\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows with \\\"Scholarship holder\\\" = '0' for each \\\"Inflation rate\\\" value.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29052,"cached_input_tokens":28544,"output_tokens":554,"reasoning_output_tokens":446}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e1c24f2a635303cf26a1cd237d5436bc21f01d5c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Inflation rate\",\n AVG(CASE WHEN \"Scholarship holder\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Inflation rate\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the within-group proportion of rows with \"Scholarship holder\" = '0' for each \"Inflation rate\" value."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0f5803db54139dd5e5800aa92f743efad6e763d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Inflation rate, condition_col=Scholarship holder. +Result preview: [{"Inflation rate": "2.6", "condition_rate": 0.8879159369527145}, {"Inflation rate": "0.3", "condition_rate": 0.7845303867403315}, {"Inflation rate": "-0.8", "condition_rate": 0.7692307692307693}, {"Inflation rate": "2.8", "condition_rate": 0.7455919395465995}, {"Inflation rate": "1.4", "condition_rate": 0.723404255319149}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..854845ba97342f0e370d7d62f0112edb368450f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_bde2fbf26f0b65d7 +-- problem_id: v2p_m5_da10765b4451f9dc +-- realization_mode: agent +-- source_kind: agent +SELECT "Inflation rate", + AVG(CASE WHEN "Scholarship holder" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Inflation rate" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..13fd5e8300e8e2246bdd4c855ece474c44c81384 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Inflation rate\",\n AVG(CASE WHEN \"Scholarship holder\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Inflation rate\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Inflation rate\\\",\\n AVG(CASE WHEN \\\"Scholarship holder\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Inflation rate\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Inflation rate\", \"condition_rate\"], \"rows\": [{\"Inflation rate\": \"2.6\", \"condition_rate\": 0.8879159369527145}, {\"Inflation rate\": \"0.3\", \"condition_rate\": 0.7845303867403315}, {\"Inflation rate\": \"-0.8\", \"condition_rate\": 0.7692307692307693}, {\"Inflation rate\": \"2.8\", \"condition_rate\": 0.7455919395465995}, {\"Inflation rate\": \"1.4\", \"condition_rate\": 0.723404255319149}, {\"Inflation rate\": \"3.7\", \"condition_rate\": 0.7159904534606205}, {\"Inflation rate\": \"-0.3\", \"condition_rate\": 0.7153846153846154}, {\"Inflation rate\": \"0.5\", \"condition_rate\": 0.7033707865168539}, {\"Inflation rate\": \"0.6\", \"condition_rate\": 0.7004830917874396}], \"row_count_returned\": 9, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.34}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4a55c95a6c25a51a437e52c2dd63b51a10ea6087 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:31:07.933391+00:00", + "ended_at": "2026-05-26T00:31:21.961839+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_bde2fbf26f0b65d7", + "problem_id": "v2p_m5_da10765b4451f9dc", + "dataset_id": "m5", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Inflation rate, condition_col=Scholarship holder.", + "bindings": { + "group_col": "Inflation rate", + "condition_col": "Scholarship holder", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 25.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_bde2fbf26f0b65d7.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_bde2fbf26f0b65d7", + "api_calls": 0, + "input_tokens": 29052, + "cached_input_tokens": 28544, + "output_tokens": 554, + "total_tokens": 29606, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..79f6873de2189d190b1b5591fce6731772eb25e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_c1714a47c7377255", + "api_calls": 0, + "input_tokens": 29001, + "cached_input_tokens": 28032, + "output_tokens": 972, + 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"chars": 623, + "bytes_utf8": 623, + "lines": 1, + "estimated_tokens": 166 + }, + "usage": { + "input_tokens": 29001, + "cached_input_tokens": 28032, + "output_tokens": 972, + "reasoning_output_tokens": 800 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e325d44f2b9ad7f2df7f061ad9ef5c770cb87c60 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Nacionality, measure_col=Inflation rate.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Nacionality", + "measure_col": "Inflation rate", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..41c4d7acd9a53780651f3c6d6c70f07b22492863 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b1-7b91-7ff1-9a48-bd858d232d12"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Nacionality\\\",\\n AVG(CAST(\\\"Inflation rate\\\" AS REAL)) OVER (PARTITION BY \\\"Nacionality\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Nacionality\\\" IS NOT NULL\\n AND TRIM(\\\"Nacionality\\\") <> ''\\n AND \\\"Inflation rate\\\" IS NOT NULL\\n AND TRIM(\\\"Inflation rate\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"Nacionality\\\" and measure_col=\\\"Inflation rate\\\"; cast the measure to REAL because the schema stores it as TEXT, and filtered null/empty values to keep a stable slice view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29001,"cached_input_tokens":28032,"output_tokens":972,"reasoning_output_tokens":800}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3b4fca41cc63310770d0ae55dc858b26135185e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Nacionality\",\n AVG(CAST(\"Inflation rate\" AS REAL)) OVER (PARTITION BY \"Nacionality\") AS \"avg_measure\"\nFROM \"m5\"\nWHERE \"Nacionality\" IS NOT NULL\n AND TRIM(\"Nacionality\") <> ''\n AND \"Inflation rate\" IS NOT NULL\n AND TRIM(\"Inflation rate\") <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Applied the Window Partition Average template with group_col=\"Nacionality\" and measure_col=\"Inflation rate\"; cast the measure to REAL because the schema stores it as TEXT, and filtered null/empty values to keep a stable slice view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4a91bbcb7413d6e6039de301007af57f825fac95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Nacionality, measure_col=Inflation rate. +Result preview: [{"Nacionality": "2", "avg_measure": 3.1500000000000004}, {"Nacionality": "14", "avg_measure": 2.8}, {"Nacionality": "25", "avg_measure": 2.8}, {"Nacionality": "100", "avg_measure": 2.566666666666667}, {"Nacionality": "21", "avg_measure": 1.6}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..bf784751d1f5d8dfc9b7d10871b7fbaf17e842a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_c1714a47c7377255 +-- problem_id: v2p_m5_c75786e658d3cdb3 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Nacionality", + AVG(CAST("Inflation rate" AS REAL)) OVER (PARTITION BY "Nacionality") AS "avg_measure" +FROM "m5" +WHERE "Nacionality" IS NOT NULL + AND TRIM("Nacionality") <> '' + AND "Inflation rate" IS NOT NULL + AND TRIM("Inflation rate") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8af991345138050a21f4de830d976489305db9f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Nacionality\",\n AVG(CAST(\"Inflation rate\" AS REAL)) OVER (PARTITION BY \"Nacionality\") AS \"avg_measure\"\nFROM \"m5\"\nWHERE \"Nacionality\" IS NOT NULL\n AND TRIM(\"Nacionality\") <> ''\n AND \"Inflation rate\" IS NOT NULL\n AND TRIM(\"Inflation rate\") <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Nacionality\\\",\\n AVG(CAST(\\\"Inflation rate\\\" AS REAL)) OVER (PARTITION BY \\\"Nacionality\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Nacionality\\\" IS NOT NULL\\n AND TRIM(\\\"Nacionality\\\") <> ''\\n AND \\\"Inflation rate\\\" IS NOT NULL\\n AND TRIM(\\\"Inflation rate\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Nacionality\", \"avg_measure\"], \"rows\": [{\"Nacionality\": \"2\", \"avg_measure\": 3.1500000000000004}, {\"Nacionality\": \"14\", \"avg_measure\": 2.8}, {\"Nacionality\": \"25\", \"avg_measure\": 2.8}, {\"Nacionality\": \"100\", \"avg_measure\": 2.566666666666667}, {\"Nacionality\": \"21\", \"avg_measure\": 1.6}, {\"Nacionality\": \"101\", \"avg_measure\": 1.5499999999999998}, {\"Nacionality\": \"11\", \"avg_measure\": 1.4333333333333333}, {\"Nacionality\": \"13\", \"avg_measure\": 1.4}, {\"Nacionality\": \"32\", \"avg_measure\": 1.4}, {\"Nacionality\": \"41\", \"avg_measure\": 1.2315789473684209}, {\"Nacionality\": \"1\", \"avg_measure\": 1.2301576263328697}, {\"Nacionality\": \"22\", \"avg_measure\": 1.123076923076923}, {\"Nacionality\": \"6\", \"avg_measure\": 0.9538461538461539}, {\"Nacionality\": \"62\", \"avg_measure\": 0.85}, {\"Nacionality\": \"26\", \"avg_measure\": 0.6714285714285714}, {\"Nacionality\": \"109\", \"avg_measure\": 0.6}, {\"Nacionality\": \"105\", \"avg_measure\": 0.55}, {\"Nacionality\": \"108\", \"avg_measure\": 0.5}, {\"Nacionality\": \"24\", \"avg_measure\": 0.36}, {\"Nacionality\": \"103\", \"avg_measure\": 0.3}, {\"Nacionality\": \"17\", \"avg_measure\": 0.3}], \"row_count_returned\": 21, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 7.38}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..99e62ef964973bb31a8138512bd4bc7fa151994b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:31:21.962175+00:00", + "ended_at": "2026-05-26T00:31:44.780253+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_c1714a47c7377255", + "problem_id": "v2p_m5_c75786e658d3cdb3", + "dataset_id": "m5", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Nacionality, measure_col=Inflation rate.", + "bindings": { + "group_col": "Nacionality", + "measure_col": "Inflation rate", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=138" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_c1714a47c7377255.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_c1714a47c7377255", + "api_calls": 0, + "input_tokens": 29001, + "cached_input_tokens": 28032, + "output_tokens": 972, + "total_tokens": 29973, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5706, + "estimated_output_tokens": 166, + "estimated_total_tokens": 5872, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22802.65, + "sql_execution_elapsed_ms_total": 7.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..88546f21af9f3577d29fb99f0b0733dc0c385fbd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:31:44.770651+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 22802.65, "started_at": "2026-05-26T00:31:21.962954+00:00", "ended_at": "2026-05-26T00:31:44.765836+00:00", "prompt_metrics": {"chars": 21047, "bytes_utf8": 21047, "lines": 540, "estimated_tokens": 5706}, "response_metrics": {"chars": 623, "bytes_utf8": 623, "lines": 1, "estimated_tokens": 166}, "usage": {"input_tokens": 29001, "cached_input_tokens": 28032, "output_tokens": 972, "reasoning_output_tokens": 800}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Nacionality\\\",\\n AVG(CAST(\\\"Inflation rate\\\" AS REAL)) OVER (PARTITION BY \\\"Nacionality\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Nacionality\\\" IS NOT NULL\\n AND TRIM(\\\"Nacionality\\\") <> ''\\n AND \\\"Inflation rate\\\" IS NOT NULL\\n AND TRIM(\\\"Inflation rate\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"Nacionality\\\" and measure_col=\\\"Inflation rate\\\"; cast the measure to REAL because the schema stores it as TEXT, and filtered null/empty values to keep a stable slice view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a6e8fd48d9279f1e4473519b74c67449c836fa7a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_c1714a47c7377255", + "api_calls": 0, + "input_tokens": 29001, + "cached_input_tokens": 28032, + "output_tokens": 972, + "total_tokens": 29973, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5706, + "estimated_output_tokens": 166, + "estimated_total_tokens": 5872, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22802.65, + "sql_execution_elapsed_ms_total": 7.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c1714a47c7377255/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/conversation.jsonl 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"reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2ba72381a911f91c6b39f9b5d1b6cbce938cab6f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_c2015ae5458d4965", + "api_calls": 0, + "input_tokens": 29052, + "cached_input_tokens": 3456, + "output_tokens": 643, + "total_tokens": 29695, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5757, + "estimated_output_tokens": 121, + "estimated_total_tokens": 5878, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17512.14, + "sql_execution_elapsed_ms_total": 2.62, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_attempt_1.metadata.json new file mode 100644 index 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"chars": 479, + "bytes_utf8": 479, + "lines": 1, + "estimated_tokens": 121 + }, + "usage": { + "input_tokens": 29052, + "cached_input_tokens": 3456, + "output_tokens": 643, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..85b6053f0feb9e77c9d93d62373c7f2911aaacde --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Marital status, condition_col=Marital status.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Marital status", + "condition_col": "Marital status", + "condition_value": "2", + "positive_value": "1", + "negative_value": "2", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f39859c27a0ceca2243a38c3d88cbea707bbbe0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b1-d4b7-7f13-9a01-3e95c1c3342a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Marital status\\\",\\n AVG(CASE WHEN \\\"Marital status\\\" = '2' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Marital status\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with both group_col and condition_col bound to \\\"Marital status\\\". The comparison uses text literal '2' because the schema snapshot shows this column stored as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29052,"cached_input_tokens":3456,"output_tokens":643,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1f856a53a77d4c671f66ad22c50278f3afc9568f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Marital status\",\n AVG(CASE WHEN \"Marital status\" = '2' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Marital status\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the provided Grouped Condition Rate template with both group_col and condition_col bound to \"Marital status\". The comparison uses text literal '2' because the schema snapshot shows this column stored as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..58f9065419c00c4b101e389c6aa3f886e2874754 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Marital status, condition_col=Marital status. +Result preview: [{"Marital status": "2", "condition_rate": 1.0}, {"Marital status": "6", "condition_rate": 0.0}, {"Marital status": "5", "condition_rate": 0.0}, {"Marital status": "4", "condition_rate": 0.0}, {"Marital status": "3", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..50a535d68b052625056ba96ec937d5764a5eb829 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_c2015ae5458d4965 +-- problem_id: v2p_m5_8113eaec56253e40 +-- realization_mode: agent +-- source_kind: agent +SELECT "Marital status", + AVG(CASE WHEN "Marital status" = '2' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Marital status" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a5ba3de4026cb13d6f7cc563a86ebb781f88970c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Marital status\",\n AVG(CASE WHEN \"Marital status\" = '2' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Marital status\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Marital status\\\",\\n AVG(CASE WHEN \\\"Marital status\\\" = '2' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Marital status\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Marital status\", \"condition_rate\"], \"rows\": [{\"Marital status\": \"2\", \"condition_rate\": 1.0}, {\"Marital status\": \"6\", \"condition_rate\": 0.0}, {\"Marital status\": \"5\", \"condition_rate\": 0.0}, {\"Marital status\": \"4\", \"condition_rate\": 0.0}, {\"Marital status\": \"3\", \"condition_rate\": 0.0}, {\"Marital status\": \"1\", \"condition_rate\": 0.0}], \"row_count_returned\": 6, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.62}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4d5a0696b048e1ce02ec9a8c535db9111b9a5e5e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:31:44.780658+00:00", + "ended_at": "2026-05-26T00:32:02.302675+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_c2015ae5458d4965", + "problem_id": "v2p_m5_8113eaec56253e40", + "dataset_id": "m5", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Marital status, condition_col=Marital status.", + "bindings": { + "group_col": "Marital status", + "condition_col": "Marital status", + "condition_value": "2", + "positive_value": "1", + "negative_value": "2", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=99" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_c2015ae5458d4965.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_c2015ae5458d4965", + "api_calls": 0, + "input_tokens": 29052, + "cached_input_tokens": 3456, + "output_tokens": 643, + "total_tokens": 29695, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5757, + "estimated_output_tokens": 121, + "estimated_total_tokens": 5878, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17512.14, + "sql_execution_elapsed_ms_total": 2.62, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..95ef623146a91bc6be6e489e6ca3a263de788aaf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2015ae5458d4965/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:32:02.298943+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17512.14, "started_at": "2026-05-26T00:31:44.781539+00:00", "ended_at": "2026-05-26T00:32:02.293848+00:00", "prompt_metrics": {"chars": 21211, "bytes_utf8": 21211, "lines": 543, "estimated_tokens": 5757}, "response_metrics": {"chars": 479, "bytes_utf8": 479, "lines": 1, "estimated_tokens": 121}, "usage": {"input_tokens": 29052, "cached_input_tokens": 3456, "output_tokens": 643, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Marital status\\\",\\n AVG(CASE WHEN \\\"Marital status\\\" = '2' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Marital status\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with both group_col and condition_col bound to \\\"Marital status\\\". 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9df53a1af94efac915f88f1fe00eb7d9f2a3a50c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:32:02.303813+00:00", + "ended_at": "2026-05-26T00:32:14.200532+00:00", + "elapsed_ms": 11896.59, + "prompt_metrics": { + "chars": 21140, + "bytes_utf8": 21140, + "lines": 540, + "estimated_tokens": 5727 + }, + "stdout_metrics": { + "chars": 827, + "bytes_utf8": 827, + "lines": 4, + "estimated_tokens": 222 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 477, + "bytes_utf8": 477, + "lines": 1, + "estimated_tokens": 112 + }, + "usage": { + "input_tokens": 29022, + "cached_input_tokens": 28032, + "output_tokens": 462, + "reasoning_output_tokens": 344 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0f671ff21ec58bca4b0bb8cbc386030373b34ed9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Daytime/evening attendance, measure_col=Curricular units 2nd sem (without evaluations).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Daytime/evening attendance", + "measure_col": "Curricular units 2nd sem (without evaluations)", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..80606230ce6ba4189f949d3686c9b15ad9b1560d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b2-1926-7cb3-9da6-cbb624b7aaeb"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Daytime/evening attendance\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (without evaluations)\\\" AS REAL)) OVER (PARTITION BY \\\"Daytime/evening attendance\\\") AS avg_measure\\nFROM \\\"m5\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the requested window partition average template with \\\"Daytime/evening attendance\\\" as the group column and cast the measure to REAL because the schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29022,"cached_input_tokens":28032,"output_tokens":462,"reasoning_output_tokens":344}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..20fe395db230dced0e70a4ebd8e62529fe54faed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Daytime/evening attendance\",\n AVG(CAST(\"Curricular units 2nd sem (without evaluations)\" AS REAL)) OVER (PARTITION BY \"Daytime/evening attendance\") AS avg_measure\nFROM \"m5\"\nORDER BY avg_measure DESC;","notes":"Used the requested window partition average template with \"Daytime/evening attendance\" as the group column and cast the measure to REAL because the schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..fdd97c15b6934345912fce0b9c29b8a959517b65 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Daytime/evening attendance, measure_col=Curricular units 2nd sem (without evaluations). +Result preview: [{"Daytime/evening attendance": "0", "avg_measure": 0.15942028985507245}, {"Daytime/evening attendance": "1", "avg_measure": 0.1492007104795737}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..27aecf05d8b3f8f7f507c2dee23a794c59ed5c59 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_c2f43ed5936a54a0 +-- problem_id: v2p_m5_084191aa91add861 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Daytime/evening attendance", + AVG(CAST("Curricular units 2nd sem (without evaluations)" AS REAL)) OVER (PARTITION BY "Daytime/evening attendance") AS avg_measure +FROM "m5" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6592a6e74271d42cca7cff876c7aac31e06ab2d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Daytime/evening attendance\",\n AVG(CAST(\"Curricular units 2nd sem (without evaluations)\" AS REAL)) OVER (PARTITION BY \"Daytime/evening attendance\") AS avg_measure\nFROM \"m5\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Daytime/evening attendance\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (without evaluations)\\\" AS REAL)) OVER (PARTITION BY \\\"Daytime/evening attendance\\\") AS avg_measure\\nFROM \\\"m5\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"Daytime/evening attendance\", \"avg_measure\"], \"rows\": [{\"Daytime/evening attendance\": \"0\", \"avg_measure\": 0.15942028985507245}, {\"Daytime/evening attendance\": \"1\", \"avg_measure\": 0.1492007104795737}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.72}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..09c90cf0982df8c51301bc307d6fb6eae6e22a47 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:32:02.302999+00:00", + "ended_at": "2026-05-26T00:32:14.212111+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_c2f43ed5936a54a0", + "problem_id": "v2p_m5_084191aa91add861", + "dataset_id": "m5", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Daytime/evening attendance, measure_col=Curricular units 2nd sem (without evaluations).", + "bindings": { + "group_col": "Daytime/evening attendance", + "measure_col": "Curricular units 2nd sem (without evaluations)", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=136" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_c2f43ed5936a54a0.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_c2f43ed5936a54a0", + "api_calls": 0, + "input_tokens": 29022, + "cached_input_tokens": 28032, + "output_tokens": 462, + "total_tokens": 29484, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5727, + "estimated_output_tokens": 112, + "estimated_total_tokens": 5839, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11896.59, + "sql_execution_elapsed_ms_total": 5.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a11a7bd8c5e289bf5936f4eab5d6f131d8375ebf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:32:14.204894+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11896.59, "started_at": "2026-05-26T00:32:02.303813+00:00", "ended_at": "2026-05-26T00:32:14.200532+00:00", "prompt_metrics": {"chars": 21140, "bytes_utf8": 21140, "lines": 540, "estimated_tokens": 5727}, "response_metrics": {"chars": 477, "bytes_utf8": 477, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 29022, "cached_input_tokens": 28032, "output_tokens": 462, "reasoning_output_tokens": 344}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Daytime/evening attendance\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (without evaluations)\\\" AS REAL)) OVER (PARTITION BY \\\"Daytime/evening attendance\\\") AS avg_measure\\nFROM \\\"m5\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the requested window partition average template with \\\"Daytime/evening attendance\\\" as the group column and cast the measure to REAL because the schema stores values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3b97745ba5357099ce6b6d72720825beecf36ef2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c2f43ed5936a54a0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_c2f43ed5936a54a0", + "api_calls": 0, + "input_tokens": 29022, + 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0000000000000000000000000000000000000000..9ab06d8e4d1bda0f9da7a89ea998fc82521aecaa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21320, "bytes_utf8": 21320, "lines": 544, "estimated_tokens": 5798}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 550, "bytes_utf8": 550, "lines": 1, "estimated_tokens": 139}, "usage": {"input_tokens": 29093, "cached_input_tokens": 28032, "output_tokens": 568, "reasoning_output_tokens": 423}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..edd743052dcefd40040ab12ae6f79b0436a3a701 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_c71996fa677e0e5d", + "api_calls": 0, + "input_tokens": 29093, + "cached_input_tokens": 28032, + "output_tokens": 568, + 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0000000000000000000000000000000000000000..70cd8991a26d085c690f0e04ff8e58a53b93d6ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:32:14.213553+00:00", + "ended_at": "2026-05-26T00:32:29.413548+00:00", + "elapsed_ms": 15199.8, + "prompt_metrics": { + "chars": 21320, + "bytes_utf8": 21320, + "lines": 544, + "estimated_tokens": 5798 + }, + "stdout_metrics": { + "chars": 917, + "bytes_utf8": 917, + "lines": 4, + "estimated_tokens": 258 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 550, + "bytes_utf8": 550, + "lines": 1, + "estimated_tokens": 139 + }, + "usage": { + "input_tokens": 29093, + "cached_input_tokens": 28032, + "output_tokens": 568, + "reasoning_output_tokens": 423 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7e860340423685f04d06740af539a6d02677bdfe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (approved).", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 1st sem (approved)", + "predicate_col": "Debtor", + "predicate_op": "=", + "predicate_value": "0", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a74b65b4ea764e6bdd702ac77be99e86f63b7947 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b2-47ab-7aa1-a95b-6d992067a960"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Application mode\\\", \\\"Curricular units 1st sem (approved)\\\", COUNT(*) AS row_count\\nFROM \\\"m5\\\"\\nWHERE \\\"Debtor\\\" = '0'\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 1st sem (approved)\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Applied the planned filtered two-dimensional group count template with group_col=\\\"Application mode\\\", group_col_2=\\\"Curricular units 1st sem (approved)\\\", and predicate \\\"Debtor\\\" = '0'. Used a text literal because the schema snapshot shows TEXT columns.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29093,"cached_input_tokens":28032,"output_tokens":568,"reasoning_output_tokens":423}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ce1082467f8ee564304fe32cbde3bd33c884c2b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Application mode\", \"Curricular units 1st sem (approved)\", COUNT(*) AS row_count\nFROM \"m5\"\nWHERE \"Debtor\" = '0'\nGROUP BY \"Application mode\", \"Curricular units 1st sem (approved)\"\nORDER BY row_count DESC;","notes":"Applied the planned filtered two-dimensional group count template with group_col=\"Application mode\", group_col_2=\"Curricular units 1st sem (approved)\", and predicate \"Debtor\" = '0'. Used a text literal because the schema snapshot shows TEXT columns."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d0bd3604e722328d14046efe35758a6074fc48b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (approved). +Result preview: [{"Application mode": "1", "Curricular units 1st sem (approved)": "6", "row_count": 543}, {"Application mode": "1", "Curricular units 1st sem (approved)": "5", "row_count": 270}, {"Application mode": "17", "Curricular units 1st sem (approved)": "6", "row_count": 253}, {"Application mode": "1", "Curricular units 1st sem (approved)": "7", "row_count": 232}, {"Application mode": "1", "Curricular units 1st sem (approved)": "0", "row_count": 184}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7f34d3dc7d8c926a99c939ffb831d5eef6b0dd7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m5_c71996fa677e0e5d +-- problem_id: v2p_m5_226b7eddfa1363f4 +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", "Curricular units 1st sem (approved)", COUNT(*) AS row_count +FROM "m5" +WHERE "Debtor" = '0' +GROUP BY "Application mode", "Curricular units 1st sem (approved)" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..84a139a1dd420622edde6fd336bea366cef02f1e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Application mode\", \"Curricular units 1st sem (approved)\", COUNT(*) AS row_count\nFROM \"m5\"\nWHERE \"Debtor\" = '0'\nGROUP BY \"Application mode\", \"Curricular units 1st sem (approved)\"\nORDER BY row_count DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Application mode\\\", \\\"Curricular units 1st sem (approved)\\\", COUNT(*) AS row_count\\nFROM \\\"m5\\\"\\nWHERE \\\"Debtor\\\" = '0'\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 1st sem (approved)\\\"\\nORDER BY row_count DESC;\", \"columns\": [\"Application mode\", \"Curricular units 1st sem (approved)\", \"row_count\"], \"rows\": [{\"Application mode\": \"1\", \"Curricular units 1st sem (approved)\": \"6\", \"row_count\": 543}, {\"Application mode\": \"1\", \"Curricular units 1st sem (approved)\": \"5\", \"row_count\": 270}, {\"Application mode\": \"17\", \"Curricular units 1st sem (approved)\": \"6\", \"row_count\": 253}, {\"Application mode\": \"1\", \"Curricular units 1st sem (approved)\": \"7\", \"row_count\": 232}, {\"Application mode\": \"1\", \"Curricular units 1st sem (approved)\": \"0\", \"row_count\": 184}, {\"Application mode\": \"39\", \"Curricular units 1st sem (approved)\": \"0\", \"row_count\": 171}, {\"Application mode\": \"1\", \"Curricular units 1st sem (approved)\": \"4\", \"row_count\": 151}, {\"Application mode\": \"17\", \"Curricular units 1st sem (approved)\": \"5\", \"row_count\": 147}, {\"Application mode\": \"17\", \"Curricular units 1st sem (approved)\": \"7\", \"row_count\": 105}, {\"Application mode\": \"39\", \"Curricular units 1st sem (approved)\": \"6\", \"row_count\": 101}, {\"Application mode\": \"39\", \"Curricular units 1st sem (approved)\": \"5\", \"row_count\": 97}, {\"Application mode\": \"17\", \"Curricular units 1st sem (approved)\": \"0\", \"row_count\": 89}, {\"Application mode\": \"17\", \"Curricular units 1st sem (approved)\": \"4\", \"row_count\": 83}, {\"Application mode\": \"44\", \"Curricular units 1st sem (approved)\": \"6\", \"row_count\": 75}, {\"Application mode\": \"1\", \"Curricular units 1st sem (approved)\": \"3\", \"row_count\": 70}, {\"Application mode\": \"39\", \"Curricular units 1st sem (approved)\": \"4\", \"row_count\": 70}, {\"Application mode\": \"39\", \"Curricular units 1st sem (approved)\": \"3\", \"row_count\": 58}, {\"Application mode\": \"43\", \"Curricular units 1st sem (approved)\": \"0\", \"row_count\": 52}, {\"Application mode\": \"17\", \"Curricular units 1st sem (approved)\": \"3\", \"row_count\": 51}, {\"Application mode\": \"1\", \"Curricular units 1st sem (approved)\": \"8\", \"row_count\": 46}, {\"Application mode\": \"39\", \"Curricular units 1st sem (approved)\": \"1\", \"row_count\": 39}, {\"Application mode\": \"43\", \"Curricular units 1st sem (approved)\": \"6\", \"row_count\": 39}, {\"Application mode\": \"1\", \"Curricular units 1st sem (approved)\": \"2\", \"row_count\": 37}, {\"Application mode\": \"39\", \"Curricular units 1st sem (approved)\": \"7\", \"row_count\": 37}, {\"Application mode\": \"7\", \"Curricular units 1st sem (approved)\": \"0\", \"row_count\": 36}, {\"Application mode\": \"17\", \"Curricular units 1st sem (approved)\": \"2\", \"row_count\": 35}, {\"Application mode\": \"43\", \"Curricular units 1st sem (approved)\": \"5\", \"row_count\": 31}, {\"Application mode\": \"39\", \"Curricular units 1st sem (approved)\": \"2\", \"row_count\": 30}, {\"Application mode\": \"44\", \"Curricular units 1st sem (approved)\": \"5\", \"row_count\": 30}, {\"Application mode\": \"18\", \"Curricular units 1st sem (approved)\": \"7\", \"row_count\": 24}, {\"Application mode\": \"18\", \"Curricular units 1st sem (approved)\": \"6\", \"row_count\": 22}, {\"Application mode\": \"43\", \"Curricular units 1st sem (approved)\": \"4\", \"row_count\": 22}, {\"Application mode\": \"43\", \"Curricular units 1st sem (approved)\": \"7\", \"row_count\": 21}, {\"Application mode\": \"44\", \"Curricular units 1st sem (approved)\": \"4\", \"row_count\": 20}, {\"Application mode\": \"18\", \"Curricular units 1st sem (approved)\": \"0\", \"row_count\": 19}, {\"Application mode\": \"18\", \"Curricular units 1st sem (approved)\": \"5\", \"row_count\": 18}, {\"Application mode\": \"1\", \"Curricular units 1st sem (approved)\": \"1\", \"row_count\": 17}, {\"Application mode\": \"43\", \"Curricular units 1st sem (approved)\": \"3\", \"row_count\": 17}, {\"Application mode\": \"44\", \"Curricular units 1st sem (approved)\": \"0\", \"row_count\": 17}, {\"Application mode\": \"17\", \"Curricular units 1st sem (approved)\": \"1\", \"row_count\": 16}, {\"Application mode\": \"44\", \"Curricular units 1st sem (approved)\": \"3\", \"row_count\": 15}, {\"Application mode\": \"43\", \"Curricular units 1st sem (approved)\": \"9\", \"row_count\": 14}, {\"Application mode\": \"1\", \"Curricular units 1st sem (approved)\": \"12\", \"row_count\": 13}, {\"Application mode\": \"18\", \"Curricular units 1st sem (approved)\": \"4\", \"row_count\": 13}, {\"Application mode\": \"16\", \"Curricular units 1st sem (approved)\": \"6\", \"row_count\": 12}, {\"Application mode\": \"43\", \"Curricular units 1st sem (approved)\": \"12\", \"row_count\": 12}, {\"Application mode\": \"43\", \"Curricular units 1st sem (approved)\": \"8\", \"row_count\": 12}, {\"Application mode\": \"7\", \"Curricular units 1st sem (approved)\": \"6\", \"row_count\": 12}, {\"Application mode\": \"39\", \"Curricular units 1st sem (approved)\": \"8\", \"row_count\": 10}, {\"Application mode\": \"42\", \"Curricular units 1st sem (approved)\": \"0\", \"row_count\": 10}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.71}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c7a6541bf6c4936593171e0d696997d37ddb9eae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:32:14.212556+00:00", + "ended_at": "2026-05-26T00:32:29.420528+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_c71996fa677e0e5d", + "problem_id": "v2p_m5_226b7eddfa1363f4", + "dataset_id": "m5", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (approved).", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 1st sem (approved)", + "predicate_col": "Debtor", + "predicate_op": "=", + "predicate_value": "0", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=52" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_c71996fa677e0e5d.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_c71996fa677e0e5d", + "api_calls": 0, + "input_tokens": 29093, + "cached_input_tokens": 28032, + "output_tokens": 568, + "total_tokens": 29661, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5798, + "estimated_output_tokens": 139, + "estimated_total_tokens": 5937, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15199.8, + "sql_execution_elapsed_ms_total": 1.71, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..25039f50d3b0d692036d7707d50ef3651295b673 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:32:29.417630+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15199.8, "started_at": "2026-05-26T00:32:14.213553+00:00", "ended_at": "2026-05-26T00:32:29.413548+00:00", "prompt_metrics": {"chars": 21320, "bytes_utf8": 21320, "lines": 544, "estimated_tokens": 5798}, "response_metrics": {"chars": 550, "bytes_utf8": 550, "lines": 1, "estimated_tokens": 139}, "usage": {"input_tokens": 29093, "cached_input_tokens": 28032, "output_tokens": 568, "reasoning_output_tokens": 423}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Application mode\\\", \\\"Curricular units 1st sem (approved)\\\", COUNT(*) AS row_count\\nFROM \\\"m5\\\"\\nWHERE \\\"Debtor\\\" = '0'\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 1st sem (approved)\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Applied the planned filtered two-dimensional group count template with group_col=\\\"Application mode\\\", group_col_2=\\\"Curricular units 1st sem (approved)\\\", and predicate \\\"Debtor\\\" = '0'. Used a text literal because the schema snapshot shows TEXT columns.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..550c29cc9258923018675396e233a76222f81c42 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_c71996fa677e0e5d", + "api_calls": 0, + "input_tokens": 29093, + "cached_input_tokens": 28032, + "output_tokens": 568, + "total_tokens": 29661, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5798, + "estimated_output_tokens": 139, + "estimated_total_tokens": 5937, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15199.8, + "sql_execution_elapsed_ms_total": 1.71, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_c71996fa677e0e5d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1482d306950387f5be02e9adbdeb15e6c461d1f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21105, "bytes_utf8": 21105, "lines": 540, "estimated_tokens": 5719}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 598, "bytes_utf8": 598, "lines": 1, "estimated_tokens": 147}, "usage": {"input_tokens": 29014, "cached_input_tokens": 28032, "output_tokens": 669, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..524a576efa7b825a6e3f4b9875923959926407f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:32:29.422488+00:00", + "ended_at": "2026-05-26T00:32:51.712931+00:00", + "elapsed_ms": 22290.2, + "prompt_metrics": { + "chars": 21105, + "bytes_utf8": 21105, + "lines": 540, + "estimated_tokens": 5719 + }, + "stdout_metrics": { + "chars": 970, + "bytes_utf8": 970, + "lines": 4, + "estimated_tokens": 270 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 598, + "bytes_utf8": 598, + "lines": 1, + "estimated_tokens": 147 + }, + "usage": { + "input_tokens": 29014, + "cached_input_tokens": 28032, + "output_tokens": 669, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..72776ad36d73969588a25834956aed7fae0d90a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Application mode, measure_col=Curricular units 2nd sem (evaluations).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Application mode", + "measure_col": "Curricular units 2nd sem (evaluations)", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..33c1492dc13b7b038da3372890253cbd0ed971e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b2-8317-7863-ab55-7b312e6efb06"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Application mode\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (evaluations)\\\" AS REAL)) OVER (PARTITION BY \\\"Application mode\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Application mode\\\" IS NOT NULL\\n AND \\\"Curricular units 2nd sem (evaluations)\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested Window Partition Average template with group_col=\\\"Application mode\\\" and measure_col=\\\"Curricular units 2nd sem (evaluations)\\\". The measure is CAST to REAL because the schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29014,"cached_input_tokens":28032,"output_tokens":669,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4a3069fc0f39139fc2fbd00c8c88789fcf26ae76 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Application mode\",\n AVG(CAST(\"Curricular units 2nd sem (evaluations)\" AS REAL)) OVER (PARTITION BY \"Application mode\") AS \"avg_measure\"\nFROM \"m5\"\nWHERE \"Application mode\" IS NOT NULL\n AND \"Curricular units 2nd sem (evaluations)\" IS NOT NULL\nORDER BY \"avg_measure\" DESC;","notes":"Uses the requested Window Partition Average template with group_col=\"Application mode\" and measure_col=\"Curricular units 2nd sem (evaluations)\". The measure is CAST to REAL because the schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..7674ad75fb0b5b3656f260ab13701e070dc9fb8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Application mode, measure_col=Curricular units 2nd sem (evaluations). +Result preview: [{"Application mode": "27", "avg_measure": 18.0}, {"Application mode": "26", "avg_measure": 14.0}, {"Application mode": "2", "avg_measure": 13.666666666666666}, {"Application mode": "53", "avg_measure": 12.8}, {"Application mode": "57", "avg_measure": 11.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1326723b38ae8c652d4daf00374920ea3a72d702 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_d2f86e733206a0ca +-- problem_id: v2p_m5_904b28565bd51080 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Application mode", + AVG(CAST("Curricular units 2nd sem (evaluations)" AS REAL)) OVER (PARTITION BY "Application mode") AS "avg_measure" +FROM "m5" +WHERE "Application mode" IS NOT NULL + AND "Curricular units 2nd sem (evaluations)" IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d8f54d50c52ada7040c5aa666cedfb6a78780acb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Application mode\",\n AVG(CAST(\"Curricular units 2nd sem (evaluations)\" AS REAL)) OVER (PARTITION BY \"Application mode\") AS \"avg_measure\"\nFROM \"m5\"\nWHERE \"Application mode\" IS NOT NULL\n AND \"Curricular units 2nd sem (evaluations)\" IS NOT NULL\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Application mode\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (evaluations)\\\" AS REAL)) OVER (PARTITION BY \\\"Application mode\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Application mode\\\" IS NOT NULL\\n AND \\\"Curricular units 2nd sem (evaluations)\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Application mode\", \"avg_measure\"], \"rows\": [{\"Application mode\": \"27\", \"avg_measure\": 18.0}, {\"Application mode\": \"26\", \"avg_measure\": 14.0}, {\"Application mode\": \"2\", \"avg_measure\": 13.666666666666666}, {\"Application mode\": \"53\", \"avg_measure\": 12.8}, {\"Application mode\": \"57\", \"avg_measure\": 11.0}, {\"Application mode\": \"42\", \"avg_measure\": 10.61038961038961}, {\"Application mode\": \"43\", \"avg_measure\": 10.083333333333334}, {\"Application mode\": \"44\", \"avg_measure\": 9.788732394366198}, {\"Application mode\": \"51\", \"avg_measure\": 9.627118644067796}, {\"Application mode\": \"15\", \"avg_measure\": 9.0}, {\"Application mode\": \"7\", \"avg_measure\": 7.9496402877697845}, {\"Application mode\": \"39\", \"avg_measure\": 7.826751592356688}, {\"Application mode\": \"17\", \"avg_measure\": 7.791284403669724}, {\"Application mode\": \"1\", \"avg_measure\": 7.529859484777518}, {\"Application mode\": \"16\", \"avg_measure\": 7.447368421052632}, {\"Application mode\": \"18\", \"avg_measure\": 7.233870967741935}, {\"Application mode\": \"10\", \"avg_measure\": 6.6}, {\"Application mode\": \"5\", \"avg_measure\": 6.5}], \"row_count_returned\": 18, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.83}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..97677db3c66ff2c67817079f200782d957ad6e30 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:32:29.420840+00:00", + "ended_at": "2026-05-26T00:32:51.725254+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_d2f86e733206a0ca", + "problem_id": "v2p_m5_904b28565bd51080", + "dataset_id": "m5", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Application mode, measure_col=Curricular units 2nd sem (evaluations).", + "bindings": { + "group_col": "Application mode", + "measure_col": "Curricular units 2nd sem (evaluations)", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=133" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_d2f86e733206a0ca.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_d2f86e733206a0ca", + "api_calls": 0, + "input_tokens": 29014, + "cached_input_tokens": 28032, + "output_tokens": 669, + "total_tokens": 29683, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5719, + "estimated_output_tokens": 147, + "estimated_total_tokens": 5866, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22290.2, + "sql_execution_elapsed_ms_total": 5.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5f34964c10e08b696dd917febcc98746ca3cea32 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:32:51.718002+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 22290.2, "started_at": "2026-05-26T00:32:29.422488+00:00", "ended_at": "2026-05-26T00:32:51.712931+00:00", "prompt_metrics": {"chars": 21105, "bytes_utf8": 21105, "lines": 540, "estimated_tokens": 5719}, "response_metrics": {"chars": 598, "bytes_utf8": 598, "lines": 1, "estimated_tokens": 147}, "usage": {"input_tokens": 29014, "cached_input_tokens": 28032, "output_tokens": 669, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Application mode\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (evaluations)\\\" AS REAL)) OVER (PARTITION BY \\\"Application mode\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nWHERE \\\"Application mode\\\" IS NOT NULL\\n AND \\\"Curricular units 2nd sem (evaluations)\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested Window Partition Average template with group_col=\\\"Application mode\\\" and measure_col=\\\"Curricular units 2nd sem (evaluations)\\\". The measure is CAST to REAL because the schema stores values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..044d1ba45df8f2d0522315c4344510c7225e1974 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_d2f86e733206a0ca", + "api_calls": 0, + "input_tokens": 29014, + "cached_input_tokens": 28032, + "output_tokens": 669, + "total_tokens": 29683, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5719, + "estimated_output_tokens": 147, + "estimated_total_tokens": 5866, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22290.2, + "sql_execution_elapsed_ms_total": 5.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2065273f15d787a4959f912d1492f158b97dc18e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21141, "bytes_utf8": 21141, "lines": 540, "estimated_tokens": 5728}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 568, "bytes_utf8": 568, "lines": 1, "estimated_tokens": 142}, "usage": {"input_tokens": 29023, "cached_input_tokens": 28032, "output_tokens": 664, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c34f8b793796c6f9a8c5a0a4d7172c2ea5a9bb9c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_d5faeb06b9c284dc", + "api_calls": 0, + "input_tokens": 29023, + "cached_input_tokens": 28032, + "output_tokens": 664, + "total_tokens": 29687, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5728, + "estimated_output_tokens": 142, + "estimated_total_tokens": 5870, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16432.36, + "sql_execution_elapsed_ms_total": 5.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..82c328213003110a29aa4a375011a52c7a88f81e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:32:51.726575+00:00", + "ended_at": "2026-05-26T00:33:08.159101+00:00", + "elapsed_ms": 16432.36, + "prompt_metrics": { + "chars": 21141, + "bytes_utf8": 21141, + "lines": 540, + "estimated_tokens": 5728 + }, + "stdout_metrics": { + "chars": 933, + "bytes_utf8": 933, + "lines": 4, + "estimated_tokens": 259 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 568, + "bytes_utf8": 568, + "lines": 1, + "estimated_tokens": 142 + }, + "usage": { + "input_tokens": 29023, + "cached_input_tokens": 28032, + "output_tokens": 664, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..44cd230f05465892ae1ca4165776dc5be316f302 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Daytime/evening attendance, measure_col=Curricular units 2nd sem (without evaluations).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Daytime/evening attendance", + "measure_col": "Curricular units 2nd sem (without evaluations)", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..65ac8d3dcfb8c23c560508a3b5e83121cb975618 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b2-da33-7411-9e78-a884617d8ee5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Daytime/evening attendance\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (without evaluations)\\\" AS REAL)) OVER (\\n PARTITION BY \\\"Daytime/evening attendance\\\"\\n ) AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested Window Partition Average template with group_col bound to \\\"Daytime/evening attendance\\\" and measure_col bound to \\\"Curricular units 2nd sem (without evaluations)\\\". The measure is CAST to REAL because the schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29023,"cached_input_tokens":28032,"output_tokens":664,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..21c4e1f890ada0afb60861cb761b72b547133b8c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Daytime/evening attendance\",\n AVG(CAST(\"Curricular units 2nd sem (without evaluations)\" AS REAL)) OVER (\n PARTITION BY \"Daytime/evening attendance\"\n ) AS \"avg_measure\"\nFROM \"m5\"\nORDER BY \"avg_measure\" DESC;","notes":"Uses the requested Window Partition Average template with group_col bound to \"Daytime/evening attendance\" and measure_col bound to \"Curricular units 2nd sem (without evaluations)\". The measure is CAST to REAL because the schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e8ef096626aee34b273f368e7212f1597ecd57ad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:33:07.593244Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61b2-da33-7411-9e78-a884617d8ee5.1779755571764060000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..73f34dc18304ba803ce8813a15ed8d0050a535e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Daytime/evening attendance, measure_col=Curricular units 2nd sem (without evaluations). +Result preview: [{"Daytime/evening attendance": "0", "avg_measure": 0.15942028985507245}, {"Daytime/evening attendance": "1", "avg_measure": 0.1492007104795737}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ea50f322bb1a2b6c8db74f041a56d3d30911087c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_d5faeb06b9c284dc +-- problem_id: v2p_m5_b0ade117c9cc4eeb +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Daytime/evening attendance", + AVG(CAST("Curricular units 2nd sem (without evaluations)" AS REAL)) OVER ( + PARTITION BY "Daytime/evening attendance" + ) AS "avg_measure" +FROM "m5" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e5e7d505f71fd33262eb05c08d3b06b8e1db0f49 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Daytime/evening attendance\",\n AVG(CAST(\"Curricular units 2nd sem (without evaluations)\" AS REAL)) OVER (\n PARTITION BY \"Daytime/evening attendance\"\n ) AS \"avg_measure\"\nFROM \"m5\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Daytime/evening attendance\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (without evaluations)\\\" AS REAL)) OVER (\\n PARTITION BY \\\"Daytime/evening attendance\\\"\\n ) AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Daytime/evening attendance\", \"avg_measure\"], \"rows\": [{\"Daytime/evening attendance\": \"0\", \"avg_measure\": 0.15942028985507245}, {\"Daytime/evening attendance\": \"1\", \"avg_measure\": 0.1492007104795737}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.05}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bd728475c3f737ae7657039aa9adce5fa6dfe4c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:32:51.725762+00:00", + "ended_at": "2026-05-26T00:33:08.170442+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_d5faeb06b9c284dc", + "problem_id": "v2p_m5_b0ade117c9cc4eeb", + "dataset_id": "m5", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Daytime/evening attendance, measure_col=Curricular units 2nd sem (without evaluations).", + "bindings": { + "group_col": "Daytime/evening attendance", + "measure_col": "Curricular units 2nd sem (without evaluations)", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=136" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_d5faeb06b9c284dc.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_d5faeb06b9c284dc", + "api_calls": 0, + "input_tokens": 29023, + "cached_input_tokens": 28032, + "output_tokens": 664, + "total_tokens": 29687, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5728, + "estimated_output_tokens": 142, + "estimated_total_tokens": 5870, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16432.36, + "sql_execution_elapsed_ms_total": 5.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a758b2802a82e24a45fcc23323c2c60005f9977a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:33:08.164109+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16432.36, "started_at": "2026-05-26T00:32:51.726575+00:00", "ended_at": "2026-05-26T00:33:08.159101+00:00", "prompt_metrics": {"chars": 21141, "bytes_utf8": 21141, "lines": 540, "estimated_tokens": 5728}, "response_metrics": {"chars": 568, "bytes_utf8": 568, "lines": 1, "estimated_tokens": 142}, "usage": {"input_tokens": 29023, "cached_input_tokens": 28032, "output_tokens": 664, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:33:07.593244Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61b2-da33-7411-9e78-a884617d8ee5.1779755571764060000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Daytime/evening attendance\\\",\\n AVG(CAST(\\\"Curricular units 2nd sem (without evaluations)\\\" AS REAL)) OVER (\\n PARTITION BY \\\"Daytime/evening attendance\\\"\\n ) AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested Window Partition Average template with group_col bound to \\\"Daytime/evening attendance\\\" and measure_col bound to \\\"Curricular units 2nd sem (without evaluations)\\\". The measure is CAST to REAL because the schema stores values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3e602be8b14e3041bcbb49d329f4bb4bf538ab5c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_d5faeb06b9c284dc", + "api_calls": 0, + "input_tokens": 29023, + "cached_input_tokens": 28032, + "output_tokens": 664, + "total_tokens": 29687, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5728, + "estimated_output_tokens": 142, + "estimated_total_tokens": 5870, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16432.36, + "sql_execution_elapsed_ms_total": 5.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d5faeb06b9c284dc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f69311f9c793ab0b8fd09179ce5b9c6e31860406 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21364, "bytes_utf8": 21364, "lines": 542, "estimated_tokens": 5813}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 746, "bytes_utf8": 746, "lines": 1, "estimated_tokens": 200}, "usage": {"input_tokens": 29108, "cached_input_tokens": 28544, "output_tokens": 1699, "reasoning_output_tokens": 1493}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..af7a7bbf0eabbc139beed9f83d1f56a6f3b0e258 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_d7dee4b4f8261063", + "api_calls": 0, + "input_tokens": 29108, + "cached_input_tokens": 28544, + "output_tokens": 1699, + "total_tokens": 30807, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5813, + "estimated_output_tokens": 200, + "estimated_total_tokens": 6013, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36625.13, + "sql_execution_elapsed_ms_total": 3.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..51251ff86ce41f2339fd88248af4162d9442d868 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:33:08.171557+00:00", + "ended_at": "2026-05-26T00:33:44.797008+00:00", + "elapsed_ms": 36625.13, + "prompt_metrics": { + "chars": 21364, + "bytes_utf8": 21364, + "lines": 542, + "estimated_tokens": 5813 + }, + "stdout_metrics": { + "chars": 1133, + "bytes_utf8": 1133, + "lines": 4, + "estimated_tokens": 334 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 106 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 746, + "bytes_utf8": 746, + "lines": 1, + "estimated_tokens": 200 + }, + "usage": { + "input_tokens": 29108, + "cached_input_tokens": 28544, + "output_tokens": 1699, + "reasoning_output_tokens": 1493 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e2a142fb84a551f610f8c558867b637f8002bca5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=GDP, measure_col=Course.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "GDP", + "measure_col": "Course", + "item_col": "Curricular units 2nd sem (approved)", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9556.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1e96e71ae7338213129b231a338541c606c97b42 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b3-1a76-7673-a5f0-bed6d1aebc1a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"GDP\\\", \\\"Curricular units 2nd sem (approved)\\\",\\n total_measure,\\n total_measure * 100.0 / SUM(total_measure) OVER (PARTITION BY \\\"GDP\\\") AS share_within_group\\nFROM (\\n SELECT \\\"GDP\\\",\\n \\\"Curricular units 2nd sem (approved)\\\",\\n SUM(CAST(\\\"Course\\\" AS REAL)) AS total_measure\\n FROM \\\"m5\\\"\\n GROUP BY \\\"GDP\\\", \\\"Curricular units 2nd sem (approved)\\\"\\n)\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with \\\"GDP\\\" as group_col, \\\"Curricular units 2nd sem (approved)\\\" as item_col, and CAST(\\\"Course\\\" AS REAL) as the summed measure because the schema stores these numeric-like values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29108,"cached_input_tokens":28544,"output_tokens":1699,"reasoning_output_tokens":1493}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a50780803252b96a8c5f115793096394730bc15f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"GDP\", \"Curricular units 2nd sem (approved)\",\n total_measure,\n total_measure * 100.0 / SUM(total_measure) OVER (PARTITION BY \"GDP\") AS share_within_group\nFROM (\n SELECT \"GDP\",\n \"Curricular units 2nd sem (approved)\",\n SUM(CAST(\"Course\" AS REAL)) AS total_measure\n FROM \"m5\"\n GROUP BY \"GDP\", \"Curricular units 2nd sem (approved)\"\n)\nORDER BY share_within_group DESC;","notes":"Applied the Within-Group Share of Total template with \"GDP\" as group_col, \"Curricular units 2nd sem (approved)\" as item_col, and CAST(\"Course\" AS REAL) as the summed measure because the schema stores these numeric-like values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..057945e67bf0bc3c77df5718b1d0f21626c631af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:33:43.897923Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61b3-1a76-7673-a5f0-bed6d1aebc1a.1779755588214777000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d6a58ecf5cff5464c2c446459b2686e02edfd93d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=GDP, measure_col=Course. +Result preview: [{"GDP": "2.02", "Curricular units 2nd sem (approved)": "6", "total_measure": 1217499.0, "share_within_group": 33.49090807061402}, {"GDP": "1.79", "Curricular units 2nd sem (approved)": "6", "total_measure": 1182699.0, "share_within_group": 30.04022553936944}, {"GDP": "3.51", "Curricular units 2nd sem (approved)": "6", "total_measure": 937408.0, "share_within_group": 29.51358104295962}, {"GDP": "-1.7", "Curricular units 2nd sem (approved)": "7", "total_measure": 970342.0, "share_within_group": 25.804277851883526}, {"GDP": "0.32", "Curricular units 2nd sem (approved)": "6", "total_measure": 1264266.0, "share_within_group": 24.822601878385026}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..acd4b05d9c686fe5d8edb4df4ca39a2fd465893a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_d7dee4b4f8261063 +-- problem_id: v2p_m5_8e3f312c60c2d9e1 +-- realization_mode: agent +-- source_kind: agent +SELECT "GDP", "Curricular units 2nd sem (approved)", + total_measure, + total_measure * 100.0 / SUM(total_measure) OVER (PARTITION BY "GDP") AS share_within_group +FROM ( + SELECT "GDP", + "Curricular units 2nd sem (approved)", + SUM(CAST("Course" AS REAL)) AS total_measure + FROM "m5" + GROUP BY "GDP", "Curricular units 2nd sem (approved)" +) +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..deee5c2d43b551beda0818ecd1ebbf6f1e0988eb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"GDP\", \"Curricular units 2nd sem (approved)\",\n total_measure,\n total_measure * 100.0 / SUM(total_measure) OVER (PARTITION BY \"GDP\") AS share_within_group\nFROM (\n SELECT \"GDP\",\n \"Curricular units 2nd sem (approved)\",\n SUM(CAST(\"Course\" AS REAL)) AS total_measure\n FROM \"m5\"\n GROUP BY \"GDP\", \"Curricular units 2nd sem (approved)\"\n)\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"GDP\\\", \\\"Curricular units 2nd sem (approved)\\\",\\n total_measure,\\n total_measure * 100.0 / SUM(total_measure) OVER (PARTITION BY \\\"GDP\\\") AS share_within_group\\nFROM (\\n SELECT \\\"GDP\\\",\\n \\\"Curricular units 2nd sem (approved)\\\",\\n SUM(CAST(\\\"Course\\\" AS REAL)) AS total_measure\\n FROM \\\"m5\\\"\\n GROUP BY \\\"GDP\\\", \\\"Curricular units 2nd sem (approved)\\\"\\n)\\nORDER BY share_within_group DESC;\", \"columns\": [\"GDP\", \"Curricular units 2nd sem (approved)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"GDP\": \"2.02\", \"Curricular units 2nd sem (approved)\": \"6\", \"total_measure\": 1217499.0, \"share_within_group\": 33.49090807061402}, {\"GDP\": \"1.79\", \"Curricular units 2nd sem (approved)\": \"6\", \"total_measure\": 1182699.0, \"share_within_group\": 30.04022553936944}, {\"GDP\": \"3.51\", \"Curricular units 2nd sem (approved)\": \"6\", \"total_measure\": 937408.0, \"share_within_group\": 29.51358104295962}, {\"GDP\": \"-1.7\", \"Curricular units 2nd sem (approved)\": \"7\", \"total_measure\": 970342.0, \"share_within_group\": 25.804277851883526}, {\"GDP\": \"0.32\", \"Curricular units 2nd sem (approved)\": \"6\", \"total_measure\": 1264266.0, \"share_within_group\": 24.822601878385026}, {\"GDP\": \"-0.92\", \"Curricular units 2nd sem (approved)\": \"6\", \"total_measure\": 800595.0, \"share_within_group\": 24.762334540424778}, {\"GDP\": \"0.79\", \"Curricular units 2nd sem (approved)\": \"6\", \"total_measure\": 824315.0, \"share_within_group\": 24.106443084913497}, {\"GDP\": \"3.51\", \"Curricular units 2nd sem (approved)\": \"5\", \"total_measure\": 724111.0, \"share_within_group\": 22.79808651366164}, {\"GDP\": \"-4.06\", \"Curricular units 2nd sem (approved)\": \"6\", \"total_measure\": 698654.0, \"share_within_group\": 19.85598277954884}, {\"GDP\": \"-4.06\", \"Curricular units 2nd sem (approved)\": \"0\", \"total_measure\": 689819.0, \"share_within_group\": 19.60488909389426}, {\"GDP\": \"1.79\", \"Curricular units 2nd sem (approved)\": \"5\", \"total_measure\": 756424.0, \"share_within_group\": 19.212959141245566}, {\"GDP\": \"-3.12\", \"Curricular units 2nd sem (approved)\": \"5\", \"total_measure\": 902037.0, \"share_within_group\": 19.11779043013688}, {\"GDP\": \"-1.7\", \"Curricular units 2nd sem (approved)\": \"0\", \"total_measure\": 718572.0, \"share_within_group\": 19.108965235539273}, {\"GDP\": \"0.79\", \"Curricular units 2nd sem (approved)\": \"5\", \"total_measure\": 642318.0, \"share_within_group\": 18.784084129750724}, {\"GDP\": \"-0.92\", \"Curricular units 2nd sem (approved)\": \"0\", \"total_measure\": 605259.0, \"share_within_group\": 18.72060884917213}, {\"GDP\": \"1.74\", \"Curricular units 2nd sem (approved)\": \"5\", \"total_measure\": 871693.0, \"share_within_group\": 18.585729149787213}, {\"GDP\": \"2.02\", \"Curricular units 2nd sem (approved)\": \"5\", \"total_measure\": 661872.0, \"share_within_group\": 18.20674539076701}, {\"GDP\": \"1.74\", \"Curricular units 2nd sem (approved)\": \"6\", \"total_measure\": 816749.0, \"share_within_group\": 17.41424526451349}, {\"GDP\": \"1.74\", \"Curricular units 2nd sem (approved)\": \"7\", \"total_measure\": 815062.0, \"share_within_group\": 17.37827603558118}, {\"GDP\": \"0.32\", \"Curricular units 2nd sem (approved)\": \"5\", \"total_measure\": 876766.0, \"share_within_group\": 17.214425887039692}, {\"GDP\": \"1.74\", \"Curricular units 2nd sem (approved)\": \"0\", \"total_measure\": 806823.0, \"share_within_group\": 17.202608888471936}, {\"GDP\": \"0.32\", \"Curricular units 2nd sem (approved)\": \"0\", \"total_measure\": 858893.0, \"share_within_group\": 16.863507359315008}, {\"GDP\": \"-3.12\", \"Curricular units 2nd sem (approved)\": \"0\", \"total_measure\": 793675.0, \"share_within_group\": 16.821164009501704}, {\"GDP\": \"3.51\", \"Curricular units 2nd sem (approved)\": \"0\", \"total_measure\": 499201.0, \"share_within_group\": 15.716965473120013}, {\"GDP\": \"-1.7\", \"Curricular units 2nd sem (approved)\": \"6\", \"total_measure\": 568002.0, \"share_within_group\": 15.104861408065968}, {\"GDP\": \"-3.12\", \"Curricular units 2nd sem (approved)\": \"8\", \"total_measure\": 709773.0, \"share_within_group\": 15.04294332379885}, {\"GDP\": \"2.02\", \"Curricular units 2nd sem (approved)\": \"0\", \"total_measure\": 513800.0, \"share_within_group\": 14.133587433485765}, {\"GDP\": \"0.79\", \"Curricular units 2nd sem (approved)\": \"8\", \"total_measure\": 482219.0, \"share_within_group\": 14.102114941453086}, {\"GDP\": \"-3.12\", \"Curricular units 2nd sem (approved)\": \"6\", \"total_measure\": 655107.0, \"share_within_group\": 13.8843510136676}, {\"GDP\": \"-1.7\", \"Curricular units 2nd sem (approved)\": \"5\", \"total_measure\": 506373.0, \"share_within_group\": 13.46596312299356}, {\"GDP\": \"-3.12\", \"Curricular units 2nd sem (approved)\": \"4\", \"total_measure\": 613791.0, \"share_within_group\": 13.008698873664988}, {\"GDP\": \"-4.06\", \"Curricular units 2nd sem (approved)\": \"8\", \"total_measure\": 456160.0, \"share_within_group\": 12.964221352370412}, {\"GDP\": \"0.79\", \"Curricular units 2nd sem (approved)\": \"0\", \"total_measure\": 432158.0, \"share_within_group\": 12.638120415969679}, {\"GDP\": \"1.79\", \"Curricular units 2nd sem (approved)\": \"0\", \"total_measure\": 496746.0, \"share_within_group\": 12.617210191079566}, {\"GDP\": \"0.32\", \"Curricular units 2nd sem (approved)\": \"4\", \"total_measure\": 632341.0, \"share_within_group\": 12.41538481172464}, {\"GDP\": \"-4.06\", \"Curricular units 2nd sem (approved)\": \"5\", \"total_measure\": 435962.0, \"share_within_group\": 12.390187366761904}, {\"GDP\": \"-0.92\", \"Curricular units 2nd sem (approved)\": \"5\", \"total_measure\": 399662.0, \"share_within_group\": 12.361511309832371}, {\"GDP\": \"-0.92\", \"Curricular units 2nd sem (approved)\": \"8\", \"total_measure\": 379369.0, \"share_within_group\": 11.733850563976052}, {\"GDP\": \"-4.06\", \"Curricular units 2nd sem (approved)\": \"4\", \"total_measure\": 364417.0, \"share_within_group\": 10.356854289211611}, {\"GDP\": \"1.79\", \"Curricular units 2nd sem (approved)\": \"8\", \"total_measure\": 396949.0, \"share_within_group\": 10.082394157454399}, {\"GDP\": \"1.74\", \"Curricular units 2nd sem (approved)\": \"4\", \"total_measure\": 461585.0, \"share_within_group\": 9.841645842750292}, {\"GDP\": \"2.02\", \"Curricular units 2nd sem (approved)\": \"8\", \"total_measure\": 351670.0, \"share_within_group\": 9.673722640587657}, {\"GDP\": \"0.32\", \"Curricular units 2nd sem (approved)\": \"3\", \"total_measure\": 492551.0, \"share_within_group\": 9.670747594098412}, {\"GDP\": \"3.51\", \"Curricular units 2nd sem (approved)\": \"4\", \"total_measure\": 298302.0, \"share_within_group\": 9.39181258563714}, {\"GDP\": \"-3.12\", \"Curricular units 2nd sem (approved)\": \"3\", \"total_measure\": 439566.0, \"share_within_group\": 9.316170698334489}, {\"GDP\": \"-1.7\", \"Curricular units 2nd sem (approved)\": \"4\", \"total_measure\": 346915.0, \"share_within_group\": 9.225500958410718}, {\"GDP\": \"0.79\", \"Curricular units 2nd sem (approved)\": \"4\", \"total_measure\": 315280.0, \"share_within_group\": 9.220115339174377}, {\"GDP\": \"-0.92\", \"Curricular units 2nd sem (approved)\": \"4\", \"total_measure\": 287010.0, \"share_within_group\": 8.877194632051557}, {\"GDP\": \"1.74\", \"Curricular units 2nd sem (approved)\": \"3\", \"total_measure\": 386076.0, \"share_within_group\": 8.231687035726164}, {\"GDP\": \"1.79\", \"Curricular units 2nd sem (approved)\": \"4\", \"total_measure\": 312552.0, \"share_within_group\": 7.938733839109527}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.86}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fc5a575f4e61a59b8bb802abadb4e21e0dcdac1e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:33:08.170833+00:00", + "ended_at": "2026-05-26T00:33:44.806190+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_d7dee4b4f8261063", + "problem_id": "v2p_m5_8e3f312c60c2d9e1", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=GDP, measure_col=Course.", + "bindings": { + "group_col": "GDP", + "measure_col": "Course", + "item_col": "Curricular units 2nd sem (approved)", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9556.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=31" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_d7dee4b4f8261063.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_d7dee4b4f8261063", + "api_calls": 0, + "input_tokens": 29108, + "cached_input_tokens": 28544, + "output_tokens": 1699, + "total_tokens": 30807, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5813, + "estimated_output_tokens": 200, + "estimated_total_tokens": 6013, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36625.13, + "sql_execution_elapsed_ms_total": 3.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..db96eb5a5b2dab6966a744bc9e031a98c9b4baec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:33:44.801078+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 36625.13, "started_at": "2026-05-26T00:33:08.171557+00:00", "ended_at": "2026-05-26T00:33:44.797008+00:00", "prompt_metrics": {"chars": 21364, "bytes_utf8": 21364, "lines": 542, "estimated_tokens": 5813}, "response_metrics": {"chars": 746, "bytes_utf8": 746, "lines": 1, "estimated_tokens": 200}, "usage": {"input_tokens": 29108, "cached_input_tokens": 28544, "output_tokens": 1699, "reasoning_output_tokens": 1493}, "stderr_preview": "2026-05-26T00:33:43.897923Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61b3-1a76-7673-a5f0-bed6d1aebc1a.1779755588214777000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"GDP\\\", \\\"Curricular units 2nd sem (approved)\\\",\\n total_measure,\\n total_measure * 100.0 / SUM(total_measure) OVER (PARTITION BY \\\"GDP\\\") AS share_within_group\\nFROM (\\n SELECT \\\"GDP\\\",\\n \\\"Curricular units 2nd sem (approved)\\\",\\n SUM(CAST(\\\"Course\\\" AS REAL)) AS total_measure\\n FROM \\\"m5\\\"\\n GROUP BY \\\"GDP\\\", \\\"Curricular units 2nd sem (approved)\\\"\\n)\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with \\\"GDP\\\" as group_col, \\\"Curricular units 2nd sem (approved)\\\" as item_col, and CAST(\\\"Course\\\" AS REAL) as the summed measure because the schema stores these numeric-like values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4a3ce6628923017853a31e97b658f0ab38d767a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_d7dee4b4f8261063", + "api_calls": 0, + "input_tokens": 29108, + "cached_input_tokens": 28544, + "output_tokens": 1699, + "total_tokens": 30807, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5813, + "estimated_output_tokens": 200, + "estimated_total_tokens": 6013, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36625.13, + "sql_execution_elapsed_ms_total": 3.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d7dee4b4f8261063/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6ce2046858ff1b2dd26b0a057b14570a176becbc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21188, "bytes_utf8": 21188, "lines": 543, "estimated_tokens": 5750}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 406, "bytes_utf8": 406, "lines": 1, "estimated_tokens": 106}, "usage": {"input_tokens": 29045, "cached_input_tokens": 28032, "output_tokens": 558, "reasoning_output_tokens": 446}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cccee5348009552048c350b8904c494638cbce72 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_d82b29eb63379d7e", + "api_calls": 0, + "input_tokens": 29045, + "cached_input_tokens": 28032, + "output_tokens": 558, + "total_tokens": 29603, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5750, + "estimated_output_tokens": 106, + "estimated_total_tokens": 5856, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14942.36, + "sql_execution_elapsed_ms_total": 11.39, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a2e36fe827063187f55e5ac0b0cce5bf321d8185 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:33:44.807256+00:00", + "ended_at": "2026-05-26T00:33:59.749783+00:00", + "elapsed_ms": 14942.36, + "prompt_metrics": { + "chars": 21188, + "bytes_utf8": 21188, + "lines": 543, + "estimated_tokens": 5750 + }, + "stdout_metrics": { + "chars": 769, + "bytes_utf8": 769, + "lines": 4, + "estimated_tokens": 225 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 406, + "bytes_utf8": 406, + "lines": 1, + "estimated_tokens": 106 + }, + "usage": { + "input_tokens": 29045, + "cached_input_tokens": 28032, + "output_tokens": 558, + "reasoning_output_tokens": 446 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..88bdb7c439cf6e18808332b6f050751c0ada2b24 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + 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(enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Course, condition_col=Displaced.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Course", + "condition_col": "Displaced", + "condition_value": "0", + "positive_value": "1", + "negative_value": "0", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..92e5b7cd82328474814fb2d5efd4bec521f4e039 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b3-a98e-7661-8a41-75f10a9a1781"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Course\\\",\\n AVG(CASE WHEN \\\"Displaced\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Course\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template with group_col=\\\"Course\\\" and condition_col=\\\"Displaced\\\", measuring the share of rows where Displaced='0' within each course.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29045,"cached_input_tokens":28032,"output_tokens":558,"reasoning_output_tokens":446}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..efef0a208463b83eaf9d0928f6e9732e9d0f7587 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Course\",\n AVG(CASE WHEN \"Displaced\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Course\"\nORDER BY \"condition_rate\" DESC;","notes":"Applies the Grouped Condition Rate template with group_col=\"Course\" and condition_col=\"Displaced\", measuring the share of rows where Displaced='0' within each course."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..7fc18683fba4527f088d4a2bf9e2be9f5a80f1aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Course, condition_col=Displaced. +Result preview: [{"Course": "9991", "condition_rate": 0.8171641791044776}, {"Course": "8014", "condition_rate": 0.8}, {"Course": "33", "condition_rate": 0.75}, {"Course": "9003", "condition_rate": 0.719047619047619}, {"Course": "9119", "condition_rate": 0.5117647058823529}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..de34c379a46d67ca8684b52a22ddb1cfb0cb6d3f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_d82b29eb63379d7e +-- problem_id: v2p_m5_4840332f1602a573 +-- realization_mode: agent +-- source_kind: agent +SELECT "Course", + AVG(CASE WHEN "Displaced" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Course" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5096660479be7c5a95c0ece4da9b98706382fa77 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Course\",\n AVG(CASE WHEN \"Displaced\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m5\"\nGROUP BY \"Course\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Course\\\",\\n AVG(CASE WHEN \\\"Displaced\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Course\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Course\", \"condition_rate\"], \"rows\": [{\"Course\": \"9991\", \"condition_rate\": 0.8171641791044776}, {\"Course\": \"8014\", \"condition_rate\": 0.8}, {\"Course\": \"33\", \"condition_rate\": 0.75}, {\"Course\": \"9003\", \"condition_rate\": 0.719047619047619}, {\"Course\": \"9119\", \"condition_rate\": 0.5117647058823529}, {\"Course\": \"9556\", \"condition_rate\": 0.5116279069767442}, {\"Course\": \"9147\", \"condition_rate\": 0.5026315789473684}, {\"Course\": \"9670\", \"condition_rate\": 0.48507462686567165}, {\"Course\": \"9238\", \"condition_rate\": 0.4563380281690141}, {\"Course\": \"9254\", \"condition_rate\": 0.39285714285714285}, {\"Course\": \"9085\", \"condition_rate\": 0.3857566765578635}, {\"Course\": \"9130\", \"condition_rate\": 0.3829787234042553}, {\"Course\": \"9853\", \"condition_rate\": 0.375}, {\"Course\": \"9070\", \"condition_rate\": 0.35398230088495575}, {\"Course\": \"9500\", \"condition_rate\": 0.33159268929503916}, {\"Course\": \"9773\", \"condition_rate\": 0.311178247734139}, {\"Course\": \"171\", \"condition_rate\": 0.19069767441860466}], \"row_count_returned\": 17, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 11.39}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1e30d76dea3de86df0650f112e7e0402c530bd5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:33:44.806581+00:00", + "ended_at": "2026-05-26T00:33:59.769532+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_d82b29eb63379d7e", + "problem_id": "v2p_m5_4840332f1602a573", + "dataset_id": "m5", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Course, condition_col=Displaced.", + "bindings": { + "group_col": "Course", + "condition_col": "Displaced", + "condition_value": "0", + "positive_value": "1", + "negative_value": "0", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_d82b29eb63379d7e.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_d82b29eb63379d7e", + "api_calls": 0, + "input_tokens": 29045, + "cached_input_tokens": 28032, + "output_tokens": 558, + "total_tokens": 29603, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5750, + "estimated_output_tokens": 106, + "estimated_total_tokens": 5856, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14942.36, + "sql_execution_elapsed_ms_total": 11.39, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7abfb99ed863cec612ad275be1293ef634fa297b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:33:59.756340+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14942.36, "started_at": "2026-05-26T00:33:44.807256+00:00", "ended_at": "2026-05-26T00:33:59.749783+00:00", "prompt_metrics": {"chars": 21188, "bytes_utf8": 21188, "lines": 543, "estimated_tokens": 5750}, "response_metrics": {"chars": 406, "bytes_utf8": 406, "lines": 1, "estimated_tokens": 106}, "usage": {"input_tokens": 29045, "cached_input_tokens": 28032, "output_tokens": 558, "reasoning_output_tokens": 446}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Course\\\",\\n AVG(CASE WHEN \\\"Displaced\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Course\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template with group_col=\\\"Course\\\" and condition_col=\\\"Displaced\\\", measuring the share of rows where Displaced='0' within each course.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3b8fd9c10811c01199d50ae9244c358dd89d838b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_d82b29eb63379d7e", + "api_calls": 0, + "input_tokens": 29045, + "cached_input_tokens": 28032, + "output_tokens": 558, + "total_tokens": 29603, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5750, + "estimated_output_tokens": 106, + "estimated_total_tokens": 5856, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14942.36, + "sql_execution_elapsed_ms_total": 11.39, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d3922ae926ebeee10ffe849bb34e70b5554d576f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21323, "bytes_utf8": 21323, "lines": 544, "estimated_tokens": 5800}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 556, "bytes_utf8": 556, "lines": 1, "estimated_tokens": 145}, "usage": {"input_tokens": 29095, "cached_input_tokens": 28032, "output_tokens": 667, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..57bafd28ed9938b88cca14ef223c1ec9f63fb89a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_dc650765924877ca", + "api_calls": 0, + "input_tokens": 29095, + "cached_input_tokens": 28032, + "output_tokens": 667, + "total_tokens": 29762, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5800, + "estimated_output_tokens": 145, + "estimated_total_tokens": 5945, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17266.17, + "sql_execution_elapsed_ms_total": 1.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c8e7186e152c5bc3de57e9cd35674d6d0c464d10 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:33:59.770880+00:00", + "ended_at": "2026-05-26T00:34:17.037249+00:00", + "elapsed_ms": 17266.17, + "prompt_metrics": { + "chars": 21323, + "bytes_utf8": 21323, + "lines": 544, + "estimated_tokens": 5800 + }, + "stdout_metrics": { + "chars": 923, + "bytes_utf8": 923, + "lines": 4, + "estimated_tokens": 264 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 556, + "bytes_utf8": 556, + "lines": 1, + "estimated_tokens": 145 + }, + "usage": { + "input_tokens": 29095, + "cached_input_tokens": 28032, + "output_tokens": 667, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ab6591a7090720dad28c331b7927e17a7c336b36 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (enrolled).", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 1st sem (enrolled)", + "predicate_col": "Displaced", + "predicate_op": "=", + "predicate_value": "1", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1d9de92b3ad2afae2db6c4297a0c1cbc72660415 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b3-e40a-7cc3-8e9c-46ea99c34919"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Application mode\\\", \\\"Curricular units 1st sem (enrolled)\\\", COUNT(*) AS row_count\\nFROM \\\"m5\\\"\\nWHERE \\\"Displaced\\\" = '1'\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 1st sem (enrolled)\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Used the specified filtered two-dimensional group-count template with \\\"Application mode\\\" and \\\"Curricular units 1st sem (enrolled)\\\" as grouping columns. Treated \\\"Displaced\\\" as TEXT per the schema snapshot, so the bound predicate value is quoted as '1'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29095,"cached_input_tokens":28032,"output_tokens":667,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..61b62b76c6686230869bc7b77b76945bb77cdb06 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"Application mode\", \"Curricular units 1st sem (enrolled)\", COUNT(*) AS row_count\nFROM \"m5\"\nWHERE \"Displaced\" = '1'\nGROUP BY \"Application mode\", \"Curricular units 1st sem (enrolled)\"\nORDER BY row_count DESC;","notes":"Used the specified filtered two-dimensional group-count template with \"Application mode\" and \"Curricular units 1st sem (enrolled)\" as grouping columns. Treated \"Displaced\" as TEXT per the schema snapshot, so the bound predicate value is quoted as '1'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb05f6441e636e59ae8d155b437a7ba803ce8c79 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (enrolled). +Result preview: [{"Application mode": "1", "Curricular units 1st sem (enrolled)": "6", "row_count": 510}, {"Application mode": "17", "Curricular units 1st sem (enrolled)": "6", "row_count": 312}, {"Application mode": "1", "Curricular units 1st sem (enrolled)": "7", "row_count": 202}, {"Application mode": "1", "Curricular units 1st sem (enrolled)": "5", "row_count": 197}, {"Application mode": "17", "Curricular units 1st sem (enrolled)": "5", "row_count": 125}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5eefe2e701aae082f6eccb71fed9ed92c102deaa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m5_dc650765924877ca +-- problem_id: v2p_m5_096b29c28b8724ad +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", "Curricular units 1st sem (enrolled)", COUNT(*) AS row_count +FROM "m5" +WHERE "Displaced" = '1' +GROUP BY "Application mode", "Curricular units 1st sem (enrolled)" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..732fe6c74386a502b0720e79d416c2fe806e8942 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"Application mode\", \"Curricular units 1st sem (enrolled)\", COUNT(*) AS row_count\nFROM \"m5\"\nWHERE \"Displaced\" = '1'\nGROUP BY \"Application mode\", \"Curricular units 1st sem (enrolled)\"\nORDER BY row_count DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Application mode\\\", \\\"Curricular units 1st sem (enrolled)\\\", COUNT(*) AS row_count\\nFROM \\\"m5\\\"\\nWHERE \\\"Displaced\\\" = '1'\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 1st sem (enrolled)\\\"\\nORDER BY row_count DESC;\", \"columns\": [\"Application mode\", \"Curricular units 1st sem (enrolled)\", \"row_count\"], \"rows\": [{\"Application mode\": \"1\", \"Curricular units 1st sem (enrolled)\": \"6\", \"row_count\": 510}, {\"Application mode\": \"17\", \"Curricular units 1st sem (enrolled)\": \"6\", \"row_count\": 312}, {\"Application mode\": \"1\", \"Curricular units 1st sem (enrolled)\": \"7\", \"row_count\": 202}, {\"Application mode\": \"1\", \"Curricular units 1st sem (enrolled)\": \"5\", \"row_count\": 197}, {\"Application mode\": \"17\", \"Curricular units 1st sem (enrolled)\": \"5\", \"row_count\": 125}, {\"Application mode\": \"1\", \"Curricular units 1st sem (enrolled)\": \"8\", \"row_count\": 124}, {\"Application mode\": \"17\", \"Curricular units 1st sem (enrolled)\": \"7\", \"row_count\": 111}, {\"Application mode\": \"1\", \"Curricular units 1st sem (enrolled)\": \"0\", \"row_count\": 100}, {\"Application mode\": \"44\", \"Curricular units 1st sem (enrolled)\": \"6\", \"row_count\": 82}, {\"Application mode\": \"39\", \"Curricular units 1st sem (enrolled)\": \"6\", \"row_count\": 63}, {\"Application mode\": \"39\", \"Curricular units 1st sem (enrolled)\": \"5\", \"row_count\": 60}, {\"Application mode\": \"18\", \"Curricular units 1st sem (enrolled)\": \"6\", \"row_count\": 35}, {\"Application mode\": \"43\", \"Curricular units 1st sem (enrolled)\": \"6\", \"row_count\": 34}, {\"Application mode\": \"17\", \"Curricular units 1st sem (enrolled)\": \"8\", \"row_count\": 30}, {\"Application mode\": \"17\", \"Curricular units 1st sem (enrolled)\": \"0\", \"row_count\": 24}, {\"Application mode\": \"18\", \"Curricular units 1st sem (enrolled)\": \"5\", \"row_count\": 24}, {\"Application mode\": \"39\", \"Curricular units 1st sem (enrolled)\": \"7\", \"row_count\": 20}, {\"Application mode\": \"16\", \"Curricular units 1st sem (enrolled)\": \"6\", \"row_count\": 19}, {\"Application mode\": \"1\", \"Curricular units 1st sem (enrolled)\": \"12\", \"row_count\": 18}, {\"Application mode\": \"43\", \"Curricular units 1st sem (enrolled)\": \"5\", \"row_count\": 18}, {\"Application mode\": \"43\", \"Curricular units 1st sem (enrolled)\": \"7\", \"row_count\": 18}, {\"Application mode\": \"18\", \"Curricular units 1st sem (enrolled)\": \"7\", \"row_count\": 16}, {\"Application mode\": \"18\", \"Curricular units 1st sem (enrolled)\": \"8\", \"row_count\": 14}, {\"Application mode\": \"5\", \"Curricular units 1st sem (enrolled)\": \"6\", \"row_count\": 10}, {\"Application mode\": \"43\", \"Curricular units 1st sem (enrolled)\": \"10\", \"row_count\": 9}, {\"Application mode\": \"16\", \"Curricular units 1st sem (enrolled)\": \"5\", \"row_count\": 8}, {\"Application mode\": \"44\", \"Curricular units 1st sem (enrolled)\": \"5\", \"row_count\": 8}, {\"Application mode\": \"39\", \"Curricular units 1st sem (enrolled)\": \"8\", \"row_count\": 7}, {\"Application mode\": \"42\", \"Curricular units 1st sem (enrolled)\": \"6\", \"row_count\": 7}, {\"Application mode\": \"42\", \"Curricular units 1st sem (enrolled)\": \"8\", \"row_count\": 7}, {\"Application mode\": \"43\", \"Curricular units 1st sem (enrolled)\": \"8\", \"row_count\": 7}, {\"Application mode\": \"53\", \"Curricular units 1st sem (enrolled)\": \"11\", \"row_count\": 7}, {\"Application mode\": \"1\", \"Curricular units 1st sem (enrolled)\": \"17\", \"row_count\": 6}, {\"Application mode\": \"15\", \"Curricular units 1st sem (enrolled)\": \"6\", \"row_count\": 6}, {\"Application mode\": \"43\", \"Curricular units 1st sem (enrolled)\": \"0\", \"row_count\": 6}, {\"Application mode\": \"7\", \"Curricular units 1st sem (enrolled)\": \"6\", \"row_count\": 6}, {\"Application mode\": \"7\", \"Curricular units 1st sem (enrolled)\": \"7\", \"row_count\": 6}, {\"Application mode\": \"42\", \"Curricular units 1st sem (enrolled)\": \"5\", \"row_count\": 5}, {\"Application mode\": \"42\", \"Curricular units 1st sem (enrolled)\": \"7\", \"row_count\": 5}, {\"Application mode\": \"44\", \"Curricular units 1st sem (enrolled)\": \"7\", \"row_count\": 5}, {\"Application mode\": \"51\", \"Curricular units 1st sem (enrolled)\": \"6\", \"row_count\": 5}, {\"Application mode\": \"53\", \"Curricular units 1st sem (enrolled)\": \"12\", \"row_count\": 5}, {\"Application mode\": \"1\", \"Curricular units 1st sem (enrolled)\": \"4\", \"row_count\": 4}, {\"Application mode\": \"10\", \"Curricular units 1st sem (enrolled)\": \"6\", \"row_count\": 4}, {\"Application mode\": \"16\", \"Curricular units 1st sem (enrolled)\": \"0\", \"row_count\": 4}, {\"Application mode\": \"39\", \"Curricular units 1st sem (enrolled)\": \"0\", \"row_count\": 4}, {\"Application mode\": \"43\", \"Curricular units 1st sem (enrolled)\": \"12\", \"row_count\": 4}, {\"Application mode\": \"43\", \"Curricular units 1st sem (enrolled)\": \"9\", \"row_count\": 4}, {\"Application mode\": \"7\", \"Curricular units 1st sem (enrolled)\": \"5\", \"row_count\": 4}, {\"Application mode\": \"7\", \"Curricular units 1st sem (enrolled)\": \"8\", \"row_count\": 4}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.4}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..869b07562b8486d7e005f1d6aa37fb5871dfa589 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:33:59.769946+00:00", + "ended_at": "2026-05-26T00:34:17.044418+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_dc650765924877ca", + "problem_id": "v2p_m5_096b29c28b8724ad", + "dataset_id": "m5", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (enrolled).", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 1st sem (enrolled)", + "predicate_col": "Displaced", + "predicate_op": "=", + "predicate_value": "1", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=50" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_dc650765924877ca.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_dc650765924877ca", + "api_calls": 0, + "input_tokens": 29095, + "cached_input_tokens": 28032, + "output_tokens": 667, + "total_tokens": 29762, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5800, + "estimated_output_tokens": 145, + "estimated_total_tokens": 5945, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17266.17, + "sql_execution_elapsed_ms_total": 1.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0762f24de3f86a8b782eadf6d422911b03c35809 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:34:17.041587+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17266.17, "started_at": "2026-05-26T00:33:59.770880+00:00", "ended_at": "2026-05-26T00:34:17.037249+00:00", "prompt_metrics": {"chars": 21323, "bytes_utf8": 21323, "lines": 544, "estimated_tokens": 5800}, "response_metrics": {"chars": 556, "bytes_utf8": 556, "lines": 1, "estimated_tokens": 145}, "usage": {"input_tokens": 29095, "cached_input_tokens": 28032, "output_tokens": 667, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Application mode\\\", \\\"Curricular units 1st sem (enrolled)\\\", COUNT(*) AS row_count\\nFROM \\\"m5\\\"\\nWHERE \\\"Displaced\\\" = '1'\\nGROUP BY \\\"Application mode\\\", \\\"Curricular units 1st sem (enrolled)\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Used the specified filtered two-dimensional group-count template with \\\"Application mode\\\" and \\\"Curricular units 1st sem (enrolled)\\\" as grouping columns. Treated \\\"Displaced\\\" as TEXT per the schema snapshot, so the bound predicate value is quoted as '1'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cea304b8d3adb59c35efe01cbec8c3371ac77113 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_dc650765924877ca", + "api_calls": 0, + "input_tokens": 29095, + "cached_input_tokens": 28032, + "output_tokens": 667, + "total_tokens": 29762, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5800, + "estimated_output_tokens": 145, + "estimated_total_tokens": 5945, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17266.17, + "sql_execution_elapsed_ms_total": 1.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_dc650765924877ca/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..05e16405f428ab116a6ebcc979ad1b79e54f2b75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21241, "bytes_utf8": 21241, "lines": 543, "estimated_tokens": 5761}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 445, "bytes_utf8": 445, "lines": 1, "estimated_tokens": 109}, "usage": {"input_tokens": 29056, "cached_input_tokens": 28544, "output_tokens": 631, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..aa4240f7c14718204b868ab885d52c8cac0c2dea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_e82f6f8a7f77553b", + "api_calls": 0, + "input_tokens": 29056, + "cached_input_tokens": 28544, + "output_tokens": 631, + "total_tokens": 29687, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5761, + "estimated_output_tokens": 109, + "estimated_total_tokens": 5870, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16082.65, + "sql_execution_elapsed_ms_total": 1.13, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..053422cd3b76d491e9df808a73e59837ded24cbd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:34:17.045562+00:00", + "ended_at": "2026-05-26T00:34:33.128381+00:00", + "elapsed_ms": 16082.65, + "prompt_metrics": { + "chars": 21241, + "bytes_utf8": 21241, + "lines": 543, + "estimated_tokens": 5761 + }, + "stdout_metrics": { + "chars": 800, + "bytes_utf8": 800, + "lines": 4, + "estimated_tokens": 220 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 445, + "bytes_utf8": 445, + "lines": 1, + "estimated_tokens": 109 + }, + "usage": { + "input_tokens": 29056, + "cached_input_tokens": 28544, + "output_tokens": 631, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..35faa1d7c5c12a464166cac51647bec7de100d44 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + 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(enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Application order, condition_col=Daytime/evening attendance.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Application order", + "condition_col": "Daytime/evening attendance", + "condition_value": "0", + "positive_value": "1", + "negative_value": "0", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 13.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..72011e5f030a970b6eae3a781bdea86e6419f231 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b4-2782-7c33-a810-9ddb65c9efef"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"Application order\\\",\\n AVG(CASE WHEN \\\"Daytime/evening attendance\\\" = '0' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Application order\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applies the Grouped Condition Rate template exactly, grouping by \\\"Application order\\\" and computing the within-group proportion where \\\"Daytime/evening attendance\\\" equals '0'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29056,"cached_input_tokens":28544,"output_tokens":631,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b2b93b01fe4cfeda79c8e8337d9cb81e5ac8ca84 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"Application order\",\n AVG(CASE WHEN \"Daytime/evening attendance\" = '0' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"m5\"\nGROUP BY \"Application order\"\nORDER BY condition_rate DESC;","notes":"Applies the Grouped Condition Rate template exactly, grouping by \"Application order\" and computing the within-group proportion where \"Daytime/evening attendance\" equals '0'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..eb4dfa9479f345a7aa8368db8f727949c572f394 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Application order, condition_col=Daytime/evening attendance. +Result preview: [{"Application order": "9", "condition_rate": 1.0}, {"Application order": "1", "condition_rate": 0.14738929279576998}, {"Application order": "2", "condition_rate": 0.04753199268738574}, {"Application order": "5", "condition_rate": 0.012987012987012988}, {"Application order": "3", "condition_rate": 0.012944983818770227}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ce96b1ad204894102b588462814f559fe8bd861b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_e82f6f8a7f77553b +-- problem_id: v2p_m5_e134c83a6b15b75f +-- realization_mode: agent +-- source_kind: agent +SELECT "Application order", + AVG(CASE WHEN "Daytime/evening attendance" = '0' THEN 1 ELSE 0 END) AS condition_rate +FROM "m5" +GROUP BY "Application order" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..83ae0d3f4db311b30b5d6f55756512017ad5666f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"Application order\",\n AVG(CASE WHEN \"Daytime/evening attendance\" = '0' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"m5\"\nGROUP BY \"Application order\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"Application order\\\",\\n AVG(CASE WHEN \\\"Daytime/evening attendance\\\" = '0' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Application order\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"Application order\", \"condition_rate\"], \"rows\": [{\"Application order\": \"9\", \"condition_rate\": 1.0}, {\"Application order\": \"1\", \"condition_rate\": 0.14738929279576998}, {\"Application order\": \"2\", \"condition_rate\": 0.04753199268738574}, {\"Application order\": \"5\", \"condition_rate\": 0.012987012987012988}, {\"Application order\": \"3\", \"condition_rate\": 0.012944983818770227}, {\"Application order\": \"4\", \"condition_rate\": 0.012048192771084338}, {\"Application order\": \"6\", \"condition_rate\": 0.0072992700729927005}, {\"Application order\": \"0\", \"condition_rate\": 0.0}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.13}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..627fb523f355cdcf253361373a36b4fc402179de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:34:17.044802+00:00", + "ended_at": "2026-05-26T00:34:33.135659+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_e82f6f8a7f77553b", + "problem_id": "v2p_m5_e134c83a6b15b75f", + "dataset_id": "m5", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Application order, condition_col=Daytime/evening attendance.", + "bindings": { + "group_col": "Application order", + "condition_col": "Daytime/evening attendance", + "condition_value": "0", + "positive_value": "1", + "negative_value": "0", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 13.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=101" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_e82f6f8a7f77553b.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_e82f6f8a7f77553b", + "api_calls": 0, + "input_tokens": 29056, + "cached_input_tokens": 28544, + "output_tokens": 631, + "total_tokens": 29687, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5761, + "estimated_output_tokens": 109, + "estimated_total_tokens": 5870, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16082.65, + "sql_execution_elapsed_ms_total": 1.13, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..592b8e1675b24af621e6891cf52bfe0ad82cc2c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:34:33.133430+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16082.65, "started_at": "2026-05-26T00:34:17.045562+00:00", "ended_at": "2026-05-26T00:34:33.128381+00:00", "prompt_metrics": {"chars": 21241, "bytes_utf8": 21241, "lines": 543, "estimated_tokens": 5761}, "response_metrics": {"chars": 445, "bytes_utf8": 445, "lines": 1, "estimated_tokens": 109}, "usage": {"input_tokens": 29056, "cached_input_tokens": 28544, "output_tokens": 631, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"Application order\\\",\\n AVG(CASE WHEN \\\"Daytime/evening attendance\\\" = '0' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Application order\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applies the Grouped Condition Rate template exactly, grouping by \\\"Application order\\\" and computing the within-group proportion where \\\"Daytime/evening attendance\\\" equals '0'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..406f7e3de597b6d67ef7037fc7405be9f8957572 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_e82f6f8a7f77553b", + "api_calls": 0, + "input_tokens": 29056, + "cached_input_tokens": 28544, + "output_tokens": 631, + "total_tokens": 29687, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5761, + "estimated_output_tokens": 109, + "estimated_total_tokens": 5870, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16082.65, + "sql_execution_elapsed_ms_total": 1.13, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e82f6f8a7f77553b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f9f936bf4bdcb877695f3439c405914a14887e90 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21763, "bytes_utf8": 21763, "lines": 543, "estimated_tokens": 5902}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 694, "bytes_utf8": 694, "lines": 1, "estimated_tokens": 188}, "usage": {"input_tokens": 29197, "cached_input_tokens": 28032, "output_tokens": 639, "reasoning_output_tokens": 445}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e9731c5edf8fa610d09148d2c2aaae2feaaec702 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_e87a2a4889ab1611", + "api_calls": 0, + "input_tokens": 29197, + "cached_input_tokens": 28032, + "output_tokens": 639, + "total_tokens": 29836, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5902, + "estimated_output_tokens": 188, + "estimated_total_tokens": 6090, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16944.25, + "sql_execution_elapsed_ms_total": 1.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7b98cd8311547c1a4ac97a4b47231210465642b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:34:33.136753+00:00", + "ended_at": "2026-05-26T00:34:50.081153+00:00", + "elapsed_ms": 16944.25, + "prompt_metrics": { + "chars": 21763, + "bytes_utf8": 21763, + "lines": 543, + "estimated_tokens": 5902 + }, + "stdout_metrics": { + "chars": 1071, + "bytes_utf8": 1071, + "lines": 4, + "estimated_tokens": 313 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 694, + "bytes_utf8": 694, + "lines": 1, + "estimated_tokens": 188 + }, + "usage": { + "input_tokens": 29197, + "cached_input_tokens": 28032, + "output_tokens": 639, + "reasoning_output_tokens": 445 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6342917e068b4f6bbbef50e24652c3a2e3cffb7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Displaced, condition_col=Marital status.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Displaced", + "condition_col": "Marital status", + "condition_value": "1", + "positive_value": "1", + "negative_value": "2", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..83b5f0451389dc2dabda8a1bf5447efe85158f7f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b4-665d-7240-a20d-8d39724d246f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Displaced\\\" AS \\\"Displaced\\\",\\n SUM(CASE WHEN \\\"Marital status\\\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Marital status\\\" = '2' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Displaced\\\"\\n)\\nSELECT \\\"Displaced\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Computes, for each \\\"Displaced\\\" group, the ratio of rows where \\\"Marital status\\\" = '1' to rows where \\\"Marital status\\\" = '2', following the planned grouped ratio template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29197,"cached_input_tokens":28032,"output_tokens":639,"reasoning_output_tokens":445}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e884c636bc5a4d7b9ff40374933439dab75d6ee5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Displaced\" AS \"Displaced\",\n SUM(CASE WHEN \"Marital status\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Marital status\" = '2' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m5\"\n GROUP BY \"Displaced\"\n)\nSELECT \"Displaced\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Computes, for each \"Displaced\" group, the ratio of rows where \"Marital status\" = '1' to rows where \"Marital status\" = '2', following the planned grouped ratio template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a8af5c9a058f313f85fc1d764a55d0bb522c325f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Displaced, condition_col=Marital status. +Result preview: [{"Displaced": "1", "condition_ratio": 34.95522388059702}, {"Displaced": "0", "condition_ratio": 5.05448717948718}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1858205eba47205aa8e9de2e0fae10d17f8283d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m5_e87a2a4889ab1611 +-- problem_id: v2p_m5_0e76f608787e924f +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Displaced" AS "Displaced", + SUM(CASE WHEN "Marital status" = '1' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Marital status" = '2' THEN 1 ELSE 0 END) AS denominator_count + FROM "m5" + GROUP BY "Displaced" +) +SELECT "Displaced", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..132bfe473ec7f97cfd25d7d65a69def6e7c28fd8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Displaced\" AS \"Displaced\",\n SUM(CASE WHEN \"Marital status\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Marital status\" = '2' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m5\"\n GROUP BY \"Displaced\"\n)\nSELECT \"Displaced\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Displaced\\\" AS \\\"Displaced\\\",\\n SUM(CASE WHEN \\\"Marital status\\\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Marital status\\\" = '2' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Displaced\\\"\\n)\\nSELECT \\\"Displaced\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"Displaced\", \"condition_ratio\"], \"rows\": [{\"Displaced\": \"1\", \"condition_ratio\": 34.95522388059702}, {\"Displaced\": \"0\", \"condition_ratio\": 5.05448717948718}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.22}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..564e79e749fb7560b9709d05a24877c466c02e08 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:34:33.136035+00:00", + "ended_at": "2026-05-26T00:34:50.088500+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_e87a2a4889ab1611", + "problem_id": "v2p_m5_0e76f608787e924f", + "dataset_id": "m5", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Displaced, condition_col=Marital status.", + "bindings": { + "group_col": "Displaced", + "condition_col": "Marital status", + "condition_value": "1", + "positive_value": "1", + "negative_value": "2", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/1", + "binding_index=44" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_e87a2a4889ab1611.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_e87a2a4889ab1611", + "api_calls": 0, + "input_tokens": 29197, + "cached_input_tokens": 28032, + "output_tokens": 639, + "total_tokens": 29836, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5902, + "estimated_output_tokens": 188, + "estimated_total_tokens": 6090, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16944.25, + "sql_execution_elapsed_ms_total": 1.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a71042d100a7a2b84e8a36e41b3b09638fba0f40 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:34:50.085143+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16944.25, "started_at": "2026-05-26T00:34:33.136753+00:00", "ended_at": "2026-05-26T00:34:50.081153+00:00", "prompt_metrics": {"chars": 21763, "bytes_utf8": 21763, "lines": 543, "estimated_tokens": 5902}, "response_metrics": {"chars": 694, "bytes_utf8": 694, "lines": 1, "estimated_tokens": 188}, "usage": {"input_tokens": 29197, "cached_input_tokens": 28032, "output_tokens": 639, "reasoning_output_tokens": 445}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Displaced\\\" AS \\\"Displaced\\\",\\n SUM(CASE WHEN \\\"Marital status\\\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Marital status\\\" = '2' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Displaced\\\"\\n)\\nSELECT \\\"Displaced\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Computes, for each \\\"Displaced\\\" group, the ratio of rows where \\\"Marital status\\\" = '1' to rows where \\\"Marital status\\\" = '2', following the planned grouped ratio template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f5626fc651a1cc0890674cfd5240cc732f74229e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_e87a2a4889ab1611", + "api_calls": 0, + "input_tokens": 29197, + "cached_input_tokens": 28032, + "output_tokens": 639, + "total_tokens": 29836, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5902, + "estimated_output_tokens": 188, + "estimated_total_tokens": 6090, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16944.25, + "sql_execution_elapsed_ms_total": 1.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bc91425c52f5fe89e2d2fb919878841b38620d01 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21427, "bytes_utf8": 21427, "lines": 542, "estimated_tokens": 5829}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 730, "bytes_utf8": 730, "lines": 1, "estimated_tokens": 211}, "usage": {"input_tokens": 29124, "cached_input_tokens": 28544, "output_tokens": 733, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1270e656d944ad3f6ca43694e5184d641cb8961a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_ec6218d42ddc32a4", + "api_calls": 0, + "input_tokens": 29124, + "cached_input_tokens": 28544, + "output_tokens": 733, + "total_tokens": 29857, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5829, + "estimated_output_tokens": 211, + "estimated_total_tokens": 6040, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20476.67, + "sql_execution_elapsed_ms_total": 4.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d0d21b338d6b9ea85c8dd940f6439b28060fc28d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:34:50.089633+00:00", + "ended_at": "2026-05-26T00:35:10.566501+00:00", + "elapsed_ms": 20476.67, + "prompt_metrics": { + "chars": 21427, + "bytes_utf8": 21427, + "lines": 542, + "estimated_tokens": 5829 + }, + "stdout_metrics": { + "chars": 1123, + "bytes_utf8": 1123, + "lines": 4, + "estimated_tokens": 346 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 730, + "bytes_utf8": 730, + "lines": 1, + "estimated_tokens": 211 + }, + "usage": { + "input_tokens": 29124, + "cached_input_tokens": 28544, + "output_tokens": 733, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ce667a013f0151f326b7ce0d3357dcc5c75cb1e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Curricular units 2nd sem (approved), measure_col=GDP.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Curricular units 2nd sem (approved)", + "measure_col": "GDP", + "item_col": "Curricular units 1st sem (approved)", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.74, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..db725a2cebeb9ef976e1344f68ff68b040cfd531 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b4-a894-79a3-88d6-cf1097f02de4"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Curricular units 2nd sem (approved)\\\",\\n \\\"Curricular units 1st sem (approved)\\\",\\n SUM(CAST(\\\"GDP\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"GDP\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"GDP\\\" AS REAL))) OVER (PARTITION BY \\\"Curricular units 2nd sem (approved)\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Curricular units 2nd sem (approved)\\\", \\\"Curricular units 1st sem (approved)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the planned template with group_col=\\\"Curricular units 2nd sem (approved)\\\", item_col=\\\"Curricular units 1st sem (approved)\\\", and cast \\\"GDP\\\" to REAL because the schema snapshot stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29124,"cached_input_tokens":28544,"output_tokens":733,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9d86813550080147da470b6081785a2c2ad0b70a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT \"Curricular units 2nd sem (approved)\",\n \"Curricular units 1st sem (approved)\",\n SUM(CAST(\"GDP\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"GDP\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"GDP\" AS REAL))) OVER (PARTITION BY \"Curricular units 2nd sem (approved)\") AS \"share_within_group\"\nFROM \"m5\"\nGROUP BY \"Curricular units 2nd sem (approved)\", \"Curricular units 1st sem (approved)\"\nORDER BY \"share_within_group\" DESC;","notes":"Used the planned template with group_col=\"Curricular units 2nd sem (approved)\", item_col=\"Curricular units 1st sem (approved)\", and cast \"GDP\" to REAL because the schema snapshot stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3fc0df7c8d339ed2a12b4221afb4e0db51ef51c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Curricular units 2nd sem (approved), measure_col=GDP. +Result preview: [{"Curricular units 2nd sem (approved)": "1", "Curricular units 1st sem (approved)": "2", "total_measure": -27.37, "share_within_group": 168.01718845917742}, {"Curricular units 2nd sem (approved)": "17", "Curricular units 1st sem (approved)": "17", "total_measure": 10.74, "share_within_group": 160.77844311377245}, {"Curricular units 2nd sem (approved)": "2", "Curricular units 1st sem (approved)": "5", "total_measure": 30.2, "share_within_group": 155.42974781266085}, {"Curricular units 2nd sem (approved)": "16", "Curricular units 1st sem (approved)": "14", "total_measure": -0.92, "share_within_group": 153.33333333333331}, {"Curricular units 2nd sem (approved)": "6", "Curricular units 1st sem (approved)": "6", "total_measure": 414.69, "share_within_group": 103.0106565317833}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2a93949697899884d03385d3e950c7391e6befd4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_ec6218d42ddc32a4 +-- problem_id: v2p_m5_ce9a5496a2caec1f +-- realization_mode: agent +-- source_kind: agent +SELECT "Curricular units 2nd sem (approved)", + "Curricular units 1st sem (approved)", + SUM(CAST("GDP" AS REAL)) AS "total_measure", + SUM(CAST("GDP" AS REAL)) * 100.0 / SUM(SUM(CAST("GDP" AS REAL))) OVER (PARTITION BY "Curricular units 2nd sem (approved)") AS "share_within_group" +FROM "m5" +GROUP BY "Curricular units 2nd sem (approved)", "Curricular units 1st sem (approved)" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ed47c97b2411160bf703e0309050a78f293fa59d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT \"Curricular units 2nd sem (approved)\",\n \"Curricular units 1st sem (approved)\",\n SUM(CAST(\"GDP\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"GDP\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"GDP\" AS REAL))) OVER (PARTITION BY \"Curricular units 2nd sem (approved)\") AS \"share_within_group\"\nFROM \"m5\"\nGROUP BY \"Curricular units 2nd sem (approved)\", \"Curricular units 1st sem (approved)\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Curricular units 2nd sem (approved)\\\",\\n \\\"Curricular units 1st sem (approved)\\\",\\n SUM(CAST(\\\"GDP\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"GDP\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"GDP\\\" AS REAL))) OVER (PARTITION BY \\\"Curricular units 2nd sem (approved)\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Curricular units 2nd sem (approved)\\\", \\\"Curricular units 1st sem (approved)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Curricular units 2nd sem (approved)\", \"Curricular units 1st sem (approved)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Curricular units 2nd sem (approved)\": \"1\", \"Curricular units 1st sem (approved)\": \"2\", \"total_measure\": -27.37, \"share_within_group\": 168.01718845917742}, {\"Curricular units 2nd sem (approved)\": \"17\", \"Curricular units 1st sem (approved)\": \"17\", \"total_measure\": 10.74, \"share_within_group\": 160.77844311377245}, {\"Curricular units 2nd sem (approved)\": \"2\", \"Curricular units 1st sem (approved)\": \"5\", \"total_measure\": 30.2, \"share_within_group\": 155.42974781266085}, {\"Curricular units 2nd sem (approved)\": \"16\", \"Curricular units 1st sem (approved)\": \"14\", \"total_measure\": -0.92, \"share_within_group\": 153.33333333333331}, {\"Curricular units 2nd sem (approved)\": \"6\", \"Curricular units 1st sem (approved)\": \"6\", \"total_measure\": 414.69, \"share_within_group\": 103.0106565317833}, {\"Curricular units 2nd sem (approved)\": \"9\", \"Curricular units 1st sem (approved)\": \"11\", \"total_measure\": 21.4, \"share_within_group\": 102.78578290105668}, {\"Curricular units 2nd sem (approved)\": \"18\", \"Curricular units 1st sem (approved)\": \"18\", \"total_measure\": -0.6000000000000001, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (approved)\": \"19\", \"Curricular units 1st sem (approved)\": \"21\", \"total_measure\": 5.37, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (approved)\": \"20\", \"Curricular units 1st sem (approved)\": \"20\", \"total_measure\": 0.64, \"share_within_group\": 100.0}, {\"Curricular units 2nd sem (approved)\": \"8\", \"Curricular units 1st sem (approved)\": \"8\", \"total_measure\": -218.94, \"share_within_group\": 81.34497492104775}, {\"Curricular units 2nd sem (approved)\": \"0\", \"Curricular units 1st sem (approved)\": \"0\", \"total_measure\": -164.92, \"share_within_group\": 73.79301087296972}, {\"Curricular units 2nd sem (approved)\": \"14\", \"Curricular units 1st sem (approved)\": \"15\", \"total_measure\": -5.92, \"share_within_group\": 68.4393063583815}, {\"Curricular units 2nd sem (approved)\": \"5\", \"Curricular units 1st sem (approved)\": \"6\", \"total_measure\": 124.39, \"share_within_group\": 67.54085898897758}, {\"Curricular units 2nd sem (approved)\": \"11\", \"Curricular units 1st sem (approved)\": \"12\", \"total_measure\": 44.0, \"share_within_group\": 67.39163731046101}, {\"Curricular units 2nd sem (approved)\": \"7\", \"Curricular units 1st sem (approved)\": \"6\", \"total_measure\": 20.380000000000003, \"share_within_group\": 66.29798308392972}, {\"Curricular units 2nd sem (approved)\": \"13\", \"Curricular units 1st sem (approved)\": \"18\", \"total_measure\": -36.54, \"share_within_group\": 55.113122171945705}, {\"Curricular units 2nd sem (approved)\": \"10\", \"Curricular units 1st sem (approved)\": \"12\", \"total_measure\": 13.94, \"share_within_group\": 47.479564032697546}, {\"Curricular units 2nd sem (approved)\": \"3\", \"Curricular units 1st sem (approved)\": \"4\", \"total_measure\": -10.28, \"share_within_group\": 45.06795265234547}, {\"Curricular units 2nd sem (approved)\": \"3\", \"Curricular units 1st sem (approved)\": \"3\", \"total_measure\": -9.99, \"share_within_group\": 43.796580447172296}, {\"Curricular units 2nd sem (approved)\": \"4\", \"Curricular units 1st sem (approved)\": \"3\", \"total_measure\": -33.66, \"share_within_group\": 37.267493356953054}, {\"Curricular units 2nd sem (approved)\": \"14\", \"Curricular units 1st sem (approved)\": \"13\", \"total_measure\": -3.12, \"share_within_group\": 36.06936416184971}, {\"Curricular units 2nd sem (approved)\": \"14\", \"Curricular units 1st sem (approved)\": \"14\", \"total_measure\": -3.12, \"share_within_group\": 36.06936416184971}, {\"Curricular units 2nd sem (approved)\": \"3\", \"Curricular units 1st sem (approved)\": \"2\", \"total_measure\": -7.97, \"share_within_group\": 34.94081543182815}, {\"Curricular units 2nd sem (approved)\": \"11\", \"Curricular units 1st sem (approved)\": \"11\", \"total_measure\": 21.82, \"share_within_group\": 33.420125593505894}, {\"Curricular units 2nd sem (approved)\": \"4\", \"Curricular units 1st sem (approved)\": \"4\", \"total_measure\": -29.669999999999998, \"share_within_group\": 32.84986713906112}, {\"Curricular units 2nd sem (approved)\": \"2\", \"Curricular units 1st sem (approved)\": \"4\", \"total_measure\": 5.7299999999999995, \"share_within_group\": 29.490478641276376}, {\"Curricular units 2nd sem (approved)\": \"12\", \"Curricular units 1st sem (approved)\": \"18\", \"total_measure\": -16.24, \"share_within_group\": 27.92777300085984}, {\"Curricular units 2nd sem (approved)\": \"10\", \"Curricular units 1st sem (approved)\": \"10\", \"total_measure\": 7.46, \"share_within_group\": 25.408719346049047}, {\"Curricular units 2nd sem (approved)\": \"1\", \"Curricular units 1st sem (approved)\": \"3\", \"total_measure\": -3.989999999999999, \"share_within_group\": 24.493554327808464}, {\"Curricular units 2nd sem (approved)\": \"4\", \"Curricular units 1st sem (approved)\": \"5\", \"total_measure\": -21.330000000000002, \"share_within_group\": 23.616031886625333}, {\"Curricular units 2nd sem (approved)\": \"12\", \"Curricular units 1st sem (approved)\": \"14\", \"total_measure\": -13.57, \"share_within_group\": 23.336199484092862}, {\"Curricular units 2nd sem (approved)\": \"10\", \"Curricular units 1st sem (approved)\": \"11\", \"total_measure\": 6.41, \"share_within_group\": 21.832425068119893}, {\"Curricular units 2nd sem (approved)\": \"12\", \"Curricular units 1st sem (approved)\": \"13\", \"total_measure\": -12.319999999999999, \"share_within_group\": 21.186586414445397}, {\"Curricular units 2nd sem (approved)\": \"9\", \"Curricular units 1st sem (approved)\": \"9\", \"total_measure\": 4.31, \"share_within_group\": 20.701248799231504}, {\"Curricular units 2nd sem (approved)\": \"5\", \"Curricular units 1st sem (approved)\": \"4\", \"total_measure\": 34.26, \"share_within_group\": 18.602378237497966}, {\"Curricular units 2nd sem (approved)\": \"4\", \"Curricular units 1st sem (approved)\": \"2\", \"total_measure\": -16.35, \"share_within_group\": 18.10230292294066}, {\"Curricular units 2nd sem (approved)\": \"7\", \"Curricular units 1st sem (approved)\": \"5\", \"total_measure\": 5.520000000000001, \"share_within_group\": 17.957059206245933}, {\"Curricular units 2nd sem (approved)\": \"3\", \"Curricular units 1st sem (approved)\": \"9\", \"total_measure\": -4.06, \"share_within_group\": 17.799210872424375}, {\"Curricular units 2nd sem (approved)\": \"5\", \"Curricular units 1st sem (approved)\": \"5\", \"total_measure\": 32.6, \"share_within_group\": 17.701037085301625}, {\"Curricular units 2nd sem (approved)\": \"8\", \"Curricular units 1st sem (approved)\": \"7\", \"total_measure\": -46.86999999999998, \"share_within_group\": 17.41408136726732}, {\"Curricular units 2nd sem (approved)\": \"9\", \"Curricular units 1st sem (approved)\": \"16\", \"total_measure\": 3.51, \"share_within_group\": 16.85878962536023}, {\"Curricular units 2nd sem (approved)\": \"7\", \"Curricular units 1st sem (approved)\": \"9\", \"total_measure\": 5.12, \"share_within_group\": 16.65582303188028}, {\"Curricular units 2nd sem (approved)\": \"2\", \"Curricular units 1st sem (approved)\": \"0\", \"total_measure\": 3.23, \"share_within_group\": 16.623777663407104}, {\"Curricular units 2nd sem (approved)\": \"9\", \"Curricular units 1st sem (approved)\": \"7\", \"total_measure\": 3.3300000000000005, \"share_within_group\": 15.994236311239195}, {\"Curricular units 2nd sem (approved)\": \"7\", \"Curricular units 1st sem (approved)\": \"8\", \"total_measure\": 4.7299999999999995, \"share_within_group\": 15.387117761873773}, {\"Curricular units 2nd sem (approved)\": \"13\", \"Curricular units 1st sem (approved)\": \"16\", \"total_measure\": -9.36, \"share_within_group\": 14.11764705882353}, {\"Curricular units 2nd sem (approved)\": \"3\", \"Curricular units 1st sem (approved)\": \"0\", \"total_measure\": -3.22, \"share_within_group\": 14.116615519508988}, {\"Curricular units 2nd sem (approved)\": \"9\", \"Curricular units 1st sem (approved)\": \"10\", \"total_measure\": 2.9099999999999997, \"share_within_group\": 13.97694524495677}, {\"Curricular units 2nd sem (approved)\": \"12\", \"Curricular units 1st sem (approved)\": \"17\", \"total_measure\": -8.12, \"share_within_group\": 13.96388650042992}, {\"Curricular units 2nd sem (approved)\": \"7\", \"Curricular units 1st sem (approved)\": \"4\", \"total_measure\": 4.27, \"share_within_group\": 13.89069616135328}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.23}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ccfdd7830bfe5555f08c67386b68b07c287cc2b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:34:50.088858+00:00", + "ended_at": "2026-05-26T00:35:10.576632+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_ec6218d42ddc32a4", + "problem_id": "v2p_m5_ce9a5496a2caec1f", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Curricular units 2nd sem (approved), measure_col=GDP.", + "bindings": { + "group_col": "Curricular units 2nd sem (approved)", + "measure_col": "GDP", + "item_col": "Curricular units 1st sem (approved)", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.74, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=27" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_ec6218d42ddc32a4.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_ec6218d42ddc32a4", + "api_calls": 0, + "input_tokens": 29124, + "cached_input_tokens": 28544, + "output_tokens": 733, + "total_tokens": 29857, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5829, + "estimated_output_tokens": 211, + "estimated_total_tokens": 6040, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20476.67, + "sql_execution_elapsed_ms_total": 4.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f3d7c10c211d0a3bb08db4ac70f10b650b9baf8f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:35:10.571000+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 20476.67, "started_at": "2026-05-26T00:34:50.089633+00:00", "ended_at": "2026-05-26T00:35:10.566501+00:00", "prompt_metrics": {"chars": 21427, "bytes_utf8": 21427, "lines": 542, "estimated_tokens": 5829}, "response_metrics": {"chars": 730, "bytes_utf8": 730, "lines": 1, "estimated_tokens": 211}, "usage": {"input_tokens": 29124, "cached_input_tokens": 28544, "output_tokens": 733, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Curricular units 2nd sem (approved)\\\",\\n \\\"Curricular units 1st sem (approved)\\\",\\n SUM(CAST(\\\"GDP\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"GDP\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"GDP\\\" AS REAL))) OVER (PARTITION BY \\\"Curricular units 2nd sem (approved)\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Curricular units 2nd sem (approved)\\\", \\\"Curricular units 1st sem (approved)\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the planned template with group_col=\\\"Curricular units 2nd sem (approved)\\\", item_col=\\\"Curricular units 1st sem (approved)\\\", and cast \\\"GDP\\\" to REAL because the schema snapshot stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ece0b9bda284aa5938ea3f227ab35207432829b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_ec6218d42ddc32a4", + "api_calls": 0, + "input_tokens": 29124, + "cached_input_tokens": 28544, + "output_tokens": 733, + "total_tokens": 29857, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5829, + "estimated_output_tokens": 211, + "estimated_total_tokens": 6040, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20476.67, + "sql_execution_elapsed_ms_total": 4.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_ec6218d42ddc32a4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e2a7723f56b5fb39a0bf1cc5845978cd3b942ac0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21773, "bytes_utf8": 21773, "lines": 543, "estimated_tokens": 5900}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 740, "bytes_utf8": 740, "lines": 1, "estimated_tokens": 205}, "usage": {"input_tokens": 29195, "cached_input_tokens": 28032, "output_tokens": 3174, "reasoning_output_tokens": 2963}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b33d1ef0b2df5458d6345f16ebbc3b6d692b719f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_f0cf5a2586596deb", + "api_calls": 0, + "input_tokens": 29195, + "cached_input_tokens": 28032, + "output_tokens": 3174, + "total_tokens": 32369, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5900, + "estimated_output_tokens": 205, + "estimated_total_tokens": 6105, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 60956.69, + "sql_execution_elapsed_ms_total": 2.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fe803b3630bafc1828e8d65c0b16939a3187deba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:35:10.577940+00:00", + "ended_at": "2026-05-26T00:36:11.535139+00:00", + "elapsed_ms": 60956.69, + "prompt_metrics": { + "chars": 21773, + "bytes_utf8": 21773, + "lines": 543, + "estimated_tokens": 5900 + }, + "stdout_metrics": { + "chars": 1149, + "bytes_utf8": 1149, + "lines": 4, + "estimated_tokens": 352 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 740, + "bytes_utf8": 740, + "lines": 1, + "estimated_tokens": 205 + }, + "usage": { + "input_tokens": 29195, + "cached_input_tokens": 28032, + "output_tokens": 3174, + "reasoning_output_tokens": 2963 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..21fab2f7fb3b328cb64c69980e2ba348d5ab033c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Previous qualification, condition_col=Debtor.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Previous qualification", + "condition_col": "Debtor", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..30a2df05af7a27aa8992174989a3cddca1d47246 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b4-f89d-7f42-a0dd-8fce0ca3f095"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Previous qualification\\\",\\n SUM(CASE WHEN \\\"Debtor\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Debtor\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Previous qualification\\\"\\n)\\nSELECT\\n \\\"Previous qualification\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Computes, for each \\\"Previous qualification\\\" group, the ratio of rows with \\\"Debtor\\\"='0' to rows with \\\"Debtor\\\"='1'. Groups with no '1' values produce NULL ratios via NULLIF.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29195,"cached_input_tokens":28032,"output_tokens":3174,"reasoning_output_tokens":2963}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..39425086bfa24b2dffbe3166a2964c8710becb76 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT\n \"Previous qualification\",\n SUM(CASE WHEN \"Debtor\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Debtor\" = '1' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m5\"\n GROUP BY \"Previous qualification\"\n)\nSELECT\n \"Previous qualification\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Computes, for each \"Previous qualification\" group, the ratio of rows with \"Debtor\"='0' to rows with \"Debtor\"='1'. Groups with no '1' values produce NULL ratios via NULLIF."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3985dc7d5f2b27ae9b626655c71e39ead95f0f25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Previous qualification, condition_col=Debtor. +Result preview: [{"Previous qualification": "6", "condition_ratio": 15.0}, {"Previous qualification": "2", "condition_ratio": 10.5}, {"Previous qualification": "3", "condition_ratio": 10.454545454545455}, {"Previous qualification": "1", "condition_ratio": 9.073170731707316}, {"Previous qualification": "38", "condition_ratio": 6.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0b8ecfc34fa1439cf4a483bf9a60eed20cca7055 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/generated_sql.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m5_f0cf5a2586596deb +-- problem_id: v2p_m5_d8e83922ef7dc2d6 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "Previous qualification", + SUM(CASE WHEN "Debtor" = '0' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Debtor" = '1' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m5" + GROUP BY "Previous qualification" +) +SELECT + "Previous qualification", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..253c07b55a07282c941a0e151af95667b82e6403 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT\n \"Previous qualification\",\n SUM(CASE WHEN \"Debtor\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Debtor\" = '1' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m5\"\n GROUP BY \"Previous qualification\"\n)\nSELECT\n \"Previous qualification\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Previous qualification\\\",\\n SUM(CASE WHEN \\\"Debtor\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Debtor\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Previous qualification\\\"\\n)\\nSELECT\\n \\\"Previous qualification\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"Previous qualification\", \"condition_ratio\"], \"rows\": [{\"Previous qualification\": \"6\", \"condition_ratio\": 15.0}, {\"Previous qualification\": \"2\", \"condition_ratio\": 10.5}, {\"Previous qualification\": \"3\", \"condition_ratio\": 10.454545454545455}, {\"Previous qualification\": \"1\", \"condition_ratio\": 9.073170731707316}, {\"Previous qualification\": \"38\", \"condition_ratio\": 6.0}, {\"Previous qualification\": \"40\", \"condition_ratio\": 5.666666666666667}, {\"Previous qualification\": \"39\", \"condition_ratio\": 5.083333333333333}, {\"Previous qualification\": \"9\", \"condition_ratio\": 4.5}, {\"Previous qualification\": \"12\", \"condition_ratio\": 3.5}, {\"Previous qualification\": \"4\", \"condition_ratio\": 3.0}, {\"Previous qualification\": \"42\", \"condition_ratio\": 2.6}, {\"Previous qualification\": \"19\", \"condition_ratio\": 2.056603773584906}, {\"Previous qualification\": \"10\", \"condition_ratio\": null}, {\"Previous qualification\": \"14\", \"condition_ratio\": null}, {\"Previous qualification\": \"15\", \"condition_ratio\": null}, {\"Previous qualification\": \"43\", \"condition_ratio\": null}, {\"Previous qualification\": \"5\", \"condition_ratio\": null}], \"row_count_returned\": 17, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.82}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..df855131d3ed61c4927dfab9ff166212bbfc2c0a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:35:10.577071+00:00", + "ended_at": "2026-05-26T00:36:11.544309+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_f0cf5a2586596deb", + "problem_id": "v2p_m5_d8e83922ef7dc2d6", + "dataset_id": "m5", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Previous qualification, condition_col=Debtor.", + "bindings": { + "group_col": "Previous qualification", + "condition_col": "Debtor", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=38" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_f0cf5a2586596deb.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_f0cf5a2586596deb", + "api_calls": 0, + "input_tokens": 29195, + "cached_input_tokens": 28032, + "output_tokens": 3174, + "total_tokens": 32369, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5900, + "estimated_output_tokens": 205, + "estimated_total_tokens": 6105, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 60956.69, + "sql_execution_elapsed_ms_total": 2.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1c50bd744988595d71b2f984b1f227041bacb924 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:36:11.540068+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 60956.69, "started_at": "2026-05-26T00:35:10.577940+00:00", "ended_at": "2026-05-26T00:36:11.535139+00:00", "prompt_metrics": {"chars": 21773, "bytes_utf8": 21773, "lines": 543, "estimated_tokens": 5900}, "response_metrics": {"chars": 740, "bytes_utf8": 740, "lines": 1, "estimated_tokens": 205}, "usage": {"input_tokens": 29195, "cached_input_tokens": 28032, "output_tokens": 3174, "reasoning_output_tokens": 2963}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Previous qualification\\\",\\n SUM(CASE WHEN \\\"Debtor\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Debtor\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Previous qualification\\\"\\n)\\nSELECT\\n \\\"Previous qualification\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Computes, for each \\\"Previous qualification\\\" group, the ratio of rows with \\\"Debtor\\\"='0' to rows with \\\"Debtor\\\"='1'. Groups with no '1' values produce NULL ratios via NULLIF.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..163fbccda327ff42c719c8ca00dd31a2f107c776 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_f0cf5a2586596deb", + "api_calls": 0, + "input_tokens": 29195, + "cached_input_tokens": 28032, + "output_tokens": 3174, + "total_tokens": 32369, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5900, + "estimated_output_tokens": 205, + "estimated_total_tokens": 6105, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 60956.69, + "sql_execution_elapsed_ms_total": 2.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b4a2c1d7f4b5f23850726c901b040f19d606de8a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21398, "bytes_utf8": 21398, "lines": 542, "estimated_tokens": 5814}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 699, "bytes_utf8": 699, "lines": 1, "estimated_tokens": 182}, "usage": {"input_tokens": 29109, "cached_input_tokens": 28032, "output_tokens": 2250, "reasoning_output_tokens": 2062}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..615f6cb6c2becfb0a7dc18dc0a129737d38b07e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_f233672550830c92", + "api_calls": 0, + "input_tokens": 29109, + "cached_input_tokens": 28032, + "output_tokens": 2250, + "total_tokens": 31359, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5814, + "estimated_output_tokens": 182, + "estimated_total_tokens": 5996, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44429.83, + "sql_execution_elapsed_ms_total": 5.52, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..eb02eb0a3eef290d5caabf5df5de52cd5de80444 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:36:11.545816+00:00", + "ended_at": "2026-05-26T00:36:55.976028+00:00", + "elapsed_ms": 44429.83, + "prompt_metrics": { + "chars": 21398, + "bytes_utf8": 21398, + "lines": 542, + "estimated_tokens": 5814 + }, + "stdout_metrics": { + "chars": 1081, + "bytes_utf8": 1081, + "lines": 4, + "estimated_tokens": 310 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 699, + "bytes_utf8": 699, + "lines": 1, + "estimated_tokens": 182 + }, + "usage": { + "input_tokens": 29109, + "cached_input_tokens": 28032, + "output_tokens": 2250, + "reasoning_output_tokens": 2062 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5ba038c30400499b57ec92cde4414452e77a8576 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Target, measure_col=Previous qualification.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Target", + "measure_col": "Previous qualification", + "item_col": "Curricular units 2nd sem (grade)", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b91ba05e02e27adfa5362f4f84c38aff6eba9378 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b5-e6c1-7b83-be66-b716deef47d8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Target\\\", \\\"Curricular units 2nd sem (grade)\\\",\\n SUM(CAST(\\\"Previous qualification\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Previous qualification\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Previous qualification\\\" AS REAL))) OVER (PARTITION BY \\\"Target\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Target\\\", \\\"Curricular units 2nd sem (grade)\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with \\\"Target\\\" as group_col, \\\"Curricular units 2nd sem (grade)\\\" as item_col, and casts \\\"Previous qualification\\\" from TEXT to REAL so SQLite can aggregate it numerically.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29109,"cached_input_tokens":28032,"output_tokens":2250,"reasoning_output_tokens":2062}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f03fe799232390f73b75a033bbb4ea274ecc9f94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT \"Target\", \"Curricular units 2nd sem (grade)\",\n SUM(CAST(\"Previous qualification\" AS REAL)) AS total_measure,\n SUM(CAST(\"Previous qualification\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Previous qualification\" AS REAL))) OVER (PARTITION BY \"Target\") AS share_within_group\nFROM \"m5\"\nGROUP BY \"Target\", \"Curricular units 2nd sem (grade)\"\nORDER BY share_within_group DESC;","notes":"Uses the planned Within-Group Share of Total template with \"Target\" as group_col, \"Curricular units 2nd sem (grade)\" as item_col, and casts \"Previous qualification\" from TEXT to REAL so SQLite can aggregate it numerically."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6225aa3e6f449a0f8ba4b3778e2d670e2b32a7e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Target, measure_col=Previous qualification. +Result preview: [{"Target": "Dropout", "Curricular units 2nd sem (grade)": "0.0", "total_measure": 3571.0, "share_within_group": 47.31681462832914}, {"Target": "Enrolled", "Curricular units 2nd sem (grade)": "11.5", "total_measure": 290.0, "share_within_group": 7.631578947368421}, {"Target": "Dropout", "Curricular units 2nd sem (grade)": "11.0", "total_measure": 522.0, "share_within_group": 6.916655624751557}, {"Target": "Enrolled", "Curricular units 2nd sem (grade)": "12.0", "total_measure": 243.0, "share_within_group": 6.394736842105263}, {"Target": "Dropout", "Curricular units 2nd sem (grade)": "12.0", "total_measure": 461.0, "share_within_group": 6.108387438717371}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..411501bd8d5aea7d63a86f8e07b2e488cdc4c3fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_f233672550830c92 +-- problem_id: v2p_m5_798a736e520c89f0 +-- realization_mode: agent +-- source_kind: agent +SELECT "Target", "Curricular units 2nd sem (grade)", + SUM(CAST("Previous qualification" AS REAL)) AS total_measure, + SUM(CAST("Previous qualification" AS REAL)) * 100.0 / SUM(SUM(CAST("Previous qualification" AS REAL))) OVER (PARTITION BY "Target") AS share_within_group +FROM "m5" +GROUP BY "Target", "Curricular units 2nd sem (grade)" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ce1c1cf8b9917d43dc72bf3967be423306102e2d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT \"Target\", \"Curricular units 2nd sem (grade)\",\n SUM(CAST(\"Previous qualification\" AS REAL)) AS total_measure,\n SUM(CAST(\"Previous qualification\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Previous qualification\" AS REAL))) OVER (PARTITION BY \"Target\") AS share_within_group\nFROM \"m5\"\nGROUP BY \"Target\", \"Curricular units 2nd sem (grade)\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Target\\\", \\\"Curricular units 2nd sem (grade)\\\",\\n SUM(CAST(\\\"Previous qualification\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Previous qualification\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Previous qualification\\\" AS REAL))) OVER (PARTITION BY \\\"Target\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Target\\\", \\\"Curricular units 2nd sem (grade)\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"Target\", \"Curricular units 2nd sem (grade)\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Target\": \"Dropout\", \"Curricular units 2nd sem (grade)\": \"0.0\", \"total_measure\": 3571.0, \"share_within_group\": 47.31681462832914}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"11.5\", \"total_measure\": 290.0, \"share_within_group\": 7.631578947368421}, {\"Target\": \"Dropout\", \"Curricular units 2nd sem (grade)\": \"11.0\", \"total_measure\": 522.0, \"share_within_group\": 6.916655624751557}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"12.0\", \"total_measure\": 243.0, \"share_within_group\": 6.394736842105263}, {\"Target\": \"Dropout\", \"Curricular units 2nd sem (grade)\": \"12.0\", \"total_measure\": 461.0, \"share_within_group\": 6.108387438717371}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"0.0\", \"total_measure\": 229.0, \"share_within_group\": 6.026315789473684}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"13.0\", \"total_measure\": 504.0, \"share_within_group\": 5.659741718135879}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"11.0\", \"total_measure\": 209.0, \"share_within_group\": 5.5}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"13.5\", \"total_measure\": 209.0, \"share_within_group\": 5.5}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"13.0\", \"total_measure\": 168.0, \"share_within_group\": 4.421052631578948}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"12.2\", \"total_measure\": 140.0, \"share_within_group\": 3.6842105263157894}, {\"Target\": \"Dropout\", \"Curricular units 2nd sem (grade)\": \"10.0\", \"total_measure\": 274.0, \"share_within_group\": 3.630581688087982}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"12.0\", \"total_measure\": 280.0, \"share_within_group\": 3.1443009545199327}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"12.5\", \"total_measure\": 116.0, \"share_within_group\": 3.0526315789473686}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"12.666666666666666\", \"total_measure\": 271.0, \"share_within_group\": 3.043234138124649}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"11.666666666666666\", \"total_measure\": 111.0, \"share_within_group\": 2.9210526315789473}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"10.5\", \"total_measure\": 110.0, \"share_within_group\": 2.8947368421052633}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"11.8\", \"total_measure\": 99.0, \"share_within_group\": 2.6052631578947367}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"12.6\", \"total_measure\": 226.0, \"share_within_group\": 2.5379000561482314}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"13.5\", \"total_measure\": 220.0, \"share_within_group\": 2.470522178551376}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"14.0\", \"total_measure\": 91.0, \"share_within_group\": 2.3947368421052633}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"11.6\", \"total_measure\": 88.0, \"share_within_group\": 2.3157894736842106}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"14.0\", \"total_measure\": 201.0, \"share_within_group\": 2.257158899494666}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"0.0\", \"total_measure\": 200.0, \"share_within_group\": 2.2459292532285233}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"12.6\", \"total_measure\": 84.0, \"share_within_group\": 2.210526315789474}, {\"Target\": \"Dropout\", \"Curricular units 2nd sem (grade)\": \"13.0\", \"total_measure\": 164.0, \"share_within_group\": 2.173048893600106}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"13.666666666666666\", \"total_measure\": 82.0, \"share_within_group\": 2.1578947368421053}, {\"Target\": \"Dropout\", \"Curricular units 2nd sem (grade)\": \"10.5\", \"total_measure\": 144.0, \"share_within_group\": 1.9080429309659468}, {\"Target\": \"Dropout\", \"Curricular units 2nd sem (grade)\": \"13.5\", \"total_measure\": 141.0, \"share_within_group\": 1.8682920365708229}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"12.333333333333334\", \"total_measure\": 161.0, \"share_within_group\": 1.8079730488489612}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"14.166666666666666\", \"total_measure\": 161.0, \"share_within_group\": 1.8079730488489612}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"11.333333333333334\", \"total_measure\": 68.0, \"share_within_group\": 1.7894736842105263}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"11.0\", \"total_measure\": 148.0, \"share_within_group\": 1.6619876473891073}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"13.833333333333334\", \"total_measure\": 143.0, \"share_within_group\": 1.6058394160583942}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"13.2\", \"total_measure\": 139.0, \"share_within_group\": 1.5609208309938236}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"13.285714285714286\", \"total_measure\": 137.0, \"share_within_group\": 1.5384615384615385}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"14.666666666666666\", \"total_measure\": 129.0, \"share_within_group\": 1.4486243683323976}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"13.142857142857142\", \"total_measure\": 127.0, \"share_within_group\": 1.4261650758001123}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"11.25\", \"total_measure\": 54.0, \"share_within_group\": 1.4210526315789473}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"15.5\", \"total_measure\": 122.0, \"share_within_group\": 1.3700168444693992}, {\"Target\": \"Dropout\", \"Curricular units 2nd sem (grade)\": \"11.333333333333334\", \"total_measure\": 102.0, \"share_within_group\": 1.3515304094342122}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"11.75\", \"total_measure\": 50.0, \"share_within_group\": 1.3157894736842106}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"13.333333333333334\", \"total_measure\": 50.0, \"share_within_group\": 1.3157894736842106}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"11.5\", \"total_measure\": 113.0, \"share_within_group\": 1.2689500280741157}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"12.333333333333334\", \"total_measure\": 48.0, \"share_within_group\": 1.263157894736842}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"12.4\", \"total_measure\": 47.0, \"share_within_group\": 1.236842105263158}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"11.333333333333334\", \"total_measure\": 110.0, \"share_within_group\": 1.235261089275688}, {\"Target\": \"Graduate\", \"Curricular units 2nd sem (grade)\": \"12.8\", \"total_measure\": 110.0, \"share_within_group\": 1.235261089275688}, {\"Target\": \"Dropout\", \"Curricular units 2nd sem (grade)\": \"13.2\", \"total_measure\": 92.0, \"share_within_group\": 1.2190274281171327}, {\"Target\": \"Enrolled\", \"Curricular units 2nd sem (grade)\": \"10.666666666666666\", \"total_measure\": 46.0, \"share_within_group\": 1.2105263157894737}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 5.52}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..02b1ff9bde90438eafd6242349a971c775b6bca2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:36:11.544859+00:00", + "ended_at": "2026-05-26T00:36:55.989470+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_f233672550830c92", + "problem_id": "v2p_m5_798a736e520c89f0", + "dataset_id": "m5", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Target, measure_col=Previous qualification.", + "bindings": { + "group_col": "Target", + "measure_col": "Previous qualification", + "item_col": "Curricular units 2nd sem (grade)", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=32" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_f233672550830c92.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_f233672550830c92", + "api_calls": 0, + "input_tokens": 29109, + "cached_input_tokens": 28032, + "output_tokens": 2250, + "total_tokens": 31359, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5814, + "estimated_output_tokens": 182, + "estimated_total_tokens": 5996, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44429.83, + "sql_execution_elapsed_ms_total": 5.52, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d91699b9b9caede417cf1136da384b6ab7d573c5 --- /dev/null +++ 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\\\"Target\\\", \\\"Curricular units 2nd sem (grade)\\\",\\n SUM(CAST(\\\"Previous qualification\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"Previous qualification\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Previous qualification\\\" AS REAL))) OVER (PARTITION BY \\\"Target\\\") AS share_within_group\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Target\\\", \\\"Curricular units 2nd sem (grade)\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with \\\"Target\\\" as group_col, \\\"Curricular units 2nd sem (grade)\\\" as item_col, and casts \\\"Previous qualification\\\" from TEXT to REAL so SQLite can aggregate it numerically.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..355a999d229b502f97b0202a92b8220b8b945daf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_f233672550830c92", + "api_calls": 0, + "input_tokens": 29109, + "cached_input_tokens": 28032, + "output_tokens": 2250, + "total_tokens": 31359, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5814, + "estimated_output_tokens": 182, + "estimated_total_tokens": 5996, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44429.83, + "sql_execution_elapsed_ms_total": 5.52, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f233672550830c92/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..86cfd7337579110e30137fd679d9e63674c198ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21748, "bytes_utf8": 21748, "lines": 543, "estimated_tokens": 5898}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 667, "bytes_utf8": 667, "lines": 1, "estimated_tokens": 178}, "usage": {"input_tokens": 29193, "cached_input_tokens": 28032, "output_tokens": 1736, "reasoning_output_tokens": 1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e146a48b5f7aa26c5815f9cad47d5d448f538864 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_f25bd678f729aa2d", + "api_calls": 0, + "input_tokens": 29193, + "cached_input_tokens": 28032, + "output_tokens": 1736, + "total_tokens": 30929, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5898, + "estimated_output_tokens": 178, + "estimated_total_tokens": 6076, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35825.99, + "sql_execution_elapsed_ms_total": 1.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..679f2412dfeb4188599140fae4416a8387e8730d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:36:55.990601+00:00", + "ended_at": "2026-05-26T00:37:31.816902+00:00", + "elapsed_ms": 35825.99, + "prompt_metrics": { + "chars": 21748, + "bytes_utf8": 21748, + "lines": 543, + "estimated_tokens": 5898 + }, + "stdout_metrics": { + "chars": 1033, + "bytes_utf8": 1033, + "lines": 4, + "estimated_tokens": 300 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 667, + "bytes_utf8": 667, + "lines": 1, + "estimated_tokens": 178 + }, + "usage": { + "input_tokens": 29193, + "cached_input_tokens": 28032, + "output_tokens": 1736, + "reasoning_output_tokens": 1552 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9459d9af40474d3bbdc8c38ecacaee01374edc99 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Course, condition_col=Displaced.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Course", + "condition_col": "Displaced", + "condition_value": "1", + "positive_value": "1", + "negative_value": "0", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 37.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..70ea3d0ebb6ee1768a228fa3fb953b72f003c831 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b6-9461-7041-bb3d-c251e65d2013"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT\\n \\\"Course\\\",\\n SUM(CASE WHEN \\\"Displaced\\\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Displaced\\\" = '0' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Course\\\"\\n)\\nSELECT\\n \\\"Course\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC\\nLIMIT 11;\",\"notes\":\"Computes the per-course ratio of displaced ('1') to non-displaced ('0') students using the planned grouped ratio template, ordered highest first and limited to 11 rows.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29193,"cached_input_tokens":28032,"output_tokens":1736,"reasoning_output_tokens":1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..294fc2f90b15b0b9adf4b18b509407163ae70c41 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT\n \"Course\",\n SUM(CASE WHEN \"Displaced\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Displaced\" = '0' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m5\"\n GROUP BY \"Course\"\n)\nSELECT\n \"Course\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC\nLIMIT 11;","notes":"Computes the per-course ratio of displaced ('1') to non-displaced ('0') students using the planned grouped ratio template, ordered highest first and limited to 11 rows."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2e81c949a009f603553bb68ce7a63721dc44e7e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Course, condition_col=Displaced. +Result preview: [{"Course": "171", "condition_ratio": 4.2439024390243905}, {"Course": "9773", "condition_ratio": 2.2135922330097086}, {"Course": "9500", "condition_ratio": 2.015748031496063}, {"Course": "9070", "condition_ratio": 1.825}, {"Course": "9853", "condition_ratio": 1.6666666666666667}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..11761463f4f7e40f9d75f573f1fe5988e47b7479 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/generated_sql.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m5_f25bd678f729aa2d +-- problem_id: v2p_m5_b4677b461f39a591 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT + "Course", + SUM(CASE WHEN "Displaced" = '1' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Displaced" = '0' THEN 1 ELSE 0 END) AS denominator_count + FROM "m5" + GROUP BY "Course" +) +SELECT + "Course", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC +LIMIT 11; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..572b2ca3d5c1ec36998602a9cf4f3a0c3d03511d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT\n \"Course\",\n SUM(CASE WHEN \"Displaced\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Displaced\" = '0' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m5\"\n GROUP BY \"Course\"\n)\nSELECT\n \"Course\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC\nLIMIT 11;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT\\n \\\"Course\\\",\\n SUM(CASE WHEN \\\"Displaced\\\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Displaced\\\" = '0' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Course\\\"\\n)\\nSELECT\\n \\\"Course\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC\\nLIMIT 11;\", \"columns\": [\"Course\", \"condition_ratio\"], \"rows\": [{\"Course\": \"171\", \"condition_ratio\": 4.2439024390243905}, {\"Course\": \"9773\", \"condition_ratio\": 2.2135922330097086}, {\"Course\": \"9500\", \"condition_ratio\": 2.015748031496063}, {\"Course\": \"9070\", \"condition_ratio\": 1.825}, {\"Course\": \"9853\", \"condition_ratio\": 1.6666666666666667}, {\"Course\": \"9130\", \"condition_ratio\": 1.6111111111111112}, {\"Course\": \"9085\", \"condition_ratio\": 1.5923076923076922}, {\"Course\": \"9254\", \"condition_ratio\": 1.5454545454545454}, {\"Course\": \"9238\", \"condition_ratio\": 1.191358024691358}, {\"Course\": \"9670\", \"condition_ratio\": 1.0615384615384615}, {\"Course\": \"9147\", \"condition_ratio\": 0.9895287958115183}], \"row_count_returned\": 11, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.68}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5edfc3158847e6e6d2a08536ce2f3f787d70a358 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:36:55.989822+00:00", + "ended_at": "2026-05-26T00:37:31.825173+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_f25bd678f729aa2d", + "problem_id": "v2p_m5_b4677b461f39a591", + "dataset_id": "m5", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Course, condition_col=Displaced.", + "bindings": { + "group_col": "Course", + "condition_col": "Displaced", + "condition_value": "1", + "positive_value": "1", + "negative_value": "0", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 37.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=36" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_f25bd678f729aa2d.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_f25bd678f729aa2d", + "api_calls": 0, + "input_tokens": 29193, + "cached_input_tokens": 28032, + "output_tokens": 1736, + "total_tokens": 30929, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5898, + "estimated_output_tokens": 178, + "estimated_total_tokens": 6076, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35825.99, + "sql_execution_elapsed_ms_total": 1.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0bc745eefeb0ed3cda041cd962b402384607cc56 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:37:31.821890+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 35825.99, "started_at": "2026-05-26T00:36:55.990601+00:00", "ended_at": "2026-05-26T00:37:31.816902+00:00", "prompt_metrics": {"chars": 21748, "bytes_utf8": 21748, "lines": 543, "estimated_tokens": 5898}, "response_metrics": {"chars": 667, "bytes_utf8": 667, "lines": 1, "estimated_tokens": 178}, "usage": {"input_tokens": 29193, "cached_input_tokens": 28032, "output_tokens": 1736, "reasoning_output_tokens": 1552}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT\\n \\\"Course\\\",\\n SUM(CASE WHEN \\\"Displaced\\\" = '1' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Displaced\\\" = '0' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m5\\\"\\n GROUP BY \\\"Course\\\"\\n)\\nSELECT\\n \\\"Course\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC\\nLIMIT 11;\",\"notes\":\"Computes the per-course ratio of displaced ('1') to non-displaced ('0') students using the planned grouped ratio template, ordered highest first and limited to 11 rows.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0fe1403b9c985de817db25053635fdfaaa29af47 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_f25bd678f729aa2d", + "api_calls": 0, + "input_tokens": 29193, + "cached_input_tokens": 28032, + "output_tokens": 1736, + "total_tokens": 30929, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5898, + "estimated_output_tokens": 178, + "estimated_total_tokens": 6076, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35825.99, + "sql_execution_elapsed_ms_total": 1.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f25bd678f729aa2d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b9d4560167b044b4477692b0540092967ba0827b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21046, "bytes_utf8": 21046, "lines": 540, "estimated_tokens": 5705}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 415, "bytes_utf8": 415, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 29000, "cached_input_tokens": 28032, "output_tokens": 731, "reasoning_output_tokens": 620}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a4414d4e2a4c95445a4e9d6aa7b15d5a84d8875e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_f7914e36059de058", + "api_calls": 0, + "input_tokens": 29000, + "cached_input_tokens": 28032, + "output_tokens": 731, + "total_tokens": 29731, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5705, + "estimated_output_tokens": 105, + "estimated_total_tokens": 5810, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17995.94, + "sql_execution_elapsed_ms_total": 4.66, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..28229e9281e578ebe6ea366e468e2d601fd20381 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:37:31.826381+00:00", + "ended_at": "2026-05-26T00:37:49.822500+00:00", + "elapsed_ms": 17995.94, + "prompt_metrics": { + "chars": 21046, + "bytes_utf8": 21046, + "lines": 540, + "estimated_tokens": 5705 + }, + "stdout_metrics": { + "chars": 778, + "bytes_utf8": 778, + "lines": 4, + "estimated_tokens": 223 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 415, + "bytes_utf8": 415, + "lines": 1, + "estimated_tokens": 105 + }, + "usage": { + "input_tokens": 29000, + "cached_input_tokens": 28032, + "output_tokens": 731, + "reasoning_output_tokens": 620 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a61111f02675b8047c146e6e11a8f949ee9605f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Nacionality, measure_col=Inflation rate.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Nacionality", + "measure_col": "Inflation rate", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..574c3db7f64469523f5b3b5e2636f544b938111e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b7-205f-7d81-962f-077b78bdbd8c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Nacionality\\\",\\n AVG(CAST(\\\"Inflation rate\\\" AS REAL)) OVER (PARTITION BY \\\"Nacionality\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with \\\"Nacionality\\\" as the group column and cast \\\"Inflation rate\\\" to REAL because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":29000,"cached_input_tokens":28032,"output_tokens":731,"reasoning_output_tokens":620}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7b0cf324e1de2abf2bb036628385fd2a9f413acd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Nacionality\",\n AVG(CAST(\"Inflation rate\" AS REAL)) OVER (PARTITION BY \"Nacionality\") AS \"avg_measure\"\nFROM \"m5\"\nORDER BY \"avg_measure\" DESC;","notes":"Applied the Window Partition Average template with \"Nacionality\" as the group column and cast \"Inflation rate\" to REAL because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..75fcc5122cbb7d7471f7e3f06544f9fb919c3f8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Nacionality, measure_col=Inflation rate. +Result preview: [{"Nacionality": "2", "avg_measure": 3.1500000000000004}, {"Nacionality": "14", "avg_measure": 2.8}, {"Nacionality": "25", "avg_measure": 2.8}, {"Nacionality": "100", "avg_measure": 2.566666666666667}, {"Nacionality": "21", "avg_measure": 1.6}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b0b1f85ec1fc604a416b138247d887fd8b5faebf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_f7914e36059de058 +-- problem_id: v2p_m5_37b1e90c5761943f +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Nacionality", + AVG(CAST("Inflation rate" AS REAL)) OVER (PARTITION BY "Nacionality") AS "avg_measure" +FROM "m5" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d7efecec39dbd03a1c78afae72fc4671e5825803 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Nacionality\",\n AVG(CAST(\"Inflation rate\" AS REAL)) OVER (PARTITION BY \"Nacionality\") AS \"avg_measure\"\nFROM \"m5\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Nacionality\\\",\\n AVG(CAST(\\\"Inflation rate\\\" AS REAL)) OVER (PARTITION BY \\\"Nacionality\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m5\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Nacionality\", \"avg_measure\"], \"rows\": [{\"Nacionality\": \"2\", \"avg_measure\": 3.1500000000000004}, {\"Nacionality\": \"14\", \"avg_measure\": 2.8}, {\"Nacionality\": \"25\", \"avg_measure\": 2.8}, {\"Nacionality\": \"100\", \"avg_measure\": 2.566666666666667}, {\"Nacionality\": \"21\", \"avg_measure\": 1.6}, {\"Nacionality\": \"101\", \"avg_measure\": 1.5499999999999998}, {\"Nacionality\": \"11\", \"avg_measure\": 1.4333333333333333}, {\"Nacionality\": \"13\", \"avg_measure\": 1.4}, {\"Nacionality\": \"32\", \"avg_measure\": 1.4}, {\"Nacionality\": \"41\", \"avg_measure\": 1.2315789473684209}, {\"Nacionality\": \"1\", \"avg_measure\": 1.2301576263328697}, {\"Nacionality\": \"22\", \"avg_measure\": 1.123076923076923}, {\"Nacionality\": \"6\", \"avg_measure\": 0.9538461538461539}, {\"Nacionality\": \"62\", \"avg_measure\": 0.85}, {\"Nacionality\": \"26\", \"avg_measure\": 0.6714285714285714}, {\"Nacionality\": \"109\", \"avg_measure\": 0.6}, {\"Nacionality\": \"105\", \"avg_measure\": 0.55}, {\"Nacionality\": \"108\", \"avg_measure\": 0.5}, {\"Nacionality\": \"24\", \"avg_measure\": 0.36}, {\"Nacionality\": \"103\", \"avg_measure\": 0.3}, {\"Nacionality\": \"17\", \"avg_measure\": 0.3}], \"row_count_returned\": 21, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 4.66}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..69e56210f0da340654f9fe99a5b01dac87d17c71 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:37:31.825544+00:00", + "ended_at": "2026-05-26T00:37:49.832440+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_f7914e36059de058", + "problem_id": "v2p_m5_37b1e90c5761943f", + "dataset_id": "m5", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Nacionality, measure_col=Inflation rate.", + "bindings": { + "group_col": "Nacionality", + "measure_col": "Inflation rate", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=138" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_f7914e36059de058.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_f7914e36059de058", + "api_calls": 0, + "input_tokens": 29000, + "cached_input_tokens": 28032, + "output_tokens": 731, + "total_tokens": 29731, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5705, + "estimated_output_tokens": 105, + "estimated_total_tokens": 5810, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17995.94, + "sql_execution_elapsed_ms_total": 4.66, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c1cb787635da61a9684b716251a8654caf8ec3c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_f7914e36059de058/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fe4c9b78921ec3f59f99021ca6ae50869ccf1a30 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_fb6c838653067b14", + "api_calls": 0, + "input_tokens": 28998, + "cached_input_tokens": 6528, + "output_tokens": 592, + "total_tokens": 29590, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5703, + "estimated_output_tokens": 104, + "estimated_total_tokens": 5807, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15170.15, + "sql_execution_elapsed_ms_total": 4.35, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6f44043c119ca8ac5d59aa2665a55a4af3f2283a --- /dev/null +++ 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"input_tokens": 28998, + "cached_input_tokens": 6528, + "output_tokens": 592, + "reasoning_output_tokens": 482 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..60326f989f011d515edb7f28db745b398fcbd4b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Previous qualification, measure_col=Unemployment rate.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Previous qualification", + "measure_col": "Unemployment rate", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..896dcdc6a85e40f1086145a1d642babb58db6477 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b7-66ad-7a00-9ca4-820b363ab323"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Previous qualification\\\",\\n AVG(CAST(\\\"Unemployment rate\\\" AS REAL)) OVER (PARTITION BY \\\"Previous qualification\\\") AS avg_measure\\nFROM \\\"m5\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the provided Window Partition Average template with group_col=\\\"Previous qualification\\\" and measure_col=\\\"Unemployment rate\\\". CAST to REAL is included because the schema snapshot stores numeric-looking values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28998,"cached_input_tokens":6528,"output_tokens":592,"reasoning_output_tokens":482}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..221ac9f0a136221c9a9d127d8595e9224a1290dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Previous qualification\",\n AVG(CAST(\"Unemployment rate\" AS REAL)) OVER (PARTITION BY \"Previous qualification\") AS avg_measure\nFROM \"m5\"\nORDER BY avg_measure DESC;","notes":"Used the provided Window Partition Average template with group_col=\"Previous qualification\" and measure_col=\"Unemployment rate\". CAST to REAL is included because the schema snapshot stores numeric-looking values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d2b3c82fe018489403d7987c09398442ab1fed1d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Previous qualification, measure_col=Unemployment rate. +Result preview: [{"Previous qualification": "4", "avg_measure": 13.7}, {"Previous qualification": "39", "avg_measure": 13.476255707762558}, {"Previous qualification": "5", "avg_measure": 12.4}, {"Previous qualification": "40", "avg_measure": 12.309999999999999}, {"Previous qualification": "3", "avg_measure": 12.203174603174602}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0ac8400ea98bc414cf680d2c969846a0148b18a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_fb6c838653067b14 +-- problem_id: v2p_m5_d34dae47106d9889 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Previous qualification", + AVG(CAST("Unemployment rate" AS REAL)) OVER (PARTITION BY "Previous qualification") AS avg_measure +FROM "m5" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ce3be94ead451d39b54d3a0a56ccb7a7e721910a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Previous qualification\",\n AVG(CAST(\"Unemployment rate\" AS REAL)) OVER (PARTITION BY \"Previous qualification\") AS avg_measure\nFROM \"m5\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Previous qualification\\\",\\n AVG(CAST(\\\"Unemployment rate\\\" AS REAL)) OVER (PARTITION BY \\\"Previous qualification\\\") AS avg_measure\\nFROM \\\"m5\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"Previous qualification\", \"avg_measure\"], \"rows\": [{\"Previous qualification\": \"4\", \"avg_measure\": 13.7}, {\"Previous qualification\": \"39\", \"avg_measure\": 13.476255707762558}, {\"Previous qualification\": \"5\", \"avg_measure\": 12.4}, {\"Previous qualification\": \"40\", \"avg_measure\": 12.309999999999999}, {\"Previous qualification\": \"3\", \"avg_measure\": 12.203174603174602}, {\"Previous qualification\": \"19\", \"avg_measure\": 12.137654320987654}, {\"Previous qualification\": \"38\", \"avg_measure\": 11.857142857142858}, {\"Previous qualification\": \"1\", \"avg_measure\": 11.46524078557977}, {\"Previous qualification\": \"2\", \"avg_measure\": 11.365217391304347}, {\"Previous qualification\": \"12\", \"avg_measure\": 10.58}, {\"Previous qualification\": \"43\", \"avg_measure\": 10.366666666666667}, {\"Previous qualification\": \"14\", \"avg_measure\": 9.4}, {\"Previous qualification\": \"42\", \"avg_measure\": 8.9}, {\"Previous qualification\": \"15\", \"avg_measure\": 8.5}, {\"Previous qualification\": \"9\", \"avg_measure\": 8.254545454545454}, {\"Previous qualification\": \"6\", \"avg_measure\": 8.1375}, {\"Previous qualification\": \"10\", \"avg_measure\": 8.05}], \"row_count_returned\": 17, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 4.35}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..579a8ff70ec6d465646bfcc3a983275af5528672 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m5", + "started_at": "2026-05-26T00:37:49.832788+00:00", + "ended_at": "2026-05-26T00:38:05.014921+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m5_fb6c838653067b14", + "problem_id": "v2p_m5_d34dae47106d9889", + "dataset_id": "m5", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Previous qualification, measure_col=Unemployment rate.", + "bindings": { + "group_col": "Previous qualification", + "measure_col": "Unemployment rate", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=137" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_fb6c838653067b14.sql", + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_fb6c838653067b14", + "api_calls": 0, + "input_tokens": 28998, + "cached_input_tokens": 6528, + "output_tokens": 592, + "total_tokens": 29590, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5703, + "estimated_output_tokens": 104, + "estimated_total_tokens": 5807, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15170.15, + "sql_execution_elapsed_ms_total": 4.35, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b6c16c9e99ecc70dcfebfaf7c820def2636d169c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:38:05.008113+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15170.15, "started_at": "2026-05-26T00:37:49.833546+00:00", "ended_at": "2026-05-26T00:38:05.003853+00:00", "prompt_metrics": {"chars": 21071, "bytes_utf8": 21071, "lines": 540, "estimated_tokens": 5703}, "response_metrics": {"chars": 484, "bytes_utf8": 484, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 28998, "cached_input_tokens": 6528, "output_tokens": 592, "reasoning_output_tokens": 482}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Previous qualification\\\",\\n AVG(CAST(\\\"Unemployment rate\\\" AS REAL)) OVER (PARTITION BY \\\"Previous qualification\\\") AS avg_measure\\nFROM \\\"m5\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the provided Window Partition Average template with group_col=\\\"Previous qualification\\\" and measure_col=\\\"Unemployment rate\\\". CAST to REAL is included because the schema snapshot stores numeric-looking values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7c769b10f08f3ac036a4d4aff39fe601369b3d1c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_fb6c838653067b14", + "api_calls": 0, + "input_tokens": 28998, + "cached_input_tokens": 6528, + "output_tokens": 592, + "total_tokens": 29590, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5703, + "estimated_output_tokens": 104, + "estimated_total_tokens": 5807, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15170.15, + "sql_execution_elapsed_ms_total": 4.35, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/artifacts/v2q_m5_fb6c838653067b14/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_059eb3c1e28722e6.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_059eb3c1e28722e6.sql new file mode 100644 index 0000000000000000000000000000000000000000..a720fd28674bc67f034f723bb1c222353889b363 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_059eb3c1e28722e6.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_059eb3c1e28722e6 +-- problem_id: v2p_m5_a96255c62cc80d50 +-- realization_mode: agent +-- source_kind: agent +SELECT "Previous qualification", + AVG(CASE WHEN "Debtor" = '1' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Previous qualification" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_07460ac7fd05b180.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_07460ac7fd05b180.sql new file mode 100644 index 0000000000000000000000000000000000000000..02cbb313ea2da63ef0bb4f2b424c99def7b0895f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_07460ac7fd05b180.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_07460ac7fd05b180 +-- problem_id: v2p_m5_45ef6d22c8ffccb6 +-- realization_mode: agent +-- source_kind: agent +SELECT "Daytime/evening attendance", + AVG(CASE WHEN "Educational special needs" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Daytime/evening attendance" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_12910cc09165f4a3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_12910cc09165f4a3.sql new file mode 100644 index 0000000000000000000000000000000000000000..8061138ddf4903f86d4eea4d6bb7092a051faab3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_12910cc09165f4a3.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m5_12910cc09165f4a3 +-- problem_id: v2p_m5_e3c3975dfbbb14e8 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Application mode", + "Curricular units 1st sem (credited)", + COUNT(*) AS "row_count" +FROM "m5" +WHERE CAST("Admission grade" AS REAL) >= 134.8 +GROUP BY + "Application mode", + "Curricular units 1st sem (credited)" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_160f5120ea153fc2.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_160f5120ea153fc2.sql new file mode 100644 index 0000000000000000000000000000000000000000..234a7ccdc2716e3bf42bd6943519e5abd4612564 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_160f5120ea153fc2.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_160f5120ea153fc2 +-- problem_id: v2p_m5_a5ff3bb4e5a9b97b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Mother's qualification", + AVG(CAST("GDP" AS REAL)) OVER (PARTITION BY "Mother's qualification") AS "avg_measure" +FROM "m5" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1bddb309e94ee7d0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1bddb309e94ee7d0.sql new file mode 100644 index 0000000000000000000000000000000000000000..7d6ff3bfa30fc466bac63aa8b618b854954eef34 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1bddb309e94ee7d0.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_1bddb309e94ee7d0 +-- problem_id: v2p_m5_9765699bfe47510d +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Marital status", + AVG(CAST("Curricular units 2nd sem (enrolled)" AS REAL)) OVER (PARTITION BY "Marital status") AS "avg_measure" +FROM "m5" +WHERE "Marital status" IS NOT NULL + AND "Marital status" <> '' + AND "Curricular units 2nd sem (enrolled)" IS NOT NULL + AND "Curricular units 2nd sem (enrolled)" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1d1ae4bfb4dec844.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1d1ae4bfb4dec844.sql new file mode 100644 index 0000000000000000000000000000000000000000..2445250f40f5c1b58e718f7dd6042997dcb1a60e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1d1ae4bfb4dec844.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m5_1d1ae4bfb4dec844 +-- problem_id: v2p_m5_ec69e24ef629f00e +-- realization_mode: agent +-- source_kind: agent +SELECT + "Application mode", + "International", + COUNT(*) AS "row_count" +FROM "m5" +WHERE CAST("Father's occupation" AS REAL) >= 9.0 +GROUP BY "Application mode", "International" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1e11ae001fe5d238.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1e11ae001fe5d238.sql new file mode 100644 index 0000000000000000000000000000000000000000..8f816aeb12a8cba726962b19abeba1ac245386ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1e11ae001fe5d238.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_1e11ae001fe5d238 +-- problem_id: v2p_m5_8553232b24c33b35 +-- realization_mode: agent +-- source_kind: agent +SELECT "Inflation rate", + AVG(CASE WHEN "Scholarship holder" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Inflation rate" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1f21cd5e2891e122.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1f21cd5e2891e122.sql new file mode 100644 index 0000000000000000000000000000000000000000..d19759b228c4552cfa3fad8811552482840e91d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1f21cd5e2891e122.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_1f21cd5e2891e122 +-- problem_id: v2p_m5_b7e97bf2718a921f +-- realization_mode: agent +-- source_kind: agent +SELECT + "Curricular units 2nd sem (evaluations)", + "Curricular units 1st sem (evaluations)", + SUM(CAST("Inflation rate" AS REAL)) AS "total_measure", + SUM(CAST("Inflation rate" AS REAL)) * 100.0 / NULLIF( + SUM(SUM(CAST("Inflation rate" AS REAL))) OVER ( + PARTITION BY "Curricular units 2nd sem (evaluations)" + ), + 0 + ) AS "share_within_group" +FROM "m5" +GROUP BY + "Curricular units 2nd sem (evaluations)", + "Curricular units 1st sem (evaluations)" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1f4581b0b58836f3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1f4581b0b58836f3.sql new file mode 100644 index 0000000000000000000000000000000000000000..9aa22df3be87092f07355466d60c795b8ba6c6e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_1f4581b0b58836f3.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_1f4581b0b58836f3 +-- problem_id: v2p_m5_9637dccf9642d344 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Application mode", + "Nacionality", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "Application mode") AS "share_within_group" +FROM ( + SELECT + "Application mode", + "Nacionality", + SUM(CAST("Nacionality" AS REAL)) AS "total_measure" + FROM "m5" + GROUP BY "Application mode", "Nacionality" +) AS "agg" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_21b993b0b5812878.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_21b993b0b5812878.sql new file mode 100644 index 0000000000000000000000000000000000000000..ce74ad3b439a971da985533b9612a857a9bca5ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_21b993b0b5812878.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m5_21b993b0b5812878 +-- problem_id: v2p_m5_130fc7f93888e1c3 +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", "Curricular units 2nd sem (enrolled)", COUNT(*) AS "row_count" +FROM "m5" +WHERE "Scholarship holder" = '1' +GROUP BY "Application mode", "Curricular units 2nd sem (enrolled)" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_2500a1dc1c4154b7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_2500a1dc1c4154b7.sql new file mode 100644 index 0000000000000000000000000000000000000000..e25d004e529952659f456bf11dac3031bcd5e860 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_2500a1dc1c4154b7.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_2500a1dc1c4154b7 +-- problem_id: v2p_m5_14b9ac7da5f7fb59 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Target", + "Curricular units 2nd sem (grade)", + SUM(CAST("Previous qualification" AS REAL)) AS "total_measure", + SUM(CAST("Previous qualification" AS REAL)) * 100.0 / + SUM(SUM(CAST("Previous qualification" AS REAL))) OVER (PARTITION BY "Target") AS "share_within_group" +FROM "m5" +GROUP BY + "Target", + "Curricular units 2nd sem (grade)" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_258dc9b3132a6fcc.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_258dc9b3132a6fcc.sql new file mode 100644 index 0000000000000000000000000000000000000000..dddc5998b2c5ac1dc8c8fb2cda303076156912f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_258dc9b3132a6fcc.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_258dc9b3132a6fcc +-- problem_id: v2p_m5_2bfb3995d890b731 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Target", + AVG(CASE WHEN "Target" = 'Graduate' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Target" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_26374e80eb0b951c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_26374e80eb0b951c.sql new file mode 100644 index 0000000000000000000000000000000000000000..6e1de27b9eb6adb7c58dcab3062e55980cb37ce8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_26374e80eb0b951c.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m5_26374e80eb0b951c +-- problem_id: v2p_m5_6cdb59831be5b487 +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", "Curricular units 1st sem (evaluations)", COUNT(*) AS "row_count" +FROM "m5" +WHERE "Educational special needs" = '1' +GROUP BY "Application mode", "Curricular units 1st sem (evaluations)" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_2691d34e2dc00408.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_2691d34e2dc00408.sql new file mode 100644 index 0000000000000000000000000000000000000000..155dd47008eee78380826ab0d02cdd255c3e570d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_2691d34e2dc00408.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m5_2691d34e2dc00408 +-- problem_id: v2p_m5_bf20b8bf61825638 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Nacionality", + SUM(CASE WHEN "Tuition fees up to date" = '1' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Tuition fees up to date" = '0' THEN 1 ELSE 0 END) AS denominator_count + FROM "m5" + GROUP BY "Nacionality" +) +SELECT "Nacionality", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_30245207ad5ec01a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_30245207ad5ec01a.sql new file mode 100644 index 0000000000000000000000000000000000000000..0cf16159aca329e4a8ba52228cb8f022cc25c9d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_30245207ad5ec01a.sql @@ -0,0 +1,32 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_30245207ad5ec01a +-- problem_id: v2p_m5_501490feec2fb7f5 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Curricular units 2nd sem (without evaluations)", + "Curricular units 1st sem (grade)", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER ( + PARTITION BY "Curricular units 2nd sem (without evaluations)" + ) AS "share_within_group" +FROM ( + SELECT + "Curricular units 2nd sem (without evaluations)", + "Curricular units 1st sem (grade)", + SUM(CAST("Marital status" AS REAL)) AS "total_measure" + FROM "m5" + GROUP BY + "Curricular units 2nd sem (without evaluations)", + "Curricular units 1st sem (grade)" +) +ORDER BY "share_within_group" DESC +LIMIT 18; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_30c3ed0fc5dc932f.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_30c3ed0fc5dc932f.sql new file mode 100644 index 0000000000000000000000000000000000000000..3501b25b7e940450ee550cf855ab4f5294bedf66 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_30c3ed0fc5dc932f.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_30c3ed0fc5dc932f +-- problem_id: v2p_m5_3a77d415ac597168 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Father's qualification", + AVG(CAST("Marital status" AS REAL)) OVER (PARTITION BY "Father's qualification") AS avg_measure +FROM "m5" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_31721fff39e9ec1b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_31721fff39e9ec1b.sql new file mode 100644 index 0000000000000000000000000000000000000000..57237c5548e4b9e30f5d722182c852f8ee46fc4e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_31721fff39e9ec1b.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m5_31721fff39e9ec1b +-- problem_id: v2p_m5_04d880831d9ab7aa +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Mother's qualification", + SUM(CASE WHEN "Gender" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Gender" = '1' THEN 1 ELSE 0 END) AS denominator_count + FROM "m5" + GROUP BY "Mother's qualification" +) +SELECT "Mother's qualification", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_31996764c35a4b5f.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_31996764c35a4b5f.sql new file mode 100644 index 0000000000000000000000000000000000000000..f6d9a7015e3518fb6b35a0b12c5e87c4fbfa0e0e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_31996764c35a4b5f.sql @@ -0,0 +1,29 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_31996764c35a4b5f +-- problem_id: v2p_m5_4991fc86e1d2c838 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Curricular units 2nd sem (credited)", + "Curricular units 1st sem (credited)", + total_measure, + total_measure * 100.0 / SUM(total_measure) OVER (PARTITION BY "Curricular units 2nd sem (credited)") AS share_within_group +FROM ( + SELECT + "Curricular units 2nd sem (credited)", + "Curricular units 1st sem (credited)", + SUM(CAST("Curricular units 2nd sem (without evaluations)" AS REAL)) AS total_measure + FROM "m5" + GROUP BY + "Curricular units 2nd sem (credited)", + "Curricular units 1st sem (credited)" +) +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_36e6690d6fdf5ecd.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_36e6690d6fdf5ecd.sql new file mode 100644 index 0000000000000000000000000000000000000000..ea7eac8e4215431c6acbf43c80056886ef70153e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_36e6690d6fdf5ecd.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m5_36e6690d6fdf5ecd +-- problem_id: v2p_m5_066e758a60d7c37a +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", "Curricular units 2nd sem (credited)", COUNT(*) AS "row_count" +FROM "m5" +WHERE "Gender" = '0' +GROUP BY "Application mode", "Curricular units 2nd sem (credited)" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_464784dc5c9792cb.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_464784dc5c9792cb.sql new file mode 100644 index 0000000000000000000000000000000000000000..9a985702fe6b4caf2b270efe7f8a262caf1e1fde --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_464784dc5c9792cb.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m5_464784dc5c9792cb +-- problem_id: v2p_m5_f20a436d3de9e9e7 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Father's qualification", + SUM(CASE WHEN "Scholarship holder" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Scholarship holder" = '1' THEN 1 ELSE 0 END) AS denominator_count + FROM "m5" + GROUP BY "Father's qualification" +) +SELECT "Father's qualification", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_472dddd6f746a0f3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_472dddd6f746a0f3.sql new file mode 100644 index 0000000000000000000000000000000000000000..ef4e892a1c50fc25e42d50237bb802a40f6cf762 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_472dddd6f746a0f3.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_472dddd6f746a0f3 +-- problem_id: v2p_m5_5deea7fe9a01070d +-- realization_mode: agent +-- source_kind: agent +SELECT "Previous qualification", + AVG(CASE WHEN "Debtor" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Previous qualification" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_493ce6a2ca522740.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_493ce6a2ca522740.sql new file mode 100644 index 0000000000000000000000000000000000000000..08a1286ba2165852fb9f4e72ab2a41fc41990d4a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_493ce6a2ca522740.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_493ce6a2ca522740 +-- problem_id: v2p_m5_7bf43ad78a24f8ac +-- realization_mode: agent +-- source_kind: agent +SELECT + "Inflation rate", + "Curricular units 2nd sem (evaluations)", + SUM(CAST("Application order" AS REAL)) AS "total_measure", + SUM(CAST("Application order" AS REAL)) * 100.0 / SUM(SUM(CAST("Application order" AS REAL))) OVER (PARTITION BY "Inflation rate") AS "share_within_group" +FROM "m5" +GROUP BY "Inflation rate", "Curricular units 2nd sem (evaluations)" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_4b8a0a7d7deefd6b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_4b8a0a7d7deefd6b.sql new file mode 100644 index 0000000000000000000000000000000000000000..701504e51758cdca537be9b71a0f52de69e47c15 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_4b8a0a7d7deefd6b.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_4b8a0a7d7deefd6b +-- problem_id: v2p_m5_97aaf69ae59fcefb +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", + AVG(CASE WHEN "Application order" = '2' THEN 1 ELSE 0 END) AS condition_rate +FROM "m5" +GROUP BY "Application mode" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_4d3f95dac564a337.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_4d3f95dac564a337.sql new file mode 100644 index 0000000000000000000000000000000000000000..9839f09436ef30461c0a320d239128a6009a4a6b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_4d3f95dac564a337.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_4d3f95dac564a337 +-- problem_id: v2p_m5_04b2372ef3564324 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Application order", + AVG(CAST(NULLIF("Curricular units 2nd sem (approved)", '') AS REAL)) OVER ( + PARTITION BY "Application order" + ) AS "avg_measure" +FROM "m5" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_4e0e64af1b97ba98.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_4e0e64af1b97ba98.sql new file mode 100644 index 0000000000000000000000000000000000000000..7194a6a4db5111c0b602258fba8a042ed881e451 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_4e0e64af1b97ba98.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m5_4e0e64af1b97ba98 +-- problem_id: v2p_m5_83ce7b683dfd41d2 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "Daytime/evening attendance", + SUM(CASE WHEN "Educational special needs" = '0' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Educational special needs" = '1' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m5" + GROUP BY "Daytime/evening attendance" +) +SELECT + "Daytime/evening attendance", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_560f40986380c3c9.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_560f40986380c3c9.sql new file mode 100644 index 0000000000000000000000000000000000000000..c2a8a004f6adfd9a04afd9333b89dd2d4bbbc061 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_560f40986380c3c9.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_560f40986380c3c9 +-- problem_id: v2p_m5_39cfede237c97186 +-- realization_mode: agent +-- source_kind: agent +SELECT "GDP", + AVG(CASE WHEN "International" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "GDP" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_591d264a4a7724c4.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_591d264a4a7724c4.sql new file mode 100644 index 0000000000000000000000000000000000000000..a54dae85e3323848321462a96d07e33b14f0b381 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_591d264a4a7724c4.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_591d264a4a7724c4 +-- problem_id: v2p_m5_3a844bd3868073d7 +-- realization_mode: agent +-- source_kind: agent +SELECT "Curricular units 2nd sem (evaluations)", "Curricular units 1st sem (evaluations)", + SUM(CAST("Inflation rate" AS REAL)) AS total_measure, + SUM(CAST("Inflation rate" AS REAL)) * 100.0 / SUM(SUM(CAST("Inflation rate" AS REAL))) OVER (PARTITION BY "Curricular units 2nd sem (evaluations)") AS share_within_group +FROM "m5" +GROUP BY "Curricular units 2nd sem (evaluations)", "Curricular units 1st sem (evaluations)" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_5c5d6defbd35a460.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_5c5d6defbd35a460.sql new file mode 100644 index 0000000000000000000000000000000000000000..8ad13f07601aeb3582f03a36f6e999ac3e768d37 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_5c5d6defbd35a460.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_5c5d6defbd35a460 +-- problem_id: v2p_m5_6e3c3f28c9b54f87 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Course", + "avg_measure" +FROM ( + SELECT "Course", + AVG(CAST("Curricular units 2nd sem (grade)" AS REAL)) OVER (PARTITION BY "Course") AS "avg_measure", + COUNT(*) OVER (PARTITION BY "Course") AS "group_size" + FROM "m5" + WHERE NULLIF(TRIM("Course"), '') IS NOT NULL + AND NULLIF(TRIM("Curricular units 2nd sem (grade)"), '') IS NOT NULL +) AS "filtered" +WHERE "group_size" >= 5 +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_630744e6ade3ebc7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_630744e6ade3ebc7.sql new file mode 100644 index 0000000000000000000000000000000000000000..46ae598d42e98033069cc055d34cd4699d325413 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_630744e6ade3ebc7.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_630744e6ade3ebc7 +-- problem_id: v2p_m5_c7daaa0f9d9cebcf +-- realization_mode: agent +-- source_kind: agent +SELECT "Inflation rate", "Curricular units 2nd sem (evaluations)", + SUM(CAST("Application order" AS REAL)) AS "total_measure", + SUM(CAST("Application order" AS REAL)) * 100.0 / SUM(SUM(CAST("Application order" AS REAL))) OVER (PARTITION BY "Inflation rate") AS "share_within_group" +FROM "m5" +GROUP BY "Inflation rate", "Curricular units 2nd sem (evaluations)" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_632f3c9624922987.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_632f3c9624922987.sql new file mode 100644 index 0000000000000000000000000000000000000000..1713e718643e4c5371e56308fd914a32fe2dee0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_632f3c9624922987.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_632f3c9624922987 +-- problem_id: v2p_m5_91a29a4b6fa0c41d +-- realization_mode: agent +-- source_kind: agent +SELECT + "Curricular units 2nd sem (enrolled)", + "Curricular units 1st sem (enrolled)", + SUM(CAST("Unemployment rate" AS REAL)) AS total_measure, + SUM(CAST("Unemployment rate" AS REAL)) * 100.0 / + SUM(SUM(CAST("Unemployment rate" AS REAL))) OVER ( + PARTITION BY "Curricular units 2nd sem (enrolled)" + ) AS share_within_group +FROM "m5" +GROUP BY + "Curricular units 2nd sem (enrolled)", + "Curricular units 1st sem (enrolled)" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_64c589add4934505.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_64c589add4934505.sql new file mode 100644 index 0000000000000000000000000000000000000000..af174861edee30df849eec40945001553a579d84 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_64c589add4934505.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_64c589add4934505 +-- problem_id: v2p_m5_2628dd84338546ce +-- realization_mode: agent +-- source_kind: agent +SELECT "Curricular units 2nd sem (enrolled)", + "Curricular units 1st sem (enrolled)", + SUM(CAST("Unemployment rate" AS REAL)) AS total_measure, + SUM(CAST("Unemployment rate" AS REAL)) * 100.0 / SUM(SUM(CAST("Unemployment rate" AS REAL))) OVER (PARTITION BY "Curricular units 2nd sem (enrolled)") AS share_within_group +FROM "m5" +GROUP BY "Curricular units 2nd sem (enrolled)", "Curricular units 1st sem (enrolled)" +ORDER BY share_within_group DESC +LIMIT 15; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_65225b27bad9fb00.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_65225b27bad9fb00.sql new file mode 100644 index 0000000000000000000000000000000000000000..fbe97fa60aa8ead4152fdf3f8db3bbc195b44f0f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_65225b27bad9fb00.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m5_65225b27bad9fb00 +-- problem_id: v2p_m5_11bbf7064e03cb9a +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Father's occupation", + SUM(CASE WHEN "Target" = 'Graduate' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Target" = 'Dropout' THEN 1 ELSE 0 END) AS denominator_count + FROM "m5" + GROUP BY "Father's occupation" +) +SELECT "Father's occupation", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_664f8122492db28e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_664f8122492db28e.sql new file mode 100644 index 0000000000000000000000000000000000000000..49464666c3b8483801c50cbad07af79203a7eff4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_664f8122492db28e.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_664f8122492db28e +-- problem_id: v2p_m5_f5a2d1ad8a682aa3 +-- realization_mode: agent +-- source_kind: agent +SELECT "Target", + AVG(CASE WHEN "Target" = 'Dropout' THEN 1 ELSE 0 END) AS condition_rate +FROM "m5" +GROUP BY "Target" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_6779ce6c1ccfd498.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_6779ce6c1ccfd498.sql new file mode 100644 index 0000000000000000000000000000000000000000..3e3f1cdde8ff9c0e54498905a4072940fb616f5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_6779ce6c1ccfd498.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_6779ce6c1ccfd498 +-- problem_id: v2p_m5_913d40cccf34f581 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Father's qualification", + AVG(CAST("Marital status" AS REAL)) OVER (PARTITION BY "Father's qualification") AS "avg_measure" +FROM "m5" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_6a21f674bab13880.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_6a21f674bab13880.sql new file mode 100644 index 0000000000000000000000000000000000000000..1a36f45d757cb627832ff57c2b71624e0392078f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_6a21f674bab13880.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_6a21f674bab13880 +-- problem_id: v2p_m5_a3ac7d66f2214740 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Marital status", + "Previous qualification (grade)", + SUM(CAST("Previous qualification (grade)" AS REAL)) AS total_measure, + SUM(CAST("Previous qualification (grade)" AS REAL)) * 100.0 + / SUM(SUM(CAST("Previous qualification (grade)" AS REAL))) OVER (PARTITION BY "Marital status") AS share_within_group +FROM "m5" +GROUP BY "Marital status", "Previous qualification (grade)" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_6aa624619afd1814.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_6aa624619afd1814.sql new file mode 100644 index 0000000000000000000000000000000000000000..5aaaf94720463b043c926d96abd9ff6f632816d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_6aa624619afd1814.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_6aa624619afd1814 +-- problem_id: v2p_m5_fc2eed9f4652d2d3 +-- realization_mode: agent +-- source_kind: agent +SELECT "Daytime/evening attendance", + AVG(CASE WHEN "Educational special needs" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Daytime/evening attendance" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_6d0f3b32188e2b80.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_6d0f3b32188e2b80.sql new file mode 100644 index 0000000000000000000000000000000000000000..c3cc6b0846db62519d2184b9b0739e32bc2f278a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_6d0f3b32188e2b80.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_6d0f3b32188e2b80 +-- problem_id: v2p_m5_822cd1a67efd119d +-- realization_mode: agent +-- source_kind: agent +SELECT "Marital status", + AVG(CASE WHEN "Marital status" = '1' THEN 1 ELSE 0 END) AS condition_rate +FROM "m5" +GROUP BY "Marital status" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_724b31618e5ae293.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_724b31618e5ae293.sql new file mode 100644 index 0000000000000000000000000000000000000000..a3df47cf04c4540ca03e45a70daf8457e1e0f021 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_724b31618e5ae293.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_724b31618e5ae293 +-- problem_id: v2p_m5_28b1f19a0b07b9f6 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Course", + AVG(CAST("Curricular units 2nd sem (grade)" AS REAL)) OVER (PARTITION BY "Course") AS avg_measure +FROM "m5" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_74f6fcf4a606ba6f.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_74f6fcf4a606ba6f.sql new file mode 100644 index 0000000000000000000000000000000000000000..02e32af2aa9b119cd2302a589bd1e1289d57116c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_74f6fcf4a606ba6f.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_74f6fcf4a606ba6f +-- problem_id: v2p_m5_1197f1f85152f3f8 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Curricular units 2nd sem (without evaluations)", + "Curricular units 1st sem (grade)", + SUM(CAST("Marital status" AS REAL)) AS "total_measure", + SUM(CAST("Marital status" AS REAL)) * 100.0 / SUM(SUM(CAST("Marital status" AS REAL))) OVER (PARTITION BY "Curricular units 2nd sem (without evaluations)") AS "share_within_group" +FROM "m5" +GROUP BY + "Curricular units 2nd sem (without evaluations)", + "Curricular units 1st sem (grade)" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_7ae4a674455cbef0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_7ae4a674455cbef0.sql new file mode 100644 index 0000000000000000000000000000000000000000..f5f7d33a149731a2981cb7489da77fcd9842b088 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_7ae4a674455cbef0.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_7ae4a674455cbef0 +-- problem_id: v2p_m5_6cb6f8c0ccba9861 +-- realization_mode: agent +-- source_kind: agent +SELECT "GDP", + AVG(CASE WHEN "International" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "GDP" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_7d7e2f8e607dfc85.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_7d7e2f8e607dfc85.sql new file mode 100644 index 0000000000000000000000000000000000000000..94a83ff998b2897e1dd6371ccc9cee0ba4a9b632 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_7d7e2f8e607dfc85.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_7d7e2f8e607dfc85 +-- problem_id: v2p_m5_544172d23a0dde9e +-- realization_mode: agent +-- source_kind: agent +SELECT "Unemployment rate", "Curricular units 2nd sem (enrolled)", + SUM(CAST("Application mode" AS REAL)) AS total_measure, + SUM(CAST("Application mode" AS REAL)) * 100.0 / SUM(SUM(CAST("Application mode" AS REAL))) OVER (PARTITION BY "Unemployment rate") AS share_within_group +FROM "m5" +GROUP BY "Unemployment rate", "Curricular units 2nd sem (enrolled)" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_7f28ab95e9a3a312.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_7f28ab95e9a3a312.sql new file mode 100644 index 0000000000000000000000000000000000000000..2cea7805cd82601fcc23852bf21c679f6c58f118 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_7f28ab95e9a3a312.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_7f28ab95e9a3a312 +-- problem_id: v2p_m5_97b8167e95ed8240 +-- realization_mode: agent +-- source_kind: agent +SELECT "Unemployment rate", "Curricular units 2nd sem (enrolled)", + SUM(CAST("Application mode" AS REAL)) AS "total_measure", + SUM(CAST("Application mode" AS REAL)) * 100.0 / SUM(SUM(CAST("Application mode" AS REAL))) OVER (PARTITION BY "Unemployment rate") AS "share_within_group" +FROM "m5" +GROUP BY "Unemployment rate", "Curricular units 2nd sem (enrolled)" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_83a473faffef3d04.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_83a473faffef3d04.sql new file mode 100644 index 0000000000000000000000000000000000000000..64325f9aa64c122da0f99332df8dc44285540551 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_83a473faffef3d04.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_83a473faffef3d04 +-- problem_id: v2p_m5_7d42ad9ae53d273b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Application order", + AVG(CAST("Curricular units 2nd sem (approved)" AS REAL)) OVER (PARTITION BY "Application order") AS avg_measure +FROM "m5" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_84c135b2725705fd.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_84c135b2725705fd.sql new file mode 100644 index 0000000000000000000000000000000000000000..0d013168a2406d1d2706339c9174f61a6de03912 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_84c135b2725705fd.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_84c135b2725705fd +-- problem_id: v2p_m5_f77922e8b7a83fbe +-- realization_mode: agent +-- source_kind: agent +SELECT "Curricular units 2nd sem (approved)", + "Curricular units 1st sem (approved)", + SUM(CAST("GDP" AS REAL)) AS total_measure, + SUM(CAST("GDP" AS REAL)) * 100.0 / SUM(SUM(CAST("GDP" AS REAL))) OVER (PARTITION BY "Curricular units 2nd sem (approved)") AS share_within_group +FROM "m5" +GROUP BY "Curricular units 2nd sem (approved)", "Curricular units 1st sem (approved)" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_864dce0170240d09.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_864dce0170240d09.sql new file mode 100644 index 0000000000000000000000000000000000000000..5c836804cb7ee096f0ae617884d208cf694e0c97 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_864dce0170240d09.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_864dce0170240d09 +-- problem_id: v2p_m5_787f84de3c5e7de8 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Application order", + AVG(CASE WHEN "Daytime/evening attendance" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Application order" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_91386e638d2eb0b6.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_91386e638d2eb0b6.sql new file mode 100644 index 0000000000000000000000000000000000000000..2a2ea28b6db8589f38e1d4b10d18cbaa8a0403c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_91386e638d2eb0b6.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_91386e638d2eb0b6 +-- problem_id: v2p_m5_935a39428faa047a +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Previous qualification", + AVG(CAST("Unemployment rate" AS REAL)) OVER (PARTITION BY "Previous qualification") AS "avg_measure" +FROM "m5" +WHERE "Previous qualification" IS NOT NULL + AND "Previous qualification" <> '' + AND "Unemployment rate" IS NOT NULL + AND "Unemployment rate" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_919b9e66e965762f.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_919b9e66e965762f.sql new file mode 100644 index 0000000000000000000000000000000000000000..98b9e6f844421f8e7d0d5fdbf3637523f269d386 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_919b9e66e965762f.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_919b9e66e965762f +-- problem_id: v2p_m5_f34289b26e23e1ad +-- realization_mode: agent +-- source_kind: agent +SELECT "Course", + AVG(CASE WHEN "Displaced" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Course" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_96a9add705d52b0b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_96a9add705d52b0b.sql new file mode 100644 index 0000000000000000000000000000000000000000..b0bc609ca7c81a4b72b1f5167f15799165cceca3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_96a9add705d52b0b.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_96a9add705d52b0b +-- problem_id: v2p_m5_7d894039a0e9d311 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Application mode", + AVG(CAST("Curricular units 2nd sem (evaluations)" AS REAL)) OVER (PARTITION BY "Application mode") AS "avg_measure" +FROM "m5" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_97528a77fbbb4730.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_97528a77fbbb4730.sql new file mode 100644 index 0000000000000000000000000000000000000000..e339384538a1c69ad33d98e9826c34425a6eaf37 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_97528a77fbbb4730.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_97528a77fbbb4730 +-- problem_id: v2p_m5_8e46d7ac6e00e6c5 +-- realization_mode: agent +-- source_kind: agent +SELECT "Curricular units 2nd sem (credited)", + "Curricular units 1st sem (credited)", + SUM(CAST("Curricular units 2nd sem (without evaluations)" AS REAL)) AS total_measure, + SUM(CAST("Curricular units 2nd sem (without evaluations)" AS REAL)) * 100.0 / SUM(SUM(CAST("Curricular units 2nd sem (without evaluations)" AS REAL))) OVER (PARTITION BY "Curricular units 2nd sem (credited)") AS share_within_group +FROM "m5" +GROUP BY "Curricular units 2nd sem (credited)", "Curricular units 1st sem (credited)" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_9ee7d5a62400c529.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_9ee7d5a62400c529.sql new file mode 100644 index 0000000000000000000000000000000000000000..c0b8aaf5ed81b4ef9c86864aec69b0e73912e34b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_9ee7d5a62400c529.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_9ee7d5a62400c529 +-- problem_id: v2p_m5_4c12be43dc22ebb3 +-- realization_mode: agent +-- source_kind: agent +SELECT "GDP", "Curricular units 2nd sem (approved)", + SUM(CAST("Course" AS REAL)) AS total_measure, + SUM(CAST("Course" AS REAL)) * 100.0 / SUM(SUM(CAST("Course" AS REAL))) OVER (PARTITION BY "GDP") AS share_within_group +FROM "m5" +GROUP BY "GDP", "Curricular units 2nd sem (approved)" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_a0c1021cc5b841fe.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_a0c1021cc5b841fe.sql new file mode 100644 index 0000000000000000000000000000000000000000..0f8d597bdc64dacd04a57217b221ad51333cd3d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_a0c1021cc5b841fe.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_a0c1021cc5b841fe +-- problem_id: v2p_m5_27b98e366c78c8d2 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Marital status", + AVG(CAST("Curricular units 2nd sem (enrolled)" AS REAL)) OVER (PARTITION BY "Marital status") AS avg_measure +FROM "m5" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_a2d46254ba04e1aa.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_a2d46254ba04e1aa.sql new file mode 100644 index 0000000000000000000000000000000000000000..b5be3ef7160a027d0f9401cf5b951fd94593778d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_a2d46254ba04e1aa.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m5_a2d46254ba04e1aa +-- problem_id: v2p_m5_5f9ee3ec8af4a72e +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", "Curricular units 1st sem (without evaluations)", COUNT(*) AS "row_count" +FROM "m5" +WHERE "Tuition fees up to date" = '0' +GROUP BY "Application mode", "Curricular units 1st sem (without evaluations)" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_a3879512731ef028.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_a3879512731ef028.sql new file mode 100644 index 0000000000000000000000000000000000000000..c5d72150bca615a6163da52cb473d6cdf4ca9811 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_a3879512731ef028.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m5_a3879512731ef028 +-- problem_id: v2p_m5_44833d274a2508a5 +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", "Curricular units 2nd sem (evaluations)", COUNT(*) AS "row_count" +FROM "m5" +WHERE CAST("Age at enrollment" AS REAL) >= 25.0 +GROUP BY "Application mode", "Curricular units 2nd sem (evaluations)" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_a6ff9f8b61de3b8c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_a6ff9f8b61de3b8c.sql new file mode 100644 index 0000000000000000000000000000000000000000..469c2dabbd9278d081cf749a08bf4b4813f49ef3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_a6ff9f8b61de3b8c.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m5_a6ff9f8b61de3b8c +-- problem_id: v2p_m5_14bce25bc5b6b68e +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Mother's occupation", + SUM(CASE WHEN "International" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "International" = '1' THEN 1 ELSE 0 END) AS denominator_count + FROM "m5" + GROUP BY "Mother's occupation" +) +SELECT "Mother's occupation", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_abf4435acb0ddcec.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_abf4435acb0ddcec.sql new file mode 100644 index 0000000000000000000000000000000000000000..9ded840f58137708b8b00aba5d0cd446aaf654ab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_abf4435acb0ddcec.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_abf4435acb0ddcec +-- problem_id: v2p_m5_70c019fbf5aae5f0 +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", "Nacionality", + SUM(CAST("Nacionality" AS REAL)) AS "total_measure", + SUM(CAST("Nacionality" AS REAL)) * 100.0 / SUM(SUM(CAST("Nacionality" AS REAL))) OVER (PARTITION BY "Application mode") AS "share_within_group" +FROM "m5" +GROUP BY "Application mode", "Nacionality" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_b013e0d84150f119.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_b013e0d84150f119.sql new file mode 100644 index 0000000000000000000000000000000000000000..6b5911d3c0feed7dd77c0a398aac1a5164cde46f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_b013e0d84150f119.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_b013e0d84150f119 +-- problem_id: v2p_m5_948f8d510988bfad +-- realization_mode: agent +-- source_kind: agent +SELECT "Marital status", + "Previous qualification (grade)", + SUM(CAST("Previous qualification (grade)" AS REAL)) AS total_measure, + SUM(CAST("Previous qualification (grade)" AS REAL)) * 100.0 / + SUM(SUM(CAST("Previous qualification (grade)" AS REAL))) OVER (PARTITION BY "Marital status") AS share_within_group +FROM "m5" +GROUP BY "Marital status", "Previous qualification (grade)" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_b64a2cb1762b3011.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_b64a2cb1762b3011.sql new file mode 100644 index 0000000000000000000000000000000000000000..27ee4370b323a62b6f489bb44eb3398826826f25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_b64a2cb1762b3011.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_b64a2cb1762b3011 +-- problem_id: v2p_m5_df33eda658bab1be +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Mother's qualification", + AVG(CAST("GDP" AS REAL)) OVER (PARTITION BY "Mother's qualification") AS "avg_measure" +FROM "m5" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_ba1284219ff6b25c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_ba1284219ff6b25c.sql new file mode 100644 index 0000000000000000000000000000000000000000..f2658f2e0cdd666a91a59888d676235011679cc3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_ba1284219ff6b25c.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_ba1284219ff6b25c +-- problem_id: v2p_m5_c0b95c64f3dd7d14 +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", + AVG(CASE WHEN "Application order" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Application mode" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_bde2fbf26f0b65d7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_bde2fbf26f0b65d7.sql new file mode 100644 index 0000000000000000000000000000000000000000..854845ba97342f0e370d7d62f0112edb368450f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_bde2fbf26f0b65d7.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_bde2fbf26f0b65d7 +-- problem_id: v2p_m5_da10765b4451f9dc +-- realization_mode: agent +-- source_kind: agent +SELECT "Inflation rate", + AVG(CASE WHEN "Scholarship holder" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Inflation rate" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_c1714a47c7377255.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_c1714a47c7377255.sql new file mode 100644 index 0000000000000000000000000000000000000000..bf784751d1f5d8dfc9b7d10871b7fbaf17e842a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_c1714a47c7377255.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_c1714a47c7377255 +-- problem_id: v2p_m5_c75786e658d3cdb3 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Nacionality", + AVG(CAST("Inflation rate" AS REAL)) OVER (PARTITION BY "Nacionality") AS "avg_measure" +FROM "m5" +WHERE "Nacionality" IS NOT NULL + AND TRIM("Nacionality") <> '' + AND "Inflation rate" IS NOT NULL + AND TRIM("Inflation rate") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_c2015ae5458d4965.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_c2015ae5458d4965.sql new file mode 100644 index 0000000000000000000000000000000000000000..50a535d68b052625056ba96ec937d5764a5eb829 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_c2015ae5458d4965.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_c2015ae5458d4965 +-- problem_id: v2p_m5_8113eaec56253e40 +-- realization_mode: agent +-- source_kind: agent +SELECT "Marital status", + AVG(CASE WHEN "Marital status" = '2' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Marital status" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_c2f43ed5936a54a0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_c2f43ed5936a54a0.sql new file mode 100644 index 0000000000000000000000000000000000000000..27aecf05d8b3f8f7f507c2dee23a794c59ed5c59 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_c2f43ed5936a54a0.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_c2f43ed5936a54a0 +-- problem_id: v2p_m5_084191aa91add861 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Daytime/evening attendance", + AVG(CAST("Curricular units 2nd sem (without evaluations)" AS REAL)) OVER (PARTITION BY "Daytime/evening attendance") AS avg_measure +FROM "m5" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_c71996fa677e0e5d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_c71996fa677e0e5d.sql new file mode 100644 index 0000000000000000000000000000000000000000..7f34d3dc7d8c926a99c939ffb831d5eef6b0dd7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_c71996fa677e0e5d.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m5_c71996fa677e0e5d +-- problem_id: v2p_m5_226b7eddfa1363f4 +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", "Curricular units 1st sem (approved)", COUNT(*) AS row_count +FROM "m5" +WHERE "Debtor" = '0' +GROUP BY "Application mode", "Curricular units 1st sem (approved)" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_d2f86e733206a0ca.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_d2f86e733206a0ca.sql new file mode 100644 index 0000000000000000000000000000000000000000..1326723b38ae8c652d4daf00374920ea3a72d702 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_d2f86e733206a0ca.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_d2f86e733206a0ca +-- problem_id: v2p_m5_904b28565bd51080 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Application mode", + AVG(CAST("Curricular units 2nd sem (evaluations)" AS REAL)) OVER (PARTITION BY "Application mode") AS "avg_measure" +FROM "m5" +WHERE "Application mode" IS NOT NULL + AND "Curricular units 2nd sem (evaluations)" IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_d5faeb06b9c284dc.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_d5faeb06b9c284dc.sql new file mode 100644 index 0000000000000000000000000000000000000000..ea50f322bb1a2b6c8db74f041a56d3d30911087c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_d5faeb06b9c284dc.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_d5faeb06b9c284dc +-- problem_id: v2p_m5_b0ade117c9cc4eeb +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Daytime/evening attendance", + AVG(CAST("Curricular units 2nd sem (without evaluations)" AS REAL)) OVER ( + PARTITION BY "Daytime/evening attendance" + ) AS "avg_measure" +FROM "m5" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_d7dee4b4f8261063.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_d7dee4b4f8261063.sql new file mode 100644 index 0000000000000000000000000000000000000000..acd4b05d9c686fe5d8edb4df4ca39a2fd465893a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_d7dee4b4f8261063.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_d7dee4b4f8261063 +-- problem_id: v2p_m5_8e3f312c60c2d9e1 +-- realization_mode: agent +-- source_kind: agent +SELECT "GDP", "Curricular units 2nd sem (approved)", + total_measure, + total_measure * 100.0 / SUM(total_measure) OVER (PARTITION BY "GDP") AS share_within_group +FROM ( + SELECT "GDP", + "Curricular units 2nd sem (approved)", + SUM(CAST("Course" AS REAL)) AS total_measure + FROM "m5" + GROUP BY "GDP", "Curricular units 2nd sem (approved)" +) +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_d82b29eb63379d7e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_d82b29eb63379d7e.sql new file mode 100644 index 0000000000000000000000000000000000000000..de34c379a46d67ca8684b52a22ddb1cfb0cb6d3f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_d82b29eb63379d7e.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_d82b29eb63379d7e +-- problem_id: v2p_m5_4840332f1602a573 +-- realization_mode: agent +-- source_kind: agent +SELECT "Course", + AVG(CASE WHEN "Displaced" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m5" +GROUP BY "Course" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_dc650765924877ca.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_dc650765924877ca.sql new file mode 100644 index 0000000000000000000000000000000000000000..5eefe2e701aae082f6eccb71fed9ed92c102deaa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_dc650765924877ca.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m5_dc650765924877ca +-- problem_id: v2p_m5_096b29c28b8724ad +-- realization_mode: agent +-- source_kind: agent +SELECT "Application mode", "Curricular units 1st sem (enrolled)", COUNT(*) AS row_count +FROM "m5" +WHERE "Displaced" = '1' +GROUP BY "Application mode", "Curricular units 1st sem (enrolled)" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_e82f6f8a7f77553b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_e82f6f8a7f77553b.sql new file mode 100644 index 0000000000000000000000000000000000000000..ce96b1ad204894102b588462814f559fe8bd861b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_e82f6f8a7f77553b.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m5_e82f6f8a7f77553b +-- problem_id: v2p_m5_e134c83a6b15b75f +-- realization_mode: agent +-- source_kind: agent +SELECT "Application order", + AVG(CASE WHEN "Daytime/evening attendance" = '0' THEN 1 ELSE 0 END) AS condition_rate +FROM "m5" +GROUP BY "Application order" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_e87a2a4889ab1611.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_e87a2a4889ab1611.sql new file mode 100644 index 0000000000000000000000000000000000000000..1858205eba47205aa8e9de2e0fae10d17f8283d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_e87a2a4889ab1611.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m5_e87a2a4889ab1611 +-- problem_id: v2p_m5_0e76f608787e924f +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Displaced" AS "Displaced", + SUM(CASE WHEN "Marital status" = '1' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Marital status" = '2' THEN 1 ELSE 0 END) AS denominator_count + FROM "m5" + GROUP BY "Displaced" +) +SELECT "Displaced", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_ec6218d42ddc32a4.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_ec6218d42ddc32a4.sql new file mode 100644 index 0000000000000000000000000000000000000000..2a93949697899884d03385d3e950c7391e6befd4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_ec6218d42ddc32a4.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_ec6218d42ddc32a4 +-- problem_id: v2p_m5_ce9a5496a2caec1f +-- realization_mode: agent +-- source_kind: agent +SELECT "Curricular units 2nd sem (approved)", + "Curricular units 1st sem (approved)", + SUM(CAST("GDP" AS REAL)) AS "total_measure", + SUM(CAST("GDP" AS REAL)) * 100.0 / SUM(SUM(CAST("GDP" AS REAL))) OVER (PARTITION BY "Curricular units 2nd sem (approved)") AS "share_within_group" +FROM "m5" +GROUP BY "Curricular units 2nd sem (approved)", "Curricular units 1st sem (approved)" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_f0cf5a2586596deb.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_f0cf5a2586596deb.sql new file mode 100644 index 0000000000000000000000000000000000000000..0b8ecfc34fa1439cf4a483bf9a60eed20cca7055 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_f0cf5a2586596deb.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m5_f0cf5a2586596deb +-- problem_id: v2p_m5_d8e83922ef7dc2d6 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "Previous qualification", + SUM(CASE WHEN "Debtor" = '0' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Debtor" = '1' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m5" + GROUP BY "Previous qualification" +) +SELECT + "Previous qualification", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_f233672550830c92.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_f233672550830c92.sql new file mode 100644 index 0000000000000000000000000000000000000000..411501bd8d5aea7d63a86f8e07b2e488cdc4c3fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_f233672550830c92.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m5_f233672550830c92 +-- problem_id: v2p_m5_798a736e520c89f0 +-- realization_mode: agent +-- source_kind: agent +SELECT "Target", "Curricular units 2nd sem (grade)", + SUM(CAST("Previous qualification" AS REAL)) AS total_measure, + SUM(CAST("Previous qualification" AS REAL)) * 100.0 / SUM(SUM(CAST("Previous qualification" AS REAL))) OVER (PARTITION BY "Target") AS share_within_group +FROM "m5" +GROUP BY "Target", "Curricular units 2nd sem (grade)" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_f25bd678f729aa2d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_f25bd678f729aa2d.sql new file mode 100644 index 0000000000000000000000000000000000000000..11761463f4f7e40f9d75f573f1fe5988e47b7479 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_f25bd678f729aa2d.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m5_f25bd678f729aa2d +-- problem_id: v2p_m5_b4677b461f39a591 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT + "Course", + SUM(CASE WHEN "Displaced" = '1' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Displaced" = '0' THEN 1 ELSE 0 END) AS denominator_count + FROM "m5" + GROUP BY "Course" +) +SELECT + "Course", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC +LIMIT 11; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_f7914e36059de058.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_f7914e36059de058.sql new file mode 100644 index 0000000000000000000000000000000000000000..b0b1f85ec1fc604a416b138247d887fd8b5faebf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_f7914e36059de058.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_f7914e36059de058 +-- problem_id: v2p_m5_37b1e90c5761943f +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Nacionality", + AVG(CAST("Inflation rate" AS REAL)) OVER (PARTITION BY "Nacionality") AS "avg_measure" +FROM "m5" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_fb6c838653067b14.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_fb6c838653067b14.sql new file mode 100644 index 0000000000000000000000000000000000000000..0ac8400ea98bc414cf680d2c969846a0148b18a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m5/sql/v2q_m5_fb6c838653067b14.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m5 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m5_fb6c838653067b14 +-- problem_id: v2p_m5_d34dae47106d9889 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Previous qualification", + AVG(CAST("Unemployment rate" AS REAL)) OVER (PARTITION BY "Previous qualification") AS avg_measure +FROM "m5" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c3c8fdcc5f5056eb6e316e4a5cf835ad81350fb6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9347, "bytes_utf8": 9347, "lines": 302, "estimated_tokens": 2626}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 704, "bytes_utf8": 704, "lines": 1, "estimated_tokens": 209}, "usage": {"input_tokens": 25921, "cached_input_tokens": 22912, "output_tokens": 3965, "reasoning_output_tokens": 3750}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..158f7bbd62ed9d2cd2ccd602cf6bffb2a43c7f78 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_06bd583986a0d664", + "api_calls": 0, + "input_tokens": 25921, + "cached_input_tokens": 22912, + "output_tokens": 3965, + "total_tokens": 29886, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2626, + "estimated_output_tokens": 209, + "estimated_total_tokens": 2835, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 75578.44, + "sql_execution_elapsed_ms_total": 44.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8c34be649d905db195431693a49db03a6a5b1a55 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:42:42.025823+00:00", + "ended_at": "2026-05-26T00:43:57.604768+00:00", + "elapsed_ms": 75578.44, + "prompt_metrics": { + "chars": 9347, + "bytes_utf8": 9347, + "lines": 302, + "estimated_tokens": 2626 + }, + "stdout_metrics": { + "chars": 1147, + "bytes_utf8": 1147, + "lines": 4, + "estimated_tokens": 376 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 704, + "bytes_utf8": 704, + "lines": 1, + "estimated_tokens": 209 + }, + "usage": { + "input_tokens": 25921, + "cached_input_tokens": 22912, + "output_tokens": 3965, + "reasoning_output_tokens": 3750 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..921c80ad3032f2e91f70dc42c31c1eed9a9cd688 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=age, measure_col=day.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "age", + "measure_col": "day", + "item_col": "duration", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 20.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..afb2b94c1eb064a511bb021b0483414667500fcc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bb-dc21-7910-b207-2a50161ffc67"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"agg\\\".\\\"age\\\",\\n \\\"agg\\\".\\\"duration\\\",\\n \\\"agg\\\".\\\"total_measure\\\",\\n \\\"agg\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"agg\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"agg\\\".\\\"age\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"age\\\",\\n \\\"duration\\\",\\n SUM(CAST(\\\"day\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"age\\\", \\\"duration\\\"\\n) AS \\\"agg\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 15;\",\"notes\":\"Implements the Within-Group Share of Total template with \\\"age\\\" as the group column, \\\"duration\\\" as the item column, and SUM(CAST(\\\"day\\\" AS REAL)) as the measure; LIMIT 15 uses the provided top_k binding.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25921,"cached_input_tokens":22912,"output_tokens":3965,"reasoning_output_tokens":3750}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..51dbc3fd140b18ea6aad03dc8abc979232a41476 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"agg\".\"age\",\n \"agg\".\"duration\",\n \"agg\".\"total_measure\",\n \"agg\".\"total_measure\" * 100.0 / SUM(\"agg\".\"total_measure\") OVER (PARTITION BY \"agg\".\"age\") AS \"share_within_group\"\nFROM (\n SELECT\n \"age\",\n \"duration\",\n SUM(CAST(\"day\" AS REAL)) AS \"total_measure\"\n FROM \"m8\"\n GROUP BY \"age\", \"duration\"\n) AS \"agg\"\nORDER BY \"share_within_group\" DESC\nLIMIT 15;","notes":"Implements the Within-Group Share of Total template with \"age\" as the group column, \"duration\" as the item column, and SUM(CAST(\"day\" AS REAL)) as the measure; LIMIT 15 uses the provided top_k binding."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d898763993bf2727ebc638fbe4382ce82109bf3b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=age, measure_col=day. +Result preview: [{"age": "94", "duration": "212", "total_measure": 3.0, "share_within_group": 100.0}, {"age": "95", "duration": "207", "total_measure": 21.0, "share_within_group": 95.45454545454545}, {"age": "93", "duration": "860", "total_measure": 22.0, "share_within_group": 84.61538461538461}, {"age": "88", "duration": "161", "total_measure": 15.0, "share_within_group": 83.33333333333333}, {"age": "90", "duration": "152", "total_measure": 13.0, "share_within_group": 81.25}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d4538f17a2f1181702f819094e083db8dcd0c4c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/generated_sql.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_06bd583986a0d664 +-- problem_id: v2p_m8_0231ac379e90767b +-- realization_mode: agent +-- source_kind: agent +SELECT + "agg"."age", + "agg"."duration", + "agg"."total_measure", + "agg"."total_measure" * 100.0 / SUM("agg"."total_measure") OVER (PARTITION BY "agg"."age") AS "share_within_group" +FROM ( + SELECT + "age", + "duration", + SUM(CAST("day" AS REAL)) AS "total_measure" + FROM "m8" + GROUP BY "age", "duration" +) AS "agg" +ORDER BY "share_within_group" DESC +LIMIT 15; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3a3e8abd0796e604d68499adb5ab85774f202f26 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"agg\".\"age\",\n \"agg\".\"duration\",\n \"agg\".\"total_measure\",\n \"agg\".\"total_measure\" * 100.0 / SUM(\"agg\".\"total_measure\") OVER (PARTITION BY \"agg\".\"age\") AS \"share_within_group\"\nFROM (\n SELECT\n \"age\",\n \"duration\",\n SUM(CAST(\"day\" AS REAL)) AS \"total_measure\"\n FROM \"m8\"\n GROUP BY \"age\", \"duration\"\n) AS \"agg\"\nORDER BY \"share_within_group\" DESC\nLIMIT 15;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"agg\\\".\\\"age\\\",\\n \\\"agg\\\".\\\"duration\\\",\\n \\\"agg\\\".\\\"total_measure\\\",\\n \\\"agg\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"agg\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"agg\\\".\\\"age\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"age\\\",\\n \\\"duration\\\",\\n SUM(CAST(\\\"day\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"age\\\", \\\"duration\\\"\\n) AS \\\"agg\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 15;\", \"columns\": [\"age\", \"duration\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"age\": \"94\", \"duration\": \"212\", \"total_measure\": 3.0, \"share_within_group\": 100.0}, {\"age\": \"95\", \"duration\": \"207\", \"total_measure\": 21.0, \"share_within_group\": 95.45454545454545}, {\"age\": \"93\", \"duration\": \"860\", \"total_measure\": 22.0, \"share_within_group\": 84.61538461538461}, {\"age\": \"88\", \"duration\": \"161\", \"total_measure\": 15.0, \"share_within_group\": 83.33333333333333}, {\"age\": \"90\", \"duration\": \"152\", \"total_measure\": 13.0, \"share_within_group\": 81.25}, {\"age\": \"92\", \"duration\": \"164\", \"total_measure\": 26.0, \"share_within_group\": 54.166666666666664}, {\"age\": \"92\", \"duration\": \"313\", \"total_measure\": 22.0, \"share_within_group\": 45.833333333333336}, {\"age\": \"89\", \"duration\": \"207\", \"total_measure\": 29.0, \"share_within_group\": 38.666666666666664}, {\"age\": \"87\", \"duration\": \"144\", \"total_measure\": 30.0, \"share_within_group\": 38.46153846153846}, {\"age\": \"89\", \"duration\": \"157\", \"total_measure\": 27.0, \"share_within_group\": 36.0}, {\"age\": \"85\", \"duration\": \"416\", \"total_measure\": 30.0, \"share_within_group\": 34.48275862068966}, {\"age\": \"87\", \"duration\": \"749\", \"total_measure\": 21.0, \"share_within_group\": 26.923076923076923}, {\"age\": \"89\", \"duration\": \"2027\", \"total_measure\": 19.0, \"share_within_group\": 25.333333333333332}, {\"age\": \"86\", \"duration\": \"189\", \"total_measure\": 26.0, \"share_within_group\": 21.666666666666668}, {\"age\": \"85\", \"duration\": \"355\", \"total_measure\": 18.0, \"share_within_group\": 20.689655172413794}], \"row_count_returned\": 15, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 44.72}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c076e673530f5e3de11711015f85e04288104cf4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_06bd583986a0d664/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:42:42.023946+00:00", + "ended_at": "2026-05-26T00:43:57.653795+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_06bd583986a0d664", + "problem_id": "v2p_m8_0231ac379e90767b", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=age, measure_col=day.", + "bindings": { + "group_col": "age", + "measure_col": "day", + "item_col": "duration", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 20.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=30" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_06bd583986a0d664.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_06bd583986a0d664", + "api_calls": 0, + "input_tokens": 25921, + "cached_input_tokens": 22912, + "output_tokens": 3965, + "total_tokens": 29886, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2626, + 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"bytes_utf8": 9768, "lines": 303, "estimated_tokens": 2718}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 798, "bytes_utf8": 798, "lines": 1, "estimated_tokens": 203}, "usage": {"input_tokens": 26013, "cached_input_tokens": 22912, "output_tokens": 725, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f8885f4043ae56e29a742bde3547f091da83f4ec --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ae64c37fda1a9cd25f870f52a27e7c320a7ddf37 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:43:57.655734+00:00", + "ended_at": "2026-05-26T00:44:20.210804+00:00", + "elapsed_ms": 22554.89, + "prompt_metrics": { + "chars": 9768, + "bytes_utf8": 9768, + "lines": 303, + "estimated_tokens": 2718 + }, + "stdout_metrics": { + "chars": 1199, + "bytes_utf8": 1199, + "lines": 4, + "estimated_tokens": 341 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 100 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 798, + "bytes_utf8": 798, + "lines": 1, + "estimated_tokens": 203 + }, + "usage": { + "input_tokens": 26013, + "cached_input_tokens": 22912, + "output_tokens": 725, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..505bcd3500ab8ef1bb27f86bd097084a65731563 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=previous, condition_col=default.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "previous", + "condition_col": "default", + "condition_value": "no", + "positive_value": "no", + "negative_value": "yes", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 48.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..644138ecabebd46c0050b793a0b6b8cc505eeeb6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bd-0386-7123-baef-330418971c8a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"previous\\\",\\n SUM(CASE WHEN \\\"default\\\" = 'no' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"default\\\" = 'yes' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"previous\\\"\\n)\\nSELECT \\\"previous\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Instantiated the provided grouped ratio template with group_col=\\\"previous\\\", condition_col=\\\"default\\\", positive_value='no', and negative_value='yes'. Unused bindings such as top_k and min_group_size were not applied because they are not part of the provided runtime template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26013,"cached_input_tokens":22912,"output_tokens":725,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4074924d591a216cff5582ed5d617813c8641b80 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT \"previous\",\n SUM(CASE WHEN \"default\" = 'no' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"default\" = 'yes' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m8\"\n GROUP BY \"previous\"\n)\nSELECT \"previous\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Instantiated the provided grouped ratio template with group_col=\"previous\", condition_col=\"default\", positive_value='no', and negative_value='yes'. Unused bindings such as top_k and min_group_size were not applied because they are not part of the provided runtime template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8f153b92458c1d811e5742e41f59b1eb3617857c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:44:18.938831Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61bd-0386-7123-baef-330418971c8a.1779756237702523000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8edcaf5fbd516cf8546d3fa7e3e5206894fc542f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=previous, condition_col=default. +Result preview: [{"previous": "4", "condition_ratio": 713.0}, {"previous": "5", "condition_ratio": 458.0}, {"previous": "7", "condition_ratio": 204.0}, {"previous": "3", "condition_ratio": 189.33333333333334}, {"previous": "1", "condition_ratio": 144.89473684210526}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6fd7164aa781aae5970feca02be9373f681535e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m8_088c9fb9ff5b25c4 +-- problem_id: v2p_m8_e7c563874eb86917 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "previous", + SUM(CASE WHEN "default" = 'no' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "default" = 'yes' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m8" + GROUP BY "previous" +) +SELECT "previous", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..519e3d8d861d8f1c1c4151855c6bc5f966319241 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT \"previous\",\n SUM(CASE WHEN \"default\" = 'no' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"default\" = 'yes' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m8\"\n GROUP BY \"previous\"\n)\nSELECT \"previous\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"previous\\\",\\n SUM(CASE WHEN \\\"default\\\" = 'no' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"default\\\" = 'yes' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"previous\\\"\\n)\\nSELECT \\\"previous\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"previous\", \"condition_ratio\"], \"rows\": [{\"previous\": \"4\", \"condition_ratio\": 713.0}, {\"previous\": \"5\", \"condition_ratio\": 458.0}, {\"previous\": \"7\", \"condition_ratio\": 204.0}, {\"previous\": \"3\", \"condition_ratio\": 189.33333333333334}, {\"previous\": \"1\", \"condition_ratio\": 144.89473684210526}, {\"previous\": \"2\", \"condition_ratio\": 116.0}, {\"previous\": \"6\", \"condition_ratio\": 91.33333333333333}, {\"previous\": \"9\", \"condition_ratio\": 91.0}, {\"previous\": \"11\", \"condition_ratio\": 64.0}, {\"previous\": \"8\", \"condition_ratio\": 63.5}, {\"previous\": \"0\", \"condition_ratio\": 47.75197889182058}, {\"previous\": \"13\", \"condition_ratio\": 37.0}, {\"previous\": \"15\", \"condition_ratio\": 19.0}, {\"previous\": \"23\", \"condition_ratio\": 7.0}, {\"previous\": \"25\", \"condition_ratio\": 3.0}, {\"previous\": \"10\", \"condition_ratio\": null}, {\"previous\": \"12\", \"condition_ratio\": null}, {\"previous\": \"14\", \"condition_ratio\": null}, {\"previous\": \"16\", \"condition_ratio\": null}, {\"previous\": \"17\", \"condition_ratio\": null}, {\"previous\": \"18\", \"condition_ratio\": null}, {\"previous\": \"19\", \"condition_ratio\": null}, {\"previous\": \"20\", \"condition_ratio\": null}, {\"previous\": \"21\", \"condition_ratio\": null}, {\"previous\": \"22\", \"condition_ratio\": null}, {\"previous\": \"24\", \"condition_ratio\": null}, {\"previous\": \"26\", \"condition_ratio\": null}, {\"previous\": \"27\", \"condition_ratio\": null}, {\"previous\": \"275\", \"condition_ratio\": null}, {\"previous\": \"28\", \"condition_ratio\": null}, {\"previous\": \"29\", \"condition_ratio\": null}, {\"previous\": \"30\", \"condition_ratio\": null}, {\"previous\": \"32\", \"condition_ratio\": null}, {\"previous\": \"35\", \"condition_ratio\": null}, {\"previous\": \"37\", \"condition_ratio\": null}, {\"previous\": \"38\", \"condition_ratio\": null}, {\"previous\": \"40\", \"condition_ratio\": null}, {\"previous\": \"41\", \"condition_ratio\": null}, {\"previous\": \"51\", \"condition_ratio\": null}, {\"previous\": \"55\", \"condition_ratio\": null}, {\"previous\": \"58\", \"condition_ratio\": null}], \"row_count_returned\": 41, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 12.06}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b13de00b9ddd599ef11ee772fb65efa6b092f48b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:43:57.654207+00:00", + "ended_at": "2026-05-26T00:44:20.229370+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_088c9fb9ff5b25c4", + "problem_id": "v2p_m8_e7c563874eb86917", + "dataset_id": "m8", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=previous, condition_col=default.", + "bindings": { + "group_col": "previous", + "condition_col": "default", + "condition_value": "no", + "positive_value": "no", + "negative_value": "yes", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 48.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=42" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_088c9fb9ff5b25c4.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_088c9fb9ff5b25c4", + "api_calls": 0, + "input_tokens": 26013, + "cached_input_tokens": 22912, + "output_tokens": 725, + "total_tokens": 26738, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2718, + "estimated_output_tokens": 203, + "estimated_total_tokens": 2921, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22554.89, + "sql_execution_elapsed_ms_total": 12.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c76fbcad00ba7e9178ad949f07fafe30131f42a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:44:20.215502+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 22554.89, "started_at": "2026-05-26T00:43:57.655734+00:00", "ended_at": "2026-05-26T00:44:20.210804+00:00", "prompt_metrics": {"chars": 9768, "bytes_utf8": 9768, "lines": 303, "estimated_tokens": 2718}, "response_metrics": {"chars": 798, "bytes_utf8": 798, "lines": 1, "estimated_tokens": 203}, "usage": {"input_tokens": 26013, "cached_input_tokens": 22912, "output_tokens": 725, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:44:18.938831Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61bd-0386-7123-baef-330418971c8a.1779756237702523000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"previous\\\",\\n SUM(CASE WHEN \\\"default\\\" = 'no' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"default\\\" = 'yes' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"previous\\\"\\n)\\nSELECT \\\"previous\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Instantiated the provided grouped ratio template with group_col=\\\"previous\\\", condition_col=\\\"default\\\", positive_value='no', and negative_value='yes'. Unused bindings such as top_k and min_group_size were not applied because they are not part of the provided runtime template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ab3680d2e210e08cf1daea5a4ec90313860207ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_088c9fb9ff5b25c4", + "api_calls": 0, + "input_tokens": 26013, + "cached_input_tokens": 22912, + "output_tokens": 725, + "total_tokens": 26738, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2718, + "estimated_output_tokens": 203, + "estimated_total_tokens": 2921, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22554.89, + "sql_execution_elapsed_ms_total": 12.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_088c9fb9ff5b25c4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..490eefb255c367c5efb943a33e52b1b7e9f53e29 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9346, "bytes_utf8": 9346, "lines": 302, "estimated_tokens": 2626}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 558, "bytes_utf8": 558, "lines": 1, "estimated_tokens": 163}, "usage": {"input_tokens": 25921, "cached_input_tokens": 22912, "output_tokens": 685, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a33551b5ef97a53548400dc2c2ed15b9662ed3f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_0c4031cf0e95f112", + "api_calls": 0, + "input_tokens": 25921, + "cached_input_tokens": 22912, + "output_tokens": 685, + "total_tokens": 26606, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2626, + "estimated_output_tokens": 163, + "estimated_total_tokens": 2789, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16843.64, + "sql_execution_elapsed_ms_total": 20.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f8a480b61bd910390d11a565a670b58b66077a9e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:44:20.231749+00:00", + "ended_at": "2026-05-26T00:44:37.075559+00:00", + "elapsed_ms": 16843.64, + "prompt_metrics": { + "chars": 9346, + "bytes_utf8": 9346, + "lines": 302, + "estimated_tokens": 2626 + }, + "stdout_metrics": { + "chars": 957, + "bytes_utf8": 957, + "lines": 4, + "estimated_tokens": 303 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 558, + "bytes_utf8": 558, + "lines": 1, + "estimated_tokens": 163 + }, + "usage": { + "input_tokens": 25921, + "cached_input_tokens": 22912, + "output_tokens": 685, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d2ecc81fc2483e9b37dd04fb87051d91f16363bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=balance.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "balance", + "item_col": "day", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1428.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..11ee9eaa0af3dab80c8393a75d82d2f95d510a59 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bd-5bb5-7910-930d-c21c232ecaf3"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"y\\\",\\n \\\"day\\\",\\n SUM(CAST(\\\"balance\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"balance\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"balance\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"y\\\", \\\"day\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 14;\",\"notes\":\"Instantiated the Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"day\\\", and measure_col=\\\"balance\\\". \\\"balance\\\" is cast to REAL because the schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25921,"cached_input_tokens":22912,"output_tokens":685,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..129f2dcec4f59a6b653c606ceffc0ef288e15c9f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"y\",\n \"day\",\n SUM(CAST(\"balance\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"balance\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"balance\" AS REAL))) OVER (PARTITION BY \"y\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"y\", \"day\"\nORDER BY \"share_within_group\" DESC\nLIMIT 14;","notes":"Instantiated the Within-Group Share of Total template with group_col=\"y\", item_col=\"day\", and measure_col=\"balance\". \"balance\" is cast to REAL because the schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f55e825ee53169295dad387ce8472f26b731f9c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=balance. +Result preview: [{"y": "no", "day": "20", "total_measure": 4928487.0, "share_within_group": 9.469317380596031}, {"y": "no", "day": "21", "total_measure": 3534029.0, "share_within_group": 6.790084306447478}, {"y": "no", "day": "18", "total_measure": 3101902.0, "share_within_group": 5.959819823305933}, {"y": "yes", "day": "12", "total_measure": 529217.0, "share_within_group": 5.545736024528719}, {"y": "no", "day": "19", "total_measure": 2871320.0, "share_within_group": 5.516792553425219}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..cf06be31660d7087d82da5ae14c08e6b2a322d1f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_0c4031cf0e95f112 +-- problem_id: v2p_m8_3b2e3ebc4dbcce81 +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + "day", + SUM(CAST("balance" AS REAL)) AS "total_measure", + SUM(CAST("balance" AS REAL)) * 100.0 / SUM(SUM(CAST("balance" AS REAL))) OVER (PARTITION BY "y") AS "share_within_group" +FROM "m8" +GROUP BY "y", "day" +ORDER BY "share_within_group" DESC +LIMIT 14; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fed4e97a0737cbb5a2bf37daea49cb76020890c2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"y\",\n \"day\",\n SUM(CAST(\"balance\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"balance\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"balance\" AS REAL))) OVER (PARTITION BY \"y\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"y\", \"day\"\nORDER BY \"share_within_group\" DESC\nLIMIT 14;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"y\\\",\\n \\\"day\\\",\\n SUM(CAST(\\\"balance\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"balance\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"balance\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"y\\\", \\\"day\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 14;\", \"columns\": [\"y\", \"day\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"no\", \"day\": \"20\", \"total_measure\": 4928487.0, \"share_within_group\": 9.469317380596031}, {\"y\": \"no\", \"day\": \"21\", \"total_measure\": 3534029.0, \"share_within_group\": 6.790084306447478}, {\"y\": \"no\", \"day\": \"18\", \"total_measure\": 3101902.0, \"share_within_group\": 5.959819823305933}, {\"y\": \"yes\", \"day\": \"12\", \"total_measure\": 529217.0, \"share_within_group\": 5.545736024528719}, {\"y\": \"no\", \"day\": \"19\", \"total_measure\": 2871320.0, \"share_within_group\": 5.516792553425219}, {\"y\": \"yes\", \"day\": \"21\", \"total_measure\": 486540.0, \"share_within_group\": 5.0985180093878375}, {\"y\": \"yes\", \"day\": \"30\", \"total_measure\": 469242.0, \"share_within_group\": 4.917249944015225}, {\"y\": \"no\", \"day\": \"17\", \"total_measure\": 2398285.0, \"share_within_group\": 4.607929742763399}, {\"y\": \"yes\", \"day\": \"15\", \"total_measure\": 424967.0, \"share_within_group\": 4.453286272239736}, {\"y\": \"yes\", \"day\": \"4\", \"total_measure\": 422013.0, \"share_within_group\": 4.422330909474636}, {\"y\": \"no\", \"day\": \"14\", \"total_measure\": 2242126.0, \"share_within_group\": 4.307894634050218}, {\"y\": \"no\", \"day\": \"6\", \"total_measure\": 2235042.0, \"share_within_group\": 4.294283835376276}, {\"y\": \"yes\", \"day\": \"20\", \"total_measure\": 405133.0, \"share_within_group\": 4.2454431222454945}, {\"y\": \"yes\", \"day\": \"18\", \"total_measure\": 389857.0, \"share_within_group\": 4.085363866456847}], \"row_count_returned\": 14, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 20.16}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9c1d36b1fa1aea033ce6beee3154b03c18dd4c23 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:44:20.229967+00:00", + "ended_at": "2026-05-26T00:44:37.101380+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_0c4031cf0e95f112", + "problem_id": "v2p_m8_3b2e3ebc4dbcce81", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=balance.", + "bindings": { + "group_col": "y", + "measure_col": "balance", + "item_col": "day", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1428.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=29" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_0c4031cf0e95f112.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_0c4031cf0e95f112", + "api_calls": 0, + "input_tokens": 25921, + "cached_input_tokens": 22912, + "output_tokens": 685, + "total_tokens": 26606, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2626, + "estimated_output_tokens": 163, + "estimated_total_tokens": 2789, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16843.64, + "sql_execution_elapsed_ms_total": 20.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..33059a98f65e0e4f5d47aa19d0b2cb423365b2da --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:44:37.078335+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16843.64, "started_at": "2026-05-26T00:44:20.231749+00:00", "ended_at": "2026-05-26T00:44:37.075559+00:00", "prompt_metrics": {"chars": 9346, "bytes_utf8": 9346, "lines": 302, "estimated_tokens": 2626}, "response_metrics": {"chars": 558, "bytes_utf8": 558, "lines": 1, "estimated_tokens": 163}, "usage": {"input_tokens": 25921, "cached_input_tokens": 22912, "output_tokens": 685, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"y\\\",\\n \\\"day\\\",\\n SUM(CAST(\\\"balance\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"balance\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"balance\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"y\\\", \\\"day\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 14;\",\"notes\":\"Instantiated the Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"day\\\", and measure_col=\\\"balance\\\". \\\"balance\\\" is cast to REAL because the schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0c4031cf0e95f112/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9983dd975376b717fb5218fb219285e862fddef9 --- /dev/null +++ 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a7d907ea7896001c1abf142a180f2e371c6e8fe4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9368, "bytes_utf8": 9368, "lines": 302, "estimated_tokens": 2628}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 752, "bytes_utf8": 752, "lines": 1, "estimated_tokens": 210}, "usage": {"input_tokens": 25923, "cached_input_tokens": 24960, "output_tokens": 1768, "reasoning_output_tokens": 1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..67237a5a5275c89f82e425643aa2511a69d6de8d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_0f86f26c170a56f0", + "api_calls": 0, + "input_tokens": 25923, + "cached_input_tokens": 24960, + "output_tokens": 1768, + "total_tokens": 27691, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2628, + "estimated_output_tokens": 210, + "estimated_total_tokens": 2838, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36858.53, + "sql_execution_elapsed_ms_total": 7.53, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5a0eb2e96fc2e99ecc19a49e8cb2b1c1ca55f7a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:44:37.103694+00:00", + "ended_at": "2026-05-26T00:45:13.962515+00:00", + "elapsed_ms": 36858.53, + "prompt_metrics": { + "chars": 9368, + "bytes_utf8": 9368, + "lines": 302, + "estimated_tokens": 2628 + }, + "stdout_metrics": { + "chars": 1153, + "bytes_utf8": 1153, + "lines": 4, + "estimated_tokens": 353 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 752, + "bytes_utf8": 752, + "lines": 1, + "estimated_tokens": 210 + }, + "usage": { + "input_tokens": 25923, + "cached_input_tokens": 24960, + "output_tokens": 1768, + "reasoning_output_tokens": 1552 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a13cdceb8fb61374be190dfb8469bdfa4e30e83f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=education, measure_col=pdays.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "education", + "measure_col": "pdays", + "item_col": "previous", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bd2f594bf265e2eaed049d13b63366a85fdf4068 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bd-9d96-7010-8434-390bd66098d7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"education\\\", \\\"previous\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) * 100.0 /\\n NULLIF(SUM(SUM(CAST(\\\"pdays\\\" AS REAL))) OVER (PARTITION BY \\\"education\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nWHERE CAST(\\\"pdays\\\" AS REAL) > -1.0\\nGROUP BY \\\"education\\\", \\\"previous\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 18;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"education\\\", item_col=\\\"previous\\\", and measure_col=\\\"pdays\\\". CAST is used because the schema stores numeric fields as TEXT, and the `pdays > -1.0` filter excludes sentinel `-1` values based on the provided measure threshold.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25923,"cached_input_tokens":24960,"output_tokens":1768,"reasoning_output_tokens":1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d2fac56913af01f1fe1fad832581d597b777f734 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT \"education\", \"previous\",\n SUM(CAST(\"pdays\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"pdays\" AS REAL)) * 100.0 /\n NULLIF(SUM(SUM(CAST(\"pdays\" AS REAL))) OVER (PARTITION BY \"education\"), 0) AS \"share_within_group\"\nFROM \"m8\"\nWHERE CAST(\"pdays\" AS REAL) > -1.0\nGROUP BY \"education\", \"previous\"\nORDER BY \"share_within_group\" DESC\nLIMIT 18;","notes":"Applied the Within-Group Share of Total template with group_col=\"education\", item_col=\"previous\", and measure_col=\"pdays\". CAST is used because the schema stores numeric fields as TEXT, and the `pdays > -1.0` filter excludes sentinel `-1` values based on the provided measure threshold."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bd8e446b9a003820c371c8519fcf7938a8cb3c1b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:45:12.985311Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61bd-9d96-7010-8434-390bd66098d7.1779756277143208000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2247994414e8914b584410fba77af46b17e735ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=education, measure_col=pdays. +Result preview: [{"education": "unknown", "previous": "1", "total_measure": 27640.0, "share_within_group": 39.49925688807591}, {"education": "secondary", "previous": "1", "total_measure": 360219.0, "share_within_group": 35.96313623539137}, {"education": "primary", "previous": "1", "total_measure": 85311.0, "share_within_group": 33.71616467807783}, {"education": "tertiary", "previous": "1", "total_measure": 178425.0, "share_within_group": 33.68409725486642}, {"education": "unknown", "previous": "2", "total_measure": 20947.0, "share_within_group": 29.934548988224535}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..3301ef874c421ce6be0eab1fcbeee7f3b6f200e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_0f86f26c170a56f0 +-- problem_id: v2p_m8_32214970e53f24ed +-- realization_mode: agent +-- source_kind: agent +SELECT "education", "previous", + SUM(CAST("pdays" AS REAL)) AS "total_measure", + SUM(CAST("pdays" AS REAL)) * 100.0 / + NULLIF(SUM(SUM(CAST("pdays" AS REAL))) OVER (PARTITION BY "education"), 0) AS "share_within_group" +FROM "m8" +WHERE CAST("pdays" AS REAL) > -1.0 +GROUP BY "education", "previous" +ORDER BY "share_within_group" DESC +LIMIT 18; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..eb257b1d15651a82200b7dba31a0544a3f7adfaa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT \"education\", \"previous\",\n SUM(CAST(\"pdays\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"pdays\" AS REAL)) * 100.0 /\n NULLIF(SUM(SUM(CAST(\"pdays\" AS REAL))) OVER (PARTITION BY \"education\"), 0) AS \"share_within_group\"\nFROM \"m8\"\nWHERE CAST(\"pdays\" AS REAL) > -1.0\nGROUP BY \"education\", \"previous\"\nORDER BY \"share_within_group\" DESC\nLIMIT 18;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"education\\\", \\\"previous\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) * 100.0 /\\n NULLIF(SUM(SUM(CAST(\\\"pdays\\\" AS REAL))) OVER (PARTITION BY \\\"education\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nWHERE CAST(\\\"pdays\\\" AS REAL) > -1.0\\nGROUP BY \\\"education\\\", \\\"previous\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 18;\", \"columns\": [\"education\", \"previous\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"education\": \"unknown\", \"previous\": \"1\", \"total_measure\": 27640.0, \"share_within_group\": 39.49925688807591}, {\"education\": \"secondary\", \"previous\": \"1\", \"total_measure\": 360219.0, \"share_within_group\": 35.96313623539137}, {\"education\": \"primary\", \"previous\": \"1\", \"total_measure\": 85311.0, \"share_within_group\": 33.71616467807783}, {\"education\": \"tertiary\", \"previous\": \"1\", \"total_measure\": 178425.0, \"share_within_group\": 33.68409725486642}, {\"education\": \"unknown\", \"previous\": \"2\", \"total_measure\": 20947.0, \"share_within_group\": 29.934548988224535}, {\"education\": \"primary\", \"previous\": \"2\", \"total_measure\": 67217.0, \"share_within_group\": 26.565149173803587}, {\"education\": \"secondary\", \"previous\": \"2\", \"total_measure\": 261914.0, \"share_within_group\": 26.148673068206552}, {\"education\": \"tertiary\", \"previous\": \"2\", \"total_measure\": 135242.0, \"share_within_group\": 25.531762258330644}, {\"education\": \"tertiary\", \"previous\": \"3\", \"total_measure\": 75896.0, \"share_within_group\": 14.328083201655273}, {\"education\": \"primary\", \"previous\": \"3\", \"total_measure\": 35491.0, \"share_within_group\": 14.026566334818023}, {\"education\": \"unknown\", \"previous\": \"3\", \"total_measure\": 8902.0, \"share_within_group\": 12.721504515834}, {\"education\": \"secondary\", \"previous\": \"3\", \"total_measure\": 124688.0, \"share_within_group\": 12.448459217638378}, {\"education\": \"tertiary\", \"previous\": \"4\", \"total_measure\": 46947.0, \"share_within_group\": 8.862924555551151}, {\"education\": \"primary\", \"previous\": \"4\", \"total_measure\": 21341.0, \"share_within_group\": 8.434277764823516}, {\"education\": \"secondary\", \"previous\": \"4\", \"total_measure\": 83251.0, \"share_within_group\": 8.311518977989964}, {\"education\": \"tertiary\", \"previous\": \"5\", \"total_measure\": 30105.0, \"share_within_group\": 5.683394971880363}, {\"education\": \"primary\", \"previous\": \"5\", \"total_measure\": 13948.0, \"share_within_group\": 5.5124551925288605}, {\"education\": \"unknown\", \"previous\": \"4\", \"total_measure\": 3698.0, \"share_within_group\": 5.284669029381503}], \"row_count_returned\": 18, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 7.53}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d28183ba7bc9e913a179e1760ed7b38a9de41dcc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:44:37.101816+00:00", + "ended_at": "2026-05-26T00:45:13.974059+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_0f86f26c170a56f0", + "problem_id": "v2p_m8_32214970e53f24ed", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=education, measure_col=pdays.", + "bindings": { + "group_col": "education", + "measure_col": "pdays", + "item_col": "previous", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=2/2", + "binding_index=33" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 10, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_0f86f26c170a56f0.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_0f86f26c170a56f0", + "api_calls": 0, + "input_tokens": 25923, + "cached_input_tokens": 24960, + "output_tokens": 1768, + "total_tokens": 27691, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2628, + "estimated_output_tokens": 210, + "estimated_total_tokens": 2838, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36858.53, + "sql_execution_elapsed_ms_total": 7.53, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a864d86221385190fb44406976ee4233df80295d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:45:13.965116+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 36858.53, "started_at": "2026-05-26T00:44:37.103694+00:00", "ended_at": "2026-05-26T00:45:13.962515+00:00", "prompt_metrics": {"chars": 9368, "bytes_utf8": 9368, "lines": 302, "estimated_tokens": 2628}, "response_metrics": {"chars": 752, "bytes_utf8": 752, "lines": 1, "estimated_tokens": 210}, "usage": {"input_tokens": 25923, "cached_input_tokens": 24960, "output_tokens": 1768, "reasoning_output_tokens": 1552}, "stderr_preview": "2026-05-26T00:45:12.985311Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61bd-9d96-7010-8434-390bd66098d7.1779756277143208000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"education\\\", \\\"previous\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) * 100.0 /\\n NULLIF(SUM(SUM(CAST(\\\"pdays\\\" AS REAL))) OVER (PARTITION BY \\\"education\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nWHERE CAST(\\\"pdays\\\" AS REAL) > -1.0\\nGROUP BY \\\"education\\\", \\\"previous\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 18;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"education\\\", item_col=\\\"previous\\\", and measure_col=\\\"pdays\\\". CAST is used because the schema stores numeric fields as TEXT, and the `pdays > -1.0` filter excludes sentinel `-1` values based on the provided measure threshold.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cb23a2aa1dbb444e123d427b71645775ba964397 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_0f86f26c170a56f0", + "api_calls": 0, + "input_tokens": 25923, + "cached_input_tokens": 24960, + "output_tokens": 1768, + "total_tokens": 27691, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2628, + "estimated_output_tokens": 210, + "estimated_total_tokens": 2838, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36858.53, + "sql_execution_elapsed_ms_total": 7.53, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_0f86f26c170a56f0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3c3703393ff45d693c812b9c7711c9b15ab325e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9361, "bytes_utf8": 9361, "lines": 302, "estimated_tokens": 2627}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 624, "bytes_utf8": 624, "lines": 1, "estimated_tokens": 167}, "usage": {"input_tokens": 25922, "cached_input_tokens": 22912, "output_tokens": 1593, "reasoning_output_tokens": 1420}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6ca3352aee6fd8cedb6f2f79ab6ac8a0accee3f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_11321e5fdef072fa", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 22912, + "output_tokens": 1593, + "total_tokens": 27515, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 167, + "estimated_total_tokens": 2794, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33352.39, + "sql_execution_elapsed_ms_total": 20.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c702198f7e54e890caa4cec0ccdb638186932b84 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:45:13.975884+00:00", + "ended_at": "2026-05-26T00:45:47.328540+00:00", + "elapsed_ms": 33352.39, + "prompt_metrics": { + "chars": 9361, + "bytes_utf8": 9361, + "lines": 302, + "estimated_tokens": 2627 + }, + "stdout_metrics": { + "chars": 1024, + "bytes_utf8": 1024, + "lines": 4, + "estimated_tokens": 310 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 624, + "bytes_utf8": 624, + "lines": 1, + "estimated_tokens": 167 + }, + "usage": { + "input_tokens": 25922, + "cached_input_tokens": 22912, + "output_tokens": 1593, + "reasoning_output_tokens": 1420 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6bf76ef8f27d88ef52b8ece3a03861719c783a59 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=campaign, measure_col=campaign.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "campaign", + "measure_col": "campaign", + "item_col": "pdays", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2abf9dd17698a832cab9731a5eba2077b2910eb5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61be-2da2-7070-8a61-b53fffb55a2d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"campaign\\\",\\n \\\"pdays\\\",\\n SUM(CAST(\\\"campaign\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"campaign\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"campaign\\\" AS REAL))) OVER (PARTITION BY \\\"campaign\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"campaign\\\", \\\"pdays\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"campaign\\\", item_col=\\\"pdays\\\", and measure_col=\\\"campaign\\\". \\\"campaign\\\" is cast from TEXT to REAL because the SQLite schema stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25922,"cached_input_tokens":22912,"output_tokens":1593,"reasoning_output_tokens":1420}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9295567c7c86a2862b97c0c24802a6b88cf9d162 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"campaign\",\n \"pdays\",\n SUM(CAST(\"campaign\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"campaign\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"campaign\" AS REAL))) OVER (PARTITION BY \"campaign\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"campaign\", \"pdays\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the planned Within-Group Share of Total template with group_col=\"campaign\", item_col=\"pdays\", and measure_col=\"campaign\". \"campaign\" is cast from TEXT to REAL because the SQLite schema stores numeric-looking fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6b7ad8497d49cc37d4858ec92a245af92c2f2a0d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=campaign, measure_col=campaign. +Result preview: [{"campaign": "17", "pdays": "-1", "total_measure": 1173.0, "share_within_group": 100.0}, {"campaign": "18", "pdays": "-1", "total_measure": 918.0, "share_within_group": 100.0}, {"campaign": "19", "pdays": "-1", "total_measure": 836.0, "share_within_group": 100.0}, {"campaign": "20", "pdays": "-1", "total_measure": 860.0, "share_within_group": 100.0}, {"campaign": "21", "pdays": "-1", "total_measure": 735.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d1d2708f469159074cc5fa25036189ed760297af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_11321e5fdef072fa +-- problem_id: v2p_m8_2f9274960b132c8b +-- realization_mode: agent +-- source_kind: agent +SELECT + "campaign", + "pdays", + SUM(CAST("campaign" AS REAL)) AS "total_measure", + SUM(CAST("campaign" AS REAL)) * 100.0 / SUM(SUM(CAST("campaign" AS REAL))) OVER (PARTITION BY "campaign") AS "share_within_group" +FROM "m8" +GROUP BY "campaign", "pdays" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..75163fb896bdd588243c8a2d8e7e4f0b8051a056 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"campaign\",\n \"pdays\",\n SUM(CAST(\"campaign\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"campaign\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"campaign\" AS REAL))) OVER (PARTITION BY \"campaign\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"campaign\", \"pdays\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"campaign\\\",\\n \\\"pdays\\\",\\n SUM(CAST(\\\"campaign\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"campaign\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"campaign\\\" AS REAL))) OVER (PARTITION BY \\\"campaign\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"campaign\\\", \\\"pdays\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"campaign\", \"pdays\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"campaign\": \"17\", \"pdays\": \"-1\", \"total_measure\": 1173.0, \"share_within_group\": 100.0}, {\"campaign\": \"18\", \"pdays\": \"-1\", \"total_measure\": 918.0, \"share_within_group\": 100.0}, {\"campaign\": \"19\", \"pdays\": \"-1\", \"total_measure\": 836.0, \"share_within_group\": 100.0}, {\"campaign\": \"20\", \"pdays\": \"-1\", \"total_measure\": 860.0, \"share_within_group\": 100.0}, {\"campaign\": \"21\", \"pdays\": \"-1\", \"total_measure\": 735.0, \"share_within_group\": 100.0}, {\"campaign\": \"22\", \"pdays\": \"-1\", \"total_measure\": 506.0, \"share_within_group\": 100.0}, {\"campaign\": \"23\", \"pdays\": \"-1\", \"total_measure\": 506.0, \"share_within_group\": 100.0}, {\"campaign\": \"24\", \"pdays\": \"-1\", \"total_measure\": 480.0, \"share_within_group\": 100.0}, {\"campaign\": \"25\", \"pdays\": \"-1\", \"total_measure\": 550.0, \"share_within_group\": 100.0}, {\"campaign\": \"26\", \"pdays\": \"-1\", \"total_measure\": 338.0, \"share_within_group\": 100.0}, {\"campaign\": \"27\", \"pdays\": \"-1\", \"total_measure\": 270.0, \"share_within_group\": 100.0}, {\"campaign\": \"28\", \"pdays\": \"-1\", \"total_measure\": 448.0, \"share_within_group\": 100.0}, {\"campaign\": \"29\", \"pdays\": \"-1\", \"total_measure\": 464.0, \"share_within_group\": 100.0}, {\"campaign\": \"30\", \"pdays\": \"-1\", \"total_measure\": 240.0, \"share_within_group\": 100.0}, {\"campaign\": \"31\", \"pdays\": \"-1\", \"total_measure\": 372.0, \"share_within_group\": 100.0}, {\"campaign\": \"32\", \"pdays\": \"-1\", \"total_measure\": 288.0, \"share_within_group\": 100.0}, {\"campaign\": \"33\", \"pdays\": \"-1\", \"total_measure\": 198.0, \"share_within_group\": 100.0}, {\"campaign\": \"34\", \"pdays\": \"-1\", \"total_measure\": 170.0, \"share_within_group\": 100.0}, {\"campaign\": \"35\", \"pdays\": \"-1\", \"total_measure\": 140.0, \"share_within_group\": 100.0}, {\"campaign\": \"36\", \"pdays\": \"-1\", \"total_measure\": 144.0, \"share_within_group\": 100.0}, {\"campaign\": \"37\", \"pdays\": \"-1\", \"total_measure\": 74.0, \"share_within_group\": 100.0}, {\"campaign\": \"38\", \"pdays\": \"-1\", \"total_measure\": 114.0, \"share_within_group\": 100.0}, {\"campaign\": \"39\", \"pdays\": \"-1\", \"total_measure\": 39.0, \"share_within_group\": 100.0}, {\"campaign\": \"41\", \"pdays\": \"-1\", \"total_measure\": 82.0, \"share_within_group\": 100.0}, {\"campaign\": \"43\", \"pdays\": \"-1\", \"total_measure\": 129.0, \"share_within_group\": 100.0}, {\"campaign\": \"44\", \"pdays\": \"-1\", \"total_measure\": 44.0, \"share_within_group\": 100.0}, {\"campaign\": \"46\", \"pdays\": \"-1\", \"total_measure\": 46.0, \"share_within_group\": 100.0}, {\"campaign\": \"50\", \"pdays\": \"-1\", \"total_measure\": 100.0, \"share_within_group\": 100.0}, {\"campaign\": \"51\", \"pdays\": \"-1\", \"total_measure\": 51.0, \"share_within_group\": 100.0}, {\"campaign\": \"55\", \"pdays\": \"-1\", \"total_measure\": 55.0, \"share_within_group\": 100.0}, {\"campaign\": \"58\", \"pdays\": \"-1\", \"total_measure\": 58.0, \"share_within_group\": 100.0}, {\"campaign\": \"63\", \"pdays\": \"-1\", \"total_measure\": 63.0, \"share_within_group\": 100.0}, {\"campaign\": \"14\", \"pdays\": \"-1\", \"total_measure\": 1288.0, \"share_within_group\": 98.9247311827957}, {\"campaign\": \"15\", \"pdays\": \"-1\", \"total_measure\": 1245.0, \"share_within_group\": 98.80952380952381}, {\"campaign\": \"16\", \"pdays\": \"-1\", \"total_measure\": 1248.0, \"share_within_group\": 98.73417721518987}, {\"campaign\": \"13\", \"pdays\": \"-1\", \"total_measure\": 1703.0, \"share_within_group\": 98.49624060150376}, {\"campaign\": \"10\", \"pdays\": \"-1\", \"total_measure\": 2560.0, \"share_within_group\": 96.2406015037594}, {\"campaign\": \"12\", \"pdays\": \"-1\", \"total_measure\": 1776.0, \"share_within_group\": 95.48387096774194}, {\"campaign\": \"11\", \"pdays\": \"-1\", \"total_measure\": 2079.0, \"share_within_group\": 94.02985074626865}, {\"campaign\": \"9\", \"pdays\": \"-1\", \"total_measure\": 2727.0, \"share_within_group\": 92.66055045871559}, {\"campaign\": \"8\", \"pdays\": \"-1\", \"total_measure\": 3888.0, \"share_within_group\": 90.0}, {\"campaign\": \"4\", \"pdays\": \"-1\", \"total_measure\": 12388.0, \"share_within_group\": 87.93299261783078}, {\"campaign\": \"6\", \"pdays\": \"-1\", \"total_measure\": 6768.0, \"share_within_group\": 87.3741285824942}, {\"campaign\": \"7\", \"pdays\": \"-1\", \"total_measure\": 4466.0, \"share_within_group\": 86.80272108843538}, {\"campaign\": \"5\", \"pdays\": \"-1\", \"total_measure\": 7540.0, \"share_within_group\": 85.4875283446712}, {\"campaign\": \"3\", \"pdays\": \"-1\", \"total_measure\": 13824.0, \"share_within_group\": 83.46314073537403}, {\"campaign\": \"2\", \"pdays\": \"-1\", \"total_measure\": 20458.0, \"share_within_group\": 81.79928028788484}, {\"campaign\": \"1\", \"pdays\": \"-1\", \"total_measure\": 13529.0, \"share_within_group\": 77.11468308253534}, {\"campaign\": \"16\", \"pdays\": \"192\", \"total_measure\": 16.0, \"share_within_group\": 1.2658227848101267}, {\"campaign\": \"15\", \"pdays\": \"261\", \"total_measure\": 15.0, \"share_within_group\": 1.1904761904761905}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 20.1}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9651340272cdc34791c5aebd86578b1fa68cba78 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:45:13.974492+00:00", + "ended_at": "2026-05-26T00:45:47.353599+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_11321e5fdef072fa", + "problem_id": "v2p_m8_2f9274960b132c8b", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=campaign, measure_col=campaign.", + "bindings": { + "group_col": "campaign", + "measure_col": "campaign", + "item_col": "pdays", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=25" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_11321e5fdef072fa.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_11321e5fdef072fa", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 22912, + "output_tokens": 1593, + "total_tokens": 27515, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 167, + "estimated_total_tokens": 2794, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33352.39, + "sql_execution_elapsed_ms_total": 20.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..04dfc19d6c50cf99674001b02de76e5422f48d68 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:45:47.331867+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 33352.39, "started_at": "2026-05-26T00:45:13.975884+00:00", "ended_at": "2026-05-26T00:45:47.328540+00:00", "prompt_metrics": {"chars": 9361, "bytes_utf8": 9361, "lines": 302, "estimated_tokens": 2627}, "response_metrics": {"chars": 624, "bytes_utf8": 624, "lines": 1, "estimated_tokens": 167}, "usage": {"input_tokens": 25922, "cached_input_tokens": 22912, "output_tokens": 1593, "reasoning_output_tokens": 1420}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"campaign\\\",\\n \\\"pdays\\\",\\n SUM(CAST(\\\"campaign\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"campaign\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"campaign\\\" AS REAL))) OVER (PARTITION BY \\\"campaign\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"campaign\\\", \\\"pdays\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"campaign\\\", item_col=\\\"pdays\\\", and measure_col=\\\"campaign\\\". \\\"campaign\\\" is cast from TEXT to REAL because the SQLite schema stores numeric-looking fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f7d3d8445be48ea741c9444bf4310932bdcc3889 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_11321e5fdef072fa", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 22912, + "output_tokens": 1593, + "total_tokens": 27515, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 167, + "estimated_total_tokens": 2794, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33352.39, + "sql_execution_elapsed_ms_total": 20.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_11321e5fdef072fa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0a87034730dbd306d8e098a3971b6e2f36e3a492 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9037, "bytes_utf8": 9037, "lines": 300, "estimated_tokens": 2521}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 579, "bytes_utf8": 579, "lines": 1, "estimated_tokens": 149}, "usage": {"input_tokens": 25816, "cached_input_tokens": 22912, "output_tokens": 671, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..98ba8248e13569089af912a6d4ee96c8f563c327 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_19a3d8b4d97f349b", + "api_calls": 0, + "input_tokens": 25816, + "cached_input_tokens": 22912, + "output_tokens": 671, + "total_tokens": 26487, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2521, + "estimated_output_tokens": 149, + "estimated_total_tokens": 2670, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15522.02, + "sql_execution_elapsed_ms_total": 50.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..32fd1379100f73606d1b5b8cb271b048049f34db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:45:47.355399+00:00", + "ended_at": "2026-05-26T00:46:02.877570+00:00", + "elapsed_ms": 15522.02, + "prompt_metrics": { + "chars": 9037, + "bytes_utf8": 9037, + "lines": 300, + "estimated_tokens": 2521 + }, + "stdout_metrics": { + "chars": 966, + "bytes_utf8": 966, + "lines": 4, + "estimated_tokens": 278 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 579, + "bytes_utf8": 579, + "lines": 1, + "estimated_tokens": 149 + }, + "usage": { + "input_tokens": 25816, + "cached_input_tokens": 22912, + "output_tokens": 671, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4050bd4c998af2ee1fe3669b4d0b45921fab54d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=job, measure_col=duration.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "job", + "measure_col": "duration", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 319.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cc782916f3b90954c0f633cabc4f359082d9e330 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61be-b000-7143-966a-63b41f511e4b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"job\\\",\\n AVG(CAST(\\\"duration\\\" AS REAL)) OVER (PARTITION BY \\\"job\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"job\\\" IS NOT NULL\\n AND \\\"job\\\" <> ''\\n AND \\\"duration\\\" IS NOT NULL\\n AND \\\"duration\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned window-partition-average template with group_col=\\\"job\\\" and measure_col=\\\"duration\\\". Casts \\\"duration\\\" from TEXT to REAL for numeric averaging and applies a basic filtered stable view by excluding NULL/empty group and measure values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25816,"cached_input_tokens":22912,"output_tokens":671,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1e53c78ef9dc5bec523a372b7dab86795a25d91b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"job\",\n AVG(CAST(\"duration\" AS REAL)) OVER (PARTITION BY \"job\") AS \"avg_measure\"\nFROM \"m8\"\nWHERE \"job\" IS NOT NULL\n AND \"job\" <> ''\n AND \"duration\" IS NOT NULL\n AND \"duration\" <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Uses the planned window-partition-average template with group_col=\"job\" and measure_col=\"duration\". Casts \"duration\" from TEXT to REAL for numeric averaging and applies a basic filtered stable view by excluding NULL/empty group and measure values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b0c3e94a6b765145a3043287355c97ef441ead29 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=job, measure_col=duration. +Result preview: [{"job": "unemployed", "avg_measure": 288.5433614735226}, {"job": "retired", "avg_measure": 287.3613074204947}, {"job": "self-employed", "avg_measure": 268.1570614312856}, {"job": "blue-collar", "avg_measure": 262.90156185778875}, {"job": "services", "avg_measure": 259.31872893596534}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b66fd1b7d7338d924d3658d1cd65827d9cd53c77 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_19a3d8b4d97f349b +-- problem_id: v2p_m8_d709d239154478ea +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "job", + AVG(CAST("duration" AS REAL)) OVER (PARTITION BY "job") AS "avg_measure" +FROM "m8" +WHERE "job" IS NOT NULL + AND "job" <> '' + AND "duration" IS NOT NULL + AND "duration" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..abe984d171a5ab0bbd9ef3761fa4a77ab216135f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"job\",\n AVG(CAST(\"duration\" AS REAL)) OVER (PARTITION BY \"job\") AS \"avg_measure\"\nFROM \"m8\"\nWHERE \"job\" IS NOT NULL\n AND \"job\" <> ''\n AND \"duration\" IS NOT NULL\n AND \"duration\" <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"job\\\",\\n AVG(CAST(\\\"duration\\\" AS REAL)) OVER (PARTITION BY \\\"job\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"job\\\" IS NOT NULL\\n AND \\\"job\\\" <> ''\\n AND \\\"duration\\\" IS NOT NULL\\n AND \\\"duration\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"job\", \"avg_measure\"], \"rows\": [{\"job\": \"unemployed\", \"avg_measure\": 288.5433614735226}, {\"job\": \"retired\", \"avg_measure\": 287.3613074204947}, {\"job\": \"self-employed\", \"avg_measure\": 268.1570614312856}, {\"job\": \"blue-collar\", \"avg_measure\": 262.90156185778875}, {\"job\": \"services\", \"avg_measure\": 259.31872893596534}, {\"job\": \"entrepreneur\", \"avg_measure\": 256.3093476798924}, {\"job\": \"management\", \"avg_measure\": 253.99577077606259}, {\"job\": \"technician\", \"avg_measure\": 252.90496248519153}, {\"job\": \"admin.\", \"avg_measure\": 246.89673177335138}, {\"job\": \"student\", \"avg_measure\": 246.65671641791045}, {\"job\": \"housemaid\", \"avg_measure\": 245.825}, {\"job\": \"unknown\", \"avg_measure\": 237.61111111111111}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 50.86}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..009a140046852fc6bdc2d36f3345397d8f989838 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:45:47.354063+00:00", + "ended_at": "2026-05-26T00:46:02.934111+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_19a3d8b4d97f349b", + "problem_id": "v2p_m8_d709d239154478ea", + "dataset_id": "m8", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=job, measure_col=duration.", + "bindings": { + "group_col": "job", + "measure_col": "duration", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 319.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=136" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_19a3d8b4d97f349b.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_19a3d8b4d97f349b", + "api_calls": 0, + "input_tokens": 25816, + "cached_input_tokens": 22912, + "output_tokens": 671, + "total_tokens": 26487, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2521, + "estimated_output_tokens": 149, + "estimated_total_tokens": 2670, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15522.02, + "sql_execution_elapsed_ms_total": 50.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e1a800de6f4bed3ec49d9b12cd9b72434b51efe1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:46:02.880638+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15522.02, "started_at": "2026-05-26T00:45:47.355399+00:00", "ended_at": "2026-05-26T00:46:02.877570+00:00", "prompt_metrics": {"chars": 9037, "bytes_utf8": 9037, "lines": 300, "estimated_tokens": 2521}, "response_metrics": {"chars": 579, "bytes_utf8": 579, "lines": 1, "estimated_tokens": 149}, "usage": {"input_tokens": 25816, "cached_input_tokens": 22912, "output_tokens": 671, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"job\\\",\\n AVG(CAST(\\\"duration\\\" AS REAL)) OVER (PARTITION BY \\\"job\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"job\\\" IS NOT NULL\\n AND \\\"job\\\" <> ''\\n AND \\\"duration\\\" IS NOT NULL\\n AND \\\"duration\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned window-partition-average template with group_col=\\\"job\\\" and measure_col=\\\"duration\\\". Casts \\\"duration\\\" from TEXT to REAL for numeric averaging and applies a basic filtered stable view by excluding NULL/empty group and measure values.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..abcc45c7c72952d61f1b599f6b621396410a8d73 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_19a3d8b4d97f349b", + "api_calls": 0, + "input_tokens": 25816, + "cached_input_tokens": 22912, + "output_tokens": 671, + "total_tokens": 26487, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2521, + "estimated_output_tokens": 149, + "estimated_total_tokens": 2670, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15522.02, + "sql_execution_elapsed_ms_total": 50.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_19a3d8b4d97f349b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1dad792dfbc11aa2f47e20a7bfd6a9427f1dbd6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9030, "bytes_utf8": 9030, "lines": 300, "estimated_tokens": 2519}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 390, "bytes_utf8": 390, "lines": 1, "estimated_tokens": 95}, "usage": {"input_tokens": 25814, "cached_input_tokens": 24960, "output_tokens": 478, "reasoning_output_tokens": 377}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..07f49e3150909641c2a3ce2d3b0baebabc7fadaa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_1daf75010e14310a", + "api_calls": 0, + "input_tokens": 25814, + "cached_input_tokens": 24960, + "output_tokens": 478, + "total_tokens": 26292, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2519, + "estimated_output_tokens": 95, + "estimated_total_tokens": 2614, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12194.29, + "sql_execution_elapsed_ms_total": 46.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..eb9d0d35df133a7c1a7a88da1f46ac0d197f62b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:46:02.936710+00:00", + "ended_at": "2026-05-26T00:46:15.131133+00:00", + "elapsed_ms": 12194.29, + "prompt_metrics": { + "chars": 9030, + "bytes_utf8": 9030, + "lines": 300, + "estimated_tokens": 2519 + }, + "stdout_metrics": { + "chars": 748, + "bytes_utf8": 748, + "lines": 4, + "estimated_tokens": 209 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 390, + "bytes_utf8": 390, + "lines": 1, + "estimated_tokens": 95 + }, + "usage": { + "input_tokens": 25814, + "cached_input_tokens": 24960, + "output_tokens": 478, + "reasoning_output_tokens": 377 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..49c8a0534f0dea0f2f41bfbd11575d117198b820 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=balance.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "y", + "measure_col": "balance", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 927.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..af7a4ec8bacb3d3a9bfbfe9b6e3ee544f697be3e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61be-ecdf-7273-b84f-e7610b58967b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"balance\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"m8\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the required window partition average template with group_col=\\\"y\\\" and measure_col=\\\"balance\\\". CAST(\\\"balance\\\" AS REAL) is applied because the schema stores balance as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25814,"cached_input_tokens":24960,"output_tokens":478,"reasoning_output_tokens":377}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..da45256a21e2216539b37db3706e2da196746929 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"y\",\n AVG(CAST(\"balance\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"m8\"\nORDER BY avg_measure DESC;","notes":"Used the required window partition average template with group_col=\"y\" and measure_col=\"balance\". CAST(\"balance\" AS REAL) is applied because the schema stores balance as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a90f43df3a5e6ba8c999e1055f76b3c8a631a209 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=balance. +Result preview: [{"y": "yes", "avg_measure": 1804.2679145396105}, {"y": "no", "avg_measure": 1303.7149691899203}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2af5deba3ea887f3e8054daac1d368612d099484 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_1daf75010e14310a +-- problem_id: v2p_m8_1541cfe8f1ffbe6e +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "y", + AVG(CAST("balance" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "m8" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b618ece69b0ff8b69f9f3f624f8e5f767d81360a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"y\",\n AVG(CAST(\"balance\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"m8\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"balance\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"m8\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"y\", \"avg_measure\"], \"rows\": [{\"y\": \"yes\", \"avg_measure\": 1804.2679145396105}, {\"y\": \"no\", \"avg_measure\": 1303.7149691899203}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 46.58}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4bcab5e3fadcfe8c33eb2e29d4e12e0682cb1915 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:46:02.934689+00:00", + "ended_at": "2026-05-26T00:46:15.181968+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_1daf75010e14310a", + "problem_id": "v2p_m8_1541cfe8f1ffbe6e", + "dataset_id": "m8", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=balance.", + "bindings": { + "group_col": "y", + "measure_col": "balance", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 927.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=134" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_1daf75010e14310a.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_1daf75010e14310a", + "api_calls": 0, + "input_tokens": 25814, + "cached_input_tokens": 24960, + "output_tokens": 478, + "total_tokens": 26292, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2519, + "estimated_output_tokens": 95, + "estimated_total_tokens": 2614, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12194.29, + "sql_execution_elapsed_ms_total": 46.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b12b97b002aa9174b2ad5e673190b58e06ce217b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:46:15.133754+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12194.29, "started_at": "2026-05-26T00:46:02.936710+00:00", "ended_at": "2026-05-26T00:46:15.131133+00:00", "prompt_metrics": {"chars": 9030, "bytes_utf8": 9030, "lines": 300, "estimated_tokens": 2519}, "response_metrics": {"chars": 390, "bytes_utf8": 390, "lines": 1, "estimated_tokens": 95}, "usage": {"input_tokens": 25814, "cached_input_tokens": 24960, "output_tokens": 478, "reasoning_output_tokens": 377}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"balance\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"m8\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the required window partition average template with group_col=\\\"y\\\" and measure_col=\\\"balance\\\". CAST(\\\"balance\\\" AS REAL) is applied because the schema stores balance as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..92b003652b107f881ace740f3e698b3be1c92ec3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_1daf75010e14310a", + "api_calls": 0, + "input_tokens": 25814, + "cached_input_tokens": 24960, + "output_tokens": 478, + "total_tokens": 26292, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2519, + "estimated_output_tokens": 95, + "estimated_total_tokens": 2614, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12194.29, + "sql_execution_elapsed_ms_total": 46.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1daf75010e14310a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c8a0e01b1b8fe95597274166a3862f2809b631aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9266, "bytes_utf8": 9266, "lines": 304, "estimated_tokens": 2600}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 389, "bytes_utf8": 389, "lines": 1, "estimated_tokens": 100}, "usage": {"input_tokens": 25895, "cached_input_tokens": 22912, "output_tokens": 451, "reasoning_output_tokens": 345}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..49d6fbf4cf5b3b5ba38d8d25896ffdbc960e38c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_1f04db2e8300b993", + "api_calls": 0, + "input_tokens": 25895, + "cached_input_tokens": 22912, + "output_tokens": 451, + "total_tokens": 26346, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2600, + "estimated_output_tokens": 100, + "estimated_total_tokens": 2700, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11604.23, + "sql_execution_elapsed_ms_total": 2.97, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..34489712cb11f55ea60b997a681408287e342847 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:46:15.183877+00:00", + "ended_at": "2026-05-26T00:46:26.788220+00:00", + "elapsed_ms": 11604.23, + "prompt_metrics": { + "chars": 9266, + "bytes_utf8": 9266, + "lines": 304, + "estimated_tokens": 2600 + }, + "stdout_metrics": { + "chars": 764, + "bytes_utf8": 764, + "lines": 4, + "estimated_tokens": 226 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 389, + "bytes_utf8": 389, + "lines": 1, + "estimated_tokens": 100 + }, + "usage": { + "input_tokens": 25895, + "cached_input_tokens": 22912, + "output_tokens": 451, + "reasoning_output_tokens": 345 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f0e32e8d56c52e9ec362cd9ec71b91bd04a44a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,304 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=campaign.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "default", + "group_col_2": "campaign", + "predicate_col": "default", + "predicate_op": "=", + "predicate_value": "yes", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..97a4efbb6a631397597ca98e5f625a0f836d21a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bf-1cb8-7f23-979c-e34b6f9d6f69"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"default\\\", \\\"campaign\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"default\\\" = 'yes'\\nGROUP BY \\\"default\\\", \\\"campaign\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the provided filtered two-dimensional group count template with group_col=\\\"default\\\", group_col_2=\\\"campaign\\\", and predicate \\\"default\\\" = 'yes'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25895,"cached_input_tokens":22912,"output_tokens":451,"reasoning_output_tokens":345}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d0b5d50068d8b3b0285bcf28c94f961c4ce66642 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"default\", \"campaign\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nWHERE \"default\" = 'yes'\nGROUP BY \"default\", \"campaign\"\nORDER BY \"row_count\" DESC;","notes":"Applied the provided filtered two-dimensional group count template with group_col=\"default\", group_col_2=\"campaign\", and predicate \"default\" = 'yes'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a34202cb9220d0e303ab22b828667523cd1af3b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=campaign. +Result preview: [{"default": "yes", "campaign": "1", "row_count": 292}, {"default": "yes", "campaign": "2", "row_count": 208}, {"default": "yes", "campaign": "3", "row_count": 104}, {"default": "yes", "campaign": "4", "row_count": 71}, {"default": "yes", "campaign": "5", "row_count": 42}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..dda2eadecdfa78e3a2903880f186fccedb32266f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m8_1f04db2e8300b993 +-- problem_id: v2p_m8_73f376ac4a131743 +-- realization_mode: agent +-- source_kind: agent +SELECT "default", "campaign", COUNT(*) AS "row_count" +FROM "m8" +WHERE "default" = 'yes' +GROUP BY "default", "campaign" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bbc3a8d478a45301dd703004fc7a457a08da17ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"default\", \"campaign\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nWHERE \"default\" = 'yes'\nGROUP BY \"default\", \"campaign\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"default\\\", \\\"campaign\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"default\\\" = 'yes'\\nGROUP BY \\\"default\\\", \\\"campaign\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"default\", \"campaign\", \"row_count\"], \"rows\": [{\"default\": \"yes\", \"campaign\": \"1\", \"row_count\": 292}, {\"default\": \"yes\", \"campaign\": \"2\", \"row_count\": 208}, {\"default\": \"yes\", \"campaign\": \"3\", \"row_count\": 104}, {\"default\": \"yes\", \"campaign\": \"4\", \"row_count\": 71}, {\"default\": \"yes\", \"campaign\": \"5\", \"row_count\": 42}, {\"default\": \"yes\", \"campaign\": \"6\", \"row_count\": 20}, {\"default\": \"yes\", \"campaign\": \"8\", \"row_count\": 19}, {\"default\": \"yes\", \"campaign\": \"7\", \"row_count\": 14}, {\"default\": \"yes\", \"campaign\": \"9\", \"row_count\": 7}, {\"default\": \"yes\", \"campaign\": \"11\", \"row_count\": 6}, {\"default\": \"yes\", \"campaign\": \"10\", \"row_count\": 5}, {\"default\": \"yes\", \"campaign\": \"13\", \"row_count\": 4}, {\"default\": \"yes\", \"campaign\": \"16\", \"row_count\": 4}, {\"default\": \"yes\", \"campaign\": \"14\", \"row_count\": 3}, {\"default\": \"yes\", \"campaign\": \"17\", \"row_count\": 3}, {\"default\": \"yes\", \"campaign\": \"20\", \"row_count\": 2}, {\"default\": \"yes\", \"campaign\": \"22\", \"row_count\": 2}, {\"default\": \"yes\", \"campaign\": \"25\", \"row_count\": 2}, {\"default\": \"yes\", \"campaign\": \"15\", \"row_count\": 1}, {\"default\": \"yes\", \"campaign\": \"18\", \"row_count\": 1}, {\"default\": \"yes\", \"campaign\": \"19\", \"row_count\": 1}, {\"default\": \"yes\", \"campaign\": \"21\", \"row_count\": 1}, {\"default\": \"yes\", \"campaign\": \"23\", \"row_count\": 1}, {\"default\": \"yes\", \"campaign\": \"28\", \"row_count\": 1}, {\"default\": \"yes\", \"campaign\": \"36\", \"row_count\": 1}], \"row_count_returned\": 25, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.97}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bb45fc682649bd2f476b42c060af25d589165695 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:46:15.182374+00:00", + "ended_at": "2026-05-26T00:46:26.794883+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_1f04db2e8300b993", + "problem_id": "v2p_m8_73f376ac4a131743", + "dataset_id": "m8", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=campaign.", + "bindings": { + "group_col": "default", + "group_col_2": "campaign", + "predicate_col": "default", + "predicate_op": "=", + "predicate_value": "yes", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=55" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_1f04db2e8300b993.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_1f04db2e8300b993", + "api_calls": 0, + "input_tokens": 25895, + "cached_input_tokens": 22912, + "output_tokens": 451, + "total_tokens": 26346, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2600, + "estimated_output_tokens": 100, + "estimated_total_tokens": 2700, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11604.23, + "sql_execution_elapsed_ms_total": 2.97, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7d69fc90504fd3ff4ceb0861c775a408222be44b --- /dev/null +++ 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\\\"default\\\", \\\"campaign\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"default\\\" = 'yes'\\nGROUP BY \\\"default\\\", \\\"campaign\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the provided filtered two-dimensional group count template with group_col=\\\"default\\\", group_col_2=\\\"campaign\\\", and predicate \\\"default\\\" = 'yes'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..615d9d8db3790e70d7695c77059a3965092954c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_1f04db2e8300b993", + "api_calls": 0, + "input_tokens": 25895, + "cached_input_tokens": 22912, + "output_tokens": 451, + "total_tokens": 26346, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2600, + "estimated_output_tokens": 100, + "estimated_total_tokens": 2700, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11604.23, + "sql_execution_elapsed_ms_total": 2.97, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_1f04db2e8300b993/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b7f6a8f4503192d31ce6b46bd65e070e630696c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9255, "bytes_utf8": 9255, "lines": 304, "estimated_tokens": 2603}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 455, "bytes_utf8": 455, "lines": 1, "estimated_tokens": 119}, "usage": {"input_tokens": 25898, "cached_input_tokens": 22912, "output_tokens": 641, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1a4177d8152c48e88f0f16af0b35dbe4173b1d65 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_20351341a5bd447d", + "api_calls": 0, + "input_tokens": 25898, + "cached_input_tokens": 22912, + "output_tokens": 641, + "total_tokens": 26539, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2603, + "estimated_output_tokens": 119, + "estimated_total_tokens": 2722, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14893.74, + "sql_execution_elapsed_ms_total": 6.95, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3711ff60a9e1d9cc12e4095040dac12c793861ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:46:26.796817+00:00", + "ended_at": "2026-05-26T00:46:41.690685+00:00", + "elapsed_ms": 14893.74, + "prompt_metrics": { + "chars": 9255, + "bytes_utf8": 9255, + "lines": 304, + "estimated_tokens": 2603 + }, + "stdout_metrics": { + "chars": 830, + "bytes_utf8": 830, + "lines": 4, + "estimated_tokens": 242 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 455, + "bytes_utf8": 455, + "lines": 1, + "estimated_tokens": 119 + }, + "usage": { + "input_tokens": 25898, + "cached_input_tokens": 22912, + "output_tokens": 641, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..daac89dbede49dee7e3e4cad751a74a0c1cd5b25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,304 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=loan.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "default", + "group_col_2": "loan", + "predicate_col": "age", + "predicate_op": ">=", + "predicate_value": 48.0, + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 21.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5f8c21cadeaea5ba780f87f9c1e5a037217069ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bf-4a12-7b70-bacd-52586efbcc00"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"default\\\", \\\"loan\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE CAST(\\\"age\\\" AS REAL) >= 48.0\\nGROUP BY \\\"default\\\", \\\"loan\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Instantiated the planned filtered two-dimensional group count template with group_col=\\\"default\\\", group_col_2=\\\"loan\\\", and a numeric age filter. CAST(\\\"age\\\" AS REAL) is used because the schema stores columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25898,"cached_input_tokens":22912,"output_tokens":641,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1011a5a5ebd1f89980c31116f784d7ee57770838 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"default\", \"loan\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nWHERE CAST(\"age\" AS REAL) >= 48.0\nGROUP BY \"default\", \"loan\"\nORDER BY \"row_count\" DESC;","notes":"Instantiated the planned filtered two-dimensional group count template with group_col=\"default\", group_col_2=\"loan\", and a numeric age filter. CAST(\"age\" AS REAL) is used because the schema stores columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e38a8cb01a6b227e6bc4752f97d330becfc21188 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=loan. +Result preview: [{"default": "no", "loan": "no", "row_count": 10119}, {"default": "no", "loan": "yes", "row_count": 1882}, {"default": "yes", "loan": "no", "row_count": 111}, {"default": "yes", "loan": "yes", "row_count": 73}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1db1e851ff0ff9e1d514b5d65e55440a8d175473 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m8_20351341a5bd447d +-- problem_id: v2p_m8_41cb4efac308a4e2 +-- realization_mode: agent +-- source_kind: agent +SELECT "default", "loan", COUNT(*) AS "row_count" +FROM "m8" +WHERE CAST("age" AS REAL) >= 48.0 +GROUP BY "default", "loan" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..062da979c6397cd782aa0120dc3ed971763b7755 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"default\", \"loan\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nWHERE CAST(\"age\" AS REAL) >= 48.0\nGROUP BY \"default\", \"loan\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"default\\\", \\\"loan\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE CAST(\\\"age\\\" AS REAL) >= 48.0\\nGROUP BY \\\"default\\\", \\\"loan\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"default\", \"loan\", \"row_count\"], \"rows\": [{\"default\": \"no\", \"loan\": \"no\", \"row_count\": 10119}, {\"default\": \"no\", \"loan\": \"yes\", \"row_count\": 1882}, {\"default\": \"yes\", \"loan\": \"no\", \"row_count\": 111}, {\"default\": \"yes\", \"loan\": \"yes\", \"row_count\": 73}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 6.95}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7822a86654839b3abcfaffebc39dc6f54232b7d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:46:26.795248+00:00", + "ended_at": "2026-05-26T00:46:41.701408+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_20351341a5bd447d", + "problem_id": "v2p_m8_41cb4efac308a4e2", + "dataset_id": "m8", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=loan.", + "bindings": { + "group_col": "default", + "group_col_2": "loan", + "predicate_col": "age", + "predicate_op": ">=", + "predicate_value": 48.0, + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 21.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=51" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_20351341a5bd447d.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_20351341a5bd447d", + "api_calls": 0, + "input_tokens": 25898, + "cached_input_tokens": 22912, + "output_tokens": 641, + "total_tokens": 26539, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2603, + "estimated_output_tokens": 119, + "estimated_total_tokens": 2722, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14893.74, + "sql_execution_elapsed_ms_total": 6.95, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..31ec62be5367ae66d5289273bcc6123ecdf29ec0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:46:41.692979+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14893.74, "started_at": "2026-05-26T00:46:26.796817+00:00", "ended_at": "2026-05-26T00:46:41.690685+00:00", "prompt_metrics": {"chars": 9255, "bytes_utf8": 9255, "lines": 304, "estimated_tokens": 2603}, "response_metrics": {"chars": 455, "bytes_utf8": 455, "lines": 1, "estimated_tokens": 119}, "usage": {"input_tokens": 25898, "cached_input_tokens": 22912, "output_tokens": 641, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"default\\\", \\\"loan\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE CAST(\\\"age\\\" AS REAL) >= 48.0\\nGROUP BY \\\"default\\\", \\\"loan\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Instantiated the planned filtered two-dimensional group count template with group_col=\\\"default\\\", group_col_2=\\\"loan\\\", and a numeric age filter. CAST(\\\"age\\\" AS REAL) is used because the schema stores columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d0de3c85a3eee0df1b120771e9587ad4318f1a70 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_20351341a5bd447d", + "api_calls": 0, + "input_tokens": 25898, + "cached_input_tokens": 22912, + "output_tokens": 641, + "total_tokens": 26539, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2603, + "estimated_output_tokens": 119, + "estimated_total_tokens": 2722, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14893.74, + "sql_execution_elapsed_ms_total": 6.95, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_20351341a5bd447d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fc0029e7a08430366ff12097afc4a8559c34e199 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9364, "bytes_utf8": 9364, "lines": 302, "estimated_tokens": 2630}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 679, "bytes_utf8": 679, "lines": 1, "estimated_tokens": 193}, "usage": {"input_tokens": 25925, "cached_input_tokens": 22912, "output_tokens": 3211, "reasoning_output_tokens": 3012}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ffd613468bad76dd95b721481f5728dff92aade3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_203d9a16742679f8", + "api_calls": 0, + "input_tokens": 25925, + "cached_input_tokens": 22912, + "output_tokens": 3211, + "total_tokens": 29136, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2630, + "estimated_output_tokens": 193, + "estimated_total_tokens": 2823, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 62103.33, + "sql_execution_elapsed_ms_total": 29.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..43133f6deabbe8069b9ec42ed399e179884d741b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:46:41.703651+00:00", + "ended_at": "2026-05-26T00:47:43.807428+00:00", + "elapsed_ms": 62103.33, + "prompt_metrics": { + "chars": 9364, + "bytes_utf8": 9364, + "lines": 302, + "estimated_tokens": 2630 + }, + "stdout_metrics": { + "chars": 1086, + "bytes_utf8": 1086, + "lines": 4, + "estimated_tokens": 337 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 679, + "bytes_utf8": 679, + "lines": 1, + "estimated_tokens": 193 + }, + "usage": { + "input_tokens": 25925, + "cached_input_tokens": 22912, + "output_tokens": 3211, + "reasoning_output_tokens": 3012 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..648d07922934fc0274f8b810740a035d94e89ef9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=marital, measure_col=campaign.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "marital", + "measure_col": "campaign", + "item_col": "pdays", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8064c9b4988fbd9657d83637c480e70d90718f39 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bf-844e-7c20-a7c2-b233530bfba0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"marital\\\",\\n \\\"pdays\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"marital\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"marital\\\",\\n \\\"pdays\\\",\\n SUM(CAST(\\\"campaign\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"marital\\\", \\\"pdays\\\"\\n) AS \\\"g\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 12;\",\"notes\":\"Applied the provided template with group_col=marital, item_col=pdays, and measure_col=campaign. The grouped totals are computed in a subquery and campaign is cast to REAL because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25925,"cached_input_tokens":22912,"output_tokens":3211,"reasoning_output_tokens":3012}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2b8187829dde2582196e040d479c94636d4dc656 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"marital\",\n \"pdays\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"marital\") AS \"share_within_group\"\nFROM (\n SELECT\n \"marital\",\n \"pdays\",\n SUM(CAST(\"campaign\" AS REAL)) AS \"total_measure\"\n FROM \"m8\"\n GROUP BY \"marital\", \"pdays\"\n) AS \"g\"\nORDER BY \"share_within_group\" DESC\nLIMIT 12;","notes":"Applied the provided template with group_col=marital, item_col=pdays, and measure_col=campaign. The grouped totals are computed in a subquery and campaign is cast to REAL because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..dcf568def0af5978b599f0a677eb2b2f03f0559e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=marital, measure_col=campaign. +Result preview: [{"marital": "married", "pdays": "-1", "total_measure": 67572.0, "share_within_group": 87.34069229377246}, {"marital": "divorced", "pdays": "-1", "total_measure": 11770.0, "share_within_group": 85.91868019563472}, {"marital": "single", "pdays": "-1", "total_measure": 28636.0, "share_within_group": 84.49440854504145}, {"marital": "divorced", "pdays": "350", "total_measure": 46.0, "share_within_group": 0.33579093364479157}, {"marital": "single", "pdays": "182", "total_measure": 90.0, "share_within_group": 0.265557227582544}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7afc0e50fb9f6bf7957cbbde3f7588a11be2085e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/generated_sql.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_203d9a16742679f8 +-- problem_id: v2p_m8_cf0bdb064725d064 +-- realization_mode: agent +-- source_kind: agent +SELECT + "marital", + "pdays", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "marital") AS "share_within_group" +FROM ( + SELECT + "marital", + "pdays", + SUM(CAST("campaign" AS REAL)) AS "total_measure" + FROM "m8" + GROUP BY "marital", "pdays" +) AS "g" +ORDER BY "share_within_group" DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7bf628c309790c9b9f2f1ef9d870d7dbf2f2e8b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"marital\",\n \"pdays\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"marital\") AS \"share_within_group\"\nFROM (\n SELECT\n \"marital\",\n \"pdays\",\n SUM(CAST(\"campaign\" AS REAL)) AS \"total_measure\"\n FROM \"m8\"\n GROUP BY \"marital\", \"pdays\"\n) AS \"g\"\nORDER BY \"share_within_group\" DESC\nLIMIT 12;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"marital\\\",\\n \\\"pdays\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"marital\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"marital\\\",\\n \\\"pdays\\\",\\n SUM(CAST(\\\"campaign\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"marital\\\", \\\"pdays\\\"\\n) AS \\\"g\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 12;\", \"columns\": [\"marital\", \"pdays\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"marital\": \"married\", \"pdays\": \"-1\", \"total_measure\": 67572.0, \"share_within_group\": 87.34069229377246}, {\"marital\": \"divorced\", \"pdays\": \"-1\", \"total_measure\": 11770.0, \"share_within_group\": 85.91868019563472}, {\"marital\": \"single\", \"pdays\": \"-1\", \"total_measure\": 28636.0, \"share_within_group\": 84.49440854504145}, {\"marital\": \"divorced\", \"pdays\": \"350\", \"total_measure\": 46.0, \"share_within_group\": 0.33579093364479157}, {\"marital\": \"single\", \"pdays\": \"182\", \"total_measure\": 90.0, \"share_within_group\": 0.265557227582544}, {\"marital\": \"married\", \"pdays\": \"182\", \"total_measure\": 188.0, \"share_within_group\": 0.24300080138562158}, {\"marital\": \"divorced\", \"pdays\": \"93\", \"total_measure\": 32.0, \"share_within_group\": 0.2335936929702898}, {\"marital\": \"single\", \"pdays\": \"91\", \"total_measure\": 78.0, \"share_within_group\": 0.23014959723820483}, {\"marital\": \"single\", \"pdays\": \"92\", \"total_measure\": 76.0, \"share_within_group\": 0.2242483255141483}, {\"marital\": \"divorced\", \"pdays\": \"182\", \"total_measure\": 29.0, \"share_within_group\": 0.21169428425432513}, {\"marital\": \"divorced\", \"pdays\": \"175\", \"total_measure\": 27.0, \"share_within_group\": 0.19709467844368203}, {\"marital\": \"single\", \"pdays\": \"183\", \"total_measure\": 66.0, \"share_within_group\": 0.19474196689386564}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 29.72}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c18dc6ae64086e9d4f69296ad0dc7f73b56d8262 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:46:41.701762+00:00", + "ended_at": "2026-05-26T00:47:43.842661+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_203d9a16742679f8", + "problem_id": "v2p_m8_cf0bdb064725d064", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=marital, measure_col=campaign.", + "bindings": { + "group_col": "marital", + "measure_col": "campaign", + "item_col": "pdays", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=32" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_203d9a16742679f8.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_203d9a16742679f8", + "api_calls": 0, + "input_tokens": 25925, + "cached_input_tokens": 22912, + "output_tokens": 3211, + "total_tokens": 29136, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2630, + "estimated_output_tokens": 193, + "estimated_total_tokens": 2823, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 62103.33, + "sql_execution_elapsed_ms_total": 29.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ba5838a1bae9c57a36ced871447e41869177fff4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:47:43.810600+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 62103.33, "started_at": "2026-05-26T00:46:41.703651+00:00", "ended_at": "2026-05-26T00:47:43.807428+00:00", "prompt_metrics": {"chars": 9364, "bytes_utf8": 9364, "lines": 302, "estimated_tokens": 2630}, "response_metrics": {"chars": 679, "bytes_utf8": 679, "lines": 1, "estimated_tokens": 193}, "usage": {"input_tokens": 25925, "cached_input_tokens": 22912, "output_tokens": 3211, "reasoning_output_tokens": 3012}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"marital\\\",\\n \\\"pdays\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"marital\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"marital\\\",\\n \\\"pdays\\\",\\n SUM(CAST(\\\"campaign\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"marital\\\", \\\"pdays\\\"\\n) AS \\\"g\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 12;\",\"notes\":\"Applied the provided template with group_col=marital, item_col=pdays, and measure_col=campaign. The grouped totals are computed in a subquery and campaign is cast to REAL because the schema stores numeric values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f0136037720ae0f03ed35580c672ad1209ac6536 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_203d9a16742679f8", + "api_calls": 0, + "input_tokens": 25925, + "cached_input_tokens": 22912, + "output_tokens": 3211, + "total_tokens": 29136, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2630, + "estimated_output_tokens": 193, + "estimated_total_tokens": 2823, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 62103.33, + "sql_execution_elapsed_ms_total": 29.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_203d9a16742679f8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..275664c65a9f3af7c749818fb8586a96206b0177 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9268, "bytes_utf8": 9268, "lines": 304, "estimated_tokens": 2600}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 392, "bytes_utf8": 392, "lines": 1, "estimated_tokens": 100}, "usage": {"input_tokens": 25895, "cached_input_tokens": 24960, "output_tokens": 610, "reasoning_output_tokens": 504}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a9741f88807cb274873ae3b20f366fbdd6f8baef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_30490f6cf3b04aa4", + "api_calls": 0, + "input_tokens": 25895, + "cached_input_tokens": 24960, + "output_tokens": 610, + "total_tokens": 26505, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2600, + "estimated_output_tokens": 100, + "estimated_total_tokens": 2700, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16752.68, + "sql_execution_elapsed_ms_total": 4.75, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2778b65a48998376cea5654e2b4f0950d3230be1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:47:43.845224+00:00", + "ended_at": "2026-05-26T00:48:00.598053+00:00", + "elapsed_ms": 16752.68, + "prompt_metrics": { + "chars": 9268, + "bytes_utf8": 9268, + "lines": 304, + "estimated_tokens": 2600 + }, + "stdout_metrics": { + "chars": 767, + "bytes_utf8": 767, + "lines": 4, + "estimated_tokens": 222 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 392, + "bytes_utf8": 392, + "lines": 1, + "estimated_tokens": 100 + }, + "usage": { + "input_tokens": 25895, + "cached_input_tokens": 24960, + "output_tokens": 610, + "reasoning_output_tokens": 504 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9824a163dc0842c63d3d1f5c05a845b4784dd4db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,304 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=contact.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "default", + "group_col_2": "contact", + "predicate_col": "job", + "predicate_op": "=", + "predicate_value": "services", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 319.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b92ce7bd8f769175bac29bf134fd75532b86993e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c0-7714-7f93-81b3-cd84e0801449"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"default\\\", \\\"contact\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"job\\\" = 'services'\\nGROUP BY \\\"default\\\", \\\"contact\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the provided filtered two-dimensional group count template with \\\"default\\\" and \\\"contact\\\" as grouping columns and \\\"job\\\" = 'services' as the filter.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25895,"cached_input_tokens":24960,"output_tokens":610,"reasoning_output_tokens":504}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ba7a6e3e6c72a085e7bfbd881a067011f50b8ae3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"default\", \"contact\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nWHERE \"job\" = 'services'\nGROUP BY \"default\", \"contact\"\nORDER BY \"row_count\" DESC;","notes":"Applied the provided filtered two-dimensional group count template with \"default\" and \"contact\" as grouping columns and \"job\" = 'services' as the filter."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad35d94035b93dc9c6780e671536f9fa8ba948e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=contact. +Result preview: [{"default": "no", "contact": "cellular", "row_count": 2451}, {"default": "no", "contact": "unknown", "row_count": 1404}, {"default": "no", "contact": "telephone", "row_count": 224}, {"default": "yes", "contact": "cellular", "row_count": 47}, {"default": "yes", "contact": "unknown", "row_count": 24}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4e5e0e366f70682b238c95306d843e453b24ee4f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m8_30490f6cf3b04aa4 +-- problem_id: v2p_m8_c95f371c8e22c200 +-- realization_mode: agent +-- source_kind: agent +SELECT "default", "contact", COUNT(*) AS "row_count" +FROM "m8" +WHERE "job" = 'services' +GROUP BY "default", "contact" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..faba339f0618c095ce3c34cc77e3548ce7b4e765 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"default\", \"contact\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nWHERE \"job\" = 'services'\nGROUP BY \"default\", \"contact\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"default\\\", \\\"contact\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"job\\\" = 'services'\\nGROUP BY \\\"default\\\", \\\"contact\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"default\", \"contact\", \"row_count\"], \"rows\": [{\"default\": \"no\", \"contact\": \"cellular\", \"row_count\": 2451}, {\"default\": \"no\", \"contact\": \"unknown\", \"row_count\": 1404}, {\"default\": \"no\", \"contact\": \"telephone\", \"row_count\": 224}, {\"default\": \"yes\", \"contact\": \"cellular\", \"row_count\": 47}, {\"default\": \"yes\", \"contact\": \"unknown\", \"row_count\": 24}, {\"default\": \"yes\", \"contact\": \"telephone\", \"row_count\": 4}], \"row_count_returned\": 6, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 4.75}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..af3c12fa7c4eb5475108407985c3776c6017a8f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:47:43.843234+00:00", + "ended_at": "2026-05-26T00:48:00.606941+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_30490f6cf3b04aa4", + "problem_id": "v2p_m8_c95f371c8e22c200", + "dataset_id": "m8", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=contact.", + "bindings": { + "group_col": "default", + "group_col_2": "contact", + "predicate_col": "job", + "predicate_op": "=", + "predicate_value": "services", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 319.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=52" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_30490f6cf3b04aa4.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_30490f6cf3b04aa4", + "api_calls": 0, + "input_tokens": 25895, + "cached_input_tokens": 24960, + "output_tokens": 610, + "total_tokens": 26505, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2600, + "estimated_output_tokens": 100, + "estimated_total_tokens": 2700, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16752.68, + "sql_execution_elapsed_ms_total": 4.75, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e204cabf927b010326d41dd5773726f8b74594d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:48:00.600381+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16752.68, "started_at": "2026-05-26T00:47:43.845224+00:00", "ended_at": "2026-05-26T00:48:00.598053+00:00", "prompt_metrics": {"chars": 9268, "bytes_utf8": 9268, "lines": 304, "estimated_tokens": 2600}, "response_metrics": {"chars": 392, "bytes_utf8": 392, "lines": 1, "estimated_tokens": 100}, "usage": {"input_tokens": 25895, "cached_input_tokens": 24960, "output_tokens": 610, "reasoning_output_tokens": 504}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"default\\\", \\\"contact\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"job\\\" = 'services'\\nGROUP BY \\\"default\\\", \\\"contact\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the provided filtered two-dimensional group count template with \\\"default\\\" and \\\"contact\\\" as grouping columns and \\\"job\\\" = 'services' as the filter.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..63d9c483e1229f5cda3ac3972a887b4e0e704ebe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_30490f6cf3b04aa4", + "api_calls": 0, + "input_tokens": 25895, + "cached_input_tokens": 24960, + "output_tokens": 610, + "total_tokens": 26505, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2600, + "estimated_output_tokens": 100, + "estimated_total_tokens": 2700, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16752.68, + "sql_execution_elapsed_ms_total": 4.75, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_30490f6cf3b04aa4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e927d74b3f90c08f24781e86152382c3fe0f0fb0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9783, "bytes_utf8": 9783, "lines": 303, "estimated_tokens": 2721}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 662, "bytes_utf8": 662, "lines": 1, "estimated_tokens": 178}, "usage": {"input_tokens": 26016, "cached_input_tokens": 22912, "output_tokens": 2023, "reasoning_output_tokens": 1839}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1943cdeb89abf0e430e4dd575c369a343798efc0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_36725a453b59af1b", + "api_calls": 0, + "input_tokens": 26016, + "cached_input_tokens": 22912, + "output_tokens": 2023, + "total_tokens": 28039, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2721, + "estimated_output_tokens": 178, + "estimated_total_tokens": 2899, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39692.67, + "sql_execution_elapsed_ms_total": 15.43, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f976bb7c5ce27f9443fa2bbbfb075bc531f4db36 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:48:00.608840+00:00", + "ended_at": "2026-05-26T00:48:40.301796+00:00", + "elapsed_ms": 39692.67, + "prompt_metrics": { + "chars": 9783, + "bytes_utf8": 9783, + "lines": 303, + "estimated_tokens": 2721 + }, + "stdout_metrics": { + "chars": 1030, + "bytes_utf8": 1030, + "lines": 4, + "estimated_tokens": 302 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 662, + "bytes_utf8": 662, + "lines": 1, + "estimated_tokens": 178 + }, + "usage": { + "input_tokens": 26016, + "cached_input_tokens": 22912, + "output_tokens": 2023, + "reasoning_output_tokens": 1839 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..190e6858f54d88890c5fb6d3caf345de424eb3b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=pdays, condition_col=education.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "pdays", + "condition_col": "education", + "condition_value": "secondary", + "positive_value": "secondary", + "negative_value": "tertiary", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5bbfd5dcea0f20accbacb2782f3342d85fa4ead5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c0-b883-7b92-9d3f-a4dafd8a6216"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"pdays\\\",\\n SUM(CASE WHEN \\\"education\\\" = 'secondary' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"education\\\" = 'tertiary' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m8\\\"\\n GROUP BY \\\"pdays\\\"\\n)\\nSELECT \\\"pdays\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC\\nLIMIT 11;\",\"notes\":\"Computes the ratio of education='secondary' to education='tertiary' within each \\\"pdays\\\" group, ordered from highest to lowest ratio and capped at 11 rows.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26016,"cached_input_tokens":22912,"output_tokens":2023,"reasoning_output_tokens":1839}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2dcce632d0a4150001be42ecb15a4c3a3bb1ea17 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"pdays\",\n SUM(CASE WHEN \"education\" = 'secondary' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"education\" = 'tertiary' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m8\"\n GROUP BY \"pdays\"\n)\nSELECT \"pdays\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC\nLIMIT 11;","notes":"Computes the ratio of education='secondary' to education='tertiary' within each \"pdays\" group, ordered from highest to lowest ratio and capped at 11 rows."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8b81c14b1a739c2e231c24eadf8dfded812f5a83 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=pdays, condition_col=education. +Result preview: [{"pdays": "316", "condition_ratio": 13.0}, {"pdays": "341", "condition_ratio": 13.0}, {"pdays": "279", "condition_ratio": 10.0}, {"pdays": "374", "condition_ratio": 10.0}, {"pdays": "305", "condition_ratio": 9.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e12d70f4764b53e6d411b62462cb10719b57c55c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m8_36725a453b59af1b +-- problem_id: v2p_m8_4b2428eaf8118b5c +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "pdays", + SUM(CASE WHEN "education" = 'secondary' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "education" = 'tertiary' THEN 1 ELSE 0 END) AS denominator_count + FROM "m8" + GROUP BY "pdays" +) +SELECT "pdays", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC +LIMIT 11; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..045bfb4e2c25ff8e9236695b8427164c3092ac82 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"pdays\",\n SUM(CASE WHEN \"education\" = 'secondary' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"education\" = 'tertiary' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m8\"\n GROUP BY \"pdays\"\n)\nSELECT \"pdays\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC\nLIMIT 11;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"pdays\\\",\\n SUM(CASE WHEN \\\"education\\\" = 'secondary' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"education\\\" = 'tertiary' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m8\\\"\\n GROUP BY \\\"pdays\\\"\\n)\\nSELECT \\\"pdays\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC\\nLIMIT 11;\", \"columns\": [\"pdays\", \"condition_ratio\"], \"rows\": [{\"pdays\": \"316\", \"condition_ratio\": 13.0}, {\"pdays\": \"341\", \"condition_ratio\": 13.0}, {\"pdays\": \"279\", \"condition_ratio\": 10.0}, {\"pdays\": \"374\", \"condition_ratio\": 10.0}, {\"pdays\": \"305\", \"condition_ratio\": 9.0}, {\"pdays\": \"329\", \"condition_ratio\": 9.0}, {\"pdays\": \"216\", \"condition_ratio\": 8.0}, {\"pdays\": \"353\", \"condition_ratio\": 8.0}, {\"pdays\": \"325\", \"condition_ratio\": 7.0}, {\"pdays\": \"373\", \"condition_ratio\": 7.0}, {\"pdays\": \"340\", \"condition_ratio\": 6.333333333333333}], \"row_count_returned\": 11, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 15.43}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..be6f7292c132926a8d7a3522bc7f6f183029ef51 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:48:00.607342+00:00", + "ended_at": "2026-05-26T00:48:40.321818+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_36725a453b59af1b", + "problem_id": "v2p_m8_4b2428eaf8118b5c", + "dataset_id": "m8", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=pdays, condition_col=education.", + "bindings": { + "group_col": "pdays", + "condition_col": "education", + "condition_value": "secondary", + "positive_value": "secondary", + "negative_value": "tertiary", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=41" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_36725a453b59af1b.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_36725a453b59af1b", + "api_calls": 0, + "input_tokens": 26016, + "cached_input_tokens": 22912, + "output_tokens": 2023, + "total_tokens": 28039, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2721, + "estimated_output_tokens": 178, + "estimated_total_tokens": 2899, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39692.67, + "sql_execution_elapsed_ms_total": 15.43, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..10d586f01debf6caa2e07dbf5659d4e933ffb3ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:48:40.304717+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 39692.67, "started_at": "2026-05-26T00:48:00.608840+00:00", "ended_at": "2026-05-26T00:48:40.301796+00:00", "prompt_metrics": {"chars": 9783, "bytes_utf8": 9783, "lines": 303, "estimated_tokens": 2721}, "response_metrics": {"chars": 662, "bytes_utf8": 662, "lines": 1, "estimated_tokens": 178}, "usage": {"input_tokens": 26016, "cached_input_tokens": 22912, "output_tokens": 2023, "reasoning_output_tokens": 1839}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"pdays\\\",\\n SUM(CASE WHEN \\\"education\\\" = 'secondary' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"education\\\" = 'tertiary' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m8\\\"\\n GROUP BY \\\"pdays\\\"\\n)\\nSELECT \\\"pdays\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC\\nLIMIT 11;\",\"notes\":\"Computes the ratio of education='secondary' to education='tertiary' within each \\\"pdays\\\" group, ordered from highest to lowest ratio and capped at 11 rows.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fd1622ed93840c94d422a1e3a9f70e1fb1d0f5a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_36725a453b59af1b", + "api_calls": 0, + "input_tokens": 26016, + "cached_input_tokens": 22912, + "output_tokens": 2023, + "total_tokens": 28039, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2721, + "estimated_output_tokens": 178, + "estimated_total_tokens": 2899, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39692.67, + "sql_execution_elapsed_ms_total": 15.43, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_36725a453b59af1b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fd65f0da9fb19600cf1c094690143b7d3330119f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9770, "bytes_utf8": 9770, "lines": 303, "estimated_tokens": 2722}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 719, "bytes_utf8": 719, "lines": 1, "estimated_tokens": 206}, "usage": {"input_tokens": 26017, "cached_input_tokens": 24960, "output_tokens": 1496, "reasoning_output_tokens": 1284}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a0645eef78ba5ca1fa5efcd6474a5db95366b453 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_389c6d4e01bbf613", + "api_calls": 0, + "input_tokens": 26017, + "cached_input_tokens": 24960, + "output_tokens": 1496, + "total_tokens": 27513, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2722, + "estimated_output_tokens": 206, + "estimated_total_tokens": 2928, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 31532.46, + "sql_execution_elapsed_ms_total": 12.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b3b64e19ccc3c09c828dd995fed81b5540c13e13 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:48:40.324150+00:00", + "ended_at": "2026-05-26T00:49:11.856858+00:00", + "elapsed_ms": 31532.46, + "prompt_metrics": { + "chars": 9770, + "bytes_utf8": 9770, + "lines": 303, + "estimated_tokens": 2722 + }, + "stdout_metrics": { + "chars": 1126, + "bytes_utf8": 1126, + "lines": 4, + "estimated_tokens": 348 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 719, + "bytes_utf8": 719, + "lines": 1, + "estimated_tokens": 206 + }, + "usage": { + "input_tokens": 26017, + "cached_input_tokens": 24960, + "output_tokens": 1496, + "reasoning_output_tokens": 1284 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4476fcd6d7d0323f762dab45a6f91ad1f6c2de17 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=poutcome, condition_col=housing.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "poutcome", + "condition_col": "housing", + "condition_value": "yes", + "positive_value": "yes", + "negative_value": "no", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1428.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d58fadcf8f2b9578f7e6ff1ffdbf89605c1ca810 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c1-53aa-7240-9e68-aad9185566ad"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"poutcome\\\",\\n SUM(CASE WHEN \\\"housing\\\" = 'yes' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"housing\\\" = 'no' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"poutcome\\\"\\n)\\nSELECT \\\"poutcome\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Computes the per-\\\"poutcome\\\" ratio of \\\"housing\\\"='yes' rows to \\\"housing\\\"='no' rows, following the planned grouped ratio template. NULLIF prevents division-by-zero when a group has no 'no' cases.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26017,"cached_input_tokens":24960,"output_tokens":1496,"reasoning_output_tokens":1284}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9858456f5ec319fb6c20853db5384fc10c700bed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT \"poutcome\",\n SUM(CASE WHEN \"housing\" = 'yes' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"housing\" = 'no' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m8\"\n GROUP BY \"poutcome\"\n)\nSELECT \"poutcome\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Computes the per-\"poutcome\" ratio of \"housing\"='yes' rows to \"housing\"='no' rows, following the planned grouped ratio template. NULLIF prevents division-by-zero when a group has no 'no' cases."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f40f0d2744f5e382157b2a7cb3bf96b102f6746f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=poutcome, condition_col=housing. +Result preview: [{"poutcome": "failure", "condition_ratio": 2.424877707896576}, {"poutcome": "other", "condition_ratio": 1.8705148205928237}, {"poutcome": "unknown", "condition_ratio": 1.178030526253757}, {"poutcome": "success", "condition_ratio": 0.4528846153846154}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..beeeac1290440947fb07f5662c0057f75394930e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m8_389c6d4e01bbf613 +-- problem_id: v2p_m8_def62168331cf72d +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "poutcome", + SUM(CASE WHEN "housing" = 'yes' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "housing" = 'no' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m8" + GROUP BY "poutcome" +) +SELECT "poutcome", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c174b779133cb9d14c01c21864fc298f38466361 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT \"poutcome\",\n SUM(CASE WHEN \"housing\" = 'yes' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"housing\" = 'no' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m8\"\n GROUP BY \"poutcome\"\n)\nSELECT \"poutcome\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"poutcome\\\",\\n SUM(CASE WHEN \\\"housing\\\" = 'yes' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"housing\\\" = 'no' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"poutcome\\\"\\n)\\nSELECT \\\"poutcome\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"poutcome\", \"condition_ratio\"], \"rows\": [{\"poutcome\": \"failure\", \"condition_ratio\": 2.424877707896576}, {\"poutcome\": \"other\", \"condition_ratio\": 1.8705148205928237}, {\"poutcome\": \"unknown\", \"condition_ratio\": 1.178030526253757}, {\"poutcome\": \"success\", \"condition_ratio\": 0.4528846153846154}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 12.2}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e559528efe27808ac81e68bfd891973b2d716457 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:48:40.322698+00:00", + "ended_at": "2026-05-26T00:49:11.874490+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_389c6d4e01bbf613", + "problem_id": "v2p_m8_def62168331cf72d", + "dataset_id": "m8", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=poutcome, condition_col=housing.", + "bindings": { + "group_col": "poutcome", + "condition_col": "housing", + "condition_value": "yes", + "positive_value": "yes", + "negative_value": "no", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1428.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=43" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_389c6d4e01bbf613.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_389c6d4e01bbf613", + "api_calls": 0, + "input_tokens": 26017, + "cached_input_tokens": 24960, + "output_tokens": 1496, + "total_tokens": 27513, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2722, + "estimated_output_tokens": 206, + "estimated_total_tokens": 2928, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 31532.46, + "sql_execution_elapsed_ms_total": 12.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9e70b878043d2b39a4004d76adee30c44f1a1d4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:49:11.860575+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 31532.46, "started_at": "2026-05-26T00:48:40.324150+00:00", "ended_at": "2026-05-26T00:49:11.856858+00:00", "prompt_metrics": {"chars": 9770, "bytes_utf8": 9770, "lines": 303, "estimated_tokens": 2722}, "response_metrics": {"chars": 719, "bytes_utf8": 719, "lines": 1, "estimated_tokens": 206}, "usage": {"input_tokens": 26017, "cached_input_tokens": 24960, "output_tokens": 1496, "reasoning_output_tokens": 1284}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"poutcome\\\",\\n SUM(CASE WHEN \\\"housing\\\" = 'yes' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"housing\\\" = 'no' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"poutcome\\\"\\n)\\nSELECT \\\"poutcome\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Computes the per-\\\"poutcome\\\" ratio of \\\"housing\\\"='yes' rows to \\\"housing\\\"='no' rows, following the planned grouped ratio template. NULLIF prevents division-by-zero when a group has no 'no' cases.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b7654aad1fdd78933d70d7d0331bb7b060d24d3e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_389c6d4e01bbf613", + "api_calls": 0, + "input_tokens": 26017, + "cached_input_tokens": 24960, + "output_tokens": 1496, + "total_tokens": 27513, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2722, + "estimated_output_tokens": 206, + "estimated_total_tokens": 2928, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 31532.46, + "sql_execution_elapsed_ms_total": 12.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_389c6d4e01bbf613/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ec63ffaebdb5ce87e282b33cef28645d65456f63 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9206, "bytes_utf8": 9206, "lines": 303, "estimated_tokens": 2571}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 398, "bytes_utf8": 398, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 25866, "cached_input_tokens": 22912, "output_tokens": 370, "reasoning_output_tokens": 262}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..42a0b24d1fc0ffa6cd719ce657d599534f9da1ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:49:11.876502+00:00", + "ended_at": "2026-05-26T00:49:22.478527+00:00", + "elapsed_ms": 10601.9, + "prompt_metrics": { + "chars": 9206, + "bytes_utf8": 9206, + "lines": 303, + "estimated_tokens": 2571 + }, + "stdout_metrics": { + "chars": 761, + "bytes_utf8": 761, + "lines": 4, + "estimated_tokens": 220 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 398, + "bytes_utf8": 398, + "lines": 1, + "estimated_tokens": 102 + }, + "usage": { + "input_tokens": 25866, + "cached_input_tokens": 22912, + "output_tokens": 370, + "reasoning_output_tokens": 262 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..58800fd3ed1744580cd69befeeb850c3f13e93b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=campaign, condition_col=loan.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "campaign", + "condition_col": "loan", + "condition_value": "no", + "positive_value": "no", + "negative_value": "yes", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 21.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1d24d6f75a2a6363cf4709075197e9dd2a054c6c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c1-ceeb-7f00-9563-2e38cdc3b09a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"campaign\\\",\\n AVG(CASE WHEN \\\"loan\\\" = 'no' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"campaign\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template with group_col=\\\"campaign\\\" and condition_col=\\\"loan\\\", measuring the within-group proportion of rows where loan='no'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25866,"cached_input_tokens":22912,"output_tokens":370,"reasoning_output_tokens":262}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fe52ca52245154980ea26284012cc930e3235f31 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"campaign\",\n AVG(CASE WHEN \"loan\" = 'no' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"campaign\"\nORDER BY \"condition_rate\" DESC;","notes":"Applies the Grouped Condition Rate template with group_col=\"campaign\" and condition_col=\"loan\", measuring the within-group proportion of rows where loan='no'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..88a970ac68bbbc624a9173dc12c436826451dc94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=campaign, condition_col=loan. +Result preview: [{"campaign": "63", "condition_rate": 1.0}, {"campaign": "58", "condition_rate": 1.0}, {"campaign": "55", "condition_rate": 1.0}, {"campaign": "51", "condition_rate": 1.0}, {"campaign": "46", "condition_rate": 1.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..fbddd0b9251a84cc08e087c55f8dabec5c4f6666 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_3b8620418e31fda7 +-- problem_id: v2p_m8_32ad5c30534c247c +-- realization_mode: agent +-- source_kind: agent +SELECT "campaign", + AVG(CASE WHEN "loan" = 'no' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "campaign" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..65e834b2cb3211bfe1ce4650b39d057af8b13b60 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"campaign\",\n AVG(CASE WHEN \"loan\" = 'no' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"campaign\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"campaign\\\",\\n AVG(CASE WHEN \\\"loan\\\" = 'no' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"campaign\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"campaign\", \"condition_rate\"], \"rows\": [{\"campaign\": \"63\", \"condition_rate\": 1.0}, {\"campaign\": \"58\", \"condition_rate\": 1.0}, {\"campaign\": \"55\", \"condition_rate\": 1.0}, {\"campaign\": \"51\", \"condition_rate\": 1.0}, {\"campaign\": \"46\", \"condition_rate\": 1.0}, {\"campaign\": \"44\", \"condition_rate\": 1.0}, {\"campaign\": \"41\", \"condition_rate\": 1.0}, {\"campaign\": \"39\", \"condition_rate\": 1.0}, {\"campaign\": \"38\", \"condition_rate\": 1.0}, {\"campaign\": \"37\", \"condition_rate\": 1.0}, {\"campaign\": \"35\", \"condition_rate\": 1.0}, {\"campaign\": \"23\", \"condition_rate\": 0.9090909090909091}, {\"campaign\": \"14\", \"condition_rate\": 0.8924731182795699}, {\"campaign\": \"17\", \"condition_rate\": 0.8695652173913043}, {\"campaign\": \"9\", \"condition_rate\": 0.8654434250764526}, {\"campaign\": \"12\", \"condition_rate\": 0.864516129032258}, {\"campaign\": \"26\", \"condition_rate\": 0.8461538461538461}, {\"campaign\": \"8\", \"condition_rate\": 0.8444444444444444}, {\"campaign\": \"2\", \"condition_rate\": 0.84406237504998}, {\"campaign\": \"6\", \"condition_rate\": 0.8404337722695585}, {\"campaign\": \"4\", \"condition_rate\": 0.8404315729699035}, {\"campaign\": \"5\", \"condition_rate\": 0.8395691609977324}, {\"campaign\": \"1\", \"condition_rate\": 0.8387482900136799}, {\"campaign\": \"3\", \"condition_rate\": 0.8371671798587212}, {\"campaign\": \"7\", \"condition_rate\": 0.8367346938775511}, {\"campaign\": \"11\", \"condition_rate\": 0.8308457711442786}, {\"campaign\": \"21\", \"condition_rate\": 0.8285714285714286}, {\"campaign\": \"18\", \"condition_rate\": 0.8235294117647058}, {\"campaign\": \"13\", \"condition_rate\": 0.8195488721804511}, {\"campaign\": \"19\", \"condition_rate\": 0.8181818181818182}, {\"campaign\": \"28\", \"condition_rate\": 0.8125}, {\"campaign\": \"15\", \"condition_rate\": 0.8095238095238095}, {\"campaign\": \"10\", \"condition_rate\": 0.8007518796992481}, {\"campaign\": \"34\", \"condition_rate\": 0.8}, {\"campaign\": \"20\", \"condition_rate\": 0.7906976744186046}, {\"campaign\": \"22\", \"condition_rate\": 0.782608695652174}, {\"campaign\": \"32\", \"condition_rate\": 0.7777777777777778}, {\"campaign\": \"25\", \"condition_rate\": 0.7727272727272727}, {\"campaign\": \"31\", \"condition_rate\": 0.75}, {\"campaign\": \"24\", \"condition_rate\": 0.75}, {\"campaign\": \"16\", \"condition_rate\": 0.7468354430379747}, {\"campaign\": \"43\", \"condition_rate\": 0.6666666666666666}, {\"campaign\": \"33\", \"condition_rate\": 0.6666666666666666}, {\"campaign\": \"30\", \"condition_rate\": 0.625}, {\"campaign\": \"27\", \"condition_rate\": 0.6}, {\"campaign\": \"29\", \"condition_rate\": 0.5625}, {\"campaign\": \"50\", \"condition_rate\": 0.5}, {\"campaign\": \"36\", \"condition_rate\": 0.5}], \"row_count_returned\": 48, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 10.73}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d389958bec76a36fc125ca2a7f635bf7a1ccde1a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:49:11.874975+00:00", + "ended_at": "2026-05-26T00:49:22.493444+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_3b8620418e31fda7", + "problem_id": "v2p_m8_32ad5c30534c247c", + "dataset_id": "m8", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=campaign, condition_col=loan.", + "bindings": { + "group_col": "campaign", + "condition_col": "loan", + "condition_value": "no", + "positive_value": "no", + "negative_value": "yes", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 21.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=100" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_3b8620418e31fda7.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_3b8620418e31fda7", + "api_calls": 0, + "input_tokens": 25866, + "cached_input_tokens": 22912, + "output_tokens": 370, + "total_tokens": 26236, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2571, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2673, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10601.9, + "sql_execution_elapsed_ms_total": 10.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2a26528c2802fd48d72472e7217b4c1b8ff76751 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:49:22.481229+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10601.9, "started_at": "2026-05-26T00:49:11.876502+00:00", "ended_at": "2026-05-26T00:49:22.478527+00:00", "prompt_metrics": {"chars": 9206, "bytes_utf8": 9206, "lines": 303, "estimated_tokens": 2571}, "response_metrics": {"chars": 398, "bytes_utf8": 398, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 25866, "cached_input_tokens": 22912, "output_tokens": 370, "reasoning_output_tokens": 262}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"campaign\\\",\\n AVG(CASE WHEN \\\"loan\\\" = 'no' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"campaign\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template with group_col=\\\"campaign\\\" and condition_col=\\\"loan\\\", measuring the within-group proportion of rows where loan='no'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c38d33e0ddf24c685e43d0f86786cf8cddc9e5b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_3b8620418e31fda7", + "api_calls": 0, + "input_tokens": 25866, + "cached_input_tokens": 22912, + "output_tokens": 370, + "total_tokens": 26236, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2571, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2673, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10601.9, + "sql_execution_elapsed_ms_total": 10.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3b8620418e31fda7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dec8045a98c2fa6ca7b5d14143bdfee09b1ce66f --- 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..71159dac763254ff16a4e9d500824a0bcc4b7786 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_3ca391bc7eafd581", + "api_calls": 0, + "input_tokens": 25815, + "cached_input_tokens": 18304, + "output_tokens": 620, + "total_tokens": 26435, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2520, + "estimated_output_tokens": 98, + "estimated_total_tokens": 2618, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14708.76, + "sql_execution_elapsed_ms_total": 45.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a95a49d75e8bb3391661d06b37b7e2b12b9ceae7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:49:22.495386+00:00", + "ended_at": "2026-05-26T00:49:37.204289+00:00", + "elapsed_ms": 14708.76, + "prompt_metrics": { + "chars": 9026, + "bytes_utf8": 9026, + "lines": 300, + "estimated_tokens": 2520 + }, + "stdout_metrics": { + "chars": 739, + "bytes_utf8": 739, + "lines": 4, + "estimated_tokens": 223 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 372, + "bytes_utf8": 372, + "lines": 1, + "estimated_tokens": 98 + }, + "usage": { + "input_tokens": 25815, + "cached_input_tokens": 18304, + "output_tokens": 620, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1674ee71ba38ac16f353ee3e720f92a24e35480f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=age, measure_col=day.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "age", + "measure_col": "day", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 20.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..300cd9da66c8efa5e2c9404a9f5e65e89095da72 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c1-f86a-7201-96c4-78f6b5d7b7a5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"age\\\",\\n AVG(CAST(\\\"day\\\" AS REAL)) OVER (PARTITION BY \\\"age\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"age\\\" and measure_col=\\\"day\\\". Cast \\\"day\\\" from TEXT to REAL for a numeric average in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25815,"cached_input_tokens":18304,"output_tokens":620,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d991856bc2117982b532a6898ca32eee61a49f7f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"age\",\n AVG(CAST(\"day\" AS REAL)) OVER (PARTITION BY \"age\") AS \"avg_measure\"\nFROM \"m8\"\nORDER BY \"avg_measure\" DESC;","notes":"Applied the Window Partition Average template with group_col=\"age\" and measure_col=\"day\". Cast \"day\" from TEXT to REAL for a numeric average in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9ddd1d14e6082ae64c00f653cb678a3a2d29f78e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=age, measure_col=day. +Result preview: [{"age": "89", "avg_measure": 25.0}, {"age": "92", "avg_measure": 24.0}, {"age": "87", "avg_measure": 19.5}, {"age": "85", "avg_measure": 17.4}, {"age": "82", "avg_measure": 17.36842105263158}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1a6c7ebb02e9952903a0e339cd11297e6f61a0dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_3ca391bc7eafd581 +-- problem_id: v2p_m8_9ada10805e776957 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "age", + AVG(CAST("day" AS REAL)) OVER (PARTITION BY "age") AS "avg_measure" +FROM "m8" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b0133b233e70146e7c8010821a25f8c06ef63fa2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"age\",\n AVG(CAST(\"day\" AS REAL)) OVER (PARTITION BY \"age\") AS \"avg_measure\"\nFROM \"m8\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"age\\\",\\n AVG(CAST(\\\"day\\\" AS REAL)) OVER (PARTITION BY \\\"age\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"age\", \"avg_measure\"], \"rows\": [{\"age\": \"89\", \"avg_measure\": 25.0}, {\"age\": \"92\", \"avg_measure\": 24.0}, {\"age\": \"87\", \"avg_measure\": 19.5}, {\"age\": \"85\", \"avg_measure\": 17.4}, {\"age\": \"82\", \"avg_measure\": 17.36842105263158}, {\"age\": \"84\", \"avg_measure\": 17.333333333333332}, {\"age\": \"32\", \"avg_measure\": 16.411510791366908}, {\"age\": \"51\", \"avg_measure\": 16.332264957264957}, {\"age\": \"30\", \"avg_measure\": 16.219123505976096}, {\"age\": \"26\", \"avg_measure\": 16.212422360248446}, {\"age\": \"49\", \"avg_measure\": 16.138832997987926}, {\"age\": \"31\", \"avg_measure\": 16.137274549098198}, {\"age\": \"53\", \"avg_measure\": 16.135802469135804}, {\"age\": \"20\", \"avg_measure\": 16.12}, {\"age\": \"52\", \"avg_measure\": 16.07244785949506}, {\"age\": \"45\", \"avg_measure\": 16.04769736842105}, {\"age\": \"55\", \"avg_measure\": 16.037220843672458}, {\"age\": \"47\", \"avg_measure\": 16.027573529411764}, {\"age\": \"56\", \"avg_measure\": 16.02313624678663}, {\"age\": \"74\", \"avg_measure\": 16.0}, {\"age\": \"54\", \"avg_measure\": 15.99260172626387}, {\"age\": \"33\", \"avg_measure\": 15.989858012170385}, {\"age\": \"58\", \"avg_measure\": 15.985135135135135}, {\"age\": \"34\", \"avg_measure\": 15.955958549222798}, {\"age\": \"42\", \"avg_measure\": 15.940418679549115}, {\"age\": \"35\", \"avg_measure\": 15.895459345300951}, {\"age\": \"77\", \"avg_measure\": 15.886363636363637}, {\"age\": \"27\", \"avg_measure\": 15.882288228822881}, {\"age\": \"36\", \"avg_measure\": 15.873200442967885}, {\"age\": \"44\", \"avg_measure\": 15.837147887323944}, {\"age\": \"50\", \"avg_measure\": 15.812566560170394}, {\"age\": \"59\", \"avg_measure\": 15.78051948051948}, {\"age\": \"25\", \"avg_measure\": 15.776091081593927}, {\"age\": \"81\", \"avg_measure\": 15.764705882352942}, {\"age\": \"28\", \"avg_measure\": 15.746628131021195}, {\"age\": \"46\", \"avg_measure\": 15.72936170212766}, {\"age\": \"73\", \"avg_measure\": 15.727272727272727}, {\"age\": \"64\", \"avg_measure\": 15.675675675675675}, {\"age\": \"43\", \"avg_measure\": 15.608096468561586}, {\"age\": \"76\", \"avg_measure\": 15.59375}, {\"age\": \"39\", \"avg_measure\": 15.536650975117686}, {\"age\": \"57\", \"avg_measure\": 15.531400966183575}, {\"age\": \"48\", \"avg_measure\": 15.497492477432298}, {\"age\": \"41\", \"avg_measure\": 15.486444616576298}, {\"age\": \"61\", \"avg_measure\": 15.476190476190476}, {\"age\": \"40\", \"avg_measure\": 15.416236162361624}, {\"age\": \"23\", \"avg_measure\": 15.415841584158416}, {\"age\": \"37\", \"avg_measure\": 15.400943396226415}, {\"age\": \"38\", \"avg_measure\": 15.38949522510232}, {\"age\": \"24\", \"avg_measure\": 15.334437086092715}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 45.0}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b9c4791f9f0c4cd839464ea04845d1de14266b0a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:49:22.493888+00:00", + "ended_at": "2026-05-26T00:49:37.253297+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_3ca391bc7eafd581", + "problem_id": "v2p_m8_9ada10805e776957", + "dataset_id": "m8", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=age, measure_col=day.", + "bindings": { + "group_col": "age", + "measure_col": "day", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 20.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=135" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_3ca391bc7eafd581.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_3ca391bc7eafd581", + "api_calls": 0, + "input_tokens": 25815, + "cached_input_tokens": 18304, + "output_tokens": 620, + "total_tokens": 26435, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2520, + "estimated_output_tokens": 98, + "estimated_total_tokens": 2618, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14708.76, + "sql_execution_elapsed_ms_total": 45.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6dda7cfc2880d17627f7353785c08d7f77ab7781 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:49:37.206673+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14708.76, "started_at": "2026-05-26T00:49:22.495386+00:00", "ended_at": "2026-05-26T00:49:37.204289+00:00", "prompt_metrics": {"chars": 9026, "bytes_utf8": 9026, "lines": 300, "estimated_tokens": 2520}, "response_metrics": {"chars": 372, "bytes_utf8": 372, "lines": 1, "estimated_tokens": 98}, "usage": {"input_tokens": 25815, "cached_input_tokens": 18304, "output_tokens": 620, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"age\\\",\\n AVG(CAST(\\\"day\\\" AS REAL)) OVER (PARTITION BY \\\"age\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"age\\\" and measure_col=\\\"day\\\". Cast \\\"day\\\" from TEXT to REAL for a numeric average in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..295d2b6e247c28b1479287e47fad407f3f6d434f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_3ca391bc7eafd581", + "api_calls": 0, + "input_tokens": 25815, + "cached_input_tokens": 18304, + "output_tokens": 620, + "total_tokens": 26435, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2520, + "estimated_output_tokens": 98, + "estimated_total_tokens": 2618, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14708.76, + "sql_execution_elapsed_ms_total": 45.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3ca391bc7eafd581/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..88a340f81e772c73db74a9ef68a8c4c711af05bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9042, "bytes_utf8": 9042, "lines": 300, "estimated_tokens": 2522}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 560, "bytes_utf8": 560, "lines": 1, "estimated_tokens": 160}, "usage": {"input_tokens": 25817, "cached_input_tokens": 22912, "output_tokens": 2630, "reasoning_output_tokens": 2464}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3da76c6a01d53796e95ada0a8e3ffc5ad3e285fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_3cfa0aae4f67f0fc", + "api_calls": 0, + "input_tokens": 25817, + "cached_input_tokens": 22912, + "output_tokens": 2630, + "total_tokens": 28447, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2522, + "estimated_output_tokens": 160, + "estimated_total_tokens": 2682, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 52641.43, + "sql_execution_elapsed_ms_total": 20.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..05e610c0004188a54f90e5931cd816a9743f7b6d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:49:37.255344+00:00", + "ended_at": "2026-05-26T00:50:29.897168+00:00", + "elapsed_ms": 52641.43, + "prompt_metrics": { + "chars": 9042, + "bytes_utf8": 9042, + "lines": 300, + "estimated_tokens": 2522 + }, + "stdout_metrics": { + "chars": 950, + "bytes_utf8": 950, + "lines": 4, + "estimated_tokens": 295 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 560, + "bytes_utf8": 560, + "lines": 1, + "estimated_tokens": 160 + }, + "usage": { + "input_tokens": 25817, + "cached_input_tokens": 22912, + "output_tokens": 2630, + "reasoning_output_tokens": 2464 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5dce6a290538e954b0bbb8c8405012f62b680f6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=education, measure_col=pdays.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "education", + "measure_col": "pdays", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..915bb98b3ca1b85878ecae528172a280d6e0978a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c2-320f-7f91-85e3-8c3cc298d37d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"education\\\",\\n AVG(CAST(\\\"pdays\\\" AS REAL)) OVER (PARTITION BY \\\"education\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"education\\\" IS NOT NULL\\n AND \\\"education\\\" <> ''\\n AND \\\"pdays\\\" IS NOT NULL\\n AND \\\"pdays\\\" <> ''\\n AND CAST(\\\"pdays\\\" AS REAL) > -1.0\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested window partition average with \\\"education\\\" as the group column; casts TEXT \\\"pdays\\\" to REAL and filters out null/blank and <= -1.0 values to form a stable view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25817,"cached_input_tokens":22912,"output_tokens":2630,"reasoning_output_tokens":2464}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a7a4f539227c0038aec2ceeecdd500afe434fd58 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"education\",\n AVG(CAST(\"pdays\" AS REAL)) OVER (PARTITION BY \"education\") AS \"avg_measure\"\nFROM \"m8\"\nWHERE \"education\" IS NOT NULL\n AND \"education\" <> ''\n AND \"pdays\" IS NOT NULL\n AND \"pdays\" <> ''\n AND CAST(\"pdays\" AS REAL) > -1.0\nORDER BY \"avg_measure\" DESC;","notes":"Uses the requested window partition average with \"education\" as the group column; casts TEXT \"pdays\" to REAL and filters out null/blank and <= -1.0 values to form a stable view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e30c0d9ba58e2b750cab7da204ab808dab13d481 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=education, measure_col=pdays. +Result preview: [{"education": "primary", "avg_measure": 248.0656862745098}, {"education": "secondary", "avg_measure": 235.45698166431595}, {"education": "unknown", "avg_measure": 216.6439628482972}, {"education": "tertiary", "avg_measure": 199.13571428571427}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2d87813aa1d9ae8e4faf155bb2b3f1bf623b719a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/generated_sql.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_3cfa0aae4f67f0fc +-- problem_id: v2p_m8_f8d8217aba11d2f2 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "education", + AVG(CAST("pdays" AS REAL)) OVER (PARTITION BY "education") AS "avg_measure" +FROM "m8" +WHERE "education" IS NOT NULL + AND "education" <> '' + AND "pdays" IS NOT NULL + AND "pdays" <> '' + AND CAST("pdays" AS REAL) > -1.0 +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e43e3e5dcd719c795d6ac7345c016bc8ee757838 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"education\",\n AVG(CAST(\"pdays\" AS REAL)) OVER (PARTITION BY \"education\") AS \"avg_measure\"\nFROM \"m8\"\nWHERE \"education\" IS NOT NULL\n AND \"education\" <> ''\n AND \"pdays\" IS NOT NULL\n AND \"pdays\" <> ''\n AND CAST(\"pdays\" AS REAL) > -1.0\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"education\\\",\\n AVG(CAST(\\\"pdays\\\" AS REAL)) OVER (PARTITION BY \\\"education\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"education\\\" IS NOT NULL\\n AND \\\"education\\\" <> ''\\n AND \\\"pdays\\\" IS NOT NULL\\n AND \\\"pdays\\\" <> ''\\n AND CAST(\\\"pdays\\\" AS REAL) > -1.0\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"education\", \"avg_measure\"], \"rows\": [{\"education\": \"primary\", \"avg_measure\": 248.0656862745098}, {\"education\": \"secondary\", \"avg_measure\": 235.45698166431595}, {\"education\": \"unknown\", \"avg_measure\": 216.6439628482972}, {\"education\": \"tertiary\", \"avg_measure\": 199.13571428571427}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 20.03}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..99ddc50d091df6cd0bcf7645a2820f0eb8b65c33 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:49:37.253654+00:00", + "ended_at": "2026-05-26T00:50:29.922426+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_3cfa0aae4f67f0fc", + "problem_id": "v2p_m8_f8d8217aba11d2f2", + "dataset_id": "m8", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=education, measure_col=pdays.", + "bindings": { + "group_col": "education", + "measure_col": "pdays", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=138" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_3cfa0aae4f67f0fc.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_3cfa0aae4f67f0fc", + "api_calls": 0, + "input_tokens": 25817, + "cached_input_tokens": 22912, + "output_tokens": 2630, + "total_tokens": 28447, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2522, + "estimated_output_tokens": 160, + "estimated_total_tokens": 2682, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 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"ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 52641.43, "started_at": "2026-05-26T00:49:37.255344+00:00", "ended_at": "2026-05-26T00:50:29.897168+00:00", "prompt_metrics": {"chars": 9042, "bytes_utf8": 9042, "lines": 300, "estimated_tokens": 2522}, "response_metrics": {"chars": 560, "bytes_utf8": 560, "lines": 1, "estimated_tokens": 160}, "usage": {"input_tokens": 25817, "cached_input_tokens": 22912, "output_tokens": 2630, "reasoning_output_tokens": 2464}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"education\\\",\\n AVG(CAST(\\\"pdays\\\" AS REAL)) OVER (PARTITION BY \\\"education\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"education\\\" IS NOT NULL\\n AND \\\"education\\\" <> ''\\n AND \\\"pdays\\\" IS NOT NULL\\n AND \\\"pdays\\\" <> ''\\n AND CAST(\\\"pdays\\\" AS REAL) > -1.0\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested window partition average with \\\"education\\\" as the group column; casts TEXT \\\"pdays\\\" to REAL and filters out null/blank and <= -1.0 values to form a stable view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..338101327d32657916b198bc7d1e100241f11101 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_3cfa0aae4f67f0fc/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_3cfa0aae4f67f0fc", + "api_calls": 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2f22b3d9506baa1ad20344a8783012c958223649 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_4728babd3affdf77", + "api_calls": 0, + "input_tokens": 25921, + "cached_input_tokens": 22912, + "output_tokens": 677, + "total_tokens": 26598, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2626, + "estimated_output_tokens": 155, + "estimated_total_tokens": 2781, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15725.01, + "sql_execution_elapsed_ms_total": 18.71, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3b3fdc1ae04647f55e44a8f874b816cd107a2e03 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:50:29.924781+00:00", + "ended_at": "2026-05-26T00:50:45.649939+00:00", + "elapsed_ms": 15725.01, + "prompt_metrics": { + "chars": 9362, + "bytes_utf8": 9362, + "lines": 302, + "estimated_tokens": 2626 + }, + "stdout_metrics": { + "chars": 974, + "bytes_utf8": 974, + "lines": 4, + "estimated_tokens": 294 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 576, + "bytes_utf8": 576, + "lines": 1, + "estimated_tokens": 155 + }, + "usage": { + "input_tokens": 25921, + "cached_input_tokens": 22912, + "output_tokens": 677, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d65966a52cf9516c493747f01c6f3181f19a044e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=month, measure_col=duration.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "month", + "measure_col": "duration", + "item_col": "campaign", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 254.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..de2e6fc87a2bea64c44d33b55a513780ee5ce35b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c2-ffd4-78d1-8079-e2295330521e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"month\\\",\\n \\\"campaign\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"duration\\\" AS REAL))) OVER (PARTITION BY \\\"month\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"month\\\", \\\"campaign\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned template with group_col=\\\"month\\\", item_col=\\\"campaign\\\", and measure_col=\\\"duration\\\". \\\"duration\\\" is CAST to REAL because the schema stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25921,"cached_input_tokens":22912,"output_tokens":677,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..de5aadfbe4db6bbde435fcac443d34b710bf8383 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"month\",\n \"campaign\",\n SUM(CAST(\"duration\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"duration\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"duration\" AS REAL))) OVER (PARTITION BY \"month\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"month\", \"campaign\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the planned template with group_col=\"month\", item_col=\"campaign\", and measure_col=\"duration\". \"duration\" is CAST to REAL because the schema stores numeric-looking fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3a6f52a66913d9e34880ca7f78990e8c874f49cb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=month, measure_col=duration. +Result preview: [{"month": "oct", "campaign": "1", "total_measure": 132006.0, "share_within_group": 62.04251599167164}, {"month": "sep", "campaign": "1", "total_measure": 95120.0, "share_within_group": 56.21284290897916}, {"month": "jan", "campaign": "1", "total_measure": 190007.0, "share_within_group": 50.49174490384334}, {"month": "apr", "campaign": "1", "total_measure": 437814.0, "share_within_group": 50.09164487097638}, {"month": "nov", "campaign": "1", "total_measure": 501035.0, "share_within_group": 49.854228855721395}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d0a2c33eb12b87ef3601ebecb9c572bf3c1d2dae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_4728babd3affdf77 +-- problem_id: v2p_m8_0f7161f720f34414 +-- realization_mode: agent +-- source_kind: agent +SELECT + "month", + "campaign", + SUM(CAST("duration" AS REAL)) AS "total_measure", + SUM(CAST("duration" AS REAL)) * 100.0 / SUM(SUM(CAST("duration" AS REAL))) OVER (PARTITION BY "month") AS "share_within_group" +FROM "m8" +GROUP BY "month", "campaign" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5cbc381af0f60b82d2451f4899d8d548a3cf3025 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"month\",\n \"campaign\",\n SUM(CAST(\"duration\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"duration\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"duration\" AS REAL))) OVER (PARTITION BY \"month\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"month\", \"campaign\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"month\\\",\\n \\\"campaign\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"duration\\\" AS REAL))) OVER (PARTITION BY \\\"month\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"month\\\", \\\"campaign\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"month\", \"campaign\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"month\": \"oct\", \"campaign\": \"1\", \"total_measure\": 132006.0, \"share_within_group\": 62.04251599167164}, {\"month\": \"sep\", \"campaign\": \"1\", \"total_measure\": 95120.0, \"share_within_group\": 56.21284290897916}, {\"month\": \"jan\", \"campaign\": \"1\", \"total_measure\": 190007.0, \"share_within_group\": 50.49174490384334}, {\"month\": \"apr\", \"campaign\": \"1\", \"total_measure\": 437814.0, \"share_within_group\": 50.09164487097638}, {\"month\": \"nov\", \"campaign\": \"1\", \"total_measure\": 501035.0, \"share_within_group\": 49.854228855721395}, {\"month\": \"mar\", \"campaign\": \"1\", \"total_measure\": 55581.0, \"share_within_group\": 47.676682764477306}, {\"month\": \"dec\", \"campaign\": \"1\", \"total_measure\": 31510.0, \"share_within_group\": 44.71025597366479}, {\"month\": \"feb\", \"campaign\": \"1\", \"total_measure\": 284779.0, \"share_within_group\": 43.296459706085365}, {\"month\": \"may\", \"campaign\": \"1\", \"total_measure\": 1520281.0, \"share_within_group\": 42.325778093553865}, {\"month\": \"jun\", \"campaign\": \"1\", \"total_measure\": 493266.0, \"share_within_group\": 37.99228548630089}, {\"month\": \"jan\", \"campaign\": \"2\", \"total_measure\": 129272.0, \"share_within_group\": 34.35225463909033}, {\"month\": \"aug\", \"campaign\": \"2\", \"total_measure\": 493695.0, \"share_within_group\": 34.00534227477862}, {\"month\": \"jul\", \"campaign\": \"1\", \"total_measure\": 583304.0, \"share_within_group\": 31.569364990880505}, {\"month\": \"feb\", \"campaign\": \"2\", \"total_measure\": 201724.0, \"share_within_group\": 30.66916815407865}, {\"month\": \"apr\", \"campaign\": \"2\", \"total_measure\": 263230.0, \"share_within_group\": 30.116953042586832}, {\"month\": \"may\", \"campaign\": \"2\", \"total_measure\": 1068790.0, \"share_within_group\": 29.755925627308}, {\"month\": \"mar\", \"campaign\": \"2\", \"total_measure\": 34101.0, \"share_within_group\": 29.251408915842475}, {\"month\": \"nov\", \"campaign\": \"2\", \"total_measure\": 292731.0, \"share_within_group\": 29.127462686567164}, {\"month\": \"jun\", \"campaign\": \"2\", \"total_measure\": 357432.0, \"share_within_group\": 27.530092457091097}, {\"month\": \"jul\", \"campaign\": \"2\", \"total_measure\": 489341.0, \"share_within_group\": 26.483933993256443}, {\"month\": \"sep\", \"campaign\": \"2\", \"total_measure\": 42824.0, \"share_within_group\": 25.30759866204924}, {\"month\": \"oct\", \"campaign\": \"2\", \"total_measure\": 52907.0, \"share_within_group\": 24.866168155776037}, {\"month\": \"dec\", \"campaign\": \"2\", \"total_measure\": 16905.0, \"share_within_group\": 23.98688915375447}, {\"month\": \"dec\", \"campaign\": \"3\", \"total_measure\": 13040.0, \"share_within_group\": 18.50275271014246}, {\"month\": \"aug\", \"campaign\": \"1\", \"total_measure\": 255222.0, \"share_within_group\": 17.5795004325617}, {\"month\": \"aug\", \"campaign\": \"4\", \"total_measure\": 228547.0, \"share_within_group\": 15.742146387696513}, {\"month\": \"jun\", \"campaign\": \"3\", \"total_measure\": 188937.0, \"share_within_group\": 14.552287088356445}, {\"month\": \"jul\", \"campaign\": \"3\", \"total_measure\": 259205.0, \"share_within_group\": 14.02859787085496}, {\"month\": \"may\", \"campaign\": \"3\", \"total_measure\": 475022.0, \"share_within_group\": 13.224973384233666}, {\"month\": \"feb\", \"campaign\": \"3\", \"total_measure\": 85966.0, \"share_within_group\": 13.069866300160244}, {\"month\": \"apr\", \"campaign\": \"3\", \"total_measure\": 106890.0, \"share_within_group\": 12.22961330669797}, {\"month\": \"nov\", \"campaign\": \"3\", \"total_measure\": 120619.0, \"share_within_group\": 12.001890547263681}, {\"month\": \"aug\", \"campaign\": \"3\", \"total_measure\": 166661.0, \"share_within_group\": 11.479485003609273}, {\"month\": \"sep\", \"campaign\": \"3\", \"total_measure\": 17440.0, \"share_within_group\": 10.306475823513422}, {\"month\": \"jul\", \"campaign\": \"4\", \"total_measure\": 182152.0, \"share_within_group\": 9.85836368654915}, {\"month\": \"jan\", \"campaign\": \"3\", \"total_measure\": 36034.0, \"share_within_group\": 9.57553951099218}, {\"month\": \"oct\", \"campaign\": \"3\", \"total_measure\": 20248.0, \"share_within_group\": 9.51651336908449}, {\"month\": \"mar\", \"campaign\": \"3\", \"total_measure\": 9656.0, \"share_within_group\": 8.282795357654466}, {\"month\": \"jun\", \"campaign\": \"4\", \"total_measure\": 89624.0, \"share_within_group\": 6.903010940190953}, {\"month\": \"mar\", \"campaign\": \"4\", \"total_measure\": 8004.0, \"share_within_group\": 6.865730534658901}, {\"month\": \"may\", \"campaign\": \"4\", \"total_measure\": 234516.0, \"share_within_group\": 6.529103616626056}, {\"month\": \"feb\", \"campaign\": \"4\", \"total_measure\": 40478.0, \"share_within_group\": 6.154084732311453}, {\"month\": \"aug\", \"campaign\": \"6\", \"total_measure\": 80880.0, \"share_within_group\": 5.570953894983937}, {\"month\": \"dec\", \"campaign\": \"5\", \"total_measure\": 3729.0, \"share_within_group\": 5.291162949089052}, {\"month\": \"jul\", \"campaign\": \"5\", \"total_measure\": 94886.0, \"share_within_group\": 5.135385264844211}, {\"month\": \"aug\", \"campaign\": \"5\", \"total_measure\": 71226.0, \"share_within_group\": 4.905993596984742}, {\"month\": \"nov\", \"campaign\": \"4\", \"total_measure\": 46965.0, \"share_within_group\": 4.673134328358209}, {\"month\": \"apr\", \"campaign\": \"4\", \"total_measure\": 35319.0, \"share_within_group\": 4.040955303389144}, {\"month\": \"jan\", \"campaign\": \"4\", \"total_measure\": 14767.0, \"share_within_group\": 3.9241269900322338}, {\"month\": \"mar\", \"campaign\": \"5\", \"total_measure\": 4373.0, \"share_within_group\": 3.751104401307268}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 18.71}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6e766cd886b258b30fd56c7543ed56fca12c5456 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:50:29.923043+00:00", + "ended_at": "2026-05-26T00:50:45.674329+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_4728babd3affdf77", + "problem_id": "v2p_m8_0f7161f720f34414", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=month, measure_col=duration.", + "bindings": { + "group_col": "month", + "measure_col": "duration", + "item_col": "campaign", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 254.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=24" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_4728babd3affdf77.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_4728babd3affdf77", + "api_calls": 0, + "input_tokens": 25921, + "cached_input_tokens": 22912, + "output_tokens": 677, + "total_tokens": 26598, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2626, + "estimated_output_tokens": 155, + "estimated_total_tokens": 2781, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15725.01, + "sql_execution_elapsed_ms_total": 18.71, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d2c40f25ec0189b48020f09b92137b5bf217b4b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:50:45.653889+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15725.01, "started_at": "2026-05-26T00:50:29.924781+00:00", "ended_at": "2026-05-26T00:50:45.649939+00:00", "prompt_metrics": {"chars": 9362, "bytes_utf8": 9362, "lines": 302, "estimated_tokens": 2626}, "response_metrics": {"chars": 576, "bytes_utf8": 576, "lines": 1, "estimated_tokens": 155}, "usage": {"input_tokens": 25921, "cached_input_tokens": 22912, "output_tokens": 677, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"month\\\",\\n \\\"campaign\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"duration\\\" AS REAL))) OVER (PARTITION BY \\\"month\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"month\\\", \\\"campaign\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned template with group_col=\\\"month\\\", item_col=\\\"campaign\\\", and measure_col=\\\"duration\\\". \\\"duration\\\" is CAST to REAL because the schema stores numeric-looking fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..eac75e46bee4bee40aef80e9377bd06629091b1e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_4728babd3affdf77", + "api_calls": 0, + "input_tokens": 25921, + "cached_input_tokens": 22912, + "output_tokens": 677, + "total_tokens": 26598, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2626, + "estimated_output_tokens": 155, + "estimated_total_tokens": 2781, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15725.01, + "sql_execution_elapsed_ms_total": 18.71, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4728babd3affdf77/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0ce6cfae9c63c036c297ebfc57102e9ff8eee98a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9363, "bytes_utf8": 9363, "lines": 302, "estimated_tokens": 2627}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 660, "bytes_utf8": 660, "lines": 1, "estimated_tokens": 181}, "usage": {"input_tokens": 25922, "cached_input_tokens": 25472, "output_tokens": 1190, "reasoning_output_tokens": 1003}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..325e25455dd13c11d037f90d1dcf8207d5fbf8e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_4ba41136f149d343", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 25472, + "output_tokens": 1190, + "total_tokens": 27112, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 181, + "estimated_total_tokens": 2808, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26662.0, + "sql_execution_elapsed_ms_total": 20.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..30c8a5b41d7994dc76ea6be8e8e0aca2ebc0c840 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:50:45.676276+00:00", + "ended_at": "2026-05-26T00:51:12.338473+00:00", + "elapsed_ms": 26662.0, + "prompt_metrics": { + "chars": 9363, + "bytes_utf8": 9363, + "lines": 302, + "estimated_tokens": 2627 + }, + "stdout_metrics": { + "chars": 1087, + "bytes_utf8": 1087, + "lines": 4, + "estimated_tokens": 339 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 660, + "bytes_utf8": 660, + "lines": 1, + "estimated_tokens": 181 + }, + "usage": { + "input_tokens": 25922, + "cached_input_tokens": 25472, + "output_tokens": 1190, + "reasoning_output_tokens": 1003 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8443ec34b6e9a53b8d14dc06ab9dda42b3b13493 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=job, measure_col=duration.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "job", + "measure_col": "duration", + "item_col": "campaign", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 254.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6723d58ca60bc299e33d52fcb75f1c45fe22995d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c3-3d52-7920-889e-e003678d95d6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"job\\\",\\n \\\"campaign\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"job\\\", \\\"campaign\\\"\\n)\\nSELECT\\n \\\"job\\\",\\n \\\"campaign\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"job\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned within-group share template with group_col=\\\"job\\\", item_col=\\\"campaign\\\", and measure_col=\\\"duration\\\". \\\"duration\\\" is cast from TEXT to REAL for SQLite-compatible aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25922,"cached_input_tokens":25472,"output_tokens":1190,"reasoning_output_tokens":1003}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3256829d137e5fae389d10cc6fceceae89a96d10 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n \"job\",\n \"campaign\",\n SUM(CAST(\"duration\" AS REAL)) AS \"total_measure\"\n FROM \"m8\"\n GROUP BY \"job\", \"campaign\"\n)\nSELECT\n \"job\",\n \"campaign\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"job\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the planned within-group share template with group_col=\"job\", item_col=\"campaign\", and measure_col=\"duration\". \"duration\" is cast from TEXT to REAL for SQLite-compatible aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c1e7adbfe5dad3be2323bfde795d04f4ed555b02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=job, measure_col=duration. +Result preview: [{"job": "student", "campaign": "1", "total_measure": 109855.0, "share_within_group": 47.4814577894573}, {"job": "retired", "campaign": "1", "total_measure": 302416.0, "share_within_group": 46.483631679747184}, {"job": "admin.", "campaign": "1", "total_measure": 558732.0, "share_within_group": 43.76366312290329}, {"job": "unemployed", "campaign": "1", "total_measure": 159145.0, "share_within_group": 42.32895002819359}, {"job": "services", "campaign": "1", "total_measure": 430590.0, "share_within_group": 39.97270727156265}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..354a26b74cea140060c2b26857b8d2b9c557dd93 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/generated_sql.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_4ba41136f149d343 +-- problem_id: v2p_m8_a021c16ba7481dfa +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "job", + "campaign", + SUM(CAST("duration" AS REAL)) AS "total_measure" + FROM "m8" + GROUP BY "job", "campaign" +) +SELECT + "job", + "campaign", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "job") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e480feecd0ff32668c1b05c39478a8012d3066e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n \"job\",\n \"campaign\",\n SUM(CAST(\"duration\" AS REAL)) AS \"total_measure\"\n FROM \"m8\"\n GROUP BY \"job\", \"campaign\"\n)\nSELECT\n \"job\",\n \"campaign\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"job\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"job\\\",\\n \\\"campaign\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"job\\\", \\\"campaign\\\"\\n)\\nSELECT\\n \\\"job\\\",\\n \\\"campaign\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"job\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"job\", \"campaign\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"job\": \"student\", \"campaign\": \"1\", \"total_measure\": 109855.0, \"share_within_group\": 47.4814577894573}, {\"job\": \"retired\", \"campaign\": \"1\", \"total_measure\": 302416.0, \"share_within_group\": 46.483631679747184}, {\"job\": \"admin.\", \"campaign\": \"1\", \"total_measure\": 558732.0, \"share_within_group\": 43.76366312290329}, {\"job\": \"unemployed\", \"campaign\": \"1\", \"total_measure\": 159145.0, \"share_within_group\": 42.32895002819359}, {\"job\": \"services\", \"campaign\": \"1\", \"total_measure\": 430590.0, \"share_within_group\": 39.97270727156265}, {\"job\": \"unknown\", \"campaign\": \"1\", \"total_measure\": 26813.0, \"share_within_group\": 39.18196165536591}, {\"job\": \"entrepreneur\", \"campaign\": \"1\", \"total_measure\": 147663.0, \"share_within_group\": 38.743270048172285}, {\"job\": \"self-employed\", \"campaign\": \"1\", \"total_measure\": 162309.0, \"share_within_group\": 38.33286098908885}, {\"job\": \"blue-collar\", \"campaign\": \"1\", \"total_measure\": 971792.0, \"share_within_group\": 37.982019559454976}, {\"job\": \"management\", \"campaign\": \"1\", \"total_measure\": 903054.0, \"share_within_group\": 37.59135026050122}, {\"job\": \"technician\", \"campaign\": \"1\", \"total_measure\": 700475.0, \"share_within_group\": 36.45802701165189}, {\"job\": \"housemaid\", \"campaign\": \"1\", \"total_measure\": 107081.0, \"share_within_group\": 35.1289108761478}, {\"job\": \"technician\", \"campaign\": \"2\", \"total_measure\": 597281.0, \"share_within_group\": 31.087029275201047}, {\"job\": \"blue-collar\", \"campaign\": \"2\", \"total_measure\": 787628.0, \"share_within_group\": 30.784058833139603}, {\"job\": \"housemaid\", \"campaign\": \"2\", \"total_measure\": 90555.0, \"share_within_group\": 29.707403968860618}, {\"job\": \"unemployed\", \"campaign\": \"2\", \"total_measure\": 111524.0, \"share_within_group\": 29.662847233304607}, {\"job\": \"services\", \"campaign\": \"2\", \"total_measure\": 318033.0, \"share_within_group\": 29.5237697384911}, {\"job\": \"management\", \"campaign\": \"2\", \"total_measure\": 689079.0, \"share_within_group\": 28.68423155886129}, {\"job\": \"admin.\", \"campaign\": \"2\", \"total_measure\": 364668.0, \"share_within_group\": 28.563260210088014}, {\"job\": \"retired\", \"campaign\": \"2\", \"total_measure\": 182028.0, \"share_within_group\": 27.979083472438695}, {\"job\": \"self-employed\", \"campaign\": \"2\", \"total_measure\": 118347.0, \"share_within_group\": 27.95026215105569}, {\"job\": \"student\", \"campaign\": \"2\", \"total_measure\": 64368.0, \"share_within_group\": 27.821095762521395}, {\"job\": \"entrepreneur\", \"campaign\": \"2\", \"total_measure\": 103539.0, \"share_within_group\": 27.16617864676805}, {\"job\": \"unknown\", \"campaign\": \"2\", \"total_measure\": 15902.0, \"share_within_group\": 23.23766658873042}, {\"job\": \"self-employed\", \"campaign\": \"3\", \"total_measure\": 60130.0, \"share_within_group\": 14.201029710452978}, {\"job\": \"blue-collar\", \"campaign\": \"3\", \"total_measure\": 351920.0, \"share_within_group\": 13.754622721079608}, {\"job\": \"housemaid\", \"campaign\": \"3\", \"total_measure\": 40956.0, \"share_within_group\": 13.435994003077196}, {\"job\": \"technician\", \"campaign\": \"3\", \"total_measure\": 255426.0, \"share_within_group\": 13.294304589711547}, {\"job\": \"entrepreneur\", \"campaign\": \"3\", \"total_measure\": 50527.0, \"share_within_group\": 13.257086783581542}, {\"job\": \"unemployed\", \"campaign\": \"3\", \"total_measure\": 49627.0, \"share_within_group\": 13.199653165661273}, {\"job\": \"unknown\", \"campaign\": \"3\", \"total_measure\": 8749.0, \"share_within_group\": 12.784954407294833}, {\"job\": \"management\", \"campaign\": \"3\", \"total_measure\": 306531.0, \"share_within_group\": 12.759939258008602}, {\"job\": \"student\", \"campaign\": \"3\", \"total_measure\": 28552.0, \"share_within_group\": 12.340727165851213}, {\"job\": \"services\", \"campaign\": \"3\", \"total_measure\": 131571.0, \"share_within_group\": 12.214052970172947}, {\"job\": \"admin.\", \"campaign\": \"3\", \"total_measure\": 150090.0, \"share_within_group\": 11.756062294832862}, {\"job\": \"retired\", \"campaign\": \"3\", \"total_measure\": 65639.0, \"share_within_group\": 10.089211879751485}, {\"job\": \"housemaid\", \"campaign\": \"4\", \"total_measure\": 27237.0, \"share_within_group\": 8.935349366681647}, {\"job\": \"technician\", \"campaign\": \"4\", \"total_measure\": 163877.0, \"share_within_group\": 8.529400895947003}, {\"job\": \"management\", \"campaign\": \"4\", \"total_measure\": 200440.0, \"share_within_group\": 8.343698434661565}, {\"job\": \"entrepreneur\", \"campaign\": \"4\", \"total_measure\": 31575.0, \"share_within_group\": 8.284531343471553}, {\"job\": \"self-employed\", \"campaign\": \"4\", \"total_measure\": 31962.0, \"share_within_group\": 7.548533371120873}, {\"job\": \"unknown\", \"campaign\": \"4\", \"total_measure\": 5127.0, \"share_within_group\": 7.4921089548749125}, {\"job\": \"services\", \"campaign\": \"4\", \"total_measure\": 80565.0, \"share_within_group\": 7.479043083521319}, {\"job\": \"retired\", \"campaign\": \"4\", \"total_measure\": 48166.0, \"share_within_group\": 7.403479324793341}, {\"job\": \"blue-collar\", \"campaign\": \"4\", \"total_measure\": 188416.0, \"share_within_group\": 7.364148086539371}, {\"job\": \"admin.\", \"campaign\": \"4\", \"total_measure\": 81831.0, \"share_within_group\": 6.409556490428862}, {\"job\": \"unemployed\", \"campaign\": \"4\", \"total_measure\": 21017.0, \"share_within_group\": 5.590043939442299}, {\"job\": \"housemaid\", \"campaign\": \"5\", \"total_measure\": 15478.0, \"share_within_group\": 5.077700829661803}, {\"job\": \"student\", \"campaign\": \"4\", \"total_measure\": 11538.0, \"share_within_group\": 4.986946975328919}, {\"job\": \"unknown\", \"campaign\": \"5\", \"total_measure\": 3200.0, \"share_within_group\": 4.676174888940847}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 20.92}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2150260de61ae99fc955c73c1259a0bba1f7b7ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:50:45.674715+00:00", + "ended_at": "2026-05-26T00:51:12.364230+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_4ba41136f149d343", + "problem_id": "v2p_m8_a021c16ba7481dfa", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=job, measure_col=duration.", + "bindings": { + "group_col": "job", + "measure_col": "duration", + "item_col": "campaign", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 254.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=31" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_4ba41136f149d343.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_4ba41136f149d343", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 25472, + "output_tokens": 1190, + "total_tokens": 27112, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 181, + "estimated_total_tokens": 2808, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26662.0, + "sql_execution_elapsed_ms_total": 20.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e60810efd574bb15e7187dea739f429b8ad560cb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:51:12.341750+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 26662.0, "started_at": "2026-05-26T00:50:45.676276+00:00", "ended_at": "2026-05-26T00:51:12.338473+00:00", "prompt_metrics": {"chars": 9363, "bytes_utf8": 9363, "lines": 302, "estimated_tokens": 2627}, "response_metrics": {"chars": 660, "bytes_utf8": 660, "lines": 1, "estimated_tokens": 181}, "usage": {"input_tokens": 25922, "cached_input_tokens": 25472, "output_tokens": 1190, "reasoning_output_tokens": 1003}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"job\\\",\\n \\\"campaign\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"job\\\", \\\"campaign\\\"\\n)\\nSELECT\\n \\\"job\\\",\\n \\\"campaign\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"job\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned within-group share template with group_col=\\\"job\\\", item_col=\\\"campaign\\\", and measure_col=\\\"duration\\\". \\\"duration\\\" is cast from TEXT to REAL for SQLite-compatible aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..db4bcb96d3ade2dec936e833e4776dfb131e129f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_4ba41136f149d343", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 25472, + "output_tokens": 1190, + "total_tokens": 27112, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 181, + "estimated_total_tokens": 2808, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26662.0, + "sql_execution_elapsed_ms_total": 20.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_4ba41136f149d343/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..42e9f09283f5b63a6404c89620b0d94250c1ad13 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9775, "bytes_utf8": 9775, "lines": 303, "estimated_tokens": 2721}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 800, "bytes_utf8": 800, "lines": 1, "estimated_tokens": 228}, "usage": {"input_tokens": 26016, "cached_input_tokens": 24960, "output_tokens": 750, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..979cc65cf9ae6bc62afaf0b763fa46272a4c3388 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_50c61ecd01efe7aa", + "api_calls": 0, + "input_tokens": 26016, + "cached_input_tokens": 24960, + "output_tokens": 750, + "total_tokens": 26766, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2721, + "estimated_output_tokens": 228, + "estimated_total_tokens": 2949, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17679.37, + "sql_execution_elapsed_ms_total": 10.81, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..49f7226153bf8ee8b0a733a617a417c2850907f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:51:12.367136+00:00", + "ended_at": "2026-05-26T00:51:30.046662+00:00", + "elapsed_ms": 17679.37, + "prompt_metrics": { + "chars": 9775, + "bytes_utf8": 9775, + "lines": 303, + "estimated_tokens": 2721 + }, + "stdout_metrics": { + "chars": 1204, + "bytes_utf8": 1204, + "lines": 4, + "estimated_tokens": 369 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 800, + "bytes_utf8": 800, + "lines": 1, + "estimated_tokens": 228 + }, + "usage": { + "input_tokens": 26016, + "cached_input_tokens": 24960, + "output_tokens": 750, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4ab4eb44604279cff3892068c5618552ed55cd38 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=day, condition_col=poutcome.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "day", + "condition_col": "poutcome", + "condition_value": "unknown", + "positive_value": "unknown", + "negative_value": "failure", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 319.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b7393916469c8db88d4e544527fced7be8a8bc5c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c3-a593-7f03-ba18-20aab67729f7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"day\\\",\\n SUM(CASE WHEN \\\"poutcome\\\" = 'unknown' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"poutcome\\\" = 'failure' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"day\\\"\\n)\\nSELECT\\n \\\"day\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC\\nLIMIT 13;\",\"notes\":\"Computes, for each day, the ratio of rows where \\\"poutcome\\\" = 'unknown' to rows where \\\"poutcome\\\" = 'failure', following the grouped ratio-of-two-conditions template. Returns the top 13 days by highest ratio; days with no 'failure' rows yield NULL ratios via NULLIF.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26016,"cached_input_tokens":24960,"output_tokens":750,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2351440fe37ea5e7c8512ab761d974f78b249726 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT\n \"day\",\n SUM(CASE WHEN \"poutcome\" = 'unknown' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"poutcome\" = 'failure' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m8\"\n GROUP BY \"day\"\n)\nSELECT\n \"day\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC\nLIMIT 13;","notes":"Computes, for each day, the ratio of rows where \"poutcome\" = 'unknown' to rows where \"poutcome\" = 'failure', following the grouped ratio-of-two-conditions template. Returns the top 13 days by highest ratio; days with no 'failure' rows yield NULL ratios via NULLIF."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8d1ae07d7f560ad34031f18357b2b6ccf07e5f12 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=day, condition_col=poutcome. +Result preview: [{"day": "31", "condition_ratio": 29.047619047619047}, {"day": "23", "condition_ratio": 25.352941176470587}, {"day": "27", "condition_ratio": 25.3}, {"day": "28", "condition_ratio": 16.696969696969695}, {"day": "22", "condition_ratio": 16.416666666666668}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..152668062586e1134c210739048730c8aa6b9d8c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/generated_sql.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m8_50c61ecd01efe7aa +-- problem_id: v2p_m8_687547039ff30bd1 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "day", + SUM(CASE WHEN "poutcome" = 'unknown' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "poutcome" = 'failure' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m8" + GROUP BY "day" +) +SELECT + "day", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC +LIMIT 13; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5a69353fdbef820af33dd994d9798532277bdcaf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT\n \"day\",\n SUM(CASE WHEN \"poutcome\" = 'unknown' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"poutcome\" = 'failure' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"m8\"\n GROUP BY \"day\"\n)\nSELECT\n \"day\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC\nLIMIT 13;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"day\\\",\\n SUM(CASE WHEN \\\"poutcome\\\" = 'unknown' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"poutcome\\\" = 'failure' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"day\\\"\\n)\\nSELECT\\n \\\"day\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC\\nLIMIT 13;\", \"columns\": [\"day\", \"condition_ratio\"], \"rows\": [{\"day\": \"31\", \"condition_ratio\": 29.047619047619047}, {\"day\": \"23\", \"condition_ratio\": 25.352941176470587}, {\"day\": \"27\", \"condition_ratio\": 25.3}, {\"day\": \"28\", \"condition_ratio\": 16.696969696969695}, {\"day\": \"22\", \"condition_ratio\": 16.416666666666668}, {\"day\": \"9\", \"condition_ratio\": 13.777777777777779}, {\"day\": \"24\", \"condition_ratio\": 13.517241379310345}, {\"day\": \"26\", \"condition_ratio\": 13.191176470588236}, {\"day\": \"25\", \"condition_ratio\": 13.072727272727272}, {\"day\": \"30\", \"condition_ratio\": 12.596153846153847}, {\"day\": \"10\", \"condition_ratio\": 9.928571428571429}, {\"day\": \"19\", \"condition_ratio\": 9.819354838709678}, {\"day\": \"21\", \"condition_ratio\": 9.344086021505376}], \"row_count_returned\": 13, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 10.81}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bacc0723d33c7ece29cf87114a13502fbd5374a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:51:12.364645+00:00", + "ended_at": "2026-05-26T00:51:30.061552+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_50c61ecd01efe7aa", + "problem_id": "v2p_m8_687547039ff30bd1", + "dataset_id": "m8", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=day, condition_col=poutcome.", + "bindings": { + "group_col": "day", + "condition_col": "poutcome", + "condition_value": "unknown", + "positive_value": "unknown", + "negative_value": "failure", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 319.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=38" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_50c61ecd01efe7aa.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_50c61ecd01efe7aa", + "api_calls": 0, + "input_tokens": 26016, + "cached_input_tokens": 24960, + "output_tokens": 750, + "total_tokens": 26766, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2721, + "estimated_output_tokens": 228, + "estimated_total_tokens": 2949, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17679.37, + "sql_execution_elapsed_ms_total": 10.81, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6b31e5d3a6167d3729f600a3bf83bd51e943fc5a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:51:30.049257+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17679.37, "started_at": "2026-05-26T00:51:12.367136+00:00", "ended_at": "2026-05-26T00:51:30.046662+00:00", "prompt_metrics": {"chars": 9775, "bytes_utf8": 9775, "lines": 303, "estimated_tokens": 2721}, "response_metrics": {"chars": 800, "bytes_utf8": 800, "lines": 1, "estimated_tokens": 228}, "usage": {"input_tokens": 26016, "cached_input_tokens": 24960, "output_tokens": 750, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"day\\\",\\n SUM(CASE WHEN \\\"poutcome\\\" = 'unknown' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"poutcome\\\" = 'failure' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"day\\\"\\n)\\nSELECT\\n \\\"day\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC\\nLIMIT 13;\",\"notes\":\"Computes, for each day, the ratio of rows where \\\"poutcome\\\" = 'unknown' to rows where \\\"poutcome\\\" = 'failure', following the grouped ratio-of-two-conditions template. Returns the top 13 days by highest ratio; days with no 'failure' rows yield NULL ratios via NULLIF.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..089286da424c95e1aab017a533f153b753ae64b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_50c61ecd01efe7aa", + "api_calls": 0, + "input_tokens": 26016, + "cached_input_tokens": 24960, + "output_tokens": 750, + "total_tokens": 26766, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2721, + "estimated_output_tokens": 228, + "estimated_total_tokens": 2949, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17679.37, + "sql_execution_elapsed_ms_total": 10.81, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_50c61ecd01efe7aa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1454ee4971f9d1790f76106ba4c952ab67b14614 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9194, "bytes_utf8": 9194, "lines": 303, "estimated_tokens": 2573}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 367, "bytes_utf8": 367, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 25868, "cached_input_tokens": 22912, "output_tokens": 459, "reasoning_output_tokens": 348}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..079fc5eab4007955e3fe47489aac0ab113ef8d9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:51:30.064367+00:00", + "ended_at": "2026-05-26T00:51:41.529560+00:00", + "elapsed_ms": 11465.09, + "prompt_metrics": { + "chars": 9194, + "bytes_utf8": 9194, + "lines": 303, + "estimated_tokens": 2573 + }, + "stdout_metrics": { + "chars": 730, + "bytes_utf8": 730, + "lines": 4, + "estimated_tokens": 220 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 367, + "bytes_utf8": 367, + "lines": 1, + "estimated_tokens": 105 + }, + "usage": { + "input_tokens": 25868, + "cached_input_tokens": 22912, + "output_tokens": 459, + "reasoning_output_tokens": 348 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1f1426acf21d2fa6b2f72ff8e4782400abed9d0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=poutcome, condition_col=y.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "poutcome", + "condition_col": "y", + "condition_value": "yes", + "positive_value": "no", + "negative_value": "yes", + "top_k": 18, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7aee8d0c2e06e3424d48bd80c0da10a36a739ec3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c3-eab7-75c0-9394-be9e832a297f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"poutcome\\\",\\n AVG(CASE WHEN \\\"y\\\" = 'yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"poutcome\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows where \\\"y\\\" = 'yes' for each \\\"poutcome\\\" category, ordered from highest to lowest rate.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25868,"cached_input_tokens":22912,"output_tokens":459,"reasoning_output_tokens":348}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..09f7ee7e8f74d99d69f158bacd750f13020769ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"poutcome\",\n AVG(CASE WHEN \"y\" = 'yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"poutcome\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the within-group proportion of rows where \"y\" = 'yes' for each \"poutcome\" category, ordered from highest to lowest rate."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..5d94aec1b895fced7fb329d1c44141c2a4dd2a6d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=poutcome, condition_col=y. +Result preview: [{"poutcome": "success", "condition_rate": 0.6472534745201853}, {"poutcome": "other", "condition_rate": 0.16684782608695653}, {"poutcome": "failure", "condition_rate": 0.1260967149561314}, {"poutcome": "unknown", "condition_rate": 0.09161503287426608}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5392411266c9fd29ea766755b437ad733e11fc88 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_56c8ef00a8bdbd6c +-- problem_id: v2p_m8_31cebf3b276bce08 +-- realization_mode: agent +-- source_kind: agent +SELECT "poutcome", + AVG(CASE WHEN "y" = 'yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "poutcome" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ce6d1fb1d4cd67a44ffd6968e7d4923e27e70e31 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"poutcome\",\n AVG(CASE WHEN \"y\" = 'yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"poutcome\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"poutcome\\\",\\n AVG(CASE WHEN \\\"y\\\" = 'yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"poutcome\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"poutcome\", \"condition_rate\"], \"rows\": [{\"poutcome\": \"success\", \"condition_rate\": 0.6472534745201853}, {\"poutcome\": \"other\", \"condition_rate\": 0.16684782608695653}, {\"poutcome\": \"failure\", \"condition_rate\": 0.1260967149561314}, {\"poutcome\": \"unknown\", \"condition_rate\": 0.09161503287426608}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 9.48}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..596be4687163a8dfed1a6d96d7e76daf599d2516 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:51:30.062226+00:00", + "ended_at": "2026-05-26T00:51:41.542765+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_56c8ef00a8bdbd6c", + "problem_id": "v2p_m8_31cebf3b276bce08", + "dataset_id": "m8", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=poutcome, condition_col=y.", + "bindings": { + "group_col": "poutcome", + "condition_col": "y", + "condition_value": "yes", + "positive_value": "no", + "negative_value": "yes", + "top_k": 18, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=103" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_56c8ef00a8bdbd6c.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_56c8ef00a8bdbd6c", + "api_calls": 0, + "input_tokens": 25868, + "cached_input_tokens": 22912, + "output_tokens": 459, + "total_tokens": 26327, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2573, + "estimated_output_tokens": 105, + "estimated_total_tokens": 2678, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11465.09, + "sql_execution_elapsed_ms_total": 9.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fb734274c7fa14385c4ef8ba4786fb6ab6ceda5e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:51:41.531832+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11465.09, "started_at": "2026-05-26T00:51:30.064367+00:00", "ended_at": "2026-05-26T00:51:41.529560+00:00", "prompt_metrics": {"chars": 9194, "bytes_utf8": 9194, "lines": 303, "estimated_tokens": 2573}, "response_metrics": {"chars": 367, "bytes_utf8": 367, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 25868, "cached_input_tokens": 22912, "output_tokens": 459, "reasoning_output_tokens": 348}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"poutcome\\\",\\n AVG(CASE WHEN \\\"y\\\" = 'yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"poutcome\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows where \\\"y\\\" = 'yes' for each \\\"poutcome\\\" category, ordered from highest to lowest rate.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..208678bda970e5de4fd2bbd85055252938468000 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_56c8ef00a8bdbd6c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_56c8ef00a8bdbd6c", + "api_calls": 0, + "input_tokens": 25868, + "cached_input_tokens": 22912, + "output_tokens": 459, + "total_tokens": 26327, + "cost_usd": 0.0, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9210, "bytes_utf8": 9210, "lines": 303, "estimated_tokens": 2574}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 376, "bytes_utf8": 376, "lines": 1, "estimated_tokens": 103}, "usage": {"input_tokens": 25869, "cached_input_tokens": 24960, "output_tokens": 479, "reasoning_output_tokens": 370}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d964b565fa3638c944e7178185d1c8290c91195c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_58667ace4eed7104", + "api_calls": 0, + "input_tokens": 25869, + "cached_input_tokens": 24960, + "output_tokens": 479, + "total_tokens": 26348, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2574, + "estimated_output_tokens": 103, + "estimated_total_tokens": 2677, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12264.87, + "sql_execution_elapsed_ms_total": 9.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..84bac427992c3cfbfad3a222146e2473aef99a64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:51:41.544527+00:00", + "ended_at": "2026-05-26T00:51:53.809518+00:00", + "elapsed_ms": 12264.87, + "prompt_metrics": { + "chars": 9210, + "bytes_utf8": 9210, + "lines": 303, + "estimated_tokens": 2574 + }, + "stdout_metrics": { + "chars": 739, + "bytes_utf8": 739, + "lines": 4, + "estimated_tokens": 219 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 376, + "bytes_utf8": 376, + "lines": 1, + "estimated_tokens": 103 + }, + "usage": { + "input_tokens": 25869, + "cached_input_tokens": 24960, + "output_tokens": 479, + "reasoning_output_tokens": 370 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..81177fb03f8185d564ec5ccd8a7944c085797a35 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, condition_col=marital.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "y", + "condition_col": "marital", + "condition_value": "married", + "positive_value": "married", + "negative_value": "single", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1d4efe1be7c59263215bfadb246851c2d70155a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c4-178c-7982-99a6-2aac1933fdc5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"marital\\\" = 'married' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Grouped by \\\"y\\\" and computed the within-group proportion of rows where \\\"marital\\\" = 'married' using the planned Grouped Condition Rate template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25869,"cached_input_tokens":24960,"output_tokens":479,"reasoning_output_tokens":370}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2eaa4d205288acec21b3be4b0ce7e6e8e6f207bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"marital\" = 'married' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;","notes":"Grouped by \"y\" and computed the within-group proportion of rows where \"marital\" = 'married' using the planned Grouped Condition Rate template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b25cb60e32ab51eeaf66ec73a088202102f02d95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:51:53.164637Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c4-178c-7982-99a6-2aac1933fdc5.1779756701580597000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4c17c14ea25d94547622805f7e6a2b0909987a56 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, condition_col=marital. +Result preview: [{"y": "no", "condition_rate": 0.6126697059265568}, {"y": "yes", "condition_rate": 0.5208924182265079}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..99f7b4afae4571d98b42e73580b0ab71e5438c50 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_58667ace4eed7104 +-- problem_id: v2p_m8_d59bf78a72c500e8 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "marital" = 'married' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..061f62ec44432fc97a0df173247d5ce548b769fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"marital\" = 'married' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"marital\\\" = 'married' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"y\", \"condition_rate\"], \"rows\": [{\"y\": \"no\", \"condition_rate\": 0.6126697059265568}, {\"y\": \"yes\", \"condition_rate\": 0.5208924182265079}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 9.2}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1635a35ba76f5be6209dcc75ccdc841cae955adc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:51:41.543212+00:00", + "ended_at": "2026-05-26T00:51:53.823359+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_58667ace4eed7104", + "problem_id": "v2p_m8_d59bf78a72c500e8", + "dataset_id": "m8", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, condition_col=marital.", + "bindings": { + "group_col": "y", + "condition_col": "marital", + "condition_value": "married", + "positive_value": "married", + "negative_value": "single", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=104" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_58667ace4eed7104.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_58667ace4eed7104", + "api_calls": 0, + "input_tokens": 25869, + "cached_input_tokens": 24960, + "output_tokens": 479, + "total_tokens": 26348, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2574, + "estimated_output_tokens": 103, + "estimated_total_tokens": 2677, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12264.87, + "sql_execution_elapsed_ms_total": 9.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f7ea45976504706da90b07df49d287a085d1aa83 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:51:53.812776+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12264.87, "started_at": "2026-05-26T00:51:41.544527+00:00", "ended_at": "2026-05-26T00:51:53.809518+00:00", "prompt_metrics": {"chars": 9210, "bytes_utf8": 9210, "lines": 303, "estimated_tokens": 2574}, "response_metrics": {"chars": 376, "bytes_utf8": 376, "lines": 1, "estimated_tokens": 103}, "usage": {"input_tokens": 25869, "cached_input_tokens": 24960, "output_tokens": 479, "reasoning_output_tokens": 370}, "stderr_preview": "2026-05-26T00:51:53.164637Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c4-178c-7982-99a6-2aac1933fdc5.1779756701580597000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"marital\\\" = 'married' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Grouped by \\\"y\\\" and computed the within-group proportion of rows where \\\"marital\\\" = 'married' using the planned Grouped Condition Rate template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_58667ace4eed7104/usage_summary.json new file mode 100644 index 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structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..22116b574a2b3f05c208b7116aba6aa4e57e5f0c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9195, "bytes_utf8": 9195, "lines": 303, "estimated_tokens": 2571}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": 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"ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_5abd263a0ccb995d", + "api_calls": 0, + "input_tokens": 25866, + "cached_input_tokens": 22912, + "output_tokens": 483, + "total_tokens": 26349, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2571, + "estimated_output_tokens": 107, + "estimated_total_tokens": 2678, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13809.67, + "sql_execution_elapsed_ms_total": 8.63, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..de1b698d3c26063a17ec2d98ab5d16d2cfcafe4f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:51:53.825304+00:00", + "ended_at": "2026-05-26T00:52:07.635190+00:00", + "elapsed_ms": 13809.67, + "prompt_metrics": { + "chars": 9195, + "bytes_utf8": 9195, + "lines": 303, + "estimated_tokens": 2571 + }, + "stdout_metrics": { + "chars": 763, + "bytes_utf8": 763, + "lines": 4, + "estimated_tokens": 220 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 101 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 400, + "bytes_utf8": 400, + "lines": 1, + "estimated_tokens": 107 + }, + "usage": { + "input_tokens": 25866, + "cached_input_tokens": 22912, + "output_tokens": 483, + "reasoning_output_tokens": 370 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f5cf2f154cf4a2080218aa32ac7c8720aa0c1685 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=month, condition_col=housing.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "month", + "condition_col": "housing", + "condition_value": "yes", + "positive_value": "yes", + "negative_value": "no", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1428.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..546f177b8e8b22e078366d103e918ea792425805 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c4-4786-7232-99fe-60311766676b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"month\\\",\\n AVG(CASE WHEN \\\"housing\\\" = 'yes' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"month\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template with \\\"month\\\" as the grouping column and measures the proportion of records where \\\"housing\\\" = 'yes' for each month.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25866,"cached_input_tokens":22912,"output_tokens":483,"reasoning_output_tokens":370}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ce2cb628121971d5bdb9faab5e9e4d89ad58de72 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"month\",\n AVG(CASE WHEN \"housing\" = 'yes' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"month\"\nORDER BY \"condition_rate\" DESC;","notes":"Applies the Grouped Condition Rate template with \"month\" as the grouping column and measures the proportion of records where \"housing\" = 'yes' for each month."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e3c44fd712e9606dadf15fcd0e38174f8cb446fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:52:05.790017Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c4-4786-7232-99fe-60311766676b.1779756713863320000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..50c1168b1bbc529451ec6b526d167431299a6e59 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=month, condition_col=housing. +Result preview: [{"month": "may", "condition_rate": 0.8772337643469418}, {"month": "apr", "condition_rate": 0.7056616643929059}, {"month": "nov", "condition_rate": 0.5576826196473552}, {"month": "jul", "condition_rate": 0.48411892675852064}, {"month": "feb", "condition_rate": 0.4273310683276708}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0aa5717f12627246b63934f8816c811eaab27f80 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_5abd263a0ccb995d +-- problem_id: v2p_m8_a50e6fbc73352471 +-- realization_mode: agent +-- source_kind: agent +SELECT "month", + AVG(CASE WHEN "housing" = 'yes' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m8" +GROUP BY "month" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..81d78cf2b82d0906d328228082a931fc163c466e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"month\",\n AVG(CASE WHEN \"housing\" = 'yes' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"month\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"month\\\",\\n AVG(CASE WHEN \\\"housing\\\" = 'yes' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"month\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"month\", \"condition_rate\"], \"rows\": [{\"month\": \"may\", \"condition_rate\": 0.8772337643469418}, {\"month\": \"apr\", \"condition_rate\": 0.7056616643929059}, {\"month\": \"nov\", \"condition_rate\": 0.5576826196473552}, {\"month\": \"jul\", \"condition_rate\": 0.48411892675852064}, {\"month\": \"feb\", \"condition_rate\": 0.4273310683276708}, {\"month\": \"jun\", \"condition_rate\": 0.41696311552143794}, {\"month\": \"jan\", \"condition_rate\": 0.3713471133285816}, {\"month\": \"mar\", \"condition_rate\": 0.23689727463312368}, {\"month\": \"oct\", \"condition_rate\": 0.22628726287262874}, {\"month\": \"sep\", \"condition_rate\": 0.22279792746113988}, {\"month\": \"dec\", \"condition_rate\": 0.19158878504672897}, {\"month\": \"aug\", \"condition_rate\": 0.17656475108051864}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 8.63}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..90777c0388d5b92781c6a855a21093c3c8ed6da1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:51:53.823719+00:00", + "ended_at": "2026-05-26T00:52:07.648032+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_5abd263a0ccb995d", + "problem_id": "v2p_m8_a50e6fbc73352471", + "dataset_id": "m8", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=month, condition_col=housing.", + "bindings": { + "group_col": "month", + "condition_col": "housing", + "condition_value": "yes", + "positive_value": "yes", + "negative_value": "no", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1428.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=99" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_5abd263a0ccb995d.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_5abd263a0ccb995d", + "api_calls": 0, + "input_tokens": 25866, + "cached_input_tokens": 22912, + "output_tokens": 483, + "total_tokens": 26349, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2571, + "estimated_output_tokens": 107, + "estimated_total_tokens": 2678, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13809.67, + "sql_execution_elapsed_ms_total": 8.63, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6b36799c0630f882f8cead6dfbe4bcef68ae1e7d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:52:07.637856+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13809.67, "started_at": "2026-05-26T00:51:53.825304+00:00", "ended_at": "2026-05-26T00:52:07.635190+00:00", "prompt_metrics": {"chars": 9195, "bytes_utf8": 9195, "lines": 303, "estimated_tokens": 2571}, "response_metrics": {"chars": 400, "bytes_utf8": 400, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 25866, "cached_input_tokens": 22912, "output_tokens": 483, "reasoning_output_tokens": 370}, "stderr_preview": "2026-05-26T00:52:05.790017Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c4-4786-7232-99fe-60311766676b.1779756713863320000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"month\\\",\\n AVG(CASE WHEN \\\"housing\\\" = 'yes' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"month\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template with \\\"month\\\" as the grouping column and measures the proportion of records where \\\"housing\\\" = 'yes' for each month.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e55c19c9af85b40d4e49b4e67815e646c17fdf62 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_5abd263a0ccb995d", + "api_calls": 0, + "input_tokens": 25866, + "cached_input_tokens": 22912, + "output_tokens": 483, + "total_tokens": 26349, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2571, + "estimated_output_tokens": 107, + "estimated_total_tokens": 2678, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13809.67, + "sql_execution_elapsed_ms_total": 8.63, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5abd263a0ccb995d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..85fb29a84cafe6b81e57a6f5d21452eee67d9f1a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9031, "bytes_utf8": 9031, "lines": 300, "estimated_tokens": 2522}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 408, "bytes_utf8": 408, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 25817, "cached_input_tokens": 24960, "output_tokens": 628, "reasoning_output_tokens": 515}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..36689f72aebde2162933adab2ac4bd15a5ef9a53 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_5e2eeb8cd368d180", + "api_calls": 0, + "input_tokens": 25817, + "cached_input_tokens": 24960, + "output_tokens": 628, + "total_tokens": 26445, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2522, + "estimated_output_tokens": 107, + "estimated_total_tokens": 2629, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14509.59, + "sql_execution_elapsed_ms_total": 47.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8c27d139c9275cacae7bc2421d98bc9288f6ed7a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:52:07.649947+00:00", + "ended_at": "2026-05-26T00:52:22.159709+00:00", + "elapsed_ms": 14509.59, + "prompt_metrics": { + "chars": 9031, + "bytes_utf8": 9031, + "lines": 300, + "estimated_tokens": 2522 + }, + "stdout_metrics": { + "chars": 775, + "bytes_utf8": 775, + "lines": 4, + "estimated_tokens": 228 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 408, + "bytes_utf8": 408, + "lines": 1, + "estimated_tokens": 107 + }, + "usage": { + "input_tokens": 25817, + "cached_input_tokens": 24960, + "output_tokens": 628, + "reasoning_output_tokens": 515 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..34dcbe0fe487bb3daf07b1771e747cf852ce1703 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=poutcome, measure_col=age.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "poutcome", + "measure_col": "age", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 48.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cbc0ba5d4bce240fa49c97c8076ba03e4fede6a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c4-7d86-7bf0-8597-78247127de6e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"poutcome\\\",\\n AVG(CAST(\\\"age\\\" AS REAL)) OVER (PARTITION BY \\\"poutcome\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested Window Partition Average template with group_col=\\\"poutcome\\\" and measure_col=\\\"age\\\". \\\"age\\\" is cast from TEXT to REAL so SQLite computes the average numerically.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25817,"cached_input_tokens":24960,"output_tokens":628,"reasoning_output_tokens":515}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9e05768907bba94da64c03e76022880915a174ab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"poutcome\",\n AVG(CAST(\"age\" AS REAL)) OVER (PARTITION BY \"poutcome\") AS \"avg_measure\"\nFROM \"m8\"\nORDER BY \"avg_measure\" DESC;","notes":"Uses the requested Window Partition Average template with group_col=\"poutcome\" and measure_col=\"age\". \"age\" is cast from TEXT to REAL so SQLite computes the average numerically."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f8e4700e61cecf55130b19a30bd9dcceb7f8adb7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=poutcome, measure_col=age. +Result preview: [{"poutcome": "success", "avg_measure": 42.96492389146261}, {"poutcome": "unknown", "avg_measure": 40.93211396412241}, {"poutcome": "failure", "avg_measure": 40.78616608855336}, {"poutcome": "other", "avg_measure": 39.75217391304348}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..290949890676d4cb9faf44046e23674c7d315e30 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_5e2eeb8cd368d180 +-- problem_id: v2p_m8_0859cd60e761d6ed +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "poutcome", + AVG(CAST("age" AS REAL)) OVER (PARTITION BY "poutcome") AS "avg_measure" +FROM "m8" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..13d768327fccda5860b2334cc03fa34621a275d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"poutcome\",\n AVG(CAST(\"age\" AS REAL)) OVER (PARTITION BY \"poutcome\") AS \"avg_measure\"\nFROM \"m8\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"poutcome\\\",\\n AVG(CAST(\\\"age\\\" AS REAL)) OVER (PARTITION BY \\\"poutcome\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"poutcome\", \"avg_measure\"], \"rows\": [{\"poutcome\": \"success\", \"avg_measure\": 42.96492389146261}, {\"poutcome\": \"unknown\", \"avg_measure\": 40.93211396412241}, {\"poutcome\": \"failure\", \"avg_measure\": 40.78616608855336}, {\"poutcome\": \"other\", \"avg_measure\": 39.75217391304348}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 47.7}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..716107f0b26344cf590313e7f0a5ceab58341b3b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:52:07.648444+00:00", + "ended_at": "2026-05-26T00:52:22.212057+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_5e2eeb8cd368d180", + "problem_id": "v2p_m8_0859cd60e761d6ed", + "dataset_id": "m8", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=poutcome, measure_col=age.", + "bindings": { + "group_col": "poutcome", + "measure_col": "age", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 48.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=133" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_5e2eeb8cd368d180.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_5e2eeb8cd368d180", + "api_calls": 0, + "input_tokens": 25817, + "cached_input_tokens": 24960, + "output_tokens": 628, + "total_tokens": 26445, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2522, + "estimated_output_tokens": 107, + "estimated_total_tokens": 2629, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14509.59, + "sql_execution_elapsed_ms_total": 47.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0a78762314871fbdcf131a7399ccd58f25943b1e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:52:22.162812+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14509.59, "started_at": "2026-05-26T00:52:07.649947+00:00", "ended_at": "2026-05-26T00:52:22.159709+00:00", "prompt_metrics": {"chars": 9031, "bytes_utf8": 9031, "lines": 300, "estimated_tokens": 2522}, "response_metrics": {"chars": 408, "bytes_utf8": 408, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 25817, "cached_input_tokens": 24960, "output_tokens": 628, "reasoning_output_tokens": 515}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"poutcome\\\",\\n AVG(CAST(\\\"age\\\" AS REAL)) OVER (PARTITION BY \\\"poutcome\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested Window Partition Average template with group_col=\\\"poutcome\\\" and measure_col=\\\"age\\\". \\\"age\\\" is cast from TEXT to REAL so SQLite computes the average numerically.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7f508f09bb6344b8b8ffa527f44e8d68fbfb40b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_5e2eeb8cd368d180", + "api_calls": 0, + "input_tokens": 25817, + "cached_input_tokens": 24960, + "output_tokens": 628, + "total_tokens": 26445, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2522, + "estimated_output_tokens": 107, + "estimated_total_tokens": 2629, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14509.59, + "sql_execution_elapsed_ms_total": 47.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5e2eeb8cd368d180/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..04da8a9ad80ab83719d90307a3a83d3fbc970449 --- /dev/null +++ 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c95f36c0b8d2942177c1c8fa826cddc22f458465 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_5f1e2e46bf30db46", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 24960, + "output_tokens": 3275, + "total_tokens": 29197, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 163, + "estimated_total_tokens": 2790, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 62426.33, + "sql_execution_elapsed_ms_total": 20.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e8e945e1c233856fae0a19ea1871640f5701780e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:52:22.214121+00:00", + "ended_at": "2026-05-26T00:53:24.640898+00:00", + "elapsed_ms": 62426.33, + "prompt_metrics": { + "chars": 9361, + "bytes_utf8": 9361, + "lines": 302, + "estimated_tokens": 2627 + }, + "stdout_metrics": { + "chars": 1008, + "bytes_utf8": 1008, + "lines": 4, + "estimated_tokens": 303 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 610, + "bytes_utf8": 610, + "lines": 1, + "estimated_tokens": 163 + }, + "usage": { + "input_tokens": 25922, + "cached_input_tokens": 24960, + "output_tokens": 3275, + "reasoning_output_tokens": 3106 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d6f6464b1d4958923633f9f6b0b0d903d4e33502 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=education, measure_col=pdays.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "education", + "measure_col": "pdays", + "item_col": "previous", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4fb3ef7e60cbbbe3ed0b3e3d87fee73ac49a28bb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c4-b66f-7972-bb20-76ef241d2915"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"education\\\", \\\"previous\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"pdays\\\" AS REAL))) OVER (PARTITION BY \\\"education\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"education\\\", \\\"previous\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned Within-Group Share of Total template with group_col=\\\"education\\\", item_col=\\\"previous\\\", and measure_col=\\\"pdays\\\". CAST(\\\"pdays\\\" AS REAL) is used because the schema stores numeric fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25922,"cached_input_tokens":24960,"output_tokens":3275,"reasoning_output_tokens":3106}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5283c3814c3902274ce3404f0ed42099abe8bffc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"education\", \"previous\",\n SUM(CAST(\"pdays\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"pdays\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"pdays\" AS REAL))) OVER (PARTITION BY \"education\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"education\", \"previous\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the planned Within-Group Share of Total template with group_col=\"education\", item_col=\"previous\", and measure_col=\"pdays\". CAST(\"pdays\" AS REAL) is used because the schema stores numeric fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..35a51fa350526298731ce84c60199f780cee9115 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=education, measure_col=pdays. +Result preview: [{"education": "unknown", "previous": "1", "total_measure": 27640.0, "share_within_group": 40.3845591888022}, {"education": "secondary", "previous": "1", "total_measure": 360219.0, "share_within_group": 36.656571885627756}, {"education": "primary", "previous": "1", "total_measure": 85311.0, "share_within_group": 34.51148076829722}, {"education": "tertiary", "previous": "1", "total_measure": 178425.0, "share_within_group": 34.37463877008438}, {"education": "unknown", "previous": "2", "total_measure": 20947.0, "share_within_group": 30.60547616960346}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..83a170636f6c07d7e602e9a1a7922e9906c1b527 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_5f1e2e46bf30db46 +-- problem_id: v2p_m8_c6874f009bca6307 +-- realization_mode: agent +-- source_kind: agent +SELECT "education", "previous", + SUM(CAST("pdays" AS REAL)) AS "total_measure", + SUM(CAST("pdays" AS REAL)) * 100.0 / SUM(SUM(CAST("pdays" AS REAL))) OVER (PARTITION BY "education") AS "share_within_group" +FROM "m8" +GROUP BY "education", "previous" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0c73975ef0d8ceef24ce7e30424a582d9b1b9c90 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"education\", \"previous\",\n SUM(CAST(\"pdays\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"pdays\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"pdays\" AS REAL))) OVER (PARTITION BY \"education\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"education\", \"previous\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"education\\\", \\\"previous\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"pdays\\\" AS REAL))) OVER (PARTITION BY \\\"education\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"education\\\", \\\"previous\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"education\", \"previous\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"education\": \"unknown\", \"previous\": \"1\", \"total_measure\": 27640.0, \"share_within_group\": 40.3845591888022}, {\"education\": \"secondary\", \"previous\": \"1\", \"total_measure\": 360219.0, \"share_within_group\": 36.656571885627756}, {\"education\": \"primary\", \"previous\": \"1\", \"total_measure\": 85311.0, \"share_within_group\": 34.51148076829722}, {\"education\": \"tertiary\", \"previous\": \"1\", \"total_measure\": 178425.0, \"share_within_group\": 34.37463877008438}, {\"education\": \"unknown\", \"previous\": \"2\", \"total_measure\": 20947.0, \"share_within_group\": 30.60547616960346}, {\"education\": \"primary\", \"previous\": \"2\", \"total_measure\": 67217.0, \"share_within_group\": 27.191783038560494}, {\"education\": \"secondary\", \"previous\": \"2\", \"total_measure\": 261914.0, \"share_within_group\": 26.652867752262676}, {\"education\": \"tertiary\", \"previous\": \"2\", \"total_measure\": 135242.0, \"share_within_group\": 26.055176665510732}, {\"education\": \"tertiary\", \"previous\": \"3\", \"total_measure\": 75896.0, \"share_within_group\": 14.621816360343699}, {\"education\": \"primary\", \"previous\": \"3\", \"total_measure\": 35491.0, \"share_within_group\": 14.357432968171006}, {\"education\": \"unknown\", \"previous\": \"3\", \"total_measure\": 8902.0, \"share_within_group\": 13.00663335378861}, {\"education\": \"secondary\", \"previous\": \"3\", \"total_measure\": 124688.0, \"share_within_group\": 12.688488489710855}, {\"education\": \"tertiary\", \"previous\": \"4\", \"total_measure\": 46947.0, \"share_within_group\": 9.044619119176973}, {\"education\": \"primary\", \"previous\": \"4\", \"total_measure\": 21341.0, \"share_within_group\": 8.633230311170083}, {\"education\": \"secondary\", \"previous\": \"4\", \"total_measure\": 83251.0, \"share_within_group\": 8.471780405948595}, {\"education\": \"tertiary\", \"previous\": \"5\", \"total_measure\": 30105.0, \"share_within_group\": 5.799907525141602}, {\"education\": \"primary\", \"previous\": \"5\", \"total_measure\": 13948.0, \"share_within_group\": 5.6424861243709445}, {\"education\": \"unknown\", \"previous\": \"4\", \"total_measure\": 3698.0, \"share_within_group\": 5.403115046316589}, {\"education\": \"secondary\", \"previous\": \"5\", \"total_measure\": 48319.0, \"share_within_group\": 4.917033518336478}, {\"education\": \"secondary\", \"previous\": \"6\", \"total_measure\": 31672.0, \"share_within_group\": 3.2230030752447885}, {\"education\": \"tertiary\", \"previous\": \"6\", \"total_measure\": 15957.0, \"share_within_group\": 3.074211073864293}, {\"education\": \"unknown\", \"previous\": \"5\", \"total_measure\": 2028.0, \"share_within_group\": 2.963092837731218}, {\"education\": \"unknown\", \"previous\": \"6\", \"total_measure\": 1967.0, \"share_within_group\": 2.8739662780164226}, {\"education\": \"primary\", \"previous\": \"7\", \"total_measure\": 6253.0, \"share_within_group\": 2.529571675917086}, {\"education\": \"primary\", \"previous\": \"6\", \"total_measure\": 6203.0, \"share_within_group\": 2.5093448114047154}, {\"education\": \"tertiary\", \"previous\": \"7\", \"total_measure\": 12086.0, \"share_within_group\": 2.328439872076446}, {\"education\": \"secondary\", \"previous\": \"7\", \"total_measure\": 21750.0, \"share_within_group\": 2.2133214475427554}, {\"education\": \"unknown\", \"previous\": \"7\", \"total_measure\": 1162.0, \"share_within_group\": 1.6977879080097016}, {\"education\": \"secondary\", \"previous\": \"8\", \"total_measure\": 14352.0, \"share_within_group\": 1.460486869661316}, {\"education\": \"tertiary\", \"previous\": \"8\", \"total_measure\": 7457.0, \"share_within_group\": 1.4366354564019574}, {\"education\": \"secondary\", \"previous\": \"9\", \"total_measure\": 12624.0, \"share_within_group\": 1.2846422967255053}, {\"education\": \"unknown\", \"previous\": \"10\", \"total_measure\": 844.0, \"share_within_group\": 1.2331609245784751}, {\"education\": \"unknown\", \"previous\": \"11\", \"total_measure\": 842.0, \"share_within_group\": 1.2302387422927443}, {\"education\": \"primary\", \"previous\": \"8\", \"total_measure\": 2701.0, \"share_within_group\": 1.0926552209582678}, {\"education\": \"tertiary\", \"previous\": \"9\", \"total_measure\": 5283.0, \"share_within_group\": 1.0178014102415907}, {\"education\": \"secondary\", \"previous\": \"11\", \"total_measure\": 9008.0, \"share_within_group\": 0.9166712459524202}, {\"education\": \"primary\", \"previous\": \"10\", \"total_measure\": 1929.0, \"share_within_group\": 0.7803524328872635}, {\"education\": \"primary\", \"previous\": \"9\", \"total_measure\": 1896.0, \"share_within_group\": 0.7670027023090988}, {\"education\": \"tertiary\", \"previous\": \"10\", \"total_measure\": 3805.0, \"share_within_group\": 0.7330559087581398}, {\"education\": \"secondary\", \"previous\": \"10\", \"total_measure\": 6898.0, \"share_within_group\": 0.7019536250643644}, {\"education\": \"unknown\", \"previous\": \"13\", \"total_measure\": 475.0, \"share_within_group\": 0.6940182928611087}, {\"education\": \"primary\", \"previous\": \"11\", \"total_measure\": 1639.0, \"share_within_group\": 0.6630366187155132}, {\"education\": \"primary\", \"previous\": \"13\", \"total_measure\": 1620.0, \"share_within_group\": 0.6553504102008123}, {\"education\": \"secondary\", \"previous\": \"12\", \"total_measure\": 6381.0, \"share_within_group\": 0.649342719851509}, {\"education\": \"tertiary\", \"previous\": \"11\", \"total_measure\": 3326.0, \"share_within_group\": 0.6407737063152622}, {\"education\": \"unknown\", \"previous\": \"8\", \"total_measure\": 438.0, \"share_within_group\": 0.6399579205750855}, {\"education\": \"unknown\", \"previous\": \"9\", \"total_measure\": 430.0, \"share_within_group\": 0.6282691914321615}, {\"education\": \"unknown\", \"previous\": \"12\", \"total_measure\": 414.0, \"share_within_group\": 0.6048917331463136}, {\"education\": \"primary\", \"previous\": \"12\", \"total_measure\": 1214.0, \"share_within_group\": 0.4911082703603618}, {\"education\": \"primary\", \"previous\": \"17\", \"total_measure\": 1015.0, \"share_within_group\": 0.4106053496011262}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 20.54}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..55a51191ae0506cf21e938747be400e71413f3ca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:52:22.212444+00:00", + "ended_at": "2026-05-26T00:53:24.665752+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_5f1e2e46bf30db46", + "problem_id": "v2p_m8_c6874f009bca6307", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=education, measure_col=pdays.", + "bindings": { + "group_col": "education", + "measure_col": "pdays", + "item_col": "previous", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=1/2", + "binding_index=33" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 10, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_5f1e2e46bf30db46.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_5f1e2e46bf30db46", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 24960, + "output_tokens": 3275, + "total_tokens": 29197, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 163, + "estimated_total_tokens": 2790, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 62426.33, + "sql_execution_elapsed_ms_total": 20.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1dc7ebab06e72303a3f8609658e2bccd01319c89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:53:24.643392+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 62426.33, "started_at": "2026-05-26T00:52:22.214121+00:00", "ended_at": "2026-05-26T00:53:24.640898+00:00", "prompt_metrics": {"chars": 9361, "bytes_utf8": 9361, "lines": 302, "estimated_tokens": 2627}, "response_metrics": {"chars": 610, "bytes_utf8": 610, "lines": 1, "estimated_tokens": 163}, "usage": {"input_tokens": 25922, "cached_input_tokens": 24960, "output_tokens": 3275, "reasoning_output_tokens": 3106}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"education\\\", \\\"previous\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"pdays\\\" AS REAL))) OVER (PARTITION BY \\\"education\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"education\\\", \\\"previous\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned Within-Group Share of Total template with group_col=\\\"education\\\", item_col=\\\"previous\\\", and measure_col=\\\"pdays\\\". CAST(\\\"pdays\\\" AS REAL) is used because the schema stores numeric fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..25901422bd5e68e0f08a309c86e43a78b66379c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_5f1e2e46bf30db46", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 24960, + "output_tokens": 3275, + "total_tokens": 29197, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 163, + "estimated_total_tokens": 2790, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 62426.33, + "sql_execution_elapsed_ms_total": 20.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1e2e46bf30db46/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a5f6d3009d011cc9cc15b7bc0e72309a26ed1521 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9781, "bytes_utf8": 9781, "lines": 303, "estimated_tokens": 2720}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 737, "bytes_utf8": 737, "lines": 1, "estimated_tokens": 179}, "usage": {"input_tokens": 26015, "cached_input_tokens": 24960, "output_tokens": 701, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5fcc9fca2ea326aea71b7c14a97ce9fbb3358181 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_5f1f610ca61e5c4a", + "api_calls": 0, + "input_tokens": 26015, + "cached_input_tokens": 24960, + "output_tokens": 701, + "total_tokens": 26716, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2720, + "estimated_output_tokens": 179, + "estimated_total_tokens": 2899, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16957.32, + "sql_execution_elapsed_ms_total": 9.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f03a3a94cfb54a3f6955fb3759f11b095ed5a979 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:53:24.667736+00:00", + "ended_at": "2026-05-26T00:53:41.625213+00:00", + "elapsed_ms": 16957.32, + "prompt_metrics": { + "chars": 9781, + "bytes_utf8": 9781, + "lines": 303, + "estimated_tokens": 2720 + }, + "stdout_metrics": { + "chars": 1106, + "bytes_utf8": 1106, + "lines": 4, + "estimated_tokens": 301 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 737, + "bytes_utf8": 737, + "lines": 1, + "estimated_tokens": 179 + }, + "usage": { + "input_tokens": 26015, + "cached_input_tokens": 24960, + "output_tokens": 701, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b98e620c95dd0792fff868ee60e8c7f302097159 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=contact, condition_col=contact.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "contact", + "condition_col": "contact", + "condition_value": "cellular", + "positive_value": "cellular", + "negative_value": "unknown", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 21.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ba2ee0155308dd8e6eea66bc8b32bac5fc081bb8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c5-aa5f-7922-8cbf-9889bb970def"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"contact\\\",\\n SUM(CASE WHEN \\\"contact\\\" = 'cellular' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"contact\\\" = 'unknown' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m8\\\"\\n GROUP BY \\\"contact\\\"\\n)\\nSELECT \\\"contact\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applied the requested template exactly with group_col=\\\"contact\\\" and condition_col=\\\"contact\\\". Because the grouping column and condition column are the same, groups with no 'unknown' rows will yield NULL due to division by zero protection.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26015,"cached_input_tokens":24960,"output_tokens":701,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1126bcdf6dc3f0912c7a164d19bb1edbcdcf2a17 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"contact\",\n SUM(CASE WHEN \"contact\" = 'cellular' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"contact\" = 'unknown' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m8\"\n GROUP BY \"contact\"\n)\nSELECT \"contact\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Applied the requested template exactly with group_col=\"contact\" and condition_col=\"contact\". Because the grouping column and condition column are the same, groups with no 'unknown' rows will yield NULL due to division by zero protection."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..60c75e1f985e39168af7485a6cee4f13875c4b88 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=contact, condition_col=contact. +Result preview: [{"contact": "unknown", "condition_ratio": 0.0}, {"contact": "cellular", "condition_ratio": null}, {"contact": "telephone", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..db2281562aa091a003516c1c51565b9002af796e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m8_5f1f610ca61e5c4a +-- problem_id: v2p_m8_a44e7a3d1e60b904 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "contact", + SUM(CASE WHEN "contact" = 'cellular' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "contact" = 'unknown' THEN 1 ELSE 0 END) AS denominator_count + FROM "m8" + GROUP BY "contact" +) +SELECT "contact", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a9bcf6ca2d2f09001cfde072a2ecb7a4de1cafe8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"contact\",\n SUM(CASE WHEN \"contact\" = 'cellular' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"contact\" = 'unknown' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m8\"\n GROUP BY \"contact\"\n)\nSELECT \"contact\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"contact\\\",\\n SUM(CASE WHEN \\\"contact\\\" = 'cellular' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"contact\\\" = 'unknown' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m8\\\"\\n GROUP BY \\\"contact\\\"\\n)\\nSELECT \\\"contact\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"contact\", \"condition_ratio\"], \"rows\": [{\"contact\": \"unknown\", \"condition_ratio\": 0.0}, {\"contact\": \"cellular\", \"condition_ratio\": null}, {\"contact\": \"telephone\", \"condition_ratio\": null}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 9.79}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1e0ead24e1925d3b31900d2d7c1a8ef13b600c1f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:53:24.666189+00:00", + "ended_at": "2026-05-26T00:53:41.639665+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_5f1f610ca61e5c4a", + "problem_id": "v2p_m8_a44e7a3d1e60b904", + "dataset_id": "m8", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=contact, condition_col=contact.", + "bindings": { + "group_col": "contact", + "condition_col": "contact", + "condition_value": "cellular", + "positive_value": "cellular", + "negative_value": "unknown", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 21.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=37" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_5f1f610ca61e5c4a.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_5f1f610ca61e5c4a", + "api_calls": 0, + "input_tokens": 26015, + "cached_input_tokens": 24960, + "output_tokens": 701, + "total_tokens": 26716, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2720, + "estimated_output_tokens": 179, + "estimated_total_tokens": 2899, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16957.32, + "sql_execution_elapsed_ms_total": 9.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..75c10a6edacd9239c208a89a0537cf53011a9bcd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:53:41.628289+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16957.32, "started_at": "2026-05-26T00:53:24.667736+00:00", "ended_at": "2026-05-26T00:53:41.625213+00:00", "prompt_metrics": {"chars": 9781, "bytes_utf8": 9781, "lines": 303, "estimated_tokens": 2720}, "response_metrics": {"chars": 737, "bytes_utf8": 737, "lines": 1, "estimated_tokens": 179}, "usage": {"input_tokens": 26015, "cached_input_tokens": 24960, "output_tokens": 701, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"contact\\\",\\n SUM(CASE WHEN \\\"contact\\\" = 'cellular' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"contact\\\" = 'unknown' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m8\\\"\\n GROUP BY \\\"contact\\\"\\n)\\nSELECT \\\"contact\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applied the requested template exactly with group_col=\\\"contact\\\" and condition_col=\\\"contact\\\". Because the grouping column and condition column are the same, groups with no 'unknown' rows will yield NULL due to division by zero protection.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e391cf98df9f91b480e342be32f5393d9ae4bfd7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_5f1f610ca61e5c4a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_5f1f610ca61e5c4a", + "api_calls": 0, + "input_tokens": 26015, + "cached_input_tokens": 24960, + "output_tokens": 701, + "total_tokens": 26716, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2720, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..270344a5292142d9eec7350011c3c80b2f3f109a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_601a7236a6b81396", + "api_calls": 0, + "input_tokens": 25781, + "cached_input_tokens": 24960, + "output_tokens": 387, + "total_tokens": 26168, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2486, + "estimated_output_tokens": 73, + "estimated_total_tokens": 2559, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11063.34, + "sql_execution_elapsed_ms_total": 10.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9d766ba4f83def7a94a887951b4f1a9a889aaf5a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:53:41.641745+00:00", + "ended_at": "2026-05-26T00:53:52.705192+00:00", + "elapsed_ms": 11063.34, + "prompt_metrics": { + "chars": 8868, + "bytes_utf8": 8868, + "lines": 298, + "estimated_tokens": 2486 + }, + "stdout_metrics": { + "chars": 621, + "bytes_utf8": 621, + "lines": 4, + "estimated_tokens": 184 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 263, + "bytes_utf8": 263, + "lines": 1, + "estimated_tokens": 73 + }, + "usage": { + "input_tokens": 25781, + "cached_input_tokens": 24960, + "output_tokens": 387, + "reasoning_output_tokens": 308 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fa59d8b1bb76c19dbb15b7b773f4c9fd035dd75e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,298 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=marital.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "marital", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 319.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c98d885055fdec8b877c4765c7910fb0d755aa98 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c5-ecae-76c0-af5e-c043de29abfb"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"marital\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"marital\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applies the grouped count template to the \\\"marital\\\" column on the single table \\\"m8\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25781,"cached_input_tokens":24960,"output_tokens":387,"reasoning_output_tokens":308}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9e10a903c6b8161c3e1d67e9b1bcbfc8ec1011ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"marital\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nGROUP BY \"marital\"\nORDER BY \"row_count\" DESC;","notes":"Applies the grouped count template to the \"marital\" column on the single table \"m8\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1a3c4f2a11834b14b3056721326534cdc9113c36 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:53:52.004463Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c5-ecae-76c0-af5e-c043de29abfb.1779756821679117000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..12e36babb5319a179c427a798928301cb24e1b22 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=marital. +Result preview: [{"marital": "married", "row_count": 27214}, {"marital": "single", "row_count": 12790}, {"marital": "divorced", "row_count": 5207}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7dac9c89e7c9b1defa430d4700184a9148794255 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m8_601a7236a6b81396 +-- problem_id: v2p_m8_ab221e0848b84325 +-- realization_mode: agent +-- source_kind: agent +SELECT "marital", COUNT(*) AS "row_count" +FROM "m8" +GROUP BY "marital" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..38aaff5e497782d5eaef0fce3d75a1c31c11b437 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"marital\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nGROUP BY \"marital\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"marital\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"marital\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"marital\", \"row_count\"], \"rows\": [{\"marital\": \"married\", \"row_count\": 27214}, {\"marital\": \"single\", \"row_count\": 12790}, {\"marital\": \"divorced\", \"row_count\": 5207}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 10.24}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f51e551da492e633a3b8d391ebf144950a23b9f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:53:41.640151+00:00", + "ended_at": "2026-05-26T00:53:52.719845+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_601a7236a6b81396", + "problem_id": "v2p_m8_ab221e0848b84325", + "dataset_id": "m8", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=marital.", + "bindings": { + "group_col": "marital", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 319.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=17" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_601a7236a6b81396.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_601a7236a6b81396", + "api_calls": 0, + "input_tokens": 25781, + "cached_input_tokens": 24960, + "output_tokens": 387, + "total_tokens": 26168, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2486, + "estimated_output_tokens": 73, + "estimated_total_tokens": 2559, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11063.34, + "sql_execution_elapsed_ms_total": 10.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0492b97cab959c71fc1ace70175cacc2942e50ca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:53:52.707723+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11063.34, "started_at": "2026-05-26T00:53:41.641745+00:00", "ended_at": "2026-05-26T00:53:52.705192+00:00", "prompt_metrics": {"chars": 8868, "bytes_utf8": 8868, "lines": 298, "estimated_tokens": 2486}, "response_metrics": {"chars": 263, "bytes_utf8": 263, "lines": 1, "estimated_tokens": 73}, "usage": {"input_tokens": 25781, "cached_input_tokens": 24960, "output_tokens": 387, "reasoning_output_tokens": 308}, "stderr_preview": "2026-05-26T00:53:52.004463Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c5-ecae-76c0-af5e-c043de29abfb.1779756821679117000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"marital\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"marital\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applies the grouped count template to the \\\"marital\\\" column on the single table \\\"m8\\\".\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e37e9e049dd77547406af3c77f66ec89127f26ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_601a7236a6b81396", + "api_calls": 0, + "input_tokens": 25781, + "cached_input_tokens": 24960, + "output_tokens": 387, + "total_tokens": 26168, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2486, + "estimated_output_tokens": 73, + "estimated_total_tokens": 2559, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11063.34, + "sql_execution_elapsed_ms_total": 10.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_601a7236a6b81396/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..316fa27f7c07ef539d5c90b6daba817738f98f3b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9043, "bytes_utf8": 9043, "lines": 300, "estimated_tokens": 2520}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 583, "bytes_utf8": 583, "lines": 1, "estimated_tokens": 145}, "usage": {"input_tokens": 25815, "cached_input_tokens": 24960, "output_tokens": 2161, "reasoning_output_tokens": 2010}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..76090f7dbe53b155065d15154554a38f46147d71 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_603e6a3c02466340", + "api_calls": 0, + "input_tokens": 25815, + "cached_input_tokens": 24960, + "output_tokens": 2161, + "total_tokens": 27976, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2520, + "estimated_output_tokens": 145, + "estimated_total_tokens": 2665, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 43514.76, + "sql_execution_elapsed_ms_total": 43.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2756640000cb0d55d4a5620c42c168ca44a1194a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:53:52.721795+00:00", + "ended_at": "2026-05-26T00:54:36.236897+00:00", + "elapsed_ms": 43514.76, + "prompt_metrics": { + "chars": 9043, + "bytes_utf8": 9043, + "lines": 300, + "estimated_tokens": 2520 + }, + "stdout_metrics": { + "chars": 967, + "bytes_utf8": 967, + "lines": 4, + "estimated_tokens": 277 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 583, + "bytes_utf8": 583, + "lines": 1, + "estimated_tokens": 145 + }, + "usage": { + "input_tokens": 25815, + "cached_input_tokens": 24960, + "output_tokens": 2161, + "reasoning_output_tokens": 2010 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4247e6e5455b635241970a70326c6df213ce4704 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=default, measure_col=previous.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "default", + "measure_col": "previous", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1b74640d9180d76179c0ef0a9caa5c7c02bcb0cd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c6-17f8-7601-8d13-720f265f6922"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"default\\\",\\n AVG(CAST(\\\"previous\\\" AS REAL)) OVER (PARTITION BY \\\"default\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"default\\\" IS NOT NULL\\n AND TRIM(\\\"default\\\") <> ''\\n AND \\\"previous\\\" IS NOT NULL\\n AND TRIM(\\\"previous\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the Window Partition Average template with group_col=\\\"default\\\" and measure_col=\\\"previous\\\". CAST is applied because the schema stores numeric-looking values as TEXT, and NULL/empty values are filtered for a stable view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25815,"cached_input_tokens":24960,"output_tokens":2161,"reasoning_output_tokens":2010}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..af08a4a4fa39064fdf24020f43f5ad92976f1b6b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"default\",\n AVG(CAST(\"previous\" AS REAL)) OVER (PARTITION BY \"default\") AS \"avg_measure\"\nFROM \"m8\"\nWHERE \"default\" IS NOT NULL\n AND TRIM(\"default\") <> ''\n AND \"previous\" IS NOT NULL\n AND TRIM(\"previous\") <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Uses the Window Partition Average template with group_col=\"default\" and measure_col=\"previous\". CAST is applied because the schema stores numeric-looking values as TEXT, and NULL/empty values are filtered for a stable view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c26f0be956d3895dcfadfd56cc03f711efd8d96c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=default, measure_col=previous. +Result preview: [{"default": "no", "avg_measure": 0.5860437877286242}, {"default": "yes", "avg_measure": 0.2687116564417178}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..85ef7a1680b5671760d0b19a74ae375510e87624 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_603e6a3c02466340 +-- problem_id: v2p_m8_d3e72e5314048d15 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "default", + AVG(CAST("previous" AS REAL)) OVER (PARTITION BY "default") AS "avg_measure" +FROM "m8" +WHERE "default" IS NOT NULL + AND TRIM("default") <> '' + AND "previous" IS NOT NULL + AND TRIM("previous") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..af2c949370b49b2007061095608c32e4966e0cd2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"default\",\n AVG(CAST(\"previous\" AS REAL)) OVER (PARTITION BY \"default\") AS \"avg_measure\"\nFROM \"m8\"\nWHERE \"default\" IS NOT NULL\n AND TRIM(\"default\") <> ''\n AND \"previous\" IS NOT NULL\n AND TRIM(\"previous\") <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"default\\\",\\n AVG(CAST(\\\"previous\\\" AS REAL)) OVER (PARTITION BY \\\"default\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"default\\\" IS NOT NULL\\n AND TRIM(\\\"default\\\") <> ''\\n AND \\\"previous\\\" IS NOT NULL\\n AND TRIM(\\\"previous\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"default\", \"avg_measure\"], \"rows\": [{\"default\": \"no\", \"avg_measure\": 0.5860437877286242}, {\"default\": \"yes\", \"avg_measure\": 0.2687116564417178}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 43.38}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0cd260fb872fa2cb975ee933db808ffb56ce17ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:53:52.720213+00:00", + "ended_at": "2026-05-26T00:54:36.285131+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_603e6a3c02466340", + "problem_id": "v2p_m8_d3e72e5314048d15", + "dataset_id": "m8", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=default, measure_col=previous.", + "bindings": { + "group_col": "default", + "measure_col": "previous", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=139" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_603e6a3c02466340.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_603e6a3c02466340", + "api_calls": 0, + "input_tokens": 25815, + "cached_input_tokens": 24960, + "output_tokens": 2161, + "total_tokens": 27976, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2520, + "estimated_output_tokens": 145, + "estimated_total_tokens": 2665, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 43514.76, + "sql_execution_elapsed_ms_total": 43.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..506f425dabbcc7eedae69eb07110bde8760509eb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:54:36.240122+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 43514.76, "started_at": "2026-05-26T00:53:52.721795+00:00", "ended_at": "2026-05-26T00:54:36.236897+00:00", "prompt_metrics": {"chars": 9043, "bytes_utf8": 9043, "lines": 300, "estimated_tokens": 2520}, "response_metrics": {"chars": 583, "bytes_utf8": 583, "lines": 1, "estimated_tokens": 145}, "usage": {"input_tokens": 25815, "cached_input_tokens": 24960, "output_tokens": 2161, "reasoning_output_tokens": 2010}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"default\\\",\\n AVG(CAST(\\\"previous\\\" AS REAL)) OVER (PARTITION BY \\\"default\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"default\\\" IS NOT NULL\\n AND TRIM(\\\"default\\\") <> ''\\n AND \\\"previous\\\" IS NOT NULL\\n AND TRIM(\\\"previous\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the Window Partition Average template with group_col=\\\"default\\\" and measure_col=\\\"previous\\\". CAST is applied because the schema stores numeric-looking values as TEXT, and NULL/empty values are filtered for a stable view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b74d5a47e68a393306072f083835eeda8b14a7e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_603e6a3c02466340", + "api_calls": 0, + "input_tokens": 25815, + "cached_input_tokens": 24960, + "output_tokens": 2161, + "total_tokens": 27976, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2520, + "estimated_output_tokens": 145, + "estimated_total_tokens": 2665, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 43514.76, + "sql_execution_elapsed_ms_total": 43.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_603e6a3c02466340/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a0cf3f5162c6787fff611555aa8734880b11db23 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9261, "bytes_utf8": 9261, "lines": 304, "estimated_tokens": 2603}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 378, "bytes_utf8": 378, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 25898, "cached_input_tokens": 24960, "output_tokens": 626, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d8ad5648a161a2d88da23b3618d817de4742445c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_61b504edc193ce7b", + "api_calls": 0, + "input_tokens": 25898, + "cached_input_tokens": 24960, + "output_tokens": 626, + "total_tokens": 26524, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2603, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2707, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15264.03, + "sql_execution_elapsed_ms_total": 5.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..79f997a505a5d1ddb8c5dfa4a8b913a26613037d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:54:36.287194+00:00", + "ended_at": "2026-05-26T00:54:51.551365+00:00", + "elapsed_ms": 15264.03, + "prompt_metrics": { + "chars": 9261, + "bytes_utf8": 9261, + "lines": 304, + "estimated_tokens": 2603 + }, + "stdout_metrics": { + "chars": 749, + "bytes_utf8": 749, + "lines": 4, + "estimated_tokens": 224 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 378, + "bytes_utf8": 378, + "lines": 1, + "estimated_tokens": 104 + }, + "usage": { + "input_tokens": 25898, + "cached_input_tokens": 24960, + "output_tokens": 626, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..049cec5c354f8e16ea23a5cac21da1e82038d518 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,304 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=day.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "default", + "group_col_2": "day", + "predicate_col": "marital", + "predicate_op": "=", + "predicate_value": "divorced", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4602e2c6866234b77958e7d3036bb50776fe10c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c6-c227-71f3-98bb-91b83253a404"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"default\\\", \\\"day\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"marital\\\" = 'divorced'\\nGROUP BY \\\"default\\\", \\\"day\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the provided filtered two-dimensional group count template with group_col=\\\"default\\\", group_col_2=\\\"day\\\", and predicate marital = 'divorced'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25898,"cached_input_tokens":24960,"output_tokens":626,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d0e9d6933b6c5163f0308a96d35b190facdf87aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"default\", \"day\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nWHERE \"marital\" = 'divorced'\nGROUP BY \"default\", \"day\"\nORDER BY \"row_count\" DESC;","notes":"Uses the provided filtered two-dimensional group count template with group_col=\"default\", group_col_2=\"day\", and predicate marital = 'divorced'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..107a8b12ec4263bc27e062abc8c25ebf1df5c1bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=day. +Result preview: [{"default": "no", "day": "20", "row_count": 295}, {"default": "no", "day": "18", "row_count": 275}, {"default": "no", "day": "6", "row_count": 237}, {"default": "no", "day": "17", "row_count": 236}, {"default": "no", "day": "19", "row_count": 219}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d26ba3165eb5a61b9f8b352bc68da7fbe74cb333 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m8_61b504edc193ce7b +-- problem_id: v2p_m8_7ff95921b2beaea7 +-- realization_mode: agent +-- source_kind: agent +SELECT "default", "day", COUNT(*) AS "row_count" +FROM "m8" +WHERE "marital" = 'divorced' +GROUP BY "default", "day" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8cadd2862b3c75e2947bdb9403adaad844444e24 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"default\", \"day\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nWHERE \"marital\" = 'divorced'\nGROUP BY \"default\", \"day\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"default\\\", \\\"day\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"marital\\\" = 'divorced'\\nGROUP BY \\\"default\\\", \\\"day\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"default\", \"day\", \"row_count\"], \"rows\": [{\"default\": \"no\", \"day\": \"20\", \"row_count\": 295}, {\"default\": \"no\", \"day\": \"18\", \"row_count\": 275}, {\"default\": \"no\", \"day\": \"6\", \"row_count\": 237}, {\"default\": \"no\", \"day\": \"17\", \"row_count\": 236}, {\"default\": \"no\", \"day\": \"19\", \"row_count\": 219}, {\"default\": \"no\", \"day\": \"5\", \"row_count\": 216}, {\"default\": \"no\", \"day\": \"13\", \"row_count\": 210}, {\"default\": \"no\", \"day\": \"14\", \"row_count\": 208}, {\"default\": \"no\", \"day\": \"21\", \"row_count\": 208}, {\"default\": \"no\", \"day\": \"7\", \"row_count\": 205}, {\"default\": \"no\", \"day\": \"8\", \"row_count\": 205}, {\"default\": \"no\", \"day\": \"29\", \"row_count\": 195}, {\"default\": \"no\", \"day\": \"15\", \"row_count\": 193}, {\"default\": \"no\", \"day\": \"30\", \"row_count\": 193}, {\"default\": \"no\", \"day\": \"28\", \"row_count\": 183}, {\"default\": \"no\", \"day\": \"12\", \"row_count\": 178}, {\"default\": \"no\", \"day\": \"11\", \"row_count\": 174}, {\"default\": \"no\", \"day\": \"9\", \"row_count\": 163}, {\"default\": \"no\", \"day\": \"16\", \"row_count\": 160}, {\"default\": \"no\", \"day\": \"2\", \"row_count\": 142}, {\"default\": \"no\", \"day\": \"27\", \"row_count\": 126}, {\"default\": \"no\", \"day\": \"4\", \"row_count\": 125}, {\"default\": \"no\", \"day\": \"26\", \"row_count\": 121}, {\"default\": \"no\", \"day\": \"3\", \"row_count\": 110}, {\"default\": \"no\", \"day\": \"23\", \"row_count\": 91}, {\"default\": \"no\", \"day\": \"22\", \"row_count\": 90}, {\"default\": \"no\", \"day\": \"25\", \"row_count\": 82}, {\"default\": \"no\", \"day\": \"31\", \"row_count\": 78}, {\"default\": \"no\", \"day\": \"10\", \"row_count\": 65}, {\"default\": \"no\", \"day\": \"24\", \"row_count\": 53}, {\"default\": \"no\", \"day\": \"1\", \"row_count\": 43}, {\"default\": \"yes\", \"day\": \"20\", \"row_count\": 13}, {\"default\": \"yes\", \"day\": \"6\", \"row_count\": 8}, {\"default\": \"yes\", \"day\": \"18\", \"row_count\": 7}, {\"default\": \"yes\", \"day\": \"21\", \"row_count\": 7}, {\"default\": \"yes\", \"day\": \"5\", \"row_count\": 7}, {\"default\": \"yes\", \"day\": \"7\", \"row_count\": 7}, {\"default\": \"yes\", \"day\": \"4\", \"row_count\": 6}, {\"default\": \"yes\", \"day\": \"12\", \"row_count\": 5}, {\"default\": \"yes\", \"day\": \"14\", \"row_count\": 5}, {\"default\": \"yes\", \"day\": \"2\", \"row_count\": 5}, {\"default\": \"yes\", \"day\": \"22\", \"row_count\": 5}, {\"default\": \"yes\", \"day\": \"24\", \"row_count\": 5}, {\"default\": \"yes\", \"day\": \"11\", \"row_count\": 4}, {\"default\": \"yes\", \"day\": \"13\", \"row_count\": 4}, {\"default\": \"yes\", \"day\": \"15\", \"row_count\": 4}, {\"default\": \"yes\", \"day\": \"19\", \"row_count\": 4}, {\"default\": \"yes\", \"day\": \"23\", \"row_count\": 4}, {\"default\": \"yes\", \"day\": \"29\", \"row_count\": 4}, {\"default\": \"yes\", \"day\": \"9\", \"row_count\": 4}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 5.67}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8d0eadce3a4698646a2e192eb289df6937cdd9e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:54:36.285764+00:00", + "ended_at": "2026-05-26T00:54:51.561425+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_61b504edc193ce7b", + "problem_id": "v2p_m8_7ff95921b2beaea7", + "dataset_id": "m8", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=day.", + "bindings": { + "group_col": "default", + "group_col_2": "day", + "predicate_col": "marital", + "predicate_op": "=", + "predicate_value": "divorced", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=53" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_61b504edc193ce7b.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_61b504edc193ce7b", + "api_calls": 0, + "input_tokens": 25898, + "cached_input_tokens": 24960, + "output_tokens": 626, + "total_tokens": 26524, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2603, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2707, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15264.03, + "sql_execution_elapsed_ms_total": 5.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_61b504edc193ce7b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4badcb52dcfca7299a9991efaddfaa4e608d9dc2 --- /dev/null +++ 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3fc1ffab4c290aee18bc6cd5ab44e02b77c42b9f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_628e01bb6b204b41", + "api_calls": 0, + "input_tokens": 25869, + "cached_input_tokens": 24960, + "output_tokens": 1015, + 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0000000000000000000000000000000000000000..66e88ae8bf21f2957a175944103b56fe2fdc2d2f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:54:51.563189+00:00", + "ended_at": "2026-05-26T00:55:13.665616+00:00", + "elapsed_ms": 22102.25, + "prompt_metrics": { + "chars": 9227, + "bytes_utf8": 9227, + "lines": 303, + "estimated_tokens": 2574 + }, + "stdout_metrics": { + "chars": 777, + "bytes_utf8": 777, + "lines": 4, + "estimated_tokens": 226 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 412, + "bytes_utf8": 412, + "lines": 1, + "estimated_tokens": 108 + }, + "usage": { + "input_tokens": 25869, + "cached_input_tokens": 24960, + "output_tokens": 1015, + "reasoning_output_tokens": 901 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f977c92c2092203994089507a8887a0faf3174b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=previous, condition_col=poutcome.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "previous", + "condition_col": "poutcome", + "condition_value": "unknown", + "positive_value": "unknown", + "negative_value": "failure", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a73ef7686d36f45ce2a7e444ce4d3ae3ffdb3413 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c6-fdcf-7ac1-96fc-dd3e0c5bfccd"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"previous\\\",\\n AVG(CASE WHEN \\\"poutcome\\\" = 'unknown' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"previous\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows where \\\"poutcome\\\" is 'unknown' for each \\\"previous\\\" group, following the provided Grouped Condition Rate template exactly.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25869,"cached_input_tokens":24960,"output_tokens":1015,"reasoning_output_tokens":901}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..666d15339d9a6f128a4b68687e70061ff8adfb16 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"previous\",\n AVG(CASE WHEN \"poutcome\" = 'unknown' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"previous\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the within-group proportion of rows where \"poutcome\" is 'unknown' for each \"previous\" group, following the provided Grouped Condition Rate template exactly."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6463dc1cd967ce7e4db5618dd60d0d59c6692ecc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=previous, condition_col=poutcome. +Result preview: [{"previous": "0", "condition_rate": 1.0}, {"previous": "7", "condition_rate": 0.004878048780487805}, {"previous": "5", "condition_rate": 0.002178649237472767}, {"previous": "2", "condition_rate": 0.000949667616334283}, {"previous": "1", "condition_rate": 0.00036075036075036075}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e3ba41ecac8be0e6ed08c6e59fc7d29b626d29da --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_628e01bb6b204b41 +-- problem_id: v2p_m8_c83905be5252d6e5 +-- realization_mode: agent +-- source_kind: agent +SELECT + "previous", + AVG(CASE WHEN "poutcome" = 'unknown' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "previous" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fa3376c8dc7a1b9f30079b8fde90191170f79abf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"previous\",\n AVG(CASE WHEN \"poutcome\" = 'unknown' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"previous\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"previous\\\",\\n AVG(CASE WHEN \\\"poutcome\\\" = 'unknown' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"previous\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"previous\", \"condition_rate\"], \"rows\": [{\"previous\": \"0\", \"condition_rate\": 1.0}, {\"previous\": \"7\", \"condition_rate\": 0.004878048780487805}, {\"previous\": \"5\", \"condition_rate\": 0.002178649237472767}, {\"previous\": \"2\", \"condition_rate\": 0.000949667616334283}, {\"previous\": \"1\", \"condition_rate\": 0.00036075036075036075}, {\"previous\": \"9\", \"condition_rate\": 0.0}, {\"previous\": \"8\", \"condition_rate\": 0.0}, {\"previous\": \"6\", \"condition_rate\": 0.0}, {\"previous\": \"58\", \"condition_rate\": 0.0}, {\"previous\": \"55\", \"condition_rate\": 0.0}, {\"previous\": \"51\", \"condition_rate\": 0.0}, {\"previous\": \"41\", \"condition_rate\": 0.0}, {\"previous\": \"40\", \"condition_rate\": 0.0}, {\"previous\": \"4\", \"condition_rate\": 0.0}, {\"previous\": \"38\", \"condition_rate\": 0.0}, {\"previous\": \"37\", \"condition_rate\": 0.0}, {\"previous\": \"35\", \"condition_rate\": 0.0}, {\"previous\": \"32\", \"condition_rate\": 0.0}, {\"previous\": \"30\", \"condition_rate\": 0.0}, {\"previous\": \"3\", \"condition_rate\": 0.0}, {\"previous\": \"29\", \"condition_rate\": 0.0}, {\"previous\": \"28\", \"condition_rate\": 0.0}, {\"previous\": \"275\", \"condition_rate\": 0.0}, {\"previous\": \"27\", \"condition_rate\": 0.0}, {\"previous\": \"26\", \"condition_rate\": 0.0}, {\"previous\": \"25\", \"condition_rate\": 0.0}, {\"previous\": \"24\", \"condition_rate\": 0.0}, {\"previous\": \"23\", \"condition_rate\": 0.0}, {\"previous\": \"22\", \"condition_rate\": 0.0}, {\"previous\": \"21\", \"condition_rate\": 0.0}, {\"previous\": \"20\", \"condition_rate\": 0.0}, {\"previous\": \"19\", \"condition_rate\": 0.0}, {\"previous\": \"18\", \"condition_rate\": 0.0}, {\"previous\": \"17\", \"condition_rate\": 0.0}, {\"previous\": \"16\", \"condition_rate\": 0.0}, {\"previous\": \"15\", \"condition_rate\": 0.0}, {\"previous\": \"14\", \"condition_rate\": 0.0}, {\"previous\": \"13\", \"condition_rate\": 0.0}, {\"previous\": \"12\", \"condition_rate\": 0.0}, {\"previous\": \"11\", \"condition_rate\": 0.0}, {\"previous\": \"10\", \"condition_rate\": 0.0}], \"row_count_returned\": 41, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 10.73}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a0e5c423136a44a4f41f96e0bdf522b1c94968d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:54:51.561836+00:00", + "ended_at": "2026-05-26T00:55:13.681941+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_628e01bb6b204b41", + "problem_id": "v2p_m8_c83905be5252d6e5", + "dataset_id": "m8", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=previous, condition_col=poutcome.", + "bindings": { + "group_col": "previous", + "condition_col": "poutcome", + "condition_value": "unknown", + "positive_value": "unknown", + "negative_value": "failure", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_628e01bb6b204b41.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_628e01bb6b204b41", + "api_calls": 0, + "input_tokens": 25869, + "cached_input_tokens": 24960, + "output_tokens": 1015, + "total_tokens": 26884, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2574, + "estimated_output_tokens": 108, + "estimated_total_tokens": 2682, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22102.25, + "sql_execution_elapsed_ms_total": 10.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..204a974479dd67defc7ecd24f74580711768f7b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:55:13.668848+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 22102.25, "started_at": "2026-05-26T00:54:51.563189+00:00", "ended_at": "2026-05-26T00:55:13.665616+00:00", "prompt_metrics": {"chars": 9227, "bytes_utf8": 9227, "lines": 303, "estimated_tokens": 2574}, "response_metrics": {"chars": 412, "bytes_utf8": 412, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 25869, "cached_input_tokens": 24960, "output_tokens": 1015, "reasoning_output_tokens": 901}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"previous\\\",\\n AVG(CASE WHEN \\\"poutcome\\\" = 'unknown' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"previous\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows where \\\"poutcome\\\" is 'unknown' for each \\\"previous\\\" group, following the provided Grouped Condition Rate template exactly.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a1f9c33747afb0ee9d2863d955a330963bdd080d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_628e01bb6b204b41", + "api_calls": 0, + "input_tokens": 25869, + "cached_input_tokens": 24960, + "output_tokens": 1015, + "total_tokens": 26884, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2574, + "estimated_output_tokens": 108, + "estimated_total_tokens": 2682, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22102.25, + "sql_execution_elapsed_ms_total": 10.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_628e01bb6b204b41/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a2c42ba414918f21198a45cd07b41304586e0802 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8870, "bytes_utf8": 8870, "lines": 298, "estimated_tokens": 2484}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 320, "bytes_utf8": 320, "lines": 1, "estimated_tokens": 76}, "usage": {"input_tokens": 25779, "cached_input_tokens": 22912, "output_tokens": 358, "reasoning_output_tokens": 276}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..86da111df6bd09d9ef2045b9566b5195ffdbfcd1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_63de99dff6cabc65", + "api_calls": 0, + "input_tokens": 25779, + "cached_input_tokens": 22912, + "output_tokens": 358, + "total_tokens": 26137, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2484, + "estimated_output_tokens": 76, + "estimated_total_tokens": 2560, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10011.43, + "sql_execution_elapsed_ms_total": 7.95, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..21fdefe46b590b8f01ba4a014456986b31697f86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:55:13.684375+00:00", + "ended_at": "2026-05-26T00:55:23.695915+00:00", + "elapsed_ms": 10011.43, + "prompt_metrics": { + "chars": 8870, + "bytes_utf8": 8870, + "lines": 298, + "estimated_tokens": 2484 + }, + "stdout_metrics": { + "chars": 674, + "bytes_utf8": 674, + "lines": 4, + "estimated_tokens": 189 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 320, + "bytes_utf8": 320, + "lines": 1, + "estimated_tokens": 76 + }, + "usage": { + "input_tokens": 25779, + "cached_input_tokens": 22912, + "output_tokens": 358, + "reasoning_output_tokens": 276 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5c097cb957cd390f19bd3a341586dc1ce6d259a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,298 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=previous.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "previous", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b173c5d2c5b5f64b23b512c2a39c9f5e58bad6f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c7-543c-76a1-8083-1d40b70ae2f2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"previous\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"previous\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applies the Grouped Count by Category template with group_col bound to \\\"previous\\\" to inspect subgroup count distribution in the single table.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25779,"cached_input_tokens":22912,"output_tokens":358,"reasoning_output_tokens":276}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5883066be93b68f6b67fe6d8b8f7155455edc9d8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"previous\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nGROUP BY \"previous\"\nORDER BY \"row_count\" DESC;","notes":"Applies the Grouped Count by Category template with group_col bound to \"previous\" to inspect subgroup count distribution in the single table."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f0a71dcc92da9dd0a32a52f6f61136f4ea3012e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=previous. +Result preview: [{"previous": "0", "row_count": 36954}, {"previous": "1", "row_count": 2772}, {"previous": "2", "row_count": 2106}, {"previous": "3", "row_count": 1142}, {"previous": "4", "row_count": 714}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..daa9a00cb542064a4d4032f4f17393b33d489eab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m8_63de99dff6cabc65 +-- problem_id: v2p_m8_63c4704164d790b1 +-- realization_mode: agent +-- source_kind: agent +SELECT "previous", COUNT(*) AS "row_count" +FROM "m8" +GROUP BY "previous" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8df7b0dfc1898eb4c3481d253c6a7ad5a4ac671b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"previous\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nGROUP BY \"previous\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"previous\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"previous\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"previous\", \"row_count\"], \"rows\": [{\"previous\": \"0\", \"row_count\": 36954}, {\"previous\": \"1\", \"row_count\": 2772}, {\"previous\": \"2\", \"row_count\": 2106}, {\"previous\": \"3\", \"row_count\": 1142}, {\"previous\": \"4\", \"row_count\": 714}, {\"previous\": \"5\", \"row_count\": 459}, {\"previous\": \"6\", \"row_count\": 277}, {\"previous\": \"7\", \"row_count\": 205}, {\"previous\": \"8\", \"row_count\": 129}, {\"previous\": \"9\", \"row_count\": 92}, {\"previous\": \"10\", \"row_count\": 67}, {\"previous\": \"11\", \"row_count\": 65}, {\"previous\": \"12\", \"row_count\": 44}, {\"previous\": \"13\", \"row_count\": 38}, {\"previous\": \"15\", \"row_count\": 20}, {\"previous\": \"14\", \"row_count\": 19}, {\"previous\": \"17\", \"row_count\": 15}, {\"previous\": \"16\", \"row_count\": 13}, {\"previous\": \"19\", \"row_count\": 11}, {\"previous\": \"23\", \"row_count\": 8}, {\"previous\": \"20\", \"row_count\": 8}, {\"previous\": \"22\", \"row_count\": 6}, {\"previous\": \"18\", \"row_count\": 6}, {\"previous\": \"27\", \"row_count\": 5}, {\"previous\": \"24\", \"row_count\": 5}, {\"previous\": \"29\", \"row_count\": 4}, {\"previous\": \"25\", \"row_count\": 4}, {\"previous\": \"21\", \"row_count\": 4}, {\"previous\": \"30\", \"row_count\": 3}, {\"previous\": \"38\", \"row_count\": 2}, {\"previous\": \"37\", \"row_count\": 2}, {\"previous\": \"28\", \"row_count\": 2}, {\"previous\": \"26\", \"row_count\": 2}, {\"previous\": \"58\", \"row_count\": 1}, {\"previous\": \"55\", \"row_count\": 1}, {\"previous\": \"51\", \"row_count\": 1}, {\"previous\": \"41\", \"row_count\": 1}, {\"previous\": \"40\", \"row_count\": 1}, {\"previous\": \"35\", \"row_count\": 1}, {\"previous\": \"32\", \"row_count\": 1}, {\"previous\": \"275\", \"row_count\": 1}], \"row_count_returned\": 41, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 7.95}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..430b9fd4399acf63a27517120fd9bf6352876739 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:55:13.682326+00:00", + "ended_at": "2026-05-26T00:55:23.707473+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_63de99dff6cabc65", + "problem_id": "v2p_m8_63c4704164d790b1", + "dataset_id": "m8", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=previous.", + "bindings": { + "group_col": "previous", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=12" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_63de99dff6cabc65.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_63de99dff6cabc65", + "api_calls": 0, + "input_tokens": 25779, + "cached_input_tokens": 22912, + "output_tokens": 358, + "total_tokens": 26137, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2484, + "estimated_output_tokens": 76, + "estimated_total_tokens": 2560, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10011.43, + "sql_execution_elapsed_ms_total": 7.95, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7225d9449ec57197e25abf09caf292f2a4e5cf86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:55:23.698146+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10011.43, "started_at": "2026-05-26T00:55:13.684375+00:00", "ended_at": "2026-05-26T00:55:23.695915+00:00", "prompt_metrics": {"chars": 8870, "bytes_utf8": 8870, "lines": 298, "estimated_tokens": 2484}, "response_metrics": {"chars": 320, "bytes_utf8": 320, "lines": 1, "estimated_tokens": 76}, "usage": {"input_tokens": 25779, "cached_input_tokens": 22912, "output_tokens": 358, "reasoning_output_tokens": 276}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"previous\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"previous\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applies the Grouped Count by Category template with group_col bound to \\\"previous\\\" to inspect subgroup count distribution in the single table.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3aafc75d6d762a867627937c09b545826fbdc122 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_63de99dff6cabc65", + "api_calls": 0, + "input_tokens": 25779, + "cached_input_tokens": 22912, + "output_tokens": 358, + "total_tokens": 26137, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2484, + "estimated_output_tokens": 76, + "estimated_total_tokens": 2560, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10011.43, + "sql_execution_elapsed_ms_total": 7.95, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_63de99dff6cabc65/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..38914d6851218713c9ac58e078316bcd89334345 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9264, "bytes_utf8": 9264, "lines": 304, "estimated_tokens": 2605}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 455, "bytes_utf8": 455, "lines": 1, "estimated_tokens": 120}, "usage": {"input_tokens": 25900, "cached_input_tokens": 25472, "output_tokens": 642, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ef7111d9e0a2f5987ca04465efc1ea54e47f9820 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_6425a123952622f2", + "api_calls": 0, + "input_tokens": 25900, + "cached_input_tokens": 25472, + "output_tokens": 642, + "total_tokens": 26542, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2605, + "estimated_output_tokens": 120, + "estimated_total_tokens": 2725, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15812.79, + "sql_execution_elapsed_ms_total": 6.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..84a779c5fec385dd13065975d667c5b6398215c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:55:23.709519+00:00", + "ended_at": "2026-05-26T00:55:39.522442+00:00", + "elapsed_ms": 15812.79, + "prompt_metrics": { + "chars": 9264, + "bytes_utf8": 9264, + "lines": 304, + "estimated_tokens": 2605 + }, + "stdout_metrics": { + "chars": 830, + "bytes_utf8": 830, + "lines": 4, + "estimated_tokens": 246 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 455, + "bytes_utf8": 455, + "lines": 1, + "estimated_tokens": 120 + }, + "usage": { + "input_tokens": 25900, + "cached_input_tokens": 25472, + "output_tokens": 642, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..95e65c0c547830f3ff823e713a0d76ca162e3e64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,304 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=pdays.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "default", + "group_col_2": "pdays", + "predicate_col": "balance", + "predicate_op": ">=", + "predicate_value": 1428.0, + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 48.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1c5ad7750ae86ac0c64b792e0700279a104881bb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c7-7b68-7202-a8e2-9651e4863b06"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"default\\\", \\\"pdays\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE CAST(\\\"balance\\\" AS REAL) >= 1428.0\\nGROUP BY \\\"default\\\", \\\"pdays\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Instantiated the requested filtered two-dimensional group count template with group_col=\\\"default\\\", group_col_2=\\\"pdays\\\", and a numeric CAST on \\\"balance\\\" because it is stored as TEXT in the SQLite snapshot.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25900,"cached_input_tokens":25472,"output_tokens":642,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ce40d25e199f316ec497c4e47f03838215ef1eaf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"default\", \"pdays\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nWHERE CAST(\"balance\" AS REAL) >= 1428.0\nGROUP BY \"default\", \"pdays\"\nORDER BY \"row_count\" DESC;","notes":"Instantiated the requested filtered two-dimensional group count template with group_col=\"default\", group_col_2=\"pdays\", and a numeric CAST on \"balance\" because it is stored as TEXT in the SQLite snapshot."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a109f3facccf8aa87404205ab9abbd93c3950609 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=pdays. +Result preview: [{"default": "no", "pdays": "-1", "row_count": 8863}, {"default": "no", "pdays": "182", "row_count": 70}, {"default": "no", "pdays": "92", "row_count": 59}, {"default": "no", "pdays": "183", "row_count": 55}, {"default": "no", "pdays": "91", "row_count": 47}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1610150c99df27497f4d75666ad60fd58391858f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m8_6425a123952622f2 +-- problem_id: v2p_m8_aecfded624b04570 +-- realization_mode: agent +-- source_kind: agent +SELECT "default", "pdays", COUNT(*) AS "row_count" +FROM "m8" +WHERE CAST("balance" AS REAL) >= 1428.0 +GROUP BY "default", "pdays" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8daa9a87ae849f549eb92f4c8648f0694805942b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"default\", \"pdays\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nWHERE CAST(\"balance\" AS REAL) >= 1428.0\nGROUP BY \"default\", \"pdays\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"default\\\", \\\"pdays\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE CAST(\\\"balance\\\" AS REAL) >= 1428.0\\nGROUP BY \\\"default\\\", \\\"pdays\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"default\", \"pdays\", \"row_count\"], \"rows\": [{\"default\": \"no\", \"pdays\": \"-1\", \"row_count\": 8863}, {\"default\": \"no\", \"pdays\": \"182\", \"row_count\": 70}, {\"default\": \"no\", \"pdays\": \"92\", \"row_count\": 59}, {\"default\": \"no\", \"pdays\": \"183\", \"row_count\": 55}, {\"default\": \"no\", \"pdays\": \"91\", \"row_count\": 47}, {\"default\": \"no\", \"pdays\": \"181\", \"row_count\": 46}, {\"default\": \"no\", \"pdays\": \"184\", \"row_count\": 40}, {\"default\": \"no\", \"pdays\": \"95\", \"row_count\": 37}, {\"default\": \"no\", \"pdays\": \"174\", \"row_count\": 31}, {\"default\": \"no\", \"pdays\": \"97\", \"row_count\": 31}, {\"default\": \"no\", \"pdays\": \"185\", \"row_count\": 28}, {\"default\": \"no\", \"pdays\": \"178\", \"row_count\": 25}, {\"default\": \"no\", \"pdays\": \"186\", \"row_count\": 25}, {\"default\": \"no\", \"pdays\": \"188\", \"row_count\": 25}, {\"default\": \"no\", \"pdays\": \"98\", \"row_count\": 25}, {\"default\": \"no\", \"pdays\": \"175\", \"row_count\": 23}, {\"default\": \"no\", \"pdays\": \"190\", \"row_count\": 23}, {\"default\": \"no\", \"pdays\": \"93\", \"row_count\": 22}, {\"default\": \"no\", \"pdays\": \"94\", \"row_count\": 22}, {\"default\": \"no\", \"pdays\": \"189\", \"row_count\": 21}, {\"default\": \"no\", \"pdays\": \"90\", \"row_count\": 20}, {\"default\": \"no\", \"pdays\": \"96\", \"row_count\": 20}, {\"default\": \"no\", \"pdays\": \"179\", \"row_count\": 18}, {\"default\": \"no\", \"pdays\": \"100\", \"row_count\": 17}, {\"default\": \"no\", \"pdays\": \"104\", \"row_count\": 17}, {\"default\": \"no\", \"pdays\": \"99\", \"row_count\": 17}, {\"default\": \"no\", \"pdays\": \"180\", \"row_count\": 16}, {\"default\": \"no\", \"pdays\": \"187\", \"row_count\": 16}, {\"default\": \"no\", \"pdays\": \"101\", \"row_count\": 15}, {\"default\": \"no\", \"pdays\": \"167\", \"row_count\": 15}, {\"default\": \"no\", \"pdays\": \"172\", \"row_count\": 15}, {\"default\": \"no\", \"pdays\": \"195\", \"row_count\": 15}, {\"default\": \"no\", \"pdays\": \"196\", \"row_count\": 15}, {\"default\": \"no\", \"pdays\": \"87\", \"row_count\": 15}, {\"default\": \"no\", \"pdays\": \"111\", \"row_count\": 14}, {\"default\": \"no\", \"pdays\": \"113\", \"row_count\": 14}, {\"default\": \"no\", \"pdays\": \"168\", \"row_count\": 14}, {\"default\": \"no\", \"pdays\": \"176\", \"row_count\": 14}, {\"default\": \"no\", \"pdays\": \"342\", \"row_count\": 14}, {\"default\": \"no\", \"pdays\": \"102\", \"row_count\": 13}, {\"default\": \"no\", \"pdays\": \"110\", \"row_count\": 13}, {\"default\": \"no\", \"pdays\": \"119\", \"row_count\": 13}, {\"default\": \"no\", \"pdays\": \"149\", \"row_count\": 13}, {\"default\": \"no\", \"pdays\": \"169\", \"row_count\": 13}, {\"default\": \"no\", \"pdays\": \"170\", \"row_count\": 13}, {\"default\": \"no\", \"pdays\": \"350\", \"row_count\": 13}, {\"default\": \"no\", \"pdays\": \"150\", \"row_count\": 12}, {\"default\": \"no\", \"pdays\": \"177\", \"row_count\": 12}, {\"default\": \"no\", \"pdays\": \"192\", \"row_count\": 12}, {\"default\": \"no\", \"pdays\": \"84\", \"row_count\": 12}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 6.54}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ef0c15c2a6bf2fed1791eeece7cea71c391fc6d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:55:23.707875+00:00", + "ended_at": "2026-05-26T00:55:39.533321+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_6425a123952622f2", + "problem_id": "v2p_m8_aecfded624b04570", + "dataset_id": "m8", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=pdays.", + "bindings": { + "group_col": "default", + "group_col_2": "pdays", + "predicate_col": "balance", + "predicate_op": ">=", + "predicate_value": 1428.0, + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 48.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/1", + "binding_index=56" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_6425a123952622f2.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_6425a123952622f2", + "api_calls": 0, + "input_tokens": 25900, + "cached_input_tokens": 25472, + "output_tokens": 642, + "total_tokens": 26542, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2605, + "estimated_output_tokens": 120, + "estimated_total_tokens": 2725, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15812.79, + "sql_execution_elapsed_ms_total": 6.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7d996eedc84b3075db68a40d84b97f994f813394 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:55:39.525192+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15812.79, "started_at": "2026-05-26T00:55:23.709519+00:00", "ended_at": "2026-05-26T00:55:39.522442+00:00", "prompt_metrics": {"chars": 9264, "bytes_utf8": 9264, "lines": 304, "estimated_tokens": 2605}, "response_metrics": {"chars": 455, "bytes_utf8": 455, "lines": 1, "estimated_tokens": 120}, "usage": {"input_tokens": 25900, "cached_input_tokens": 25472, "output_tokens": 642, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"default\\\", \\\"pdays\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE CAST(\\\"balance\\\" AS REAL) >= 1428.0\\nGROUP BY \\\"default\\\", \\\"pdays\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Instantiated the requested filtered two-dimensional group count template with group_col=\\\"default\\\", group_col_2=\\\"pdays\\\", and a numeric CAST on \\\"balance\\\" because it is stored as TEXT in the SQLite snapshot.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bef6a44dd6f4c591f22f1305dd398aae989236d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_6425a123952622f2", + "api_calls": 0, + "input_tokens": 25900, + "cached_input_tokens": 25472, + "output_tokens": 642, + "total_tokens": 26542, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2605, + "estimated_output_tokens": 120, + "estimated_total_tokens": 2725, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15812.79, + "sql_execution_elapsed_ms_total": 6.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6425a123952622f2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fb4a49c8e846a70950f5d4bab2f9e731b8fb342d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8871, "bytes_utf8": 8871, "lines": 298, "estimated_tokens": 2484}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 250, "bytes_utf8": 250, "lines": 1, "estimated_tokens": 61}, "usage": {"input_tokens": 25779, "cached_input_tokens": 24960, "output_tokens": 499, "reasoning_output_tokens": 432}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a58e2b6a0e7dc762b7c74d58ca7b8c752dd0f9c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_649ad8690d9880a4", + "api_calls": 0, + "input_tokens": 25779, + "cached_input_tokens": 24960, + "output_tokens": 499, + "total_tokens": 26278, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2484, + "estimated_output_tokens": 61, + "estimated_total_tokens": 2545, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12637.94, + "sql_execution_elapsed_ms_total": 8.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..36c49b185e37f70dbf16b0ce11d2417c0111fda2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:55:39.535312+00:00", + "ended_at": "2026-05-26T00:55:52.173361+00:00", + "elapsed_ms": 12637.94, + "prompt_metrics": { + "chars": 8871, + "bytes_utf8": 8871, + "lines": 298, + "estimated_tokens": 2484 + }, + "stdout_metrics": { + "chars": 600, + "bytes_utf8": 600, + "lines": 4, + "estimated_tokens": 169 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 250, + "bytes_utf8": 250, + "lines": 1, + "estimated_tokens": 61 + }, + "usage": { + "input_tokens": 25779, + "cached_input_tokens": 24960, + "output_tokens": 499, + "reasoning_output_tokens": 432 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f6714233fd77523584d072e278a0a23d8c20f774 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,298 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=education.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "education", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9cf333aac9faf9f96284c362e113d2ca035c01a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c7-b935-7b91-a765-7ae0d57b2933"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"education\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"education\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Exact grouped-count template applied with group_col bound to education.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25779,"cached_input_tokens":24960,"output_tokens":499,"reasoning_output_tokens":432}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..96f5764b43b56498de57742dea42a6aea1bba9c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"education\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nGROUP BY \"education\"\nORDER BY \"row_count\" DESC;","notes":"Exact grouped-count template applied with group_col bound to education."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3a4db029b11f7ea85ffbad49e34b448d1c35c971 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=education. +Result preview: [{"education": "secondary", "row_count": 23202}, {"education": "tertiary", "row_count": 13301}, {"education": "primary", "row_count": 6851}, {"education": "unknown", "row_count": 1857}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..440daf746273bbb48021b9bae2d26b2e30532d25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m8_649ad8690d9880a4 +-- problem_id: v2p_m8_a0beb85cb8feff19 +-- realization_mode: agent +-- source_kind: agent +SELECT "education", COUNT(*) AS "row_count" +FROM "m8" +GROUP BY "education" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5cfe2bb9d7d55af1fc2e0373e094af7e57b02ad5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"education\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nGROUP BY \"education\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"education\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"education\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"education\", \"row_count\"], \"rows\": [{\"education\": \"secondary\", \"row_count\": 23202}, {\"education\": \"tertiary\", \"row_count\": 13301}, {\"education\": \"primary\", \"row_count\": 6851}, {\"education\": \"unknown\", \"row_count\": 1857}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 8.92}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6bf3ee05a6d9d9e7a1d5cf1f49d28474c154a67b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:55:39.533698+00:00", + "ended_at": "2026-05-26T00:55:52.186867+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_649ad8690d9880a4", + "problem_id": "v2p_m8_a0beb85cb8feff19", + "dataset_id": "m8", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=education.", + "bindings": { + "group_col": "education", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=18" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_649ad8690d9880a4.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_649ad8690d9880a4", + "api_calls": 0, + "input_tokens": 25779, + "cached_input_tokens": 24960, + "output_tokens": 499, + "total_tokens": 26278, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2484, + "estimated_output_tokens": 61, + "estimated_total_tokens": 2545, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12637.94, + "sql_execution_elapsed_ms_total": 8.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d6ea12b5d5fad15e03e31b03f1d423a8225b26e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:55:52.175569+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12637.94, "started_at": "2026-05-26T00:55:39.535312+00:00", "ended_at": "2026-05-26T00:55:52.173361+00:00", "prompt_metrics": {"chars": 8871, "bytes_utf8": 8871, "lines": 298, "estimated_tokens": 2484}, "response_metrics": {"chars": 250, "bytes_utf8": 250, "lines": 1, "estimated_tokens": 61}, "usage": {"input_tokens": 25779, "cached_input_tokens": 24960, "output_tokens": 499, "reasoning_output_tokens": 432}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"education\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"education\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Exact grouped-count template applied with group_col bound to education.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7d6764d1a22fab3105e9153d082bffd0e2595bb1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_649ad8690d9880a4", + "api_calls": 0, + "input_tokens": 25779, + "cached_input_tokens": 24960, + "output_tokens": 499, + "total_tokens": 26278, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2484, + "estimated_output_tokens": 61, + "estimated_total_tokens": 2545, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12637.94, + "sql_execution_elapsed_ms_total": 8.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_649ad8690d9880a4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1568de1b67aac0adacd870a61eeb9303e1cfc26f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9206, "bytes_utf8": 9206, "lines": 303, "estimated_tokens": 2572}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 324, "bytes_utf8": 324, "lines": 1, "estimated_tokens": 97}, "usage": {"input_tokens": 25867, "cached_input_tokens": 24960, "output_tokens": 403, "reasoning_output_tokens": 300}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..22f6d21a7bebb6a14f69cd9b6ed1583ca16718a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_68ce32f9fad8f267", + "api_calls": 0, + "input_tokens": 25867, + "cached_input_tokens": 24960, + "output_tokens": 403, + "total_tokens": 26270, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2572, + "estimated_output_tokens": 97, + "estimated_total_tokens": 2669, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10644.49, + "sql_execution_elapsed_ms_total": 9.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a0dc37ca775b97ebb40aa7cb999bed94b3a744b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:55:52.188615+00:00", + "ended_at": "2026-05-26T00:56:02.833207+00:00", + "elapsed_ms": 10644.49, + "prompt_metrics": { + "chars": 9206, + "bytes_utf8": 9206, + "lines": 303, + "estimated_tokens": 2572 + }, + "stdout_metrics": { + "chars": 688, + "bytes_utf8": 688, + "lines": 4, + "estimated_tokens": 214 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 324, + "bytes_utf8": 324, + "lines": 1, + "estimated_tokens": 97 + }, + "usage": { + "input_tokens": 25867, + "cached_input_tokens": 24960, + "output_tokens": 403, + "reasoning_output_tokens": 300 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a7ed6029b86ecb71d2fc3f6b527038c56d5312ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, condition_col=marital.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "y", + "condition_col": "marital", + "condition_value": "single", + "positive_value": "married", + "negative_value": "single", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3a9dc7464dd4fbe6492548cb0e6cc82a1ccc2056 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c7-eaa2-74d1-861a-6b5351da57ca"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"y\\\",\\n AVG(CASE WHEN \\\"marital\\\" = 'single' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Groups by \\\"y\\\" and computes the share of rows in each target class where \\\"marital\\\" = 'single'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25867,"cached_input_tokens":24960,"output_tokens":403,"reasoning_output_tokens":300}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..884d35ee27d24c5466fbbfd130113567858793f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"y\",\n AVG(CASE WHEN \"marital\" = 'single' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;","notes":"Groups by \"y\" and computes the share of rows in each target class where \"marital\" = 'single'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4bc349d3a1f46750ea95279397c33c7077ac7e3e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, condition_col=marital. +Result preview: [{"y": "yes", "condition_rate": 0.3615050103989412}, {"y": "no", "condition_rate": 0.27248133861029006}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..20807da017ebf9dabfd82709070ab3d1df2d32d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_68ce32f9fad8f267 +-- problem_id: v2p_m8_03e1ea500628bbba +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + AVG(CASE WHEN "marital" = 'single' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1de42ca2099435577031f9131bc65dd1628883fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"y\",\n AVG(CASE WHEN \"marital\" = 'single' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"y\\\",\\n AVG(CASE WHEN \\\"marital\\\" = 'single' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"y\", \"condition_rate\"], \"rows\": [{\"y\": \"yes\", \"condition_rate\": 0.3615050103989412}, {\"y\": \"no\", \"condition_rate\": 0.27248133861029006}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 9.31}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..373f3852c3bca2272bac98b768de50a77c8f24df --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:55:52.187242+00:00", + "ended_at": "2026-05-26T00:56:02.846474+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_68ce32f9fad8f267", + "problem_id": "v2p_m8_03e1ea500628bbba", + "dataset_id": "m8", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, condition_col=marital.", + "bindings": { + "group_col": "y", + "condition_col": "marital", + "condition_value": "single", + "positive_value": "married", + "negative_value": "single", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=104" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_68ce32f9fad8f267.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_68ce32f9fad8f267", + "api_calls": 0, + "input_tokens": 25867, + "cached_input_tokens": 24960, + "output_tokens": 403, + "total_tokens": 26270, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2572, + "estimated_output_tokens": 97, + "estimated_total_tokens": 2669, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10644.49, + "sql_execution_elapsed_ms_total": 9.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..326615120e38fd5a14df7aa71e010075fdbd3bd8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:56:02.835657+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10644.49, "started_at": "2026-05-26T00:55:52.188615+00:00", "ended_at": "2026-05-26T00:56:02.833207+00:00", "prompt_metrics": {"chars": 9206, "bytes_utf8": 9206, "lines": 303, "estimated_tokens": 2572}, "response_metrics": {"chars": 324, "bytes_utf8": 324, "lines": 1, "estimated_tokens": 97}, "usage": {"input_tokens": 25867, "cached_input_tokens": 24960, "output_tokens": 403, "reasoning_output_tokens": 300}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"y\\\",\\n AVG(CASE WHEN \\\"marital\\\" = 'single' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Groups by \\\"y\\\" and computes the share of rows in each target class where \\\"marital\\\" = 'single'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0d0641e90b04e9d384a3eea4043ff67049a64ac1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_68ce32f9fad8f267", + "api_calls": 0, + "input_tokens": 25867, + "cached_input_tokens": 24960, + "output_tokens": 403, + "total_tokens": 26270, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2572, + "estimated_output_tokens": 97, + "estimated_total_tokens": 2669, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10644.49, + "sql_execution_elapsed_ms_total": 9.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_68ce32f9fad8f267/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1c3dd7dc24040bd83e1f91d177691daa667ec51c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9361, "bytes_utf8": 9361, "lines": 302, "estimated_tokens": 2629}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 587, "bytes_utf8": 587, "lines": 1, "estimated_tokens": 158}, "usage": {"input_tokens": 25924, "cached_input_tokens": 22912, "output_tokens": 680, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5ce6049da4e256ce52d2fe3bcf14544b560fe9f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_6c36a4043d69d876", + "api_calls": 0, + "input_tokens": 25924, + "cached_input_tokens": 22912, + "output_tokens": 680, + "total_tokens": 26604, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2629, + "estimated_output_tokens": 158, + "estimated_total_tokens": 2787, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15885.35, + "sql_execution_elapsed_ms_total": 21.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..71a62df704cace9954bfadb77a09a16fc3cce54c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:56:02.849240+00:00", + "ended_at": "2026-05-26T00:56:18.734742+00:00", + "elapsed_ms": 15885.35, + "prompt_metrics": { + "chars": 9361, + "bytes_utf8": 9361, + "lines": 302, + "estimated_tokens": 2629 + }, + "stdout_metrics": { + "chars": 971, + "bytes_utf8": 971, + "lines": 4, + "estimated_tokens": 288 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 101 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 587, + "bytes_utf8": 587, + "lines": 1, + "estimated_tokens": 158 + }, + "usage": { + "input_tokens": 25924, + "cached_input_tokens": 22912, + "output_tokens": 680, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..86f5a095b7a4b1c5139ee61d4d5605e129992194 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=marital, measure_col=campaign.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "marital", + "measure_col": "campaign", + "item_col": "pdays", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c483db8b6083c13fea3577e0d20481ae935b7d1a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c8-1447-7001-a53d-928eecd964df"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"marital\\\", \\\"pdays\\\",\\n SUM(CAST(\\\"campaign\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"campaign\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"campaign\\\" AS REAL))) OVER (PARTITION BY \\\"marital\\\") AS share_within_group\\nFROM \\\"m8\\\"\\nGROUP BY \\\"marital\\\", \\\"pdays\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the planned Within-Group Share of Total template with group_col=\\\"marital\\\", item_col=\\\"pdays\\\", and measure_col=\\\"campaign\\\". CAST is used because \\\"campaign\\\" is stored as TEXT in the SQLite snapshot.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25924,"cached_input_tokens":22912,"output_tokens":680,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a2e301fd035de821ccce3e9254bf18c055fa9555 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"marital\", \"pdays\",\n SUM(CAST(\"campaign\" AS REAL)) AS total_measure,\n SUM(CAST(\"campaign\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"campaign\" AS REAL))) OVER (PARTITION BY \"marital\") AS share_within_group\nFROM \"m8\"\nGROUP BY \"marital\", \"pdays\"\nORDER BY share_within_group DESC;","notes":"Applied the planned Within-Group Share of Total template with group_col=\"marital\", item_col=\"pdays\", and measure_col=\"campaign\". CAST is used because \"campaign\" is stored as TEXT in the SQLite snapshot."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..67bcfa6b7b6fa2ad5aa6d4e618af7ea2fd15c667 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:56:17.955601Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c8-1447-7001-a53d-928eecd964df.1779756962888148000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..838dd3a9e9664856aadfe24c9ee3a1f61f283ca5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=marital, measure_col=campaign. +Result preview: [{"marital": "married", "pdays": "-1", "total_measure": 67572.0, "share_within_group": 87.34069229377246}, {"marital": "divorced", "pdays": "-1", "total_measure": 11770.0, "share_within_group": 85.91868019563472}, {"marital": "single", "pdays": "-1", "total_measure": 28636.0, "share_within_group": 84.49440854504145}, {"marital": "divorced", "pdays": "350", "total_measure": 46.0, "share_within_group": 0.33579093364479157}, {"marital": "single", "pdays": "182", "total_measure": 90.0, "share_within_group": 0.265557227582544}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5ced811827203c6e48fed8b53e12b13d3b70eb45 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_6c36a4043d69d876 +-- problem_id: v2p_m8_408c34597f25dc52 +-- realization_mode: agent +-- source_kind: agent +SELECT "marital", "pdays", + SUM(CAST("campaign" AS REAL)) AS total_measure, + SUM(CAST("campaign" AS REAL)) * 100.0 / SUM(SUM(CAST("campaign" AS REAL))) OVER (PARTITION BY "marital") AS share_within_group +FROM "m8" +GROUP BY "marital", "pdays" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..751f03fd26f129b61cb77d156231d340570ba8b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"marital\", \"pdays\",\n SUM(CAST(\"campaign\" AS REAL)) AS total_measure,\n SUM(CAST(\"campaign\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"campaign\" AS REAL))) OVER (PARTITION BY \"marital\") AS share_within_group\nFROM \"m8\"\nGROUP BY \"marital\", \"pdays\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"marital\\\", \\\"pdays\\\",\\n SUM(CAST(\\\"campaign\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"campaign\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"campaign\\\" AS REAL))) OVER (PARTITION BY \\\"marital\\\") AS share_within_group\\nFROM \\\"m8\\\"\\nGROUP BY \\\"marital\\\", \\\"pdays\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"marital\", \"pdays\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"marital\": \"married\", \"pdays\": \"-1\", \"total_measure\": 67572.0, \"share_within_group\": 87.34069229377246}, {\"marital\": \"divorced\", \"pdays\": \"-1\", \"total_measure\": 11770.0, \"share_within_group\": 85.91868019563472}, {\"marital\": \"single\", \"pdays\": \"-1\", \"total_measure\": 28636.0, \"share_within_group\": 84.49440854504145}, {\"marital\": \"divorced\", \"pdays\": \"350\", \"total_measure\": 46.0, \"share_within_group\": 0.33579093364479157}, {\"marital\": \"single\", \"pdays\": \"182\", \"total_measure\": 90.0, \"share_within_group\": 0.265557227582544}, {\"marital\": \"married\", \"pdays\": \"182\", \"total_measure\": 188.0, \"share_within_group\": 0.24300080138562158}, {\"marital\": \"divorced\", \"pdays\": \"93\", \"total_measure\": 32.0, \"share_within_group\": 0.2335936929702898}, {\"marital\": \"single\", \"pdays\": \"91\", \"total_measure\": 78.0, \"share_within_group\": 0.23014959723820483}, {\"marital\": \"single\", \"pdays\": \"92\", \"total_measure\": 76.0, \"share_within_group\": 0.2242483255141483}, {\"marital\": \"divorced\", \"pdays\": \"182\", \"total_measure\": 29.0, \"share_within_group\": 0.21169428425432513}, {\"marital\": \"divorced\", \"pdays\": \"175\", \"total_measure\": 27.0, \"share_within_group\": 0.19709467844368203}, {\"marital\": \"single\", \"pdays\": \"183\", \"total_measure\": 66.0, \"share_within_group\": 0.19474196689386564}, {\"marital\": \"single\", \"pdays\": \"95\", \"total_measure\": 66.0, \"share_within_group\": 0.19474196689386564}, {\"marital\": \"divorced\", \"pdays\": \"167\", \"total_measure\": 26.0, \"share_within_group\": 0.18979487553836047}, {\"marital\": \"divorced\", \"pdays\": \"365\", \"total_measure\": 26.0, \"share_within_group\": 0.18979487553836047}, {\"marital\": \"divorced\", \"pdays\": \"351\", \"total_measure\": 25.0, \"share_within_group\": 0.1824950726330389}, {\"marital\": \"married\", \"pdays\": \"183\", \"total_measure\": 137.0, \"share_within_group\": 0.17708037122250084}, {\"marital\": \"divorced\", \"pdays\": \"181\", \"total_measure\": 24.0, \"share_within_group\": 0.17519526972771735}, {\"marital\": \"divorced\", \"pdays\": \"370\", \"total_measure\": 24.0, \"share_within_group\": 0.17519526972771735}, {\"marital\": \"single\", \"pdays\": \"93\", \"total_measure\": 59.0, \"share_within_group\": 0.17408751585966775}, {\"marital\": \"single\", \"pdays\": \"349\", \"total_measure\": 58.0, \"share_within_group\": 0.1711368799976395}, {\"marital\": \"married\", \"pdays\": \"181\", \"total_measure\": 128.0, \"share_within_group\": 0.16544735413489128}, {\"marital\": \"single\", \"pdays\": \"370\", \"total_measure\": 56.0, \"share_within_group\": 0.16523560827358297}, {\"marital\": \"single\", \"pdays\": \"181\", \"total_measure\": 55.0, \"share_within_group\": 0.16228497241155468}, {\"marital\": \"divorced\", \"pdays\": \"347\", \"total_measure\": 22.0, \"share_within_group\": 0.16059566391707425}, {\"marital\": \"divorced\", \"pdays\": \"92\", \"total_measure\": 22.0, \"share_within_group\": 0.16059566391707425}, {\"marital\": \"single\", \"pdays\": \"175\", \"total_measure\": 54.0, \"share_within_group\": 0.15933433654952642}, {\"marital\": \"married\", \"pdays\": \"92\", \"total_measure\": 122.0, \"share_within_group\": 0.15769200940981826}, {\"marital\": \"single\", \"pdays\": \"367\", \"total_measure\": 53.0, \"share_within_group\": 0.15638370068749816}, {\"marital\": \"single\", \"pdays\": \"352\", \"total_measure\": 52.0, \"share_within_group\": 0.1534330648254699}, {\"marital\": \"single\", \"pdays\": \"371\", \"total_measure\": 51.0, \"share_within_group\": 0.15048242896344163}, {\"marital\": \"divorced\", \"pdays\": \"183\", \"total_measure\": 20.0, \"share_within_group\": 0.14599605810643113}, {\"marital\": \"divorced\", \"pdays\": \"91\", \"total_measure\": 20.0, \"share_within_group\": 0.14599605810643113}, {\"marital\": \"single\", \"pdays\": \"98\", \"total_measure\": 49.0, \"share_within_group\": 0.14458115723938508}, {\"marital\": \"single\", \"pdays\": \"184\", \"total_measure\": 48.0, \"share_within_group\": 0.14163052137735682}, {\"marital\": \"married\", \"pdays\": \"185\", \"total_measure\": 109.0, \"share_within_group\": 0.14088876250549337}, {\"marital\": \"divorced\", \"pdays\": \"173\", \"total_measure\": 19.0, \"share_within_group\": 0.13869625520110956}, {\"marital\": \"single\", \"pdays\": \"350\", \"total_measure\": 47.0, \"share_within_group\": 0.13867988551532856}, {\"marital\": \"single\", \"pdays\": \"331\", \"total_measure\": 46.0, \"share_within_group\": 0.1357292496533003}, {\"marital\": \"single\", \"pdays\": \"185\", \"total_measure\": 45.0, \"share_within_group\": 0.132778613791272}, {\"marital\": \"single\", \"pdays\": \"196\", \"total_measure\": 45.0, \"share_within_group\": 0.132778613791272}, {\"marital\": \"divorced\", \"pdays\": \"153\", \"total_measure\": 18.0, \"share_within_group\": 0.131396452295788}, {\"marital\": \"single\", \"pdays\": \"355\", \"total_measure\": 44.0, \"share_within_group\": 0.12982797792924375}, {\"marital\": \"married\", \"pdays\": \"175\", \"total_measure\": 100.0, \"share_within_group\": 0.12925574541788382}, {\"marital\": \"married\", \"pdays\": \"364\", \"total_measure\": 100.0, \"share_within_group\": 0.12925574541788382}, {\"marital\": \"married\", \"pdays\": \"94\", \"total_measure\": 99.0, \"share_within_group\": 0.12796318796370498}, {\"marital\": \"single\", \"pdays\": \"179\", \"total_measure\": 43.0, \"share_within_group\": 0.1268773420672155}, {\"marital\": \"single\", \"pdays\": \"346\", \"total_measure\": 43.0, \"share_within_group\": 0.1268773420672155}, {\"marital\": \"divorced\", \"pdays\": \"184\", \"total_measure\": 17.0, \"share_within_group\": 0.12409664939046645}, {\"marital\": \"divorced\", \"pdays\": \"189\", \"total_measure\": 17.0, \"share_within_group\": 0.12409664939046645}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 21.22}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..54286c782468615b4d295935edff54484f95251f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:56:02.847524+00:00", + "ended_at": "2026-05-26T00:56:18.760564+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_6c36a4043d69d876", + "problem_id": "v2p_m8_408c34597f25dc52", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=marital, measure_col=campaign.", + "bindings": { + "group_col": "marital", + "measure_col": "campaign", + "item_col": "pdays", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=32" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_6c36a4043d69d876.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_6c36a4043d69d876", + "api_calls": 0, + "input_tokens": 25924, + "cached_input_tokens": 22912, + "output_tokens": 680, + "total_tokens": 26604, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2629, + "estimated_output_tokens": 158, + "estimated_total_tokens": 2787, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15885.35, + "sql_execution_elapsed_ms_total": 21.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bd01c0a1f7dd24247c6f41480dec4653c6586e5a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:56:18.737564+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15885.35, "started_at": "2026-05-26T00:56:02.849240+00:00", "ended_at": "2026-05-26T00:56:18.734742+00:00", "prompt_metrics": {"chars": 9361, "bytes_utf8": 9361, "lines": 302, "estimated_tokens": 2629}, "response_metrics": {"chars": 587, "bytes_utf8": 587, "lines": 1, "estimated_tokens": 158}, "usage": {"input_tokens": 25924, "cached_input_tokens": 22912, "output_tokens": 680, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:56:17.955601Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c8-1447-7001-a53d-928eecd964df.1779756962888148000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"marital\\\", \\\"pdays\\\",\\n SUM(CAST(\\\"campaign\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"campaign\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"campaign\\\" AS REAL))) OVER (PARTITION BY \\\"marital\\\") AS share_within_group\\nFROM \\\"m8\\\"\\nGROUP BY \\\"marital\\\", \\\"pdays\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the planned Within-Group Share of Total template with group_col=\\\"marital\\\", item_col=\\\"pdays\\\", and measure_col=\\\"campaign\\\". CAST is used because \\\"campaign\\\" is stored as TEXT in the SQLite snapshot.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d8093ff2b4339156825f4bef603ba0882df31524 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_6c36a4043d69d876", + "api_calls": 0, + "input_tokens": 25924, + "cached_input_tokens": 22912, + "output_tokens": 680, + "total_tokens": 26604, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2629, + "estimated_output_tokens": 158, + "estimated_total_tokens": 2787, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15885.35, + "sql_execution_elapsed_ms_total": 21.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_6c36a4043d69d876/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fcf66d46900c5012ad8509f1796754d6c8346223 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9041, "bytes_utf8": 9041, "lines": 300, "estimated_tokens": 2521}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 400, "bytes_utf8": 400, "lines": 1, "estimated_tokens": 96}, "usage": {"input_tokens": 25816, "cached_input_tokens": 24960, "output_tokens": 618, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..208935da76c071211a1092d7f287ee689fe3d226 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_7196bfcdb25f1f26", + "api_calls": 0, + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 618, + "total_tokens": 26434, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2521, + "estimated_output_tokens": 96, + "estimated_total_tokens": 2617, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14457.54, + "sql_execution_elapsed_ms_total": 43.75, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8e17254160b878b71361913cb37bc87868c8731c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:56:18.762525+00:00", + "ended_at": "2026-05-26T00:56:33.215218+00:00", + "elapsed_ms": 14457.54, + "prompt_metrics": { + "chars": 9041, + "bytes_utf8": 9041, + "lines": 300, + "estimated_tokens": 2521 + }, + "stdout_metrics": { + "chars": 758, + "bytes_utf8": 758, + "lines": 4, + "estimated_tokens": 214 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 400, + "bytes_utf8": 400, + "lines": 1, + "estimated_tokens": 96 + }, + "usage": { + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 618, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8261276e0dc8f53184eaa28cc96e6f277a02e26e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=education, measure_col=pdays.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "education", + "measure_col": "pdays", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4a419a3a8d2e3bfed9e7dde521a9dab3494e7cea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c8-5271-7f20-964f-0aace8c8e0cf"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"education\\\",\\n AVG(CAST(\\\"pdays\\\" AS REAL)) OVER (PARTITION BY \\\"education\\\") AS avg_measure\\nFROM \\\"m8\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the planned Window Partition Average template with group_col=\\\"education\\\" and measure_col=\\\"pdays\\\". Cast \\\"pdays\\\" to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25816,"cached_input_tokens":24960,"output_tokens":618,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..063558967a701b3dedcafc7fc9f8e0bb5421a3f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"education\",\n AVG(CAST(\"pdays\" AS REAL)) OVER (PARTITION BY \"education\") AS avg_measure\nFROM \"m8\"\nORDER BY avg_measure DESC;","notes":"Applied the planned Window Partition Average template with group_col=\"education\" and measure_col=\"pdays\". Cast \"pdays\" to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..dff3cb3ad22215c193a4aa8711b41a2032bca152 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=education, measure_col=pdays. +Result preview: [{"education": "secondary", "avg_measure": 42.35350400827515}, {"education": "tertiary", "avg_measure": 39.0241335237952}, {"education": "unknown", "avg_measure": 36.8562197092084}, {"education": "primary", "avg_measure": 36.08173989198657}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a53743f6ccebe6b1f235d483fbfaadfee0d24c95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_7196bfcdb25f1f26 +-- problem_id: v2p_m8_4b9ecd6b4e1bc50a +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "education", + AVG(CAST("pdays" AS REAL)) OVER (PARTITION BY "education") AS avg_measure +FROM "m8" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..69317aacafd9dd5d6419a12d4b39ede670c1ee93 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"education\",\n AVG(CAST(\"pdays\" AS REAL)) OVER (PARTITION BY \"education\") AS avg_measure\nFROM \"m8\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"education\\\",\\n AVG(CAST(\\\"pdays\\\" AS REAL)) OVER (PARTITION BY \\\"education\\\") AS avg_measure\\nFROM \\\"m8\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"education\", \"avg_measure\"], \"rows\": [{\"education\": \"secondary\", \"avg_measure\": 42.35350400827515}, {\"education\": \"tertiary\", \"avg_measure\": 39.0241335237952}, {\"education\": \"unknown\", \"avg_measure\": 36.8562197092084}, {\"education\": \"primary\", \"avg_measure\": 36.08173989198657}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 43.75}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5002224e2c423eacf7b65aacb8d1fd58e0a3971b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:56:18.760947+00:00", + "ended_at": "2026-05-26T00:56:33.263593+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_7196bfcdb25f1f26", + "problem_id": "v2p_m8_4b9ecd6b4e1bc50a", + "dataset_id": "m8", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=education, measure_col=pdays.", + "bindings": { + "group_col": "education", + "measure_col": "pdays", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=138" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_7196bfcdb25f1f26.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_7196bfcdb25f1f26", + "api_calls": 0, + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 618, + "total_tokens": 26434, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2521, + "estimated_output_tokens": 96, + "estimated_total_tokens": 2617, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14457.54, + "sql_execution_elapsed_ms_total": 43.75, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..79e94086bc5416174602e9b1a3e25114c6de8c88 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:56:33.218328+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14457.54, "started_at": "2026-05-26T00:56:18.762525+00:00", "ended_at": "2026-05-26T00:56:33.215218+00:00", "prompt_metrics": {"chars": 9041, "bytes_utf8": 9041, "lines": 300, "estimated_tokens": 2521}, "response_metrics": {"chars": 400, "bytes_utf8": 400, "lines": 1, "estimated_tokens": 96}, "usage": {"input_tokens": 25816, "cached_input_tokens": 24960, "output_tokens": 618, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"education\\\",\\n AVG(CAST(\\\"pdays\\\" AS REAL)) OVER (PARTITION BY \\\"education\\\") AS avg_measure\\nFROM \\\"m8\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the planned Window Partition Average template with group_col=\\\"education\\\" and measure_col=\\\"pdays\\\". Cast \\\"pdays\\\" to REAL because the SQLite schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..65bda08ca88e5615836f98ebc050fd0d70ba97d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_7196bfcdb25f1f26", + "api_calls": 0, + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 618, + "total_tokens": 26434, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2521, + "estimated_output_tokens": 96, + "estimated_total_tokens": 2617, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14457.54, + "sql_execution_elapsed_ms_total": 43.75, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7196bfcdb25f1f26/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fffd85bf792586e5af6c622117fcda250e807b90 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9268, "bytes_utf8": 9268, "lines": 304, "estimated_tokens": 2600}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 381, "bytes_utf8": 381, "lines": 1, "estimated_tokens": 97}, "usage": {"input_tokens": 25895, "cached_input_tokens": 24960, "output_tokens": 619, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e7bb79f9058e8e702bb5f970b7581274c951b820 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_7399d8163eec62e0", + "api_calls": 0, + "input_tokens": 25895, + "cached_input_tokens": 24960, + "output_tokens": 619, + "total_tokens": 26514, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2600, + "estimated_output_tokens": 97, + "estimated_total_tokens": 2697, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14432.42, + "sql_execution_elapsed_ms_total": 4.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5920ea1a2095e76b4ea9a83847f8c16dfb4b2add --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:56:33.265475+00:00", + "ended_at": "2026-05-26T00:56:47.692110+00:00", + "elapsed_ms": 14432.42, + "prompt_metrics": { + "chars": 9268, + "bytes_utf8": 9268, + "lines": 304, + "estimated_tokens": 2600 + }, + "stdout_metrics": { + "chars": 756, + "bytes_utf8": 756, + "lines": 4, + "estimated_tokens": 222 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 381, + "bytes_utf8": 381, + "lines": 1, + "estimated_tokens": 97 + }, + "usage": { + "input_tokens": 25895, + "cached_input_tokens": 24960, + "output_tokens": 619, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e2736bff2105197842d22319577cdb6055040ae4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,304 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=month.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "default", + "group_col_2": "month", + "predicate_col": "education", + "predicate_op": "=", + "predicate_value": "primary", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..14c7ae58faa9c510631b3746a798ee97a2a3de6f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c8-8b16-74c0-b60d-b6ae8b3d59a8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"default\\\", \\\"month\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"education\\\" = 'primary'\\nGROUP BY \\\"default\\\", \\\"month\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with \\\"default\\\" and \\\"month\\\", restricted to rows where \\\"education\\\" is 'primary'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25895,"cached_input_tokens":24960,"output_tokens":619,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c5ecc53eb89e856835272bb9c8f596ad401e3b13 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"default\", \"month\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nWHERE \"education\" = 'primary'\nGROUP BY \"default\", \"month\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned filtered two-dimensional group count template with \"default\" and \"month\", restricted to rows where \"education\" is 'primary'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2bf6598de8c0ccc79f0780c7898f78fa35ee8f18 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=month. +Result preview: [{"default": "no", "month": "may", "row_count": 2314}, {"default": "no", "month": "jun", "row_count": 1095}, {"default": "no", "month": "jul", "row_count": 1044}, {"default": "no", "month": "aug", "row_count": 673}, {"default": "no", "month": "nov", "row_count": 445}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4dc82e964523d4d62391fdce60aaa309d0dccbc2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m8_7399d8163eec62e0 +-- problem_id: v2p_m8_4e153e9e1f062b94 +-- realization_mode: agent +-- source_kind: agent +SELECT "default", "month", COUNT(*) AS "row_count" +FROM "m8" +WHERE "education" = 'primary' +GROUP BY "default", "month" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bc887f3627c2891dc56a39712fa4d56fb79a9627 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"default\", \"month\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nWHERE \"education\" = 'primary'\nGROUP BY \"default\", \"month\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"default\\\", \\\"month\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"education\\\" = 'primary'\\nGROUP BY \\\"default\\\", \\\"month\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"default\", \"month\", \"row_count\"], \"rows\": [{\"default\": \"no\", \"month\": \"may\", \"row_count\": 2314}, {\"default\": \"no\", \"month\": \"jun\", \"row_count\": 1095}, {\"default\": \"no\", \"month\": \"jul\", \"row_count\": 1044}, {\"default\": \"no\", \"month\": \"aug\", \"row_count\": 673}, {\"default\": \"no\", \"month\": \"nov\", \"row_count\": 445}, {\"default\": \"no\", \"month\": \"apr\", \"row_count\": 425}, {\"default\": \"no\", \"month\": \"feb\", \"row_count\": 334}, {\"default\": \"no\", \"month\": \"jan\", \"row_count\": 154}, {\"default\": \"no\", \"month\": \"oct\", \"row_count\": 97}, {\"default\": \"no\", \"month\": \"sep\", \"row_count\": 73}, {\"default\": \"no\", \"month\": \"mar\", \"row_count\": 47}, {\"default\": \"yes\", \"month\": \"jul\", \"row_count\": 39}, {\"default\": \"yes\", \"month\": \"may\", \"row_count\": 39}, {\"default\": \"no\", \"month\": \"dec\", \"row_count\": 23}, {\"default\": \"yes\", \"month\": \"jun\", \"row_count\": 18}, {\"default\": \"yes\", \"month\": \"aug\", \"row_count\": 9}, {\"default\": \"yes\", \"month\": \"nov\", \"row_count\": 9}, {\"default\": \"yes\", \"month\": \"feb\", \"row_count\": 7}, {\"default\": \"yes\", \"month\": \"jan\", \"row_count\": 5}, {\"default\": \"yes\", \"month\": \"apr\", \"row_count\": 1}], \"row_count_returned\": 20, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 4.1}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b86ea90258dde2521fe780e12205e4467b7e9620 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:56:33.264082+00:00", + "ended_at": "2026-05-26T00:56:47.699919+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_7399d8163eec62e0", + "problem_id": "v2p_m8_4e153e9e1f062b94", + "dataset_id": "m8", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=month.", + "bindings": { + "group_col": "default", + "group_col_2": "month", + "predicate_col": "education", + "predicate_op": "=", + "predicate_value": "primary", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=54" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_7399d8163eec62e0.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_7399d8163eec62e0", + "api_calls": 0, + "input_tokens": 25895, + "cached_input_tokens": 24960, + "output_tokens": 619, + "total_tokens": 26514, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2600, + "estimated_output_tokens": 97, + "estimated_total_tokens": 2697, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14432.42, + "sql_execution_elapsed_ms_total": 4.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f96b08a4ce4b81fb1a1c9e1fc84f7b48e6b0f985 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:56:47.694555+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14432.42, "started_at": "2026-05-26T00:56:33.265475+00:00", "ended_at": "2026-05-26T00:56:47.692110+00:00", "prompt_metrics": {"chars": 9268, "bytes_utf8": 9268, "lines": 304, "estimated_tokens": 2600}, "response_metrics": {"chars": 381, "bytes_utf8": 381, "lines": 1, "estimated_tokens": 97}, "usage": {"input_tokens": 25895, "cached_input_tokens": 24960, "output_tokens": 619, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"default\\\", \\\"month\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"education\\\" = 'primary'\\nGROUP BY \\\"default\\\", \\\"month\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with \\\"default\\\" and \\\"month\\\", restricted to rows where \\\"education\\\" is 'primary'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..275fbd8868067d9b8f1e25c46529953e91971201 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_7399d8163eec62e0", + "api_calls": 0, + "input_tokens": 25895, + "cached_input_tokens": 24960, + "output_tokens": 619, + "total_tokens": 26514, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2600, + "estimated_output_tokens": 97, + "estimated_total_tokens": 2697, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14432.42, + "sql_execution_elapsed_ms_total": 4.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7399d8163eec62e0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..aeb1f0c5719763c58b88a782d5066d9492a7a01a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9209, "bytes_utf8": 9209, "lines": 303, "estimated_tokens": 2573}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 422, "bytes_utf8": 422, "lines": 1, "estimated_tokens": 117}, "usage": {"input_tokens": 25868, "cached_input_tokens": 22912, "output_tokens": 1675, "reasoning_output_tokens": 1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..52b0b51b93828d366230d0b970935cd207c8985b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_759bd83efe3839bd", + "api_calls": 0, + "input_tokens": 25868, + "cached_input_tokens": 22912, + "output_tokens": 1675, + "total_tokens": 27543, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2573, + "estimated_output_tokens": 117, + "estimated_total_tokens": 2690, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35467.47, + "sql_execution_elapsed_ms_total": 9.57, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fae50d892c99b60195e9fc0ff811dbf0050dbe17 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:56:47.701499+00:00", + "ended_at": "2026-05-26T00:57:23.165676+00:00", + "elapsed_ms": 35467.47, + "prompt_metrics": { + "chars": 9209, + "bytes_utf8": 9209, + "lines": 303, + "estimated_tokens": 2573 + }, + "stdout_metrics": { + "chars": 788, + "bytes_utf8": 788, + "lines": 4, + "estimated_tokens": 235 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 422, + "bytes_utf8": 422, + "lines": 1, + "estimated_tokens": 117 + }, + "usage": { + "input_tokens": 25868, + "cached_input_tokens": 22912, + "output_tokens": 1675, + "reasoning_output_tokens": 1552 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e86a31fbde9d7625e139749f667f20a2b12c0328 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=pdays, condition_col=contact.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "pdays", + "condition_col": "contact", + "condition_value": "cellular", + "positive_value": "cellular", + "negative_value": "unknown", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 319.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6314bc684d30571e2e2db2df91c7cd03a739cb97 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c8-c378-7872-a56a-f92ef0636ca2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"pdays\\\",\\n AVG(CASE WHEN \\\"contact\\\" = 'cellular' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"pdays\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"pdays\\\" and condition_col=\\\"contact\\\", measuring the share of rows in each pdays group where contact is 'cellular'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25868,"cached_input_tokens":22912,"output_tokens":1675,"reasoning_output_tokens":1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..80ebdd61df4ee5eb98f9d9daf1533761cbd8e026 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"pdays\",\n AVG(CASE WHEN \"contact\" = 'cellular' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"pdays\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned Grouped Condition Rate template with group_col=\"pdays\" and condition_col=\"contact\", measuring the share of rows in each pdays group where contact is 'cellular'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c8fc32b46ad8f73087819f7141a530e611711235 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=pdays, condition_col=contact. +Result preview: [{"pdays": "871", "condition_rate": 1.0}, {"pdays": "854", "condition_rate": 1.0}, {"pdays": "842", "condition_rate": 1.0}, {"pdays": "831", "condition_rate": 1.0}, {"pdays": "828", "condition_rate": 1.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5b79dd43b882a060a10be6f92c119a664b782db3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_759bd83efe3839bd +-- problem_id: v2p_m8_338295b45732c0a0 +-- realization_mode: agent +-- source_kind: agent +SELECT + "pdays", + AVG(CASE WHEN "contact" = 'cellular' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m8" +GROUP BY "pdays" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9f4b1b68fd955960b75acb27729058e7a5803307 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"pdays\",\n AVG(CASE WHEN \"contact\" = 'cellular' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"pdays\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"pdays\\\",\\n AVG(CASE WHEN \\\"contact\\\" = 'cellular' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"pdays\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"pdays\", \"condition_rate\"], \"rows\": [{\"pdays\": \"871\", \"condition_rate\": 1.0}, {\"pdays\": \"854\", \"condition_rate\": 1.0}, {\"pdays\": \"842\", \"condition_rate\": 1.0}, {\"pdays\": \"831\", \"condition_rate\": 1.0}, {\"pdays\": \"828\", \"condition_rate\": 1.0}, {\"pdays\": \"826\", \"condition_rate\": 1.0}, {\"pdays\": \"805\", \"condition_rate\": 1.0}, {\"pdays\": \"804\", \"condition_rate\": 1.0}, {\"pdays\": \"784\", \"condition_rate\": 1.0}, {\"pdays\": \"776\", \"condition_rate\": 1.0}, {\"pdays\": \"774\", \"condition_rate\": 1.0}, {\"pdays\": \"769\", \"condition_rate\": 1.0}, {\"pdays\": \"761\", \"condition_rate\": 1.0}, {\"pdays\": \"760\", \"condition_rate\": 1.0}, {\"pdays\": \"76\", \"condition_rate\": 1.0}, {\"pdays\": \"756\", \"condition_rate\": 1.0}, {\"pdays\": \"749\", \"condition_rate\": 1.0}, {\"pdays\": \"74\", \"condition_rate\": 1.0}, {\"pdays\": \"73\", \"condition_rate\": 1.0}, {\"pdays\": \"728\", \"condition_rate\": 1.0}, {\"pdays\": \"72\", \"condition_rate\": 1.0}, {\"pdays\": \"717\", \"condition_rate\": 1.0}, {\"pdays\": \"69\", \"condition_rate\": 1.0}, {\"pdays\": \"683\", \"condition_rate\": 1.0}, {\"pdays\": \"68\", \"condition_rate\": 1.0}, {\"pdays\": \"674\", \"condition_rate\": 1.0}, {\"pdays\": \"67\", \"condition_rate\": 1.0}, {\"pdays\": \"667\", \"condition_rate\": 1.0}, {\"pdays\": \"66\", \"condition_rate\": 1.0}, {\"pdays\": \"65\", \"condition_rate\": 1.0}, {\"pdays\": \"648\", \"condition_rate\": 1.0}, {\"pdays\": \"633\", \"condition_rate\": 1.0}, {\"pdays\": \"626\", \"condition_rate\": 1.0}, {\"pdays\": \"616\", \"condition_rate\": 1.0}, {\"pdays\": \"61\", \"condition_rate\": 1.0}, {\"pdays\": \"603\", \"condition_rate\": 1.0}, {\"pdays\": \"595\", \"condition_rate\": 1.0}, {\"pdays\": \"59\", \"condition_rate\": 1.0}, {\"pdays\": \"589\", \"condition_rate\": 1.0}, {\"pdays\": \"587\", \"condition_rate\": 1.0}, {\"pdays\": \"586\", \"condition_rate\": 1.0}, {\"pdays\": \"585\", \"condition_rate\": 1.0}, {\"pdays\": \"58\", \"condition_rate\": 1.0}, {\"pdays\": \"579\", \"condition_rate\": 1.0}, {\"pdays\": \"578\", \"condition_rate\": 1.0}, {\"pdays\": \"562\", \"condition_rate\": 1.0}, {\"pdays\": \"561\", \"condition_rate\": 1.0}, {\"pdays\": \"558\", \"condition_rate\": 1.0}, {\"pdays\": \"553\", \"condition_rate\": 1.0}, {\"pdays\": \"551\", \"condition_rate\": 1.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 9.57}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0fd79e6f633afa96357973bc5d89d606a7c0e692 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:56:47.700297+00:00", + "ended_at": "2026-05-26T00:57:23.180293+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_759bd83efe3839bd", + "problem_id": "v2p_m8_338295b45732c0a0", + "dataset_id": "m8", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=pdays, condition_col=contact.", + "bindings": { + "group_col": "pdays", + "condition_col": "contact", + "condition_value": "cellular", + "positive_value": "cellular", + "negative_value": "unknown", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 319.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=101" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_759bd83efe3839bd.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_759bd83efe3839bd", + "api_calls": 0, + "input_tokens": 25868, + "cached_input_tokens": 22912, + "output_tokens": 1675, + "total_tokens": 27543, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2573, + "estimated_output_tokens": 117, + "estimated_total_tokens": 2690, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35467.47, + "sql_execution_elapsed_ms_total": 9.57, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f4931f1ef374e96e35f37ae4d3f457e0b561ffb2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:57:23.168937+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 35467.47, "started_at": "2026-05-26T00:56:47.701499+00:00", "ended_at": "2026-05-26T00:57:23.165676+00:00", "prompt_metrics": {"chars": 9209, "bytes_utf8": 9209, "lines": 303, "estimated_tokens": 2573}, "response_metrics": {"chars": 422, "bytes_utf8": 422, "lines": 1, "estimated_tokens": 117}, "usage": {"input_tokens": 25868, "cached_input_tokens": 22912, "output_tokens": 1675, "reasoning_output_tokens": 1552}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"pdays\\\",\\n AVG(CASE WHEN \\\"contact\\\" = 'cellular' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"pdays\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"pdays\\\" and condition_col=\\\"contact\\\", measuring the share of rows in each pdays group where contact is 'cellular'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b8645be4739316e41f1d2df15b929b8111fddd2d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_759bd83efe3839bd", + "api_calls": 0, + "input_tokens": 25868, + "cached_input_tokens": 22912, + "output_tokens": 1675, + "total_tokens": 27543, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2573, + "estimated_output_tokens": 117, + "estimated_total_tokens": 2690, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35467.47, + "sql_execution_elapsed_ms_total": 9.57, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_759bd83efe3839bd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e1f0b837ffd422bd7e64bec0ff1b0c48050b17de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9271, "bytes_utf8": 9271, "lines": 304, "estimated_tokens": 2606}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 475, "bytes_utf8": 475, "lines": 1, "estimated_tokens": 121}, "usage": {"input_tokens": 25901, "cached_input_tokens": 25472, "output_tokens": 598, "reasoning_output_tokens": 471}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6ef35e7ba6ef193cbb3682bd862f2d61c7bc87b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_76bab0e916511ca4", + "api_calls": 0, + "input_tokens": 25901, + "cached_input_tokens": 25472, + "output_tokens": 598, + "total_tokens": 26499, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2606, + "estimated_output_tokens": 121, + "estimated_total_tokens": 2727, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14339.27, + "sql_execution_elapsed_ms_total": 19.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..63254d51f8111afcaba2086f1b6677e8612e8d56 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:57:23.182187+00:00", + "ended_at": "2026-05-26T00:57:37.521302+00:00", + "elapsed_ms": 14339.27, + "prompt_metrics": { + "chars": 9271, + "bytes_utf8": 9271, + "lines": 304, + "estimated_tokens": 2606 + }, + "stdout_metrics": { + "chars": 850, + "bytes_utf8": 850, + "lines": 4, + "estimated_tokens": 246 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 475, + "bytes_utf8": 475, + "lines": 1, + "estimated_tokens": 121 + }, + "usage": { + "input_tokens": 25901, + "cached_input_tokens": 25472, + "output_tokens": 598, + "reasoning_output_tokens": 471 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6a77670afec581657009a11e395bd349c8ad3f9c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,304 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=education, group_col_2=poutcome.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "education", + "group_col_2": "poutcome", + "predicate_col": "previous", + "predicate_op": ">=", + "predicate_value": 0.0, + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..da0eb933322dc2d878ec048e683638de50359826 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c9-4e12-7522-b7a0-d8a42b04fb11"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"education\\\", \\\"poutcome\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE CAST(\\\"previous\\\" AS REAL) >= 0.0\\nGROUP BY \\\"education\\\", \\\"poutcome\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the provided filtered two-dimensional group count template with \\\"education\\\" and \\\"poutcome\\\" as grouping columns. CAST(\\\"previous\\\" AS REAL) is used because the schema stores numeric-looking fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25901,"cached_input_tokens":25472,"output_tokens":598,"reasoning_output_tokens":471}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..18a0f59c351473390ec04024ff6de0e65147505f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"education\", \"poutcome\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nWHERE CAST(\"previous\" AS REAL) >= 0.0\nGROUP BY \"education\", \"poutcome\"\nORDER BY \"row_count\" DESC;","notes":"Uses the provided filtered two-dimensional group count template with \"education\" and \"poutcome\" as grouping columns. CAST(\"previous\" AS REAL) is used because the schema stores numeric-looking fields as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ff42632fd12800131da1f24d1387d3ccc859c6db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=education, group_col_2=poutcome. +Result preview: [{"education": "secondary", "poutcome": "unknown", "row_count": 18951}, {"education": "tertiary", "poutcome": "unknown", "row_count": 10643}, {"education": "primary", "poutcome": "unknown", "row_count": 5831}, {"education": "secondary", "poutcome": "failure", "row_count": 2589}, {"education": "unknown", "poutcome": "unknown", "row_count": 1534}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5727e89adac972d760388ef99d9e356b4687853c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m8_76bab0e916511ca4 +-- problem_id: v2p_m8_4db8b4301b4006cd +-- realization_mode: agent +-- source_kind: agent +SELECT "education", "poutcome", COUNT(*) AS "row_count" +FROM "m8" +WHERE CAST("previous" AS REAL) >= 0.0 +GROUP BY "education", "poutcome" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2f6728a2a9829e29a5ac7d307390206b72dce4f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"education\", \"poutcome\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nWHERE CAST(\"previous\" AS REAL) >= 0.0\nGROUP BY \"education\", \"poutcome\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"education\\\", \\\"poutcome\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE CAST(\\\"previous\\\" AS REAL) >= 0.0\\nGROUP BY \\\"education\\\", \\\"poutcome\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"education\", \"poutcome\", \"row_count\"], \"rows\": [{\"education\": \"secondary\", \"poutcome\": \"unknown\", \"row_count\": 18951}, {\"education\": \"tertiary\", \"poutcome\": \"unknown\", \"row_count\": 10643}, {\"education\": \"primary\", \"poutcome\": \"unknown\", \"row_count\": 5831}, {\"education\": \"secondary\", \"poutcome\": \"failure\", \"row_count\": 2589}, {\"education\": \"unknown\", \"poutcome\": \"unknown\", \"row_count\": 1534}, {\"education\": \"tertiary\", \"poutcome\": \"failure\", \"row_count\": 1492}, {\"education\": \"secondary\", \"poutcome\": \"other\", \"row_count\": 987}, {\"education\": \"secondary\", \"poutcome\": \"success\", \"row_count\": 675}, {\"education\": \"primary\", \"poutcome\": \"failure\", \"row_count\": 643}, {\"education\": \"tertiary\", \"poutcome\": \"success\", \"row_count\": 622}, {\"education\": \"tertiary\", \"poutcome\": \"other\", \"row_count\": 544}, {\"education\": \"primary\", \"poutcome\": \"other\", \"row_count\": 244}, {\"education\": \"unknown\", \"poutcome\": \"failure\", \"row_count\": 177}, {\"education\": \"primary\", \"poutcome\": \"success\", \"row_count\": 133}, {\"education\": \"unknown\", \"poutcome\": \"success\", \"row_count\": 81}, {\"education\": \"unknown\", \"poutcome\": \"other\", \"row_count\": 65}], \"row_count_returned\": 16, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 19.98}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a5ff26bada9f4f8a59ce42a2e02806a492841e18 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:57:23.180708+00:00", + "ended_at": "2026-05-26T00:57:37.546365+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_76bab0e916511ca4", + "problem_id": "v2p_m8_4db8b4301b4006cd", + "dataset_id": "m8", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=education, group_col_2=poutcome.", + "bindings": { + "group_col": "education", + "group_col_2": "poutcome", + "predicate_col": "previous", + "predicate_op": ">=", + "predicate_value": 0.0, + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=48" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_76bab0e916511ca4.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_76bab0e916511ca4", + "api_calls": 0, + "input_tokens": 25901, + "cached_input_tokens": 25472, + "output_tokens": 598, + "total_tokens": 26499, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2606, + "estimated_output_tokens": 121, + "estimated_total_tokens": 2727, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14339.27, + "sql_execution_elapsed_ms_total": 19.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dfb0d1f2d8e96e307ad3021bc0d6e83d91c6ff4a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:57:37.524495+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14339.27, "started_at": "2026-05-26T00:57:23.182187+00:00", "ended_at": "2026-05-26T00:57:37.521302+00:00", "prompt_metrics": {"chars": 9271, "bytes_utf8": 9271, "lines": 304, "estimated_tokens": 2606}, "response_metrics": {"chars": 475, "bytes_utf8": 475, "lines": 1, "estimated_tokens": 121}, "usage": {"input_tokens": 25901, "cached_input_tokens": 25472, "output_tokens": 598, "reasoning_output_tokens": 471}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"education\\\", \\\"poutcome\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE CAST(\\\"previous\\\" AS REAL) >= 0.0\\nGROUP BY \\\"education\\\", \\\"poutcome\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the provided filtered two-dimensional group count template with \\\"education\\\" and \\\"poutcome\\\" as grouping columns. CAST(\\\"previous\\\" AS REAL) is used because the schema stores numeric-looking fields as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..dbe46e5371b07461bfb41c07739e1d1e404221c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_76bab0e916511ca4", + "api_calls": 0, + "input_tokens": 25901, + "cached_input_tokens": 25472, + "output_tokens": 598, + "total_tokens": 26499, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2606, + "estimated_output_tokens": 121, + "estimated_total_tokens": 2727, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14339.27, + "sql_execution_elapsed_ms_total": 19.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_76bab0e916511ca4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f012cbbb482809361cf1d1287d8ac5d2e1386d94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9217, "bytes_utf8": 9217, "lines": 303, "estimated_tokens": 2575}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 360, "bytes_utf8": 360, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 25870, "cached_input_tokens": 24960, "output_tokens": 484, "reasoning_output_tokens": 376}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6ed38a5792a0b69947cfe3a1db02305187cccb6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_7730775635165c0b", + "api_calls": 0, + "input_tokens": 25870, + "cached_input_tokens": 24960, + "output_tokens": 484, + "total_tokens": 26354, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2575, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2677, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12204.98, + "sql_execution_elapsed_ms_total": 9.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..640d440cde4a2ac3677b8fae10dd3783b742c1dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:57:37.549598+00:00", + "ended_at": "2026-05-26T00:57:49.754591+00:00", + "elapsed_ms": 12204.98, + "prompt_metrics": { + "chars": 9217, + "bytes_utf8": 9217, + "lines": 303, + "estimated_tokens": 2575 + }, + "stdout_metrics": { + "chars": 719, + "bytes_utf8": 719, + "lines": 4, + "estimated_tokens": 218 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 360, + "bytes_utf8": 360, + "lines": 1, + "estimated_tokens": 102 + }, + "usage": { + "input_tokens": 25870, + "cached_input_tokens": 24960, + "output_tokens": 484, + "reasoning_output_tokens": 376 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1c0e6e2741ccbbb8c689f3546747fe29be72cb7a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=loan, condition_col=marital.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "loan", + "condition_col": "marital", + "condition_value": "married", + "positive_value": "married", + "negative_value": "single", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e95720672f9ae5e967d91d3cb7d03a00a6ee9d4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c9-8637-7f12-86f9-3bb7e771acb4"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"loan\\\",\\n AVG(CASE WHEN \\\"marital\\\" = 'married' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"loan\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template to compute the within-loan proportion of records where \\\"marital\\\" = 'married'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25870,"cached_input_tokens":24960,"output_tokens":484,"reasoning_output_tokens":376}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4d53304915b9b6fc95220392765e6119e7f94979 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"loan\",\n AVG(CASE WHEN \"marital\" = 'married' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"loan\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the Grouped Condition Rate template to compute the within-loan proportion of records where \"marital\" = 'married'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ae0c5d66f32a5e6e192d3d3caf83bd351eb7db3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=loan, condition_col=marital. +Result preview: [{"loan": "yes", "condition_rate": 0.6432909994478189}, {"loan": "no", "condition_rate": 0.5940421945373614}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..9c3ba5874412bd80757f38e28dca432d1a41dab9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_7730775635165c0b +-- problem_id: v2p_m8_5b4543fbc2f83db8 +-- realization_mode: agent +-- source_kind: agent +SELECT "loan", + AVG(CASE WHEN "marital" = 'married' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m8" +GROUP BY "loan" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a9befd8ac0034bfcbf3ceb4ad4c48da414d6de11 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"loan\",\n AVG(CASE WHEN \"marital\" = 'married' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"loan\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"loan\\\",\\n AVG(CASE WHEN \\\"marital\\\" = 'married' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"loan\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"loan\", \"condition_rate\"], \"rows\": [{\"loan\": \"yes\", \"condition_rate\": 0.6432909994478189}, {\"loan\": \"no\", \"condition_rate\": 0.5940421945373614}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 9.3}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..03a691a09cd80d108b6778a5fae147fae5b7bd5d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:57:37.546893+00:00", + "ended_at": "2026-05-26T00:57:49.768557+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_7730775635165c0b", + "problem_id": "v2p_m8_5b4543fbc2f83db8", + "dataset_id": "m8", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=loan, condition_col=marital.", + "bindings": { + "group_col": "loan", + "condition_col": "marital", + "condition_value": "married", + "positive_value": "married", + "negative_value": "single", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_7730775635165c0b.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_7730775635165c0b", + "api_calls": 0, + "input_tokens": 25870, + "cached_input_tokens": 24960, + "output_tokens": 484, + "total_tokens": 26354, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2575, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2677, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12204.98, + "sql_execution_elapsed_ms_total": 9.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8ebc99eb3fb0b004176e8c200e0e025c85ff987b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:57:49.757697+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12204.98, "started_at": "2026-05-26T00:57:37.549598+00:00", "ended_at": "2026-05-26T00:57:49.754591+00:00", "prompt_metrics": {"chars": 9217, "bytes_utf8": 9217, "lines": 303, "estimated_tokens": 2575}, "response_metrics": {"chars": 360, "bytes_utf8": 360, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 25870, "cached_input_tokens": 24960, "output_tokens": 484, "reasoning_output_tokens": 376}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"loan\\\",\\n AVG(CASE WHEN \\\"marital\\\" = 'married' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"loan\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template to compute the within-loan proportion of records where \\\"marital\\\" = 'married'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..00549231b3a1c6656fb9fbd64362952992c2d557 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_7730775635165c0b", + "api_calls": 0, + "input_tokens": 25870, + "cached_input_tokens": 24960, + "output_tokens": 484, + "total_tokens": 26354, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2575, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2677, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12204.98, + "sql_execution_elapsed_ms_total": 9.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7730775635165c0b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..754c3b726ae5368b29b3f955d5ed8cc9b45bd469 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9368, "bytes_utf8": 9368, "lines": 302, "estimated_tokens": 2628}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 641, "bytes_utf8": 641, "lines": 1, "estimated_tokens": 182}, "usage": {"input_tokens": 25923, "cached_input_tokens": 22912, "output_tokens": 2073, "reasoning_output_tokens": 1885}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6553320ecb6d63f80a71b28a60f108467740b6d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_77fbb50ee85c0787", + "api_calls": 0, + "input_tokens": 25923, + "cached_input_tokens": 22912, + "output_tokens": 2073, + "total_tokens": 27996, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2628, + "estimated_output_tokens": 182, + "estimated_total_tokens": 2810, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 43139.36, + "sql_execution_elapsed_ms_total": 18.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..41ca2aebbbe491b11c7ce9aca82777074a5c109b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:57:49.770494+00:00", + "ended_at": "2026-05-26T00:58:32.909965+00:00", + "elapsed_ms": 43139.36, + "prompt_metrics": { + "chars": 9368, + "bytes_utf8": 9368, + "lines": 302, + "estimated_tokens": 2628 + }, + "stdout_metrics": { + "chars": 1042, + "bytes_utf8": 1042, + "lines": 4, + "estimated_tokens": 326 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 641, + "bytes_utf8": 641, + "lines": 1, + "estimated_tokens": 182 + }, + "usage": { + "input_tokens": 25923, + "cached_input_tokens": 22912, + "output_tokens": 2073, + "reasoning_output_tokens": 1885 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3f9c51c6befca520cad8a9cabcf9547a05ed5663 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=campaign, measure_col=campaign.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "campaign", + "measure_col": "campaign", + "item_col": "pdays", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0812bf40aaf690550a7241cfcf606742d3a4725c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c9-b5ee-7c83-9244-10a7e90065cf"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"campaign\\\",\\n \\\"pdays\\\",\\n SUM(CAST(\\\"campaign\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"campaign\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"campaign\\\" AS REAL))) OVER (PARTITION BY \\\"campaign\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"campaign\\\", \\\"pdays\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 15;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"campaign\\\", item_col=\\\"pdays\\\", and measure_col=\\\"campaign\\\". CAST is used because \\\"campaign\\\" is stored as TEXT in the SQLite schema; LIMIT 15 uses the bound top_k.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25923,"cached_input_tokens":22912,"output_tokens":2073,"reasoning_output_tokens":1885}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8d5d9f4e9cc3b82ca9e322352f3daba25217335a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"campaign\",\n \"pdays\",\n SUM(CAST(\"campaign\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"campaign\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\"campaign\" AS REAL))) OVER (PARTITION BY \"campaign\"), 0) AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"campaign\", \"pdays\"\nORDER BY \"share_within_group\" DESC\nLIMIT 15;","notes":"Applied the Within-Group Share of Total template with group_col=\"campaign\", item_col=\"pdays\", and measure_col=\"campaign\". CAST is used because \"campaign\" is stored as TEXT in the SQLite schema; LIMIT 15 uses the bound top_k."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0738051262ab09d9b1f97bbb9a09f97bc10a8da6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=campaign, measure_col=campaign. +Result preview: [{"campaign": "17", "pdays": "-1", "total_measure": 1173.0, "share_within_group": 100.0}, {"campaign": "18", "pdays": "-1", "total_measure": 918.0, "share_within_group": 100.0}, {"campaign": "19", "pdays": "-1", "total_measure": 836.0, "share_within_group": 100.0}, {"campaign": "20", "pdays": "-1", "total_measure": 860.0, "share_within_group": 100.0}, {"campaign": "21", "pdays": "-1", "total_measure": 735.0, "share_within_group": 100.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..aab6a796e0e4a2d3c74da60d1c7725dd34bc3bcf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_77fbb50ee85c0787 +-- problem_id: v2p_m8_5c4abe0bcbe0a865 +-- realization_mode: agent +-- source_kind: agent +SELECT + "campaign", + "pdays", + SUM(CAST("campaign" AS REAL)) AS "total_measure", + SUM(CAST("campaign" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST("campaign" AS REAL))) OVER (PARTITION BY "campaign"), 0) AS "share_within_group" +FROM "m8" +GROUP BY "campaign", "pdays" +ORDER BY "share_within_group" DESC +LIMIT 15; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..da09bde23a7a77dc45b6d99b02d1287417260ebc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"campaign\",\n \"pdays\",\n SUM(CAST(\"campaign\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"campaign\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\"campaign\" AS REAL))) OVER (PARTITION BY \"campaign\"), 0) AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"campaign\", \"pdays\"\nORDER BY \"share_within_group\" DESC\nLIMIT 15;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"campaign\\\",\\n \\\"pdays\\\",\\n SUM(CAST(\\\"campaign\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"campaign\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"campaign\\\" AS REAL))) OVER (PARTITION BY \\\"campaign\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"campaign\\\", \\\"pdays\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 15;\", \"columns\": [\"campaign\", \"pdays\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"campaign\": \"17\", \"pdays\": \"-1\", \"total_measure\": 1173.0, \"share_within_group\": 100.0}, {\"campaign\": \"18\", \"pdays\": \"-1\", \"total_measure\": 918.0, \"share_within_group\": 100.0}, {\"campaign\": \"19\", \"pdays\": \"-1\", \"total_measure\": 836.0, \"share_within_group\": 100.0}, {\"campaign\": \"20\", \"pdays\": \"-1\", \"total_measure\": 860.0, \"share_within_group\": 100.0}, {\"campaign\": \"21\", \"pdays\": \"-1\", \"total_measure\": 735.0, \"share_within_group\": 100.0}, {\"campaign\": \"22\", \"pdays\": \"-1\", \"total_measure\": 506.0, \"share_within_group\": 100.0}, {\"campaign\": \"23\", \"pdays\": \"-1\", \"total_measure\": 506.0, \"share_within_group\": 100.0}, {\"campaign\": \"24\", \"pdays\": \"-1\", \"total_measure\": 480.0, \"share_within_group\": 100.0}, {\"campaign\": \"25\", \"pdays\": \"-1\", \"total_measure\": 550.0, \"share_within_group\": 100.0}, {\"campaign\": \"26\", \"pdays\": \"-1\", \"total_measure\": 338.0, \"share_within_group\": 100.0}, {\"campaign\": \"27\", \"pdays\": \"-1\", \"total_measure\": 270.0, \"share_within_group\": 100.0}, {\"campaign\": \"28\", \"pdays\": \"-1\", \"total_measure\": 448.0, \"share_within_group\": 100.0}, {\"campaign\": \"29\", \"pdays\": \"-1\", \"total_measure\": 464.0, \"share_within_group\": 100.0}, {\"campaign\": \"30\", \"pdays\": \"-1\", \"total_measure\": 240.0, \"share_within_group\": 100.0}, {\"campaign\": \"31\", \"pdays\": \"-1\", \"total_measure\": 372.0, \"share_within_group\": 100.0}], \"row_count_returned\": 15, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 18.64}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..67a903be448dc6b77be93d2c0191294f0280465b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:57:49.769001+00:00", + "ended_at": "2026-05-26T00:58:32.933439+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_77fbb50ee85c0787", + "problem_id": "v2p_m8_5c4abe0bcbe0a865", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=campaign, measure_col=campaign.", + "bindings": { + "group_col": "campaign", + "measure_col": "campaign", + "item_col": "pdays", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=25" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_77fbb50ee85c0787.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_77fbb50ee85c0787", + "api_calls": 0, + "input_tokens": 25923, + "cached_input_tokens": 22912, + "output_tokens": 2073, + "total_tokens": 27996, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2628, + "estimated_output_tokens": 182, + "estimated_total_tokens": 2810, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 43139.36, + "sql_execution_elapsed_ms_total": 18.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..19f802f979ce23dc2d4635e80c8888842b42c836 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:58:32.913326+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 43139.36, "started_at": "2026-05-26T00:57:49.770494+00:00", "ended_at": "2026-05-26T00:58:32.909965+00:00", "prompt_metrics": {"chars": 9368, "bytes_utf8": 9368, "lines": 302, "estimated_tokens": 2628}, "response_metrics": {"chars": 641, "bytes_utf8": 641, "lines": 1, "estimated_tokens": 182}, "usage": {"input_tokens": 25923, "cached_input_tokens": 22912, "output_tokens": 2073, "reasoning_output_tokens": 1885}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"campaign\\\",\\n \\\"pdays\\\",\\n SUM(CAST(\\\"campaign\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"campaign\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"campaign\\\" AS REAL))) OVER (PARTITION BY \\\"campaign\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"campaign\\\", \\\"pdays\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 15;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"campaign\\\", item_col=\\\"pdays\\\", and measure_col=\\\"campaign\\\". CAST is used because \\\"campaign\\\" is stored as TEXT in the SQLite schema; LIMIT 15 uses the bound top_k.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0930e588bd444251b30508a3433ed5b24916b50c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_77fbb50ee85c0787", + "api_calls": 0, + "input_tokens": 25923, + "cached_input_tokens": 22912, + "output_tokens": 2073, + "total_tokens": 27996, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2628, + "estimated_output_tokens": 182, + "estimated_total_tokens": 2810, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 43139.36, + "sql_execution_elapsed_ms_total": 18.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_77fbb50ee85c0787/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..68588c3cca4505dcfda2f297476f66d87eff2586 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9358, "bytes_utf8": 9358, "lines": 302, "estimated_tokens": 2629}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 575, "bytes_utf8": 575, "lines": 1, "estimated_tokens": 157}, "usage": {"input_tokens": 25924, "cached_input_tokens": 24960, "output_tokens": 679, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..066e94a77d22edf9e8dcef55730664f1dc747ae1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_7cf6767bcd3bcbfe", + "api_calls": 0, + "input_tokens": 25924, + "cached_input_tokens": 24960, + "output_tokens": 679, + "total_tokens": 26603, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2629, + "estimated_output_tokens": 157, + "estimated_total_tokens": 2786, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16425.83, + "sql_execution_elapsed_ms_total": 17.02, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..aced5a7956b2e1a0464bd6e339a5a07371950706 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:58:32.935365+00:00", + "ended_at": "2026-05-26T00:58:49.361278+00:00", + "elapsed_ms": 16425.83, + "prompt_metrics": { + "chars": 9358, + "bytes_utf8": 9358, + "lines": 302, + "estimated_tokens": 2629 + }, + "stdout_metrics": { + "chars": 955, + "bytes_utf8": 955, + "lines": 4, + "estimated_tokens": 289 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 575, + "bytes_utf8": 575, + "lines": 1, + "estimated_tokens": 157 + }, + "usage": { + "input_tokens": 25924, + "cached_input_tokens": 24960, + "output_tokens": 679, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c860e9235bf587641937d0871902f654ca213c23 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=pdays, measure_col=pdays.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "pdays", + "measure_col": "pdays", + "item_col": "previous", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bfaa82ee4ecd73703e88c1a9eeceb9129a80db0d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ca-5e8d-75f3-8e81-2eca79590b82"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"pdays\\\", \\\"previous\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"pdays\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"pdays\\\" AS REAL))) OVER (PARTITION BY \\\"pdays\\\") AS share_within_group\\nFROM \\\"m8\\\"\\nGROUP BY \\\"pdays\\\", \\\"previous\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"pdays\\\", item_col=\\\"previous\\\", and measure_col=\\\"pdays\\\". CAST was added because the schema stores numeric-looking fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25924,"cached_input_tokens":24960,"output_tokens":679,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2d10d8f5a62882b6ef447b8fa081ee76674cbc57 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"pdays\", \"previous\",\n SUM(CAST(\"pdays\" AS REAL)) AS total_measure,\n SUM(CAST(\"pdays\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"pdays\" AS REAL))) OVER (PARTITION BY \"pdays\") AS share_within_group\nFROM \"m8\"\nGROUP BY \"pdays\", \"previous\"\nORDER BY share_within_group DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"pdays\", item_col=\"previous\", and measure_col=\"pdays\". CAST was added because the schema stores numeric-looking fields as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..7731cd0bf587f5134179e88e33b29057e4601be9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=pdays, measure_col=pdays. +Result preview: [{"pdays": "-1", "previous": "0", "total_measure": -36954.0, "share_within_group": 100.0}, {"pdays": "18", "previous": "3", "total_measure": 18.0, "share_within_group": 100.0}, {"pdays": "218", "previous": "1", "total_measure": 218.0, "share_within_group": 100.0}, {"pdays": "25", "previous": "7", "total_measure": 25.0, "share_within_group": 100.0}, {"pdays": "26", "previous": "3", "total_measure": 26.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6ae7bcbad22d21d859fd8d4abecfa92411887b9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_7cf6767bcd3bcbfe +-- problem_id: v2p_m8_ae7a3ab6c1cbe46c +-- realization_mode: agent +-- source_kind: agent +SELECT "pdays", "previous", + SUM(CAST("pdays" AS REAL)) AS total_measure, + SUM(CAST("pdays" AS REAL)) * 100.0 / SUM(SUM(CAST("pdays" AS REAL))) OVER (PARTITION BY "pdays") AS share_within_group +FROM "m8" +GROUP BY "pdays", "previous" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6c09cc9eb87e2ac83b26af667436fe8257ba5ecc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"pdays\", \"previous\",\n SUM(CAST(\"pdays\" AS REAL)) AS total_measure,\n SUM(CAST(\"pdays\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"pdays\" AS REAL))) OVER (PARTITION BY \"pdays\") AS share_within_group\nFROM \"m8\"\nGROUP BY \"pdays\", \"previous\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"pdays\\\", \\\"previous\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"pdays\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"pdays\\\" AS REAL))) OVER (PARTITION BY \\\"pdays\\\") AS share_within_group\\nFROM \\\"m8\\\"\\nGROUP BY \\\"pdays\\\", \\\"previous\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"pdays\", \"previous\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"pdays\": \"-1\", \"previous\": \"0\", \"total_measure\": -36954.0, \"share_within_group\": 100.0}, {\"pdays\": \"18\", \"previous\": \"3\", \"total_measure\": 18.0, \"share_within_group\": 100.0}, {\"pdays\": \"218\", \"previous\": \"1\", \"total_measure\": 218.0, \"share_within_group\": 100.0}, {\"pdays\": \"25\", \"previous\": \"7\", \"total_measure\": 25.0, \"share_within_group\": 100.0}, {\"pdays\": \"26\", \"previous\": \"3\", \"total_measure\": 26.0, \"share_within_group\": 100.0}, {\"pdays\": \"3\", \"previous\": \"6\", \"total_measure\": 3.0, \"share_within_group\": 100.0}, {\"pdays\": \"30\", \"previous\": \"1\", \"total_measure\": 30.0, \"share_within_group\": 100.0}, {\"pdays\": \"32\", \"previous\": \"1\", \"total_measure\": 32.0, \"share_within_group\": 100.0}, {\"pdays\": \"379\", \"previous\": \"1\", \"total_measure\": 758.0, \"share_within_group\": 100.0}, {\"pdays\": \"380\", \"previous\": \"3\", \"total_measure\": 380.0, \"share_within_group\": 100.0}, {\"pdays\": \"382\", \"previous\": \"1\", \"total_measure\": 382.0, \"share_within_group\": 100.0}, {\"pdays\": \"383\", \"previous\": \"1\", \"total_measure\": 383.0, \"share_within_group\": 100.0}, {\"pdays\": \"387\", \"previous\": \"2\", \"total_measure\": 774.0, \"share_within_group\": 100.0}, {\"pdays\": \"393\", \"previous\": \"4\", \"total_measure\": 786.0, \"share_within_group\": 100.0}, {\"pdays\": \"395\", \"previous\": \"2\", \"total_measure\": 395.0, \"share_within_group\": 100.0}, {\"pdays\": \"396\", \"previous\": \"2\", \"total_measure\": 396.0, \"share_within_group\": 100.0}, {\"pdays\": \"397\", \"previous\": \"1\", \"total_measure\": 794.0, \"share_within_group\": 100.0}, {\"pdays\": \"398\", \"previous\": \"1\", \"total_measure\": 796.0, \"share_within_group\": 100.0}, {\"pdays\": \"399\", \"previous\": \"3\", \"total_measure\": 798.0, \"share_within_group\": 100.0}, {\"pdays\": \"4\", \"previous\": \"1\", \"total_measure\": 8.0, \"share_within_group\": 100.0}, {\"pdays\": \"401\", \"previous\": \"1\", \"total_measure\": 401.0, \"share_within_group\": 100.0}, {\"pdays\": \"403\", \"previous\": \"5\", \"total_measure\": 403.0, \"share_within_group\": 100.0}, {\"pdays\": \"404\", \"previous\": \"2\", \"total_measure\": 404.0, \"share_within_group\": 100.0}, {\"pdays\": \"405\", \"previous\": \"1\", \"total_measure\": 405.0, \"share_within_group\": 100.0}, {\"pdays\": \"407\", \"previous\": \"3\", \"total_measure\": 407.0, \"share_within_group\": 100.0}, {\"pdays\": \"409\", \"previous\": \"2\", \"total_measure\": 409.0, \"share_within_group\": 100.0}, {\"pdays\": \"410\", \"previous\": \"2\", \"total_measure\": 820.0, \"share_within_group\": 100.0}, {\"pdays\": \"411\", \"previous\": \"6\", \"total_measure\": 411.0, \"share_within_group\": 100.0}, {\"pdays\": \"413\", \"previous\": \"3\", \"total_measure\": 413.0, \"share_within_group\": 100.0}, {\"pdays\": \"416\", \"previous\": \"2\", \"total_measure\": 416.0, \"share_within_group\": 100.0}, {\"pdays\": \"417\", \"previous\": \"1\", \"total_measure\": 417.0, \"share_within_group\": 100.0}, {\"pdays\": \"419\", \"previous\": \"1\", \"total_measure\": 419.0, \"share_within_group\": 100.0}, {\"pdays\": \"42\", \"previous\": \"1\", \"total_measure\": 126.0, \"share_within_group\": 100.0}, {\"pdays\": \"420\", \"previous\": \"2\", \"total_measure\": 420.0, \"share_within_group\": 100.0}, {\"pdays\": \"421\", \"previous\": \"1\", \"total_measure\": 421.0, \"share_within_group\": 100.0}, {\"pdays\": \"424\", \"previous\": \"8\", \"total_measure\": 424.0, \"share_within_group\": 100.0}, {\"pdays\": \"425\", \"previous\": \"1\", \"total_measure\": 425.0, \"share_within_group\": 100.0}, {\"pdays\": \"428\", \"previous\": \"2\", \"total_measure\": 428.0, \"share_within_group\": 100.0}, {\"pdays\": \"432\", \"previous\": \"3\", \"total_measure\": 432.0, \"share_within_group\": 100.0}, {\"pdays\": \"433\", \"previous\": \"1\", \"total_measure\": 1299.0, \"share_within_group\": 100.0}, {\"pdays\": \"434\", \"previous\": \"1\", \"total_measure\": 434.0, \"share_within_group\": 100.0}, {\"pdays\": \"437\", \"previous\": \"1\", \"total_measure\": 437.0, \"share_within_group\": 100.0}, {\"pdays\": \"439\", \"previous\": \"1\", \"total_measure\": 439.0, \"share_within_group\": 100.0}, {\"pdays\": \"444\", \"previous\": \"1\", \"total_measure\": 444.0, \"share_within_group\": 100.0}, {\"pdays\": \"445\", \"previous\": \"7\", \"total_measure\": 445.0, \"share_within_group\": 100.0}, {\"pdays\": \"449\", \"previous\": \"1\", \"total_measure\": 449.0, \"share_within_group\": 100.0}, {\"pdays\": \"45\", \"previous\": \"1\", \"total_measure\": 45.0, \"share_within_group\": 100.0}, {\"pdays\": \"450\", \"previous\": \"2\", \"total_measure\": 900.0, \"share_within_group\": 100.0}, {\"pdays\": \"452\", \"previous\": \"1\", \"total_measure\": 452.0, \"share_within_group\": 100.0}, {\"pdays\": \"454\", \"previous\": \"3\", \"total_measure\": 454.0, \"share_within_group\": 100.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 17.02}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..de2ff6bf34f2a06498fa80f189f0d8f7dea3f4a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:58:32.933783+00:00", + "ended_at": "2026-05-26T00:58:49.383652+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_7cf6767bcd3bcbfe", + "problem_id": "v2p_m8_ae7a3ab6c1cbe46c", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=pdays, measure_col=pdays.", + "bindings": { + "group_col": "pdays", + "measure_col": "pdays", + "item_col": "previous", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_7cf6767bcd3bcbfe.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_7cf6767bcd3bcbfe", + "api_calls": 0, + "input_tokens": 25924, + "cached_input_tokens": 24960, + "output_tokens": 679, + "total_tokens": 26603, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2629, + "estimated_output_tokens": 157, + "estimated_total_tokens": 2786, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16425.83, + "sql_execution_elapsed_ms_total": 17.02, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..251b1a3d2a3551e851ab23d96d2c1104ab77440a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:58:49.363803+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16425.83, "started_at": "2026-05-26T00:58:32.935365+00:00", "ended_at": "2026-05-26T00:58:49.361278+00:00", "prompt_metrics": {"chars": 9358, "bytes_utf8": 9358, "lines": 302, "estimated_tokens": 2629}, "response_metrics": {"chars": 575, "bytes_utf8": 575, "lines": 1, "estimated_tokens": 157}, "usage": {"input_tokens": 25924, "cached_input_tokens": 24960, "output_tokens": 679, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"pdays\\\", \\\"previous\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"pdays\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"pdays\\\" AS REAL))) OVER (PARTITION BY \\\"pdays\\\") AS share_within_group\\nFROM \\\"m8\\\"\\nGROUP BY \\\"pdays\\\", \\\"previous\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"pdays\\\", item_col=\\\"previous\\\", and measure_col=\\\"pdays\\\". CAST was added because the schema stores numeric-looking fields as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..836d8057e605e0b5670073d54a3b85bd2308ffad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_7cf6767bcd3bcbfe/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_7cf6767bcd3bcbfe", + "api_calls": 0, + "input_tokens": 25924, + "cached_input_tokens": 24960, + "output_tokens": 679, + "total_tokens": 26603, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2629, + "estimated_output_tokens": 157, + "estimated_total_tokens": 2786, + 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+1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9224, "bytes_utf8": 9224, "lines": 303, "estimated_tokens": 2573}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 393, "bytes_utf8": 393, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 25868, "cached_input_tokens": 22912, "output_tokens": 626, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a18e9280891f91b577535dba5080026622c17d2a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:58:49.386026+00:00", + "ended_at": "2026-05-26T00:59:04.123531+00:00", + "elapsed_ms": 14737.43, + "prompt_metrics": { + "chars": 9224, + "bytes_utf8": 9224, + "lines": 303, + "estimated_tokens": 2573 + }, + "stdout_metrics": { + "chars": 756, + "bytes_utf8": 756, + "lines": 4, + "estimated_tokens": 219 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 393, + "bytes_utf8": 393, + "lines": 1, + "estimated_tokens": 104 + }, + "usage": { + "input_tokens": 25868, + "cached_input_tokens": 22912, + "output_tokens": 626, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ca538fb4a28e2e483ccf9723467984debd935c48 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=previous, condition_col=poutcome.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "previous", + "condition_col": "poutcome", + "condition_value": "failure", + "positive_value": "unknown", + "negative_value": "failure", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..355734caa78ae3db167b4dde94e9129c743b2615 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ca-9ed4-7c21-9658-656f20c29412"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"previous\\\",\\n AVG(CASE WHEN \\\"poutcome\\\" = 'failure' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"previous\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes, for each \\\"previous\\\" value, the share of rows where \\\"poutcome\\\" equals 'failure', following the planned Grouped Condition Rate template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25868,"cached_input_tokens":22912,"output_tokens":626,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5079969b2dfae573f095a8bc471f808f669bffd1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"previous\",\n AVG(CASE WHEN \"poutcome\" = 'failure' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"previous\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes, for each \"previous\" value, the share of rows where \"poutcome\" equals 'failure', following the planned Grouped Condition Rate template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4747805b03a1ce45dbe78dc13ed0f5772f138402 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=previous, condition_col=poutcome. +Result preview: [{"previous": "55", "condition_rate": 1.0}, {"previous": "51", "condition_rate": 1.0}, {"previous": "38", "condition_rate": 1.0}, {"previous": "35", "condition_rate": 1.0}, {"previous": "32", "condition_rate": 1.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0041d4e3b99f622b833edc5ed5b9f6d46dc39a9a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_8195b819d59177f9 +-- problem_id: v2p_m8_879eee75949e30c7 +-- realization_mode: agent +-- source_kind: agent +SELECT "previous", + AVG(CASE WHEN "poutcome" = 'failure' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "previous" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4354a340651ab984e7d49fd0957a2fee5d32544f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"previous\",\n AVG(CASE WHEN \"poutcome\" = 'failure' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"previous\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"previous\\\",\\n AVG(CASE WHEN \\\"poutcome\\\" = 'failure' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"previous\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"previous\", \"condition_rate\"], \"rows\": [{\"previous\": \"55\", \"condition_rate\": 1.0}, {\"previous\": \"51\", \"condition_rate\": 1.0}, {\"previous\": \"38\", \"condition_rate\": 1.0}, {\"previous\": \"35\", \"condition_rate\": 1.0}, {\"previous\": \"32\", \"condition_rate\": 1.0}, {\"previous\": \"25\", \"condition_rate\": 0.75}, {\"previous\": \"30\", \"condition_rate\": 0.6666666666666666}, {\"previous\": \"2\", \"condition_rate\": 0.6467236467236467}, {\"previous\": \"19\", \"condition_rate\": 0.6363636363636364}, {\"previous\": \"1\", \"condition_rate\": 0.6158008658008658}, {\"previous\": \"3\", \"condition_rate\": 0.5779334500875657}, {\"previous\": \"5\", \"condition_rate\": 0.5686274509803921}, {\"previous\": \"4\", \"condition_rate\": 0.5672268907563025}, {\"previous\": \"16\", \"condition_rate\": 0.5384615384615384}, {\"previous\": \"9\", \"condition_rate\": 0.532608695652174}, {\"previous\": \"6\", \"condition_rate\": 0.5270758122743683}, {\"previous\": \"29\", \"condition_rate\": 0.5}, {\"previous\": \"28\", \"condition_rate\": 0.5}, {\"previous\": \"26\", \"condition_rate\": 0.5}, {\"previous\": \"12\", \"condition_rate\": 0.5}, {\"previous\": \"7\", \"condition_rate\": 0.4926829268292683}, {\"previous\": \"15\", \"condition_rate\": 0.45}, {\"previous\": \"13\", \"condition_rate\": 0.42105263157894735}, {\"previous\": \"8\", \"condition_rate\": 0.4186046511627907}, {\"previous\": \"10\", \"condition_rate\": 0.417910447761194}, {\"previous\": \"27\", \"condition_rate\": 0.4}, {\"previous\": \"17\", \"condition_rate\": 0.4}, {\"previous\": \"11\", \"condition_rate\": 0.4}, {\"previous\": \"23\", \"condition_rate\": 0.375}, {\"previous\": \"20\", \"condition_rate\": 0.375}, {\"previous\": \"14\", \"condition_rate\": 0.3684210526315789}, {\"previous\": \"22\", \"condition_rate\": 0.3333333333333333}, {\"previous\": \"21\", \"condition_rate\": 0.25}, {\"previous\": \"24\", \"condition_rate\": 0.2}, {\"previous\": \"18\", \"condition_rate\": 0.16666666666666666}, {\"previous\": \"58\", \"condition_rate\": 0.0}, {\"previous\": \"41\", \"condition_rate\": 0.0}, {\"previous\": \"40\", \"condition_rate\": 0.0}, {\"previous\": \"37\", \"condition_rate\": 0.0}, {\"previous\": \"275\", \"condition_rate\": 0.0}, {\"previous\": \"0\", \"condition_rate\": 0.0}], \"row_count_returned\": 41, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 9.44}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..14c0fbbc44e99d3c00353dd4c0fbfe29fa828539 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:58:49.384175+00:00", + "ended_at": "2026-05-26T00:59:04.138293+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_8195b819d59177f9", + "problem_id": "v2p_m8_879eee75949e30c7", + "dataset_id": "m8", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=previous, condition_col=poutcome.", + "bindings": { + "group_col": "previous", + "condition_col": "poutcome", + "condition_value": "failure", + "positive_value": "unknown", + "negative_value": "failure", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_8195b819d59177f9.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_8195b819d59177f9", + "api_calls": 0, + "input_tokens": 25868, + "cached_input_tokens": 22912, + "output_tokens": 626, + "total_tokens": 26494, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2573, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2677, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14737.43, + "sql_execution_elapsed_ms_total": 9.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c7a9f9aad5f00e52dc55c2f97b4f27729f1910aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:59:04.126964+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14737.43, "started_at": "2026-05-26T00:58:49.386026+00:00", "ended_at": "2026-05-26T00:59:04.123531+00:00", "prompt_metrics": {"chars": 9224, "bytes_utf8": 9224, "lines": 303, "estimated_tokens": 2573}, "response_metrics": {"chars": 393, "bytes_utf8": 393, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 25868, "cached_input_tokens": 22912, "output_tokens": 626, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"previous\\\",\\n AVG(CASE WHEN \\\"poutcome\\\" = 'failure' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"previous\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes, for each \\\"previous\\\" value, the share of rows where \\\"poutcome\\\" equals 'failure', following the planned Grouped Condition Rate template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c438032182b53a9b72038d3afc897a9e4a0d60b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_8195b819d59177f9", + "api_calls": 0, + "input_tokens": 25868, + "cached_input_tokens": 22912, + "output_tokens": 626, + "total_tokens": 26494, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2573, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2677, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14737.43, + "sql_execution_elapsed_ms_total": 9.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_8195b819d59177f9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..876de33e2f7594c7d214c06efbc73c2ffee4091c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9043, "bytes_utf8": 9043, "lines": 300, "estimated_tokens": 2522}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 413, "bytes_utf8": 413, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 25817, "cached_input_tokens": 24960, "output_tokens": 412, "reasoning_output_tokens": 301}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..440d30af0472fbf67a0e2d5e961ed7f9a81e7ba9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_81f50ad9c2c31285", + "api_calls": 0, + "input_tokens": 25817, + "cached_input_tokens": 24960, + "output_tokens": 412, + "total_tokens": 26229, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2522, + "estimated_output_tokens": 105, + "estimated_total_tokens": 2627, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12305.59, + "sql_execution_elapsed_ms_total": 48.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d2b9d7978261bff0f9e4a539b7c75dd1342dc068 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:59:04.140955+00:00", + "ended_at": "2026-05-26T00:59:16.446607+00:00", + "elapsed_ms": 12305.59, + "prompt_metrics": { + "chars": 9043, + "bytes_utf8": 9043, + "lines": 300, + "estimated_tokens": 2522 + }, + "stdout_metrics": { + "chars": 780, + "bytes_utf8": 780, + "lines": 4, + "estimated_tokens": 228 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 413, + "bytes_utf8": 413, + "lines": 1, + "estimated_tokens": 105 + }, + "usage": { + "input_tokens": 25817, + "cached_input_tokens": 24960, + "output_tokens": 412, + "reasoning_output_tokens": 301 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8741d1193a4c662624f2f5842ac9b1a2ba4d9dd7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=marital, measure_col=campaign.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "marital", + "measure_col": "campaign", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..25cf6cba723110022361a95010b0a606b3d2a8ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ca-d873-73f1-8bcd-2c58b3fc7d2b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"marital\\\",\\n AVG(CAST(\\\"campaign\\\" AS REAL)) OVER (PARTITION BY \\\"marital\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the required window-partition-average template with group_col=\\\"marital\\\" and measure_col=\\\"campaign\\\". \\\"campaign\\\" is cast from TEXT to REAL so AVG behaves numerically in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25817,"cached_input_tokens":24960,"output_tokens":412,"reasoning_output_tokens":301}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2729720ecbd2d8d627b37b16c3102d6c173ec006 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"marital\",\n AVG(CAST(\"campaign\" AS REAL)) OVER (PARTITION BY \"marital\") AS \"avg_measure\"\nFROM \"m8\"\nORDER BY \"avg_measure\" DESC;","notes":"Uses the required window-partition-average template with group_col=\"marital\" and measure_col=\"campaign\". \"campaign\" is cast from TEXT to REAL so AVG behaves numerically in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3214ceb340965155b533bd0cc7122c54ea27fd20 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=marital, measure_col=campaign. +Result preview: [{"marital": "married", "avg_measure": 2.8428749908135518}, {"marital": "single", "avg_measure": 2.649804534792807}, {"marital": "divorced", "avg_measure": 2.6308815056654504}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..93c73b09372fde43101ed1db256eba1f8af7e421 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_81f50ad9c2c31285 +-- problem_id: v2p_m8_05377b91f49519d7 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "marital", + AVG(CAST("campaign" AS REAL)) OVER (PARTITION BY "marital") AS "avg_measure" +FROM "m8" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1500b4fc319ab65bc43f7efec260b480de95b0f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"marital\",\n AVG(CAST(\"campaign\" AS REAL)) OVER (PARTITION BY \"marital\") AS \"avg_measure\"\nFROM \"m8\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"marital\\\",\\n AVG(CAST(\\\"campaign\\\" AS REAL)) OVER (PARTITION BY \\\"marital\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"marital\", \"avg_measure\"], \"rows\": [{\"marital\": \"married\", \"avg_measure\": 2.8428749908135518}, {\"marital\": \"single\", \"avg_measure\": 2.649804534792807}, {\"marital\": \"divorced\", \"avg_measure\": 2.6308815056654504}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 48.68}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5421f609c12e777ed8e246482175c379c237c85c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:59:04.138705+00:00", + "ended_at": "2026-05-26T00:59:16.499745+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_81f50ad9c2c31285", + "problem_id": "v2p_m8_05377b91f49519d7", + "dataset_id": "m8", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=marital, measure_col=campaign.", + "bindings": { + "group_col": "marital", + "measure_col": "campaign", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=137" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_81f50ad9c2c31285.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_81f50ad9c2c31285", + "api_calls": 0, + "input_tokens": 25817, + "cached_input_tokens": 24960, + "output_tokens": 412, + "total_tokens": 26229, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2522, + "estimated_output_tokens": 105, + "estimated_total_tokens": 2627, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12305.59, + "sql_execution_elapsed_ms_total": 48.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..04964dc9a5d6ba0d9db437661a51e3b98b45f52e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:59:16.449041+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12305.59, "started_at": "2026-05-26T00:59:04.140955+00:00", "ended_at": "2026-05-26T00:59:16.446607+00:00", "prompt_metrics": {"chars": 9043, "bytes_utf8": 9043, "lines": 300, "estimated_tokens": 2522}, "response_metrics": {"chars": 413, "bytes_utf8": 413, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 25817, "cached_input_tokens": 24960, "output_tokens": 412, "reasoning_output_tokens": 301}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"marital\\\",\\n AVG(CAST(\\\"campaign\\\" AS REAL)) OVER (PARTITION BY \\\"marital\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the required window-partition-average template with group_col=\\\"marital\\\" and measure_col=\\\"campaign\\\". \\\"campaign\\\" is cast from TEXT to REAL so AVG behaves numerically in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d8abd911e10abeedb5cf6f8609345451440aedc3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_81f50ad9c2c31285", + "api_calls": 0, + "input_tokens": 25817, + "cached_input_tokens": 24960, + "output_tokens": 412, + "total_tokens": 26229, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2522, + "estimated_output_tokens": 105, + "estimated_total_tokens": 2627, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12305.59, + "sql_execution_elapsed_ms_total": 48.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_81f50ad9c2c31285/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2121df4e95e754e05540393e3dbd17e33cb94b23 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9045, "bytes_utf8": 9045, "lines": 300, "estimated_tokens": 2521}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 416, "bytes_utf8": 416, "lines": 1, "estimated_tokens": 100}, "usage": {"input_tokens": 25816, "cached_input_tokens": 24960, "output_tokens": 600, "reasoning_output_tokens": 494}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7bf13648fad02d5571b32f85880d71c5455edd91 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_88ea9d32bdafe9c6", + "api_calls": 0, + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 600, + "total_tokens": 26416, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2521, + "estimated_output_tokens": 100, + "estimated_total_tokens": 2621, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17645.66, + "sql_execution_elapsed_ms_total": 32.8, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9dd828246a9d716ca5d1cab920c498e298614cf0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:59:16.502713+00:00", + "ended_at": "2026-05-26T00:59:34.148466+00:00", + "elapsed_ms": 17645.66, + "prompt_metrics": { + "chars": 9045, + "bytes_utf8": 9045, + "lines": 300, + "estimated_tokens": 2521 + }, + "stdout_metrics": { + "chars": 783, + "bytes_utf8": 783, + "lines": 4, + "estimated_tokens": 221 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 416, + "bytes_utf8": 416, + "lines": 1, + "estimated_tokens": 100 + }, + "usage": { + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 600, + "reasoning_output_tokens": 494 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..61875cf2d47daf0aab19b2370b03db0cb04ec77c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=previous, measure_col=previous.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "previous", + "measure_col": "previous", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6af29a77ac363168defb37e8a4fcbc8eceb8e181 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cb-08cd-79c1-8b0d-846a253843f6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"previous\\\",\\n AVG(CAST(\\\"previous\\\" AS REAL)) OVER (PARTITION BY \\\"previous\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the provided Window Partition Average template with group_col=\\\"previous\\\" and measure_col=\\\"previous\\\". CAST is applied because \\\"previous\\\" is stored as TEXT in the SQLite schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25816,"cached_input_tokens":24960,"output_tokens":600,"reasoning_output_tokens":494}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d73bdecc59ca3de176ce9ab91861c4c54754220b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"previous\",\n AVG(CAST(\"previous\" AS REAL)) OVER (PARTITION BY \"previous\") AS \"avg_measure\"\nFROM \"m8\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the provided Window Partition Average template with group_col=\"previous\" and measure_col=\"previous\". CAST is applied because \"previous\" is stored as TEXT in the SQLite schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4629a4196bbdbbe4b11b134b8d5594ff2f492cc0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=previous, measure_col=previous. +Result preview: [{"previous": "275", "avg_measure": 275.0}, {"previous": "58", "avg_measure": 58.0}, {"previous": "55", "avg_measure": 55.0}, {"previous": "51", "avg_measure": 51.0}, {"previous": "41", "avg_measure": 41.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b93f392c2dd130b5f8ac4dab56fbc4582d60686f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_88ea9d32bdafe9c6 +-- problem_id: v2p_m8_6c5a07b095e0f33f +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "previous", + AVG(CAST("previous" AS REAL)) OVER (PARTITION BY "previous") AS "avg_measure" +FROM "m8" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..42ad6d2d5031e13eeac0246c1e3d4dd599267cdb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"previous\",\n AVG(CAST(\"previous\" AS REAL)) OVER (PARTITION BY \"previous\") AS \"avg_measure\"\nFROM \"m8\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"previous\\\",\\n AVG(CAST(\\\"previous\\\" AS REAL)) OVER (PARTITION BY \\\"previous\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"previous\", \"avg_measure\"], \"rows\": [{\"previous\": \"275\", \"avg_measure\": 275.0}, {\"previous\": \"58\", \"avg_measure\": 58.0}, {\"previous\": \"55\", \"avg_measure\": 55.0}, {\"previous\": \"51\", \"avg_measure\": 51.0}, {\"previous\": \"41\", \"avg_measure\": 41.0}, {\"previous\": \"40\", \"avg_measure\": 40.0}, {\"previous\": \"38\", \"avg_measure\": 38.0}, {\"previous\": \"37\", \"avg_measure\": 37.0}, {\"previous\": \"35\", \"avg_measure\": 35.0}, {\"previous\": \"32\", \"avg_measure\": 32.0}, {\"previous\": \"30\", \"avg_measure\": 30.0}, {\"previous\": \"29\", \"avg_measure\": 29.0}, {\"previous\": \"28\", \"avg_measure\": 28.0}, {\"previous\": \"27\", \"avg_measure\": 27.0}, {\"previous\": \"26\", \"avg_measure\": 26.0}, {\"previous\": \"25\", \"avg_measure\": 25.0}, {\"previous\": \"24\", \"avg_measure\": 24.0}, {\"previous\": \"23\", \"avg_measure\": 23.0}, {\"previous\": \"22\", \"avg_measure\": 22.0}, {\"previous\": \"21\", \"avg_measure\": 21.0}, {\"previous\": \"20\", \"avg_measure\": 20.0}, {\"previous\": \"19\", \"avg_measure\": 19.0}, {\"previous\": \"18\", \"avg_measure\": 18.0}, {\"previous\": \"17\", \"avg_measure\": 17.0}, {\"previous\": \"16\", \"avg_measure\": 16.0}, {\"previous\": \"15\", \"avg_measure\": 15.0}, {\"previous\": \"14\", \"avg_measure\": 14.0}, {\"previous\": \"13\", \"avg_measure\": 13.0}, {\"previous\": \"12\", \"avg_measure\": 12.0}, {\"previous\": \"11\", \"avg_measure\": 11.0}, {\"previous\": \"10\", \"avg_measure\": 10.0}, {\"previous\": \"9\", \"avg_measure\": 9.0}, {\"previous\": \"8\", \"avg_measure\": 8.0}, {\"previous\": \"7\", \"avg_measure\": 7.0}, {\"previous\": \"6\", \"avg_measure\": 6.0}, {\"previous\": \"5\", \"avg_measure\": 5.0}, {\"previous\": \"4\", \"avg_measure\": 4.0}, {\"previous\": \"3\", \"avg_measure\": 3.0}, {\"previous\": \"2\", \"avg_measure\": 2.0}, {\"previous\": \"1\", \"avg_measure\": 1.0}, {\"previous\": \"0\", \"avg_measure\": 0.0}], \"row_count_returned\": 41, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 32.8}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5602989af461e44e275803a7eaa818d600af1de6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:59:16.500387+00:00", + "ended_at": "2026-05-26T00:59:34.186859+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_88ea9d32bdafe9c6", + "problem_id": "v2p_m8_6c5a07b095e0f33f", + "dataset_id": "m8", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=previous, measure_col=previous.", + "bindings": { + "group_col": "previous", + "measure_col": "previous", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_88ea9d32bdafe9c6.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_88ea9d32bdafe9c6", + "api_calls": 0, + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 600, + "total_tokens": 26416, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2521, + "estimated_output_tokens": 100, + "estimated_total_tokens": 2621, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17645.66, + "sql_execution_elapsed_ms_total": 32.8, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..42cd5befbd96043f83b3ac5b17f18c055c04cf2f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:59:34.151880+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17645.66, "started_at": "2026-05-26T00:59:16.502713+00:00", "ended_at": "2026-05-26T00:59:34.148466+00:00", "prompt_metrics": {"chars": 9045, "bytes_utf8": 9045, "lines": 300, "estimated_tokens": 2521}, "response_metrics": {"chars": 416, "bytes_utf8": 416, "lines": 1, "estimated_tokens": 100}, "usage": {"input_tokens": 25816, "cached_input_tokens": 24960, "output_tokens": 600, "reasoning_output_tokens": 494}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"previous\\\",\\n AVG(CAST(\\\"previous\\\" AS REAL)) OVER (PARTITION BY \\\"previous\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the provided Window Partition Average template with group_col=\\\"previous\\\" and measure_col=\\\"previous\\\". CAST is applied because \\\"previous\\\" is stored as TEXT in the SQLite schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a3d591c43b47754d731bb5af858694a7113f06ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_88ea9d32bdafe9c6", + "api_calls": 0, + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 600, + "total_tokens": 26416, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2521, + "estimated_output_tokens": 100, + "estimated_total_tokens": 2621, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17645.66, + "sql_execution_elapsed_ms_total": 32.8, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_88ea9d32bdafe9c6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..16db5334d8b2f2c2553985a0669c69ae30f8491b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9781, "bytes_utf8": 9781, "lines": 303, "estimated_tokens": 2722}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 624, "bytes_utf8": 624, "lines": 1, "estimated_tokens": 160}, "usage": {"input_tokens": 26017, "cached_input_tokens": 24960, "output_tokens": 682, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a91a9a236fde6740b35eba56a7a648607951f439 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_903eb93cea28e502", + "api_calls": 0, + "input_tokens": 26017, + "cached_input_tokens": 24960, + "output_tokens": 682, + "total_tokens": 26699, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2722, + "estimated_output_tokens": 160, + "estimated_total_tokens": 2882, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17015.28, + "sql_execution_elapsed_ms_total": 11.35, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b3136a266106df68ba968bb5fde794f333579857 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:59:34.189453+00:00", + "ended_at": "2026-05-26T00:59:51.204848+00:00", + "elapsed_ms": 17015.28, + "prompt_metrics": { + "chars": 9781, + "bytes_utf8": 9781, + "lines": 303, + "estimated_tokens": 2722 + }, + "stdout_metrics": { + "chars": 993, + "bytes_utf8": 993, + "lines": 4, + "estimated_tokens": 284 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 624, + "bytes_utf8": 624, + "lines": 1, + "estimated_tokens": 160 + }, + "usage": { + "input_tokens": 26017, + "cached_input_tokens": 24960, + "output_tokens": 682, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b808daa898420998f7becaab55878fa973b54886 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=campaign, condition_col=marital.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "campaign", + "condition_col": "marital", + "condition_value": "married", + "positive_value": "married", + "negative_value": "single", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3b93b5b7d0a68a4876be82ffe57324f99c3952d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cb-4dd7-72f1-b56b-72fa25d090f7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"campaign\\\",\\n SUM(CASE WHEN \\\"marital\\\" = 'married' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"marital\\\" = 'single' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m8\\\"\\n GROUP BY \\\"campaign\\\"\\n)\\nSELECT \\\"campaign\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Filled the planned template with group_col=\\\"campaign\\\" and condition_col=\\\"marital\\\", using the bound contrast married/single.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26017,"cached_input_tokens":24960,"output_tokens":682,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f16249a4617e1d19a04461ea48ab72aba571499b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"campaign\",\n SUM(CASE WHEN \"marital\" = 'married' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"marital\" = 'single' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m8\"\n GROUP BY \"campaign\"\n)\nSELECT \"campaign\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Filled the planned template with group_col=\"campaign\" and condition_col=\"marital\", using the bound contrast married/single."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..bdbcf91e38f6ba31a18d2510ae53c1871ab583d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=campaign, condition_col=marital. +Result preview: [{"campaign": "32", "condition_ratio": 8.0}, {"campaign": "22", "condition_ratio": 5.0}, {"campaign": "28", "condition_ratio": 3.3333333333333335}, {"campaign": "29", "condition_ratio": 3.0}, {"campaign": "25", "condition_ratio": 2.8}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a14fa1f7d0c7723fb916347c5cd345ffc741f6f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m8_903eb93cea28e502 +-- problem_id: v2p_m8_3e6905af0185c399 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "campaign", + SUM(CASE WHEN "marital" = 'married' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "marital" = 'single' THEN 1 ELSE 0 END) AS denominator_count + FROM "m8" + GROUP BY "campaign" +) +SELECT "campaign", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dab170eb668bd4fdb0a99101abfce3467b45bba9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"campaign\",\n SUM(CASE WHEN \"marital\" = 'married' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"marital\" = 'single' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m8\"\n GROUP BY \"campaign\"\n)\nSELECT \"campaign\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"campaign\\\",\\n SUM(CASE WHEN \\\"marital\\\" = 'married' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"marital\\\" = 'single' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m8\\\"\\n GROUP BY \\\"campaign\\\"\\n)\\nSELECT \\\"campaign\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"campaign\", \"condition_ratio\"], \"rows\": [{\"campaign\": \"32\", \"condition_ratio\": 8.0}, {\"campaign\": \"22\", \"condition_ratio\": 5.0}, {\"campaign\": \"28\", \"condition_ratio\": 3.3333333333333335}, {\"campaign\": \"29\", \"condition_ratio\": 3.0}, {\"campaign\": \"25\", \"condition_ratio\": 2.8}, {\"campaign\": \"7\", \"condition_ratio\": 2.7714285714285714}, {\"campaign\": \"15\", \"condition_ratio\": 2.7142857142857144}, {\"campaign\": \"21\", \"condition_ratio\": 2.6666666666666665}, {\"campaign\": \"6\", \"condition_ratio\": 2.6634920634920634}, {\"campaign\": \"4\", \"condition_ratio\": 2.625}, {\"campaign\": \"13\", \"condition_ratio\": 2.588235294117647}, {\"campaign\": \"20\", \"condition_ratio\": 2.5454545454545454}, {\"campaign\": \"12\", \"condition_ratio\": 2.525}, {\"campaign\": \"30\", \"condition_ratio\": 2.5}, {\"campaign\": \"10\", \"condition_ratio\": 2.4923076923076923}, {\"campaign\": \"8\", \"condition_ratio\": 2.4577464788732395}, {\"campaign\": \"5\", \"condition_ratio\": 2.3618843683083512}, {\"campaign\": \"3\", \"condition_ratio\": 2.3074848280512477}, {\"campaign\": \"9\", \"condition_ratio\": 2.3}, {\"campaign\": \"2\", \"condition_ratio\": 2.2078147612156296}, {\"campaign\": \"11\", \"condition_ratio\": 2.175438596491228}, {\"campaign\": \"16\", \"condition_ratio\": 2.1739130434782608}, {\"campaign\": \"23\", \"condition_ratio\": 2.1666666666666665}, {\"campaign\": \"18\", \"condition_ratio\": 2.0}, {\"campaign\": \"24\", \"condition_ratio\": 2.0}, {\"campaign\": \"27\", \"condition_ratio\": 2.0}, {\"campaign\": \"38\", \"condition_ratio\": 2.0}, {\"campaign\": \"14\", \"condition_ratio\": 1.9655172413793103}, {\"campaign\": \"19\", \"condition_ratio\": 1.9230769230769231}, {\"campaign\": \"1\", \"condition_ratio\": 1.8521256931608132}, {\"campaign\": \"17\", \"condition_ratio\": 1.7142857142857142}, {\"campaign\": \"33\", \"condition_ratio\": 1.5}, {\"campaign\": \"34\", \"condition_ratio\": 1.5}, {\"campaign\": \"26\", \"condition_ratio\": 1.4}, {\"campaign\": \"31\", \"condition_ratio\": 1.4}, {\"campaign\": \"36\", \"condition_ratio\": 1.0}, {\"campaign\": \"41\", \"condition_ratio\": 1.0}, {\"campaign\": \"35\", \"condition_ratio\": 0.3333333333333333}, {\"campaign\": \"37\", \"condition_ratio\": 0.0}, {\"campaign\": \"46\", \"condition_ratio\": 0.0}, {\"campaign\": \"51\", \"condition_ratio\": 0.0}, {\"campaign\": \"58\", \"condition_ratio\": 0.0}, {\"campaign\": \"39\", \"condition_ratio\": null}, {\"campaign\": \"43\", \"condition_ratio\": null}, {\"campaign\": \"44\", \"condition_ratio\": null}, {\"campaign\": \"50\", \"condition_ratio\": null}, {\"campaign\": \"55\", \"condition_ratio\": null}, {\"campaign\": \"63\", \"condition_ratio\": null}], \"row_count_returned\": 48, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 11.35}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..99d341e8d1de932ebc8632713e022c13619e02b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:59:34.187842+00:00", + "ended_at": "2026-05-26T00:59:51.220523+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_903eb93cea28e502", + "problem_id": "v2p_m8_3e6905af0185c399", + "dataset_id": "m8", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=campaign, condition_col=marital.", + "bindings": { + "group_col": "campaign", + "condition_col": "marital", + "condition_value": "married", + "positive_value": "married", + "negative_value": "single", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=40" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_903eb93cea28e502.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_903eb93cea28e502", + "api_calls": 0, + "input_tokens": 26017, + "cached_input_tokens": 24960, + "output_tokens": 682, + "total_tokens": 26699, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2722, + "estimated_output_tokens": 160, + "estimated_total_tokens": 2882, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17015.28, + "sql_execution_elapsed_ms_total": 11.35, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9e6ccd1b80d999e5a7b2dc6a3105bb5d77749e40 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:59:51.207706+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17015.28, "started_at": "2026-05-26T00:59:34.189453+00:00", "ended_at": "2026-05-26T00:59:51.204848+00:00", "prompt_metrics": {"chars": 9781, "bytes_utf8": 9781, "lines": 303, "estimated_tokens": 2722}, "response_metrics": {"chars": 624, "bytes_utf8": 624, "lines": 1, "estimated_tokens": 160}, "usage": {"input_tokens": 26017, "cached_input_tokens": 24960, "output_tokens": 682, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"campaign\\\",\\n SUM(CASE WHEN \\\"marital\\\" = 'married' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"marital\\\" = 'single' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m8\\\"\\n GROUP BY \\\"campaign\\\"\\n)\\nSELECT \\\"campaign\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Filled the planned template with group_col=\\\"campaign\\\" and condition_col=\\\"marital\\\", using the bound contrast married/single.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e178c6a4c2fae9b8cc5e6d2f59e0848b5417318a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_903eb93cea28e502", + "api_calls": 0, + "input_tokens": 26017, + "cached_input_tokens": 24960, + "output_tokens": 682, + "total_tokens": 26699, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2722, + "estimated_output_tokens": 160, + "estimated_total_tokens": 2882, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17015.28, + "sql_execution_elapsed_ms_total": 11.35, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_903eb93cea28e502/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8c007969104c8ee137f488e4a57b15c33d2769bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9756, "bytes_utf8": 9756, "lines": 303, "estimated_tokens": 2719}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 700, "bytes_utf8": 700, "lines": 1, "estimated_tokens": 182}, "usage": {"input_tokens": 26014, "cached_input_tokens": 22912, "output_tokens": 704, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..589e985cc03d0bb0aca50a3020a1106ef9461212 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_908e3ba7686b5b61", + "api_calls": 0, + "input_tokens": 26014, + "cached_input_tokens": 22912, + "output_tokens": 704, + "total_tokens": 26718, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2719, + "estimated_output_tokens": 182, + "estimated_total_tokens": 2901, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16474.02, + "sql_execution_elapsed_ms_total": 10.47, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8144f50dd3dfe49650bb045c546522f1062854f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:59:51.223416+00:00", + "ended_at": "2026-05-26T01:00:07.697541+00:00", + "elapsed_ms": 16474.02, + "prompt_metrics": { + "chars": 9756, + "bytes_utf8": 9756, + "lines": 303, + "estimated_tokens": 2719 + }, + "stdout_metrics": { + "chars": 1073, + "bytes_utf8": 1073, + "lines": 4, + "estimated_tokens": 306 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 700, + "bytes_utf8": 700, + "lines": 1, + "estimated_tokens": 182 + }, + "usage": { + "input_tokens": 26014, + "cached_input_tokens": 22912, + "output_tokens": 704, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4cb8614bd8848f452e77b976d2239a2f756d27de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=loan, condition_col=loan.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "loan", + "condition_col": "loan", + "condition_value": "no", + "positive_value": "no", + "negative_value": "yes", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1428.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6720238d6a57e8201b7870fbab42357eb5897b70 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cb-905a-74b0-96ad-97147f5a9bc6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"loan\\\",\\n SUM(CASE WHEN \\\"loan\\\" = 'no' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"loan\\\" = 'yes' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m8\\\"\\n GROUP BY \\\"loan\\\"\\n)\\nSELECT \\\"loan\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the requested grouped ratio template with \\\"loan\\\" as both the grouping and condition column. Because this is a self-contrast, the \\\"no\\\" group has no within-group \\\"yes\\\" rows, so its ratio evaluates to NULL through NULLIF.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26014,"cached_input_tokens":22912,"output_tokens":704,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c74fefdc3dda5f43f60de194463d2e1dca9816c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"loan\",\n SUM(CASE WHEN \"loan\" = 'no' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"loan\" = 'yes' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m8\"\n GROUP BY \"loan\"\n)\nSELECT \"loan\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Uses the requested grouped ratio template with \"loan\" as both the grouping and condition column. Because this is a self-contrast, the \"no\" group has no within-group \"yes\" rows, so its ratio evaluates to NULL through NULLIF."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..54468f86f6903ac4e7386ea67becb72599787a03 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:00:07.141840Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61cb-905a-74b0-96ad-97147f5a9bc6.1779757191259144000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1c6d1330da12b137b647ed2af9c4fc6e60b590e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=loan, condition_col=loan. +Result preview: [{"loan": "yes", "condition_ratio": 0.0}, {"loan": "no", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4b2466500e27d121ba8dcca34215853086340448 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m8_908e3ba7686b5b61 +-- problem_id: v2p_m8_88e25e46e4651c33 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "loan", + SUM(CASE WHEN "loan" = 'no' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "loan" = 'yes' THEN 1 ELSE 0 END) AS denominator_count + FROM "m8" + GROUP BY "loan" +) +SELECT "loan", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f5644a248ed0df2361f4c903e222ce70707e3553 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"loan\",\n SUM(CASE WHEN \"loan\" = 'no' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"loan\" = 'yes' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m8\"\n GROUP BY \"loan\"\n)\nSELECT \"loan\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"loan\\\",\\n SUM(CASE WHEN \\\"loan\\\" = 'no' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"loan\\\" = 'yes' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m8\\\"\\n GROUP BY \\\"loan\\\"\\n)\\nSELECT \\\"loan\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"loan\", \"condition_ratio\"], \"rows\": [{\"loan\": \"yes\", \"condition_ratio\": 0.0}, {\"loan\": \"no\", \"condition_ratio\": null}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 10.47}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4d8e85bbf62b1e3b8128d2db9c059488d400c241 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T00:59:51.221163+00:00", + "ended_at": "2026-05-26T01:00:07.713364+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_908e3ba7686b5b61", + "problem_id": "v2p_m8_88e25e46e4651c33", + "dataset_id": "m8", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=loan, condition_col=loan.", + "bindings": { + "group_col": "loan", + "condition_col": "loan", + "condition_value": "no", + "positive_value": "no", + "negative_value": "yes", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1428.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=36" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_908e3ba7686b5b61.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_908e3ba7686b5b61", + "api_calls": 0, + "input_tokens": 26014, + "cached_input_tokens": 22912, + "output_tokens": 704, + "total_tokens": 26718, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2719, + "estimated_output_tokens": 182, + "estimated_total_tokens": 2901, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16474.02, + "sql_execution_elapsed_ms_total": 10.47, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ba1b97e47747cd9215fce11da58edec5a838fcfd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:00:07.700330+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16474.02, "started_at": "2026-05-26T00:59:51.223416+00:00", "ended_at": "2026-05-26T01:00:07.697541+00:00", "prompt_metrics": {"chars": 9756, "bytes_utf8": 9756, "lines": 303, "estimated_tokens": 2719}, "response_metrics": {"chars": 700, "bytes_utf8": 700, "lines": 1, "estimated_tokens": 182}, "usage": {"input_tokens": 26014, "cached_input_tokens": 22912, "output_tokens": 704, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T01:00:07.141840Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61cb-905a-74b0-96ad-97147f5a9bc6.1779757191259144000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"loan\\\",\\n SUM(CASE WHEN \\\"loan\\\" = 'no' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"loan\\\" = 'yes' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m8\\\"\\n GROUP BY \\\"loan\\\"\\n)\\nSELECT \\\"loan\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the requested grouped ratio template with \\\"loan\\\" as both the grouping and condition column. Because this is a self-contrast, the \\\"no\\\" group has no within-group \\\"yes\\\" rows, so its ratio evaluates to NULL through NULLIF.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..28e833045cc17222e460a1cbcf7f2e0b9f360c52 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_908e3ba7686b5b61", + "api_calls": 0, + "input_tokens": 26014, + "cached_input_tokens": 22912, + "output_tokens": 704, + "total_tokens": 26718, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2719, + "estimated_output_tokens": 182, + "estimated_total_tokens": 2901, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16474.02, + "sql_execution_elapsed_ms_total": 10.47, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_908e3ba7686b5b61/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d99104b27cbae919c947f6867e179021082e1a5d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9352, "bytes_utf8": 9352, "lines": 302, "estimated_tokens": 2626}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 483, "bytes_utf8": 483, "lines": 1, "estimated_tokens": 136}, "usage": {"input_tokens": 25921, "cached_input_tokens": 24960, "output_tokens": 658, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e4a9e8529d91ee3ed7fcb3d9ca8444d8498c8391 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_9197b6b240add6c5", + "api_calls": 0, + "input_tokens": 25921, + "cached_input_tokens": 24960, + "output_tokens": 658, + "total_tokens": 26579, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2626, + "estimated_output_tokens": 136, + "estimated_total_tokens": 2762, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14944.21, + "sql_execution_elapsed_ms_total": 17.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..53d58d997250c229ebfbb8061d17c2bb314ee451 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:00:07.715079+00:00", + "ended_at": "2026-05-26T01:00:22.659392+00:00", + "elapsed_ms": 14944.21, + "prompt_metrics": { + "chars": 9352, + "bytes_utf8": 9352, + "lines": 302, + "estimated_tokens": 2626 + }, + "stdout_metrics": { + "chars": 863, + "bytes_utf8": 863, + "lines": 4, + "estimated_tokens": 268 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 106 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 483, + "bytes_utf8": 483, + "lines": 1, + "estimated_tokens": 136 + }, + "usage": { + "input_tokens": 25921, + "cached_input_tokens": 24960, + "output_tokens": 658, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8a216655fd614ef3a583c37bd6c9be3f3abfb808 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=balance.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "balance", + "item_col": "day", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 927.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a767109c68ab7bfd72c3cda5617c2ca447db5441 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cb-d0c9-7691-b1f0-584dd1c8d1c5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"day\\\",\\n SUM(CAST(\\\"balance\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"balance\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"balance\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"m8\\\"\\nGROUP BY \\\"y\\\", \\\"day\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the planned template with group_col=\\\"y\\\", item_col=\\\"day\\\", and casts text-stored \\\"balance\\\" to REAL for SQLite aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25921,"cached_input_tokens":24960,"output_tokens":658,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c35f3f2bbc869d7fd33d53b87da54de784f9c1e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"day\",\n SUM(CAST(\"balance\" AS REAL)) AS total_measure,\n SUM(CAST(\"balance\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"balance\" AS REAL))) OVER (PARTITION BY \"y\") AS share_within_group\nFROM \"m8\"\nGROUP BY \"y\", \"day\"\nORDER BY share_within_group DESC;","notes":"Uses the planned template with group_col=\"y\", item_col=\"day\", and casts text-stored \"balance\" to REAL for SQLite aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0ac51acd65201b9b89a00eb4ee089040b086d3b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:00:22.184875Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61cb-d0c9-7691-b1f0-584dd1c8d1c5.1779757207753768000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8dbdb54a14bc3475c82b0ac383a0cde2293969d8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=balance. +Result preview: [{"y": "no", "day": "20", "total_measure": 4928487.0, "share_within_group": 9.469317380596031}, {"y": "no", "day": "21", "total_measure": 3534029.0, "share_within_group": 6.790084306447478}, {"y": "no", "day": "18", "total_measure": 3101902.0, "share_within_group": 5.959819823305933}, {"y": "yes", "day": "12", "total_measure": 529217.0, "share_within_group": 5.545736024528719}, {"y": "no", "day": "19", "total_measure": 2871320.0, "share_within_group": 5.516792553425219}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..cbfa2938b6ff220ff61a4306d25b05f80f194227 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_9197b6b240add6c5 +-- problem_id: v2p_m8_149cc329d2dad185 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "day", + SUM(CAST("balance" AS REAL)) AS total_measure, + SUM(CAST("balance" AS REAL)) * 100.0 / SUM(SUM(CAST("balance" AS REAL))) OVER (PARTITION BY "y") AS share_within_group +FROM "m8" +GROUP BY "y", "day" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4b5e80b716c5e46afb05e3288f737eb3effb3d35 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"day\",\n SUM(CAST(\"balance\" AS REAL)) AS total_measure,\n SUM(CAST(\"balance\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"balance\" AS REAL))) OVER (PARTITION BY \"y\") AS share_within_group\nFROM \"m8\"\nGROUP BY \"y\", \"day\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"day\\\",\\n SUM(CAST(\\\"balance\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"balance\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"balance\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"m8\\\"\\nGROUP BY \\\"y\\\", \\\"day\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"y\", \"day\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"no\", \"day\": \"20\", \"total_measure\": 4928487.0, \"share_within_group\": 9.469317380596031}, {\"y\": \"no\", \"day\": \"21\", \"total_measure\": 3534029.0, \"share_within_group\": 6.790084306447478}, {\"y\": \"no\", \"day\": \"18\", \"total_measure\": 3101902.0, \"share_within_group\": 5.959819823305933}, {\"y\": \"yes\", \"day\": \"12\", \"total_measure\": 529217.0, \"share_within_group\": 5.545736024528719}, {\"y\": \"no\", \"day\": \"19\", \"total_measure\": 2871320.0, \"share_within_group\": 5.516792553425219}, {\"y\": \"yes\", \"day\": \"21\", \"total_measure\": 486540.0, \"share_within_group\": 5.0985180093878375}, {\"y\": \"yes\", \"day\": \"30\", \"total_measure\": 469242.0, \"share_within_group\": 4.917249944015225}, {\"y\": \"no\", \"day\": \"17\", \"total_measure\": 2398285.0, \"share_within_group\": 4.607929742763399}, {\"y\": \"yes\", \"day\": \"15\", \"total_measure\": 424967.0, \"share_within_group\": 4.453286272239736}, {\"y\": \"yes\", \"day\": \"4\", \"total_measure\": 422013.0, \"share_within_group\": 4.422330909474636}, {\"y\": \"no\", \"day\": \"14\", \"total_measure\": 2242126.0, \"share_within_group\": 4.307894634050218}, {\"y\": \"no\", \"day\": \"6\", \"total_measure\": 2235042.0, \"share_within_group\": 4.294283835376276}, {\"y\": \"yes\", \"day\": \"20\", \"total_measure\": 405133.0, \"share_within_group\": 4.2454431222454945}, {\"y\": \"yes\", \"day\": \"18\", \"total_measure\": 389857.0, \"share_within_group\": 4.085363866456847}, {\"y\": \"yes\", \"day\": \"13\", \"total_measure\": 383712.0, \"share_within_group\": 4.020969586094105}, {\"y\": \"yes\", \"day\": \"2\", \"total_measure\": 380476.0, \"share_within_group\": 3.9870591074523096}, {\"y\": \"yes\", \"day\": \"14\", \"total_measure\": 376583.0, \"share_within_group\": 3.946263837565873}, {\"y\": \"no\", \"day\": \"5\", \"total_measure\": 1959609.0, \"share_within_group\": 3.7650823798200963}, {\"y\": \"yes\", \"day\": \"28\", \"total_measure\": 354133.0, \"share_within_group\": 3.7110072722048404}, {\"y\": \"no\", \"day\": \"15\", \"total_measure\": 1864350.0, \"share_within_group\": 3.582057101604247}, {\"y\": \"no\", \"day\": \"29\", \"total_measure\": 1774084.0, \"share_within_group\": 3.40862509241423}, {\"y\": \"no\", \"day\": \"30\", \"total_measure\": 1758142.0, \"share_within_group\": 3.3779950313668}, {\"y\": \"yes\", \"day\": \"8\", \"total_measure\": 313768.0, \"share_within_group\": 3.2880170155991344}, {\"y\": \"yes\", \"day\": \"6\", \"total_measure\": 311382.0, \"share_within_group\": 3.2630138011246834}, {\"y\": \"no\", \"day\": \"11\", \"total_measure\": 1686210.0, \"share_within_group\": 3.239788937321907}, {\"y\": \"no\", \"day\": \"7\", \"total_measure\": 1668015.0, \"share_within_group\": 3.2048300889491825}, {\"y\": \"yes\", \"day\": \"11\", \"total_measure\": 302734.0, \"share_within_group\": 3.1723902475726917}, {\"y\": \"no\", \"day\": \"13\", \"total_measure\": 1645403.0, \"share_within_group\": 3.16138466551395}, {\"y\": \"no\", \"day\": \"8\", \"total_measure\": 1634946.0, \"share_within_group\": 3.1412931745860257}, {\"y\": \"yes\", \"day\": \"5\", \"total_measure\": 296675.0, \"share_within_group\": 3.1088971727609995}, {\"y\": \"no\", \"day\": \"12\", \"total_measure\": 1594398.0, \"share_within_group\": 3.063386530792828}, {\"y\": \"yes\", \"day\": \"23\", \"total_measure\": 280982.0, \"share_within_group\": 2.9444481179631956}, {\"y\": \"yes\", \"day\": \"9\", \"total_measure\": 277346.0, \"share_within_group\": 2.9063459855955918}, {\"y\": \"yes\", \"day\": \"22\", \"total_measure\": 277010.0, \"share_within_group\": 2.902824996465912}, {\"y\": \"no\", \"day\": \"28\", \"total_measure\": 1508337.0, \"share_within_group\": 2.8980337718038163}, {\"y\": \"no\", \"day\": \"9\", \"total_measure\": 1484744.0, \"share_within_group\": 2.8527035102122973}, {\"y\": \"no\", \"day\": \"4\", \"total_measure\": 1473988.0, \"share_within_group\": 2.832037537522161}, {\"y\": \"no\", \"day\": \"3\", \"total_measure\": 1462956.0, \"share_within_group\": 2.8108412739745985}, {\"y\": \"yes\", \"day\": \"19\", \"total_measure\": 265920.0, \"share_within_group\": 2.786611396917856}, {\"y\": \"no\", \"day\": \"16\", \"total_measure\": 1444963.0, \"share_within_group\": 2.776270537026512}, {\"y\": \"yes\", \"day\": \"16\", \"total_measure\": 264757.0, \"share_within_group\": 2.774424163710066}, {\"y\": \"yes\", \"day\": \"10\", \"total_measure\": 264548.0, \"share_within_group\": 2.772234024638331}, {\"y\": \"yes\", \"day\": \"3\", \"total_measure\": 263482.0, \"share_within_group\": 2.76106326745905}, {\"y\": \"yes\", \"day\": \"7\", \"total_measure\": 249873.0, \"share_within_group\": 2.6184527285727115}, {\"y\": \"no\", \"day\": \"2\", \"total_measure\": 1359376.0, \"share_within_group\": 2.61182849494482}, {\"y\": \"yes\", \"day\": \"27\", \"total_measure\": 237387.0, \"share_within_group\": 2.487610257521582}, {\"y\": \"yes\", \"day\": \"25\", \"total_measure\": 234938.0, \"share_within_group\": 2.4619468575853163}, {\"y\": \"yes\", \"day\": \"17\", \"total_measure\": 230230.0, \"share_within_group\": 2.4126110932325435}, {\"y\": \"yes\", \"day\": \"1\", \"total_measure\": 229055.0, \"share_within_group\": 2.4002981104129795}, {\"y\": \"yes\", \"day\": \"26\", \"total_measure\": 228907.0, \"share_within_group\": 2.39874719853443}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 17.05}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..aa675834da6653d3cdbe6271d748152a6d7e00f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:00:07.713771+00:00", + "ended_at": "2026-05-26T01:00:22.680523+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_9197b6b240add6c5", + "problem_id": "v2p_m8_149cc329d2dad185", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=balance.", + "bindings": { + "group_col": "y", + "measure_col": "balance", + "item_col": "day", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 927.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=29" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_9197b6b240add6c5.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_9197b6b240add6c5", + "api_calls": 0, + "input_tokens": 25921, + "cached_input_tokens": 24960, + "output_tokens": 658, + "total_tokens": 26579, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2626, + "estimated_output_tokens": 136, + "estimated_total_tokens": 2762, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14944.21, + "sql_execution_elapsed_ms_total": 17.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..94b640eb621c5cddb3c5a303d15c7306eb891e4c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:00:22.661967+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14944.21, "started_at": "2026-05-26T01:00:07.715079+00:00", "ended_at": "2026-05-26T01:00:22.659392+00:00", "prompt_metrics": {"chars": 9352, "bytes_utf8": 9352, "lines": 302, "estimated_tokens": 2626}, "response_metrics": {"chars": 483, "bytes_utf8": 483, "lines": 1, "estimated_tokens": 136}, "usage": {"input_tokens": 25921, "cached_input_tokens": 24960, "output_tokens": 658, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T01:00:22.184875Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61cb-d0c9-7691-b1f0-584dd1c8d1c5.1779757207753768000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"day\\\",\\n SUM(CAST(\\\"balance\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"balance\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"balance\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"m8\\\"\\nGROUP BY \\\"y\\\", \\\"day\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the planned template with group_col=\\\"y\\\", item_col=\\\"day\\\", and casts text-stored \\\"balance\\\" to REAL for SQLite aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8dcc3101a6feb484ffebbc5387a6a02c65ec2553 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_9197b6b240add6c5", + "api_calls": 0, + "input_tokens": 25921, + "cached_input_tokens": 24960, + "output_tokens": 658, + "total_tokens": 26579, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2626, + "estimated_output_tokens": 136, + "estimated_total_tokens": 2762, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14944.21, + "sql_execution_elapsed_ms_total": 17.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9197b6b240add6c5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a2d90b70a5d41d46cfefc498b34a90b856b452d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9200, "bytes_utf8": 9200, "lines": 303, "estimated_tokens": 2570}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 412, "bytes_utf8": 412, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 25865, "cached_input_tokens": 22912, "output_tokens": 629, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..56ed59e5d4264922a844bc1bbf6956cca2e658ab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_924d2c8e2712e9e9", + "api_calls": 0, + "input_tokens": 25865, + "cached_input_tokens": 22912, + "output_tokens": 629, + "total_tokens": 26494, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2570, + "estimated_output_tokens": 107, + "estimated_total_tokens": 2677, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14999.85, + "sql_execution_elapsed_ms_total": 9.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9cd24409cd439a9bc11f97aaef60cc82677ab4c2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:00:22.682234+00:00", + "ended_at": "2026-05-26T01:00:37.682163+00:00", + "elapsed_ms": 14999.85, + "prompt_metrics": { + "chars": 9200, + "bytes_utf8": 9200, + "lines": 303, + "estimated_tokens": 2570 + }, + "stdout_metrics": { + "chars": 779, + "bytes_utf8": 779, + "lines": 4, + "estimated_tokens": 227 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 412, + "bytes_utf8": 412, + "lines": 1, + "estimated_tokens": 107 + }, + "usage": { + "input_tokens": 25865, + "cached_input_tokens": 22912, + "output_tokens": 629, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..efd183258197604b51d788bc8930a5ec3a2981f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=day, condition_col=default.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "day", + "condition_col": "default", + "condition_value": "yes", + "positive_value": "no", + "negative_value": "yes", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 48.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6c77aaf092b74b59af31c85b2462e69a7846b53e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cc-0b3e-7971-88d0-e23d87cbe055"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"day\\\",\\n AVG(CASE WHEN \\\"default\\\" = 'yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"day\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Instantiated the Grouped Condition Rate template with group_col=\\\"day\\\" and condition_col=\\\"default\\\", computing the fraction of rows where \\\"default\\\" = 'yes' within each day group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25865,"cached_input_tokens":22912,"output_tokens":629,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5dd08aaec0a70984ad502d3c13ab82165b3f83e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"day\",\n AVG(CASE WHEN \"default\" = 'yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"day\"\nORDER BY \"condition_rate\" DESC;","notes":"Instantiated the Grouped Condition Rate template with group_col=\"day\" and condition_col=\"default\", computing the fraction of rows where \"default\" = 'yes' within each day group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3e3369d62e32e66032edb7e6b7b8817e4f81466d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=day, condition_col=default. +Result preview: [{"day": "24", "condition_rate": 0.03131991051454139}, {"day": "31", "condition_rate": 0.029548989113530325}, {"day": "23", "condition_rate": 0.025559105431309903}, {"day": "21", "condition_rate": 0.02319842053307009}, {"day": "18", "condition_rate": 0.022530329289428077}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d9cefdd66f29c3dae71bf95187f71fbe90c7f62b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_924d2c8e2712e9e9 +-- problem_id: v2p_m8_0ee1eb53f1870693 +-- realization_mode: agent +-- source_kind: agent +SELECT "day", + AVG(CASE WHEN "default" = 'yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "day" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dc11ead51a3b93e100aaec0b0d2be28cceb0a94e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"day\",\n AVG(CASE WHEN \"default\" = 'yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"day\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"day\\\",\\n AVG(CASE WHEN \\\"default\\\" = 'yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"day\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"day\", \"condition_rate\"], \"rows\": [{\"day\": \"24\", \"condition_rate\": 0.03131991051454139}, {\"day\": \"31\", \"condition_rate\": 0.029548989113530325}, {\"day\": \"23\", \"condition_rate\": 0.025559105431309903}, {\"day\": \"21\", \"condition_rate\": 0.02319842053307009}, {\"day\": \"18\", \"condition_rate\": 0.022530329289428077}, {\"day\": \"7\", \"condition_rate\": 0.02201430930104568}, {\"day\": \"28\", \"condition_rate\": 0.02185792349726776}, {\"day\": \"25\", \"condition_rate\": 0.02142857142857143}, {\"day\": \"27\", \"condition_rate\": 0.021409455842997322}, {\"day\": \"6\", \"condition_rate\": 0.021221532091097308}, {\"day\": \"10\", \"condition_rate\": 0.02099236641221374}, {\"day\": \"3\", \"condition_rate\": 0.020389249304911955}, {\"day\": \"9\", \"condition_rate\": 0.01985906470211403}, {\"day\": \"29\", \"condition_rate\": 0.018911174785100286}, {\"day\": \"30\", \"condition_rate\": 0.018518518518518517}, {\"day\": \"8\", \"condition_rate\": 0.018458197611292075}, {\"day\": \"11\", \"condition_rate\": 0.018255578093306288}, {\"day\": \"19\", \"condition_rate\": 0.017643710870802503}, {\"day\": \"2\", \"condition_rate\": 0.017014694508894045}, {\"day\": \"4\", \"condition_rate\": 0.01591695501730104}, {\"day\": \"16\", \"condition_rate\": 0.015547703180212015}, {\"day\": \"26\", \"condition_rate\": 0.015458937198067632}, {\"day\": \"20\", \"condition_rate\": 0.015261627906976744}, {\"day\": \"22\", \"condition_rate\": 0.014364640883977901}, {\"day\": \"14\", \"condition_rate\": 0.01406926406926407}, {\"day\": \"12\", \"condition_rate\": 0.01372426699937617}, {\"day\": \"15\", \"condition_rate\": 0.012918379330593071}, {\"day\": \"13\", \"condition_rate\": 0.012618296529968454}, {\"day\": \"1\", \"condition_rate\": 0.012422360248447204}, {\"day\": \"17\", \"condition_rate\": 0.012377514182568335}, {\"day\": \"5\", \"condition_rate\": 0.011518324607329843}], \"row_count_returned\": 31, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 9.58}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5afa00d0b8fed0726bc24ae52bc7cd9d7f5279f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:00:22.680983+00:00", + "ended_at": "2026-05-26T01:00:37.696010+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_924d2c8e2712e9e9", + "problem_id": "v2p_m8_0ee1eb53f1870693", + "dataset_id": "m8", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=day, condition_col=default.", + "bindings": { + "group_col": "day", + "condition_col": "default", + "condition_value": "yes", + "positive_value": "no", + "negative_value": "yes", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 48.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=98" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_924d2c8e2712e9e9.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_924d2c8e2712e9e9", + "api_calls": 0, + "input_tokens": 25865, + "cached_input_tokens": 22912, + "output_tokens": 629, + "total_tokens": 26494, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2570, + "estimated_output_tokens": 107, + "estimated_total_tokens": 2677, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14999.85, + "sql_execution_elapsed_ms_total": 9.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4eccc4001b0654c38d7928292bc62417c8196193 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/trace.jsonl @@ 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\\\"day\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Instantiated the Grouped Condition Rate template with group_col=\\\"day\\\" and condition_col=\\\"default\\\", computing the fraction of rows where \\\"default\\\" = 'yes' within each day group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f22b4d3544b2d7469d4b2ef92b15829d95f51293 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_924d2c8e2712e9e9/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_924d2c8e2712e9e9", + "api_calls": 0, + "input_tokens": 25865, + "cached_input_tokens": 22912, + "output_tokens": 629, + 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"total_tokens": 26304, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2572, + "estimated_output_tokens": 108, + "estimated_total_tokens": 2680, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13389.84, + "sql_execution_elapsed_ms_total": 8.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6265e7e62c7c75dacce511053cd6033f6525e796 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:00:37.698496+00:00", + "ended_at": "2026-05-26T01:00:51.088412+00:00", + "elapsed_ms": 13389.84, + "prompt_metrics": { + "chars": 9218, + "bytes_utf8": 9218, + "lines": 303, + "estimated_tokens": 2572 + }, + "stdout_metrics": { + "chars": 799, + "bytes_utf8": 799, + "lines": 4, + "estimated_tokens": 223 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 436, + "bytes_utf8": 436, + "lines": 1, + "estimated_tokens": 108 + }, + "usage": { + "input_tokens": 25867, + "cached_input_tokens": 24960, + "output_tokens": 437, + "reasoning_output_tokens": 323 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1eb974fbf8ea9321970bb7b825c80a8f403ad6de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=contact, condition_col=education.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "contact", + "condition_col": "education", + "condition_value": "secondary", + "positive_value": "secondary", + "negative_value": "tertiary", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..46b7a4a9bb71147e867162b05f8fac9b118d39aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cc-45e9-7982-b938-e235ebbd2fa6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"contact\\\",\\n AVG(CASE WHEN \\\"education\\\" = 'secondary' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"contact\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template with group_col=\\\"contact\\\" and condition_col=\\\"education\\\", measuring the share of rows where education is 'secondary' within each contact group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25867,"cached_input_tokens":24960,"output_tokens":437,"reasoning_output_tokens":323}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a12d939404ae039199383e965fdf6856b430f32 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"contact\",\n AVG(CASE WHEN \"education\" = 'secondary' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"contact\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the Grouped Condition Rate template with group_col=\"contact\" and condition_col=\"education\", measuring the share of rows where education is 'secondary' within each contact group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..de32001f3af115756c4f6dc66388045c974e232c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=contact, condition_col=education. +Result preview: [{"contact": "unknown", "condition_rate": 0.5490783410138249}, {"contact": "cellular", "condition_rate": 0.5015536964316203}, {"contact": "telephone", "condition_rate": 0.4697178251892636}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f72b5a8e12c2e25e7989072b3a765bac12b0e0cc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_938a32c989d432b6 +-- problem_id: v2p_m8_68e2bc6b7e3a7fde +-- realization_mode: agent +-- source_kind: agent +SELECT "contact", + AVG(CASE WHEN "education" = 'secondary' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m8" +GROUP BY "contact" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..272bed462ca9f2220df3e8b57e395359fd3efca9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"contact\",\n AVG(CASE WHEN \"education\" = 'secondary' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"contact\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"contact\\\",\\n AVG(CASE WHEN \\\"education\\\" = 'secondary' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"contact\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"contact\", \"condition_rate\"], \"rows\": [{\"contact\": \"unknown\", \"condition_rate\": 0.5490783410138249}, {\"contact\": \"cellular\", \"condition_rate\": 0.5015536964316203}, {\"contact\": \"telephone\", \"condition_rate\": 0.4697178251892636}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 8.98}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..125095042b19cfd2dc8378aa4564519aeb6c0e92 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:00:37.696391+00:00", + "ended_at": "2026-05-26T01:00:51.102381+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_938a32c989d432b6", + "problem_id": "v2p_m8_68e2bc6b7e3a7fde", + "dataset_id": "m8", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=contact, condition_col=education.", + "bindings": { + "group_col": "contact", + "condition_col": "education", + "condition_value": "secondary", + "positive_value": "secondary", + "negative_value": "tertiary", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=97" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_938a32c989d432b6.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_938a32c989d432b6", + "api_calls": 0, + "input_tokens": 25867, + "cached_input_tokens": 24960, + "output_tokens": 437, + "total_tokens": 26304, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2572, + "estimated_output_tokens": 108, + "estimated_total_tokens": 2680, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13389.84, + "sql_execution_elapsed_ms_total": 8.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..205afe27832b3eea0ebaaf21a170660b4f356d97 --- /dev/null +++ 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\\\"contact\\\",\\n AVG(CASE WHEN \\\"education\\\" = 'secondary' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"contact\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template with group_col=\\\"contact\\\" and condition_col=\\\"education\\\", measuring the share of rows where education is 'secondary' within each contact group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..80d6f5b0358fdd5ccb4946c6c5231282a13b864b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_938a32c989d432b6", + "api_calls": 0, + "input_tokens": 25867, + "cached_input_tokens": 24960, + "output_tokens": 437, + "total_tokens": 26304, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2572, + "estimated_output_tokens": 108, + "estimated_total_tokens": 2680, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13389.84, + "sql_execution_elapsed_ms_total": 8.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_938a32c989d432b6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d8a37a2b8cc651da14d15c7b5ca6ecf2ff2746d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9034, "bytes_utf8": 9034, "lines": 300, "estimated_tokens": 2521}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 572, "bytes_utf8": 572, "lines": 1, "estimated_tokens": 146}, "usage": {"input_tokens": 25816, "cached_input_tokens": 24960, "output_tokens": 1960, "reasoning_output_tokens": 1808}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a16e86915c0a862302309bb5251af5f34fe2c35d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_95073f3f437b8b90", + "api_calls": 0, + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 1960, + "total_tokens": 27776, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2521, + "estimated_output_tokens": 146, + "estimated_total_tokens": 2667, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 38601.03, + "sql_execution_elapsed_ms_total": 39.52, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c48952e06efdfe94d37a5d0e93fede0ed2b3a893 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:00:51.104271+00:00", + "ended_at": "2026-05-26T01:01:29.705450+00:00", + "elapsed_ms": 38601.03, + "prompt_metrics": { + "chars": 9034, + "bytes_utf8": 9034, + "lines": 300, + "estimated_tokens": 2521 + }, + "stdout_metrics": { + "chars": 956, + "bytes_utf8": 956, + "lines": 4, + "estimated_tokens": 278 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 572, + "bytes_utf8": 572, + "lines": 1, + "estimated_tokens": 146 + }, + "usage": { + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 1960, + "reasoning_output_tokens": 1808 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bba8bbb70abced43883e7f8f33c70773dab393cb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=housing, measure_col=age.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "housing", + "measure_col": "age", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 48.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c0954ac0db5d6562a51ea907339e11c09d4cff5a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cc-7a46-7f00-b3dc-bdd6b6f6ea8b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"housing\\\",\\n AVG(CAST(\\\"age\\\" AS REAL)) OVER (PARTITION BY \\\"housing\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"housing\\\" IS NOT NULL\\n AND TRIM(\\\"housing\\\") <> ''\\n AND \\\"age\\\" IS NOT NULL\\n AND TRIM(\\\"age\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Instantiated the Window Partition Average template with \\\"housing\\\" as the partition/group column and \\\"age\\\" as the averaged measure, casting age from TEXT to REAL and filtering null or blank values for a stable slice-level view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25816,"cached_input_tokens":24960,"output_tokens":1960,"reasoning_output_tokens":1808}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a366586841fb6108c71496fa2449c528dacac92f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"housing\",\n AVG(CAST(\"age\" AS REAL)) OVER (PARTITION BY \"housing\") AS \"avg_measure\"\nFROM \"m8\"\nWHERE \"housing\" IS NOT NULL\n AND TRIM(\"housing\") <> ''\n AND \"age\" IS NOT NULL\n AND TRIM(\"age\") <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Instantiated the Window Partition Average template with \"housing\" as the partition/group column and \"age\" as the averaged measure, casting age from TEXT to REAL and filtering null or blank values for a stable slice-level view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a445d0cd2fb6bffd5ca7ed3cf3c3dce8b53a17e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=housing, measure_col=age. +Result preview: [{"housing": "no", "avg_measure": 43.139883471938646}, {"housing": "yes", "avg_measure": 39.175288499801034}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2fb8f2523f933f7ed5cc4cad2ef7dc6117fc99ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_95073f3f437b8b90 +-- problem_id: v2p_m8_6329432f46087250 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "housing", + AVG(CAST("age" AS REAL)) OVER (PARTITION BY "housing") AS "avg_measure" +FROM "m8" +WHERE "housing" IS NOT NULL + AND TRIM("housing") <> '' + AND "age" IS NOT NULL + AND TRIM("age") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ceb784f7fec18eba52f568472bdd628a82774f6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"housing\",\n AVG(CAST(\"age\" AS REAL)) OVER (PARTITION BY \"housing\") AS \"avg_measure\"\nFROM \"m8\"\nWHERE \"housing\" IS NOT NULL\n AND TRIM(\"housing\") <> ''\n AND \"age\" IS NOT NULL\n AND TRIM(\"age\") <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"housing\\\",\\n AVG(CAST(\\\"age\\\" AS REAL)) OVER (PARTITION BY \\\"housing\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"housing\\\" IS NOT NULL\\n AND TRIM(\\\"housing\\\") <> ''\\n AND \\\"age\\\" IS NOT NULL\\n AND TRIM(\\\"age\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"housing\", \"avg_measure\"], \"rows\": [{\"housing\": \"no\", \"avg_measure\": 43.139883471938646}, {\"housing\": \"yes\", \"avg_measure\": 39.175288499801034}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 39.52}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1ce2fd13d42fe29749cf04bd908a6263517ef22e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:00:51.102764+00:00", + "ended_at": "2026-05-26T01:01:29.750637+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_95073f3f437b8b90", + "problem_id": "v2p_m8_6329432f46087250", + "dataset_id": "m8", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=housing, measure_col=age.", + "bindings": { + "group_col": "housing", + "measure_col": "age", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 48.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=140" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_95073f3f437b8b90.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_95073f3f437b8b90", + "api_calls": 0, + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 1960, + "total_tokens": 27776, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2521, + "estimated_output_tokens": 146, + "estimated_total_tokens": 2667, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 38601.03, + "sql_execution_elapsed_ms_total": 39.52, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b2e706ec77d470061f67b6f5aef204c8c40e4383 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:01:29.708568+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 38601.03, "started_at": "2026-05-26T01:00:51.104271+00:00", "ended_at": "2026-05-26T01:01:29.705450+00:00", "prompt_metrics": {"chars": 9034, "bytes_utf8": 9034, "lines": 300, "estimated_tokens": 2521}, "response_metrics": {"chars": 572, "bytes_utf8": 572, "lines": 1, "estimated_tokens": 146}, "usage": {"input_tokens": 25816, "cached_input_tokens": 24960, "output_tokens": 1960, "reasoning_output_tokens": 1808}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"housing\\\",\\n AVG(CAST(\\\"age\\\" AS REAL)) OVER (PARTITION BY \\\"housing\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"housing\\\" IS NOT NULL\\n AND TRIM(\\\"housing\\\") <> ''\\n AND \\\"age\\\" IS NOT NULL\\n AND TRIM(\\\"age\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Instantiated the Window Partition Average template with \\\"housing\\\" as the partition/group column and \\\"age\\\" as the averaged measure, casting age from TEXT to REAL and filtering null or blank values for a stable slice-level view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cd6f7bae65047c45c9f4388af76c8bcdd9539178 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95073f3f437b8b90/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_95073f3f437b8b90", + 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..199605bfd1c45f49606b652c06cf152335dcea76 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_95a71961e4d49617", + "api_calls": 0, + "input_tokens": 25867, + "cached_input_tokens": 24960, + "output_tokens": 628, + "total_tokens": 26495, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2572, + "estimated_output_tokens": 106, + "estimated_total_tokens": 2678, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16661.74, + "sql_execution_elapsed_ms_total": 9.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..bb9b89db813ac02fa547bc2a6ce032ab30d6bd28 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:01:29.752468+00:00", + "ended_at": "2026-05-26T01:01:46.414307+00:00", + "elapsed_ms": 16661.74, + "prompt_metrics": { + "chars": 9201, + "bytes_utf8": 9201, + "lines": 303, + "estimated_tokens": 2572 + }, + "stdout_metrics": { + "chars": 770, + "bytes_utf8": 770, + "lines": 4, + "estimated_tokens": 221 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 407, + "bytes_utf8": 407, + "lines": 1, + "estimated_tokens": 106 + }, + "usage": { + "input_tokens": 25867, + "cached_input_tokens": 24960, + "output_tokens": 628, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bf4174ab67ec6b4c3940e938c8ccb099a4fdf5cc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=month, condition_col=housing.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "month", + "condition_col": "housing", + "condition_value": "no", + "positive_value": "yes", + "negative_value": "no", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1428.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ef97a38752ad98a55522349a119883d600d75ee2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cd-1142-76d3-b40b-627926ae8071"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"month\\\",\\n AVG(CASE WHEN \\\"housing\\\" = 'no' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"month\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"month\\\" and condition_col=\\\"housing\\\", measuring the within-month proportion of rows where housing='no'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25867,"cached_input_tokens":24960,"output_tokens":628,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1bb27e0954e6469ff809e37b3df28dd8d509789c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"month\",\n AVG(CASE WHEN \"housing\" = 'no' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"month\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned Grouped Condition Rate template with group_col=\"month\" and condition_col=\"housing\", measuring the within-month proportion of rows where housing='no'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f4c5dd5383ca228e74b262c637ae5b78d2cd733e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=month, condition_col=housing. +Result preview: [{"month": "aug", "condition_rate": 0.8234352489194814}, {"month": "dec", "condition_rate": 0.8084112149532711}, {"month": "sep", "condition_rate": 0.7772020725388601}, {"month": "oct", "condition_rate": 0.7737127371273713}, {"month": "mar", "condition_rate": 0.7631027253668763}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..391f71aa5cf6c6f3331e64e7963f18ca77bbedfa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_95a71961e4d49617 +-- problem_id: v2p_m8_19110f8cc18f00d4 +-- realization_mode: agent +-- source_kind: agent +SELECT "month", + AVG(CASE WHEN "housing" = 'no' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m8" +GROUP BY "month" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a5bbb3a4b3b9e7a2479b9ce41aeadd37ef4bc98b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"month\",\n AVG(CASE WHEN \"housing\" = 'no' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"month\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"month\\\",\\n AVG(CASE WHEN \\\"housing\\\" = 'no' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"month\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"month\", \"condition_rate\"], \"rows\": [{\"month\": \"aug\", \"condition_rate\": 0.8234352489194814}, {\"month\": \"dec\", \"condition_rate\": 0.8084112149532711}, {\"month\": \"sep\", \"condition_rate\": 0.7772020725388601}, {\"month\": \"oct\", \"condition_rate\": 0.7737127371273713}, {\"month\": \"mar\", \"condition_rate\": 0.7631027253668763}, {\"month\": \"jan\", \"condition_rate\": 0.6286528866714184}, {\"month\": \"jun\", \"condition_rate\": 0.5830368844785621}, {\"month\": \"feb\", \"condition_rate\": 0.5726689316723291}, {\"month\": \"jul\", \"condition_rate\": 0.5158810732414794}, {\"month\": \"nov\", \"condition_rate\": 0.44231738035264484}, {\"month\": \"apr\", \"condition_rate\": 0.29433833560709416}, {\"month\": \"may\", \"condition_rate\": 0.12276623565305826}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 9.0}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..81339d804d299736207fb39ce2f9e42add23c9ad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:01:29.751024+00:00", + "ended_at": "2026-05-26T01:01:46.429216+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_95a71961e4d49617", + "problem_id": "v2p_m8_19110f8cc18f00d4", + "dataset_id": "m8", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=month, condition_col=housing.", + "bindings": { + "group_col": "month", + "condition_col": "housing", + "condition_value": "no", + "positive_value": "yes", + "negative_value": "no", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1428.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=99" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_95a71961e4d49617.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_95a71961e4d49617", + "api_calls": 0, + "input_tokens": 25867, + "cached_input_tokens": 24960, + "output_tokens": 628, + "total_tokens": 26495, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2572, + "estimated_output_tokens": 106, + "estimated_total_tokens": 2678, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16661.74, + "sql_execution_elapsed_ms_total": 9.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5fd864cbc9a83579b5f6436714c0268dd059521c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:01:46.418063+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16661.74, "started_at": "2026-05-26T01:01:29.752468+00:00", "ended_at": "2026-05-26T01:01:46.414307+00:00", "prompt_metrics": {"chars": 9201, "bytes_utf8": 9201, "lines": 303, "estimated_tokens": 2572}, "response_metrics": {"chars": 407, "bytes_utf8": 407, "lines": 1, "estimated_tokens": 106}, "usage": {"input_tokens": 25867, "cached_input_tokens": 24960, "output_tokens": 628, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"month\\\",\\n AVG(CASE WHEN \\\"housing\\\" = 'no' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"month\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"month\\\" and condition_col=\\\"housing\\\", measuring the within-month proportion of rows where housing='no'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..46a750ee3ea8be162044c1a312be9fe9577af8ca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_95a71961e4d49617", + "api_calls": 0, + "input_tokens": 25867, + "cached_input_tokens": 24960, + "output_tokens": 628, + "total_tokens": 26495, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2572, + "estimated_output_tokens": 106, + "estimated_total_tokens": 2678, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16661.74, + "sql_execution_elapsed_ms_total": 9.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_95a71961e4d49617/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d992aade52cbac51a829413c3f83a6a7612a7fb9 --- 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0bbfb28319c20a4a033dc93cbc6f6921c49b42cc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_99cb863cc37f073c", + "api_calls": 0, + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 397, + "total_tokens": 26213, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2521, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2625, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11382.44, + "sql_execution_elapsed_ms_total": 42.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..76743f34c29ec8a801b69c649399492385524860 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:01:46.431805+00:00", + "ended_at": "2026-05-26T01:01:57.814313+00:00", + "elapsed_ms": 11382.44, + "prompt_metrics": { + "chars": 9038, + "bytes_utf8": 9038, + "lines": 300, + "estimated_tokens": 2521 + }, + "stdout_metrics": { + "chars": 794, + "bytes_utf8": 794, + "lines": 4, + "estimated_tokens": 227 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 427, + "bytes_utf8": 427, + "lines": 1, + "estimated_tokens": 104 + }, + "usage": { + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 397, + "reasoning_output_tokens": 287 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1944a84a9a65a1ad4da2f0e809d613da07f9ed20 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=marital, measure_col=campaign.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "marital", + "measure_col": "campaign", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..73ca738b92829f10a69434aaceeed23b05bbf91a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cd-5264-71a3-9d3c-0509c470a6b5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"marital\\\",\\n AVG(CAST(\\\"campaign\\\" AS REAL)) OVER (PARTITION BY \\\"marital\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the provided Window Partition Average template with group_col=\\\"marital\\\" and measure_col=\\\"campaign\\\". Cast \\\"campaign\\\" to REAL because the SQLite schema stores numeric-looking values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25816,"cached_input_tokens":24960,"output_tokens":397,"reasoning_output_tokens":287}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..580c92541a8e51c800ca6b7a20089e326b2cb33e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"marital\",\n AVG(CAST(\"campaign\" AS REAL)) OVER (PARTITION BY \"marital\") AS \"avg_measure\"\nFROM \"m8\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the provided Window Partition Average template with group_col=\"marital\" and measure_col=\"campaign\". Cast \"campaign\" to REAL because the SQLite schema stores numeric-looking values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..fcb48c890aaf1204add7cdfa983732d707d23aa8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=marital, measure_col=campaign. +Result preview: [{"marital": "married", "avg_measure": 2.8428749908135518}, {"marital": "single", "avg_measure": 2.649804534792807}, {"marital": "divorced", "avg_measure": 2.6308815056654504}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..dec3153d356c70fa38f12550f5a70fad2ee56e01 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_99cb863cc37f073c +-- problem_id: v2p_m8_92ce520d10c10e68 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "marital", + AVG(CAST("campaign" AS REAL)) OVER (PARTITION BY "marital") AS "avg_measure" +FROM "m8" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f72ea87cc260d7d21a59e86bfead568dad7ca182 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"marital\",\n AVG(CAST(\"campaign\" AS REAL)) OVER (PARTITION BY \"marital\") AS \"avg_measure\"\nFROM \"m8\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"marital\\\",\\n AVG(CAST(\\\"campaign\\\" AS REAL)) OVER (PARTITION BY \\\"marital\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"marital\", \"avg_measure\"], \"rows\": [{\"marital\": \"married\", \"avg_measure\": 2.8428749908135518}, {\"marital\": \"single\", \"avg_measure\": 2.649804534792807}, {\"marital\": \"divorced\", \"avg_measure\": 2.6308815056654504}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 42.4}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f137e0d7a51f628546e418cfbda6f0ecffa424e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:01:46.429784+00:00", + "ended_at": "2026-05-26T01:01:57.860603+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_99cb863cc37f073c", + "problem_id": "v2p_m8_92ce520d10c10e68", + "dataset_id": "m8", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=marital, measure_col=campaign.", + "bindings": { + "group_col": "marital", + "measure_col": "campaign", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=137" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_99cb863cc37f073c.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_99cb863cc37f073c", + "api_calls": 0, + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 397, + "total_tokens": 26213, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2521, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2625, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11382.44, + "sql_execution_elapsed_ms_total": 42.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..24c356a9a12f8bd4eed18d5cc38e0f1236574821 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:01:57.816779+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11382.44, "started_at": "2026-05-26T01:01:46.431805+00:00", "ended_at": "2026-05-26T01:01:57.814313+00:00", "prompt_metrics": {"chars": 9038, "bytes_utf8": 9038, "lines": 300, "estimated_tokens": 2521}, "response_metrics": {"chars": 427, "bytes_utf8": 427, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 25816, "cached_input_tokens": 24960, "output_tokens": 397, "reasoning_output_tokens": 287}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"marital\\\",\\n AVG(CAST(\\\"campaign\\\" AS REAL)) OVER (PARTITION BY \\\"marital\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the provided Window Partition Average template with group_col=\\\"marital\\\" and measure_col=\\\"campaign\\\". Cast \\\"campaign\\\" to REAL because the SQLite schema stores numeric-looking values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..43f21782101a1b7a002db3175f3ef584bc6758e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_99cb863cc37f073c", + "api_calls": 0, + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 397, + "total_tokens": 26213, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2521, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2625, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11382.44, + "sql_execution_elapsed_ms_total": 42.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_99cb863cc37f073c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7a59c5d84a7acd2b899796584b2c89bf6a0fc55f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9204, "bytes_utf8": 9204, "lines": 303, "estimated_tokens": 2570}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 414, "bytes_utf8": 414, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 25865, "cached_input_tokens": 24960, "output_tokens": 520, "reasoning_output_tokens": 410}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..61b5728742ba7aa2a49bf1257e2b4e925c48d63a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_9a5c87d4735ec104", + "api_calls": 0, + "input_tokens": 25865, + "cached_input_tokens": 24960, + "output_tokens": 520, + "total_tokens": 26385, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2570, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2674, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14304.18, + "sql_execution_elapsed_ms_total": 9.53, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fe28039691bd2c8da72315e01b321562c85957e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:01:57.862422+00:00", + "ended_at": "2026-05-26T01:02:12.166694+00:00", + "elapsed_ms": 14304.18, + "prompt_metrics": { + "chars": 9204, + "bytes_utf8": 9204, + "lines": 303, + "estimated_tokens": 2570 + }, + "stdout_metrics": { + "chars": 777, + "bytes_utf8": 777, + "lines": 4, + "estimated_tokens": 221 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 103 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 414, + "bytes_utf8": 414, + "lines": 1, + "estimated_tokens": 104 + }, + "usage": { + "input_tokens": 25865, + "cached_input_tokens": 24960, + "output_tokens": 520, + "reasoning_output_tokens": 410 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5853d1ffddd720fef3feb981c92b1bf51090801c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=campaign, condition_col=loan.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "campaign", + "condition_col": "loan", + "condition_value": "yes", + "positive_value": "no", + "negative_value": "yes", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 21.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ce5a854a17301c5b889dd56a736da1e8d2d44595 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cd-7f09-7743-a0cd-e2a292d26c29"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"campaign\\\",\\n AVG(CASE WHEN \\\"loan\\\" = 'yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"campaign\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"campaign\\\" and condition_col=\\\"loan\\\", measuring the share of rows where loan='yes' within each campaign group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25865,"cached_input_tokens":24960,"output_tokens":520,"reasoning_output_tokens":410}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea6f474957217e3bfee2b55aabc4004e4e94c4e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"campaign\",\n AVG(CASE WHEN \"loan\" = 'yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"campaign\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned Grouped Condition Rate template with group_col=\"campaign\" and condition_col=\"loan\", measuring the share of rows where loan='yes' within each campaign group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c6e33602ca572d0c750124623b418b32bd831eed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:02:11.600645Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61cd-7f09-7743-a0cd-e2a292d26c29.1779757317897682000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a9c92cbb1caf01b0cc446e60d070744639dac051 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=campaign, condition_col=loan. +Result preview: [{"campaign": "50", "condition_rate": 0.5}, {"campaign": "36", "condition_rate": 0.5}, {"campaign": "29", "condition_rate": 0.4375}, {"campaign": "27", "condition_rate": 0.4}, {"campaign": "30", "condition_rate": 0.375}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e4f43393ef10315401fdeb6f02e15486461fb29c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_9a5c87d4735ec104 +-- problem_id: v2p_m8_3808ca06f7a51e6d +-- realization_mode: agent +-- source_kind: agent +SELECT "campaign", + AVG(CASE WHEN "loan" = 'yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "campaign" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ff3527e7c1e38134580faf2c3b3a2868c5cc2ef3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"campaign\",\n AVG(CASE WHEN \"loan\" = 'yes' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"campaign\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"campaign\\\",\\n AVG(CASE WHEN \\\"loan\\\" = 'yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"campaign\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"campaign\", \"condition_rate\"], \"rows\": [{\"campaign\": \"50\", \"condition_rate\": 0.5}, {\"campaign\": \"36\", \"condition_rate\": 0.5}, {\"campaign\": \"29\", \"condition_rate\": 0.4375}, {\"campaign\": \"27\", \"condition_rate\": 0.4}, {\"campaign\": \"30\", \"condition_rate\": 0.375}, {\"campaign\": \"43\", \"condition_rate\": 0.3333333333333333}, {\"campaign\": \"33\", \"condition_rate\": 0.3333333333333333}, {\"campaign\": \"16\", \"condition_rate\": 0.25316455696202533}, {\"campaign\": \"31\", \"condition_rate\": 0.25}, {\"campaign\": \"24\", \"condition_rate\": 0.25}, {\"campaign\": \"25\", \"condition_rate\": 0.22727272727272727}, {\"campaign\": \"32\", \"condition_rate\": 0.2222222222222222}, {\"campaign\": \"22\", \"condition_rate\": 0.21739130434782608}, {\"campaign\": \"20\", \"condition_rate\": 0.20930232558139536}, {\"campaign\": \"34\", \"condition_rate\": 0.2}, {\"campaign\": \"10\", \"condition_rate\": 0.19924812030075187}, {\"campaign\": \"15\", \"condition_rate\": 0.19047619047619047}, {\"campaign\": \"28\", \"condition_rate\": 0.1875}, {\"campaign\": \"19\", \"condition_rate\": 0.18181818181818182}, {\"campaign\": \"13\", \"condition_rate\": 0.18045112781954886}, {\"campaign\": \"18\", \"condition_rate\": 0.17647058823529413}, {\"campaign\": \"21\", \"condition_rate\": 0.17142857142857143}, {\"campaign\": \"11\", \"condition_rate\": 0.1691542288557214}, {\"campaign\": \"7\", \"condition_rate\": 0.16326530612244897}, {\"campaign\": \"3\", \"condition_rate\": 0.16283282014127876}, {\"campaign\": \"1\", \"condition_rate\": 0.1612517099863201}, {\"campaign\": \"5\", \"condition_rate\": 0.16043083900226757}, {\"campaign\": \"4\", \"condition_rate\": 0.15956842703009655}, {\"campaign\": \"6\", \"condition_rate\": 0.15956622773044152}, {\"campaign\": \"2\", \"condition_rate\": 0.15593762495002}, {\"campaign\": \"8\", \"condition_rate\": 0.15555555555555556}, {\"campaign\": \"26\", \"condition_rate\": 0.15384615384615385}, {\"campaign\": \"12\", \"condition_rate\": 0.13548387096774195}, {\"campaign\": \"9\", \"condition_rate\": 0.1345565749235474}, {\"campaign\": \"17\", \"condition_rate\": 0.13043478260869565}, {\"campaign\": \"14\", \"condition_rate\": 0.10752688172043011}, {\"campaign\": \"23\", \"condition_rate\": 0.09090909090909091}, {\"campaign\": \"63\", \"condition_rate\": 0.0}, {\"campaign\": \"58\", \"condition_rate\": 0.0}, {\"campaign\": \"55\", \"condition_rate\": 0.0}, {\"campaign\": \"51\", \"condition_rate\": 0.0}, {\"campaign\": \"46\", \"condition_rate\": 0.0}, {\"campaign\": \"44\", \"condition_rate\": 0.0}, {\"campaign\": \"41\", \"condition_rate\": 0.0}, {\"campaign\": \"39\", \"condition_rate\": 0.0}, {\"campaign\": \"38\", \"condition_rate\": 0.0}, {\"campaign\": \"37\", \"condition_rate\": 0.0}, {\"campaign\": \"35\", \"condition_rate\": 0.0}], \"row_count_returned\": 48, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 9.53}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..18fe99f9ec2cbdae66eddb7c700768f7412d5751 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:01:57.860977+00:00", + "ended_at": "2026-05-26T01:02:12.180796+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_9a5c87d4735ec104", + "problem_id": "v2p_m8_3808ca06f7a51e6d", + "dataset_id": "m8", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=campaign, condition_col=loan.", + "bindings": { + "group_col": "campaign", + "condition_col": "loan", + "condition_value": "yes", + "positive_value": "no", + "negative_value": "yes", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 21.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=100" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_9a5c87d4735ec104.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_9a5c87d4735ec104", + "api_calls": 0, + "input_tokens": 25865, + "cached_input_tokens": 24960, + "output_tokens": 520, + "total_tokens": 26385, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2570, + "estimated_output_tokens": 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AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61cd-7f09-7743-a0cd-e2a292d26c29.1779757317897682000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"campaign\\\",\\n AVG(CASE WHEN \\\"loan\\\" = 'yes' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"campaign\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"campaign\\\" and condition_col=\\\"loan\\\", measuring the share of rows where loan='yes' within each campaign group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9a5c87d4735ec104/usage_summary.json new file mode 100644 index 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structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..15ef9274a3d05fa8f2d016927677b0589ca61845 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9202, "bytes_utf8": 9202, "lines": 303, "estimated_tokens": 2571}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 375, "bytes_utf8": 375, "lines": 1, "estimated_tokens": 98}, "usage": {"input_tokens": 25866, "cached_input_tokens": 25472, "output_tokens": 601, "reasoning_output_tokens": 497}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..28673568b5369a1890d2bde71dc9f274c3c3b9e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_9bea6397a70848da", + "api_calls": 0, + "input_tokens": 25866, + "cached_input_tokens": 25472, + "output_tokens": 601, + "total_tokens": 26467, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2571, + "estimated_output_tokens": 98, + "estimated_total_tokens": 2669, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14045.51, + "sql_execution_elapsed_ms_total": 9.07, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1b33e30b0384f5085eefaa3a2e2e08559a97cc07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:02:12.182607+00:00", + "ended_at": "2026-05-26T01:02:26.228206+00:00", + "elapsed_ms": 14045.51, + "prompt_metrics": { + "chars": 9202, + "bytes_utf8": 9202, + "lines": 303, + "estimated_tokens": 2571 + }, + "stdout_metrics": { + "chars": 738, + "bytes_utf8": 738, + "lines": 4, + "estimated_tokens": 213 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 375, + "bytes_utf8": 375, + "lines": 1, + "estimated_tokens": 98 + }, + "usage": { + "input_tokens": 25866, + "cached_input_tokens": 25472, + "output_tokens": 601, + "reasoning_output_tokens": 497 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..93f2c6798135a02dab9e6b61c81f5adb32182af7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=day, condition_col=default.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "day", + "condition_col": "default", + "condition_value": "no", + "positive_value": "no", + "negative_value": "yes", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 48.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b036e10f07dfd80f9076e91ae6e263b21b5b1661 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cd-b6fc-7762-85a7-7b796fb632d1"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"day\\\",\\n AVG(CASE WHEN \\\"default\\\" = 'no' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"day\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned grouped condition rate template directly, grouping by \\\"day\\\" and computing the within-group proportion where \\\"default\\\" = 'no'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25866,"cached_input_tokens":25472,"output_tokens":601,"reasoning_output_tokens":497}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ace9196d2a670d5cbca8dd8b456e1c14661e5fd2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"day\",\n AVG(CASE WHEN \"default\" = 'no' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"day\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned grouped condition rate template directly, grouping by \"day\" and computing the within-group proportion where \"default\" = 'no'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ba891ca3518bed6ecd4d84ae92e85468cf23a4f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=day, condition_col=default. +Result preview: [{"day": "5", "condition_rate": 0.9884816753926702}, {"day": "17", "condition_rate": 0.9876224858174316}, {"day": "1", "condition_rate": 0.9875776397515528}, {"day": "13", "condition_rate": 0.9873817034700315}, {"day": "15", "condition_rate": 0.987081620669407}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..68b006ec7bc8c3f40250c4a32e14e2440faae47e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_9bea6397a70848da +-- problem_id: v2p_m8_14a37bc02aac7731 +-- realization_mode: agent +-- source_kind: agent +SELECT "day", + AVG(CASE WHEN "default" = 'no' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "day" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..896ce0931ccdee9bb307361bda0253bafefcc12e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"day\",\n AVG(CASE WHEN \"default\" = 'no' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"day\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"day\\\",\\n AVG(CASE WHEN \\\"default\\\" = 'no' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"day\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"day\", \"condition_rate\"], \"rows\": [{\"day\": \"5\", \"condition_rate\": 0.9884816753926702}, {\"day\": \"17\", \"condition_rate\": 0.9876224858174316}, {\"day\": \"1\", \"condition_rate\": 0.9875776397515528}, {\"day\": \"13\", \"condition_rate\": 0.9873817034700315}, {\"day\": \"15\", \"condition_rate\": 0.987081620669407}, {\"day\": \"12\", \"condition_rate\": 0.9862757330006239}, {\"day\": \"14\", \"condition_rate\": 0.9859307359307359}, {\"day\": \"22\", \"condition_rate\": 0.9856353591160221}, {\"day\": \"20\", \"condition_rate\": 0.9847383720930233}, {\"day\": \"26\", \"condition_rate\": 0.9845410628019323}, {\"day\": \"16\", \"condition_rate\": 0.984452296819788}, {\"day\": \"4\", \"condition_rate\": 0.9840830449826989}, {\"day\": \"2\", \"condition_rate\": 0.982985305491106}, {\"day\": \"19\", \"condition_rate\": 0.9823562891291975}, {\"day\": \"11\", \"condition_rate\": 0.9817444219066938}, {\"day\": \"8\", \"condition_rate\": 0.9815418023887079}, {\"day\": \"30\", \"condition_rate\": 0.9814814814814815}, {\"day\": \"29\", \"condition_rate\": 0.9810888252148997}, {\"day\": \"9\", \"condition_rate\": 0.9801409352978859}, {\"day\": \"3\", \"condition_rate\": 0.9796107506950881}, {\"day\": \"10\", \"condition_rate\": 0.9790076335877863}, {\"day\": \"6\", \"condition_rate\": 0.9787784679089027}, {\"day\": \"27\", \"condition_rate\": 0.9785905441570026}, {\"day\": \"25\", \"condition_rate\": 0.9785714285714285}, {\"day\": \"28\", \"condition_rate\": 0.9781420765027322}, {\"day\": \"7\", \"condition_rate\": 0.9779856906989544}, {\"day\": \"18\", \"condition_rate\": 0.9774696707105719}, {\"day\": \"21\", \"condition_rate\": 0.9768015794669299}, {\"day\": \"23\", \"condition_rate\": 0.9744408945686901}, {\"day\": \"31\", \"condition_rate\": 0.9704510108864697}, {\"day\": \"24\", \"condition_rate\": 0.9686800894854586}], \"row_count_returned\": 31, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 9.07}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..86cfe6d80624fa5a7b9187ced8402a2c78b8f597 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:02:12.181162+00:00", + "ended_at": "2026-05-26T01:02:26.241150+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_9bea6397a70848da", + "problem_id": "v2p_m8_14a37bc02aac7731", + "dataset_id": "m8", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=day, condition_col=default.", + "bindings": { + "group_col": "day", + "condition_col": "default", + "condition_value": "no", + "positive_value": "no", + "negative_value": "yes", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 48.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=98" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_9bea6397a70848da.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_9bea6397a70848da", + "api_calls": 0, + "input_tokens": 25866, + "cached_input_tokens": 25472, + "output_tokens": 601, + "total_tokens": 26467, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2571, + "estimated_output_tokens": 98, + "estimated_total_tokens": 2669, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14045.51, + "sql_execution_elapsed_ms_total": 9.07, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4f871e46fc287334315894b310f6ff213917d007 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:02:26.230576+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14045.51, "started_at": "2026-05-26T01:02:12.182607+00:00", "ended_at": "2026-05-26T01:02:26.228206+00:00", "prompt_metrics": {"chars": 9202, "bytes_utf8": 9202, "lines": 303, "estimated_tokens": 2571}, "response_metrics": {"chars": 375, "bytes_utf8": 375, "lines": 1, "estimated_tokens": 98}, "usage": {"input_tokens": 25866, "cached_input_tokens": 25472, "output_tokens": 601, "reasoning_output_tokens": 497}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"day\\\",\\n AVG(CASE WHEN \\\"default\\\" = 'no' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"day\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned grouped condition rate template directly, grouping by \\\"day\\\" and computing the within-group proportion where \\\"default\\\" = 'no'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..de13646995ad99e0898161e6509b642d1944e1b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9bea6397a70848da/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_9bea6397a70848da", + "api_calls": 0, + "input_tokens": 25866, + "cached_input_tokens": 25472, + "output_tokens": 601, + "total_tokens": 26467, + "cost_usd": 0.0, 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9262, "bytes_utf8": 9262, "lines": 304, "estimated_tokens": 2601}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 372, "bytes_utf8": 372, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 25896, "cached_input_tokens": 22912, "output_tokens": 469, "reasoning_output_tokens": 362}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..db636107d13d1589813759c6483373285af4adba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_9cf8fe071bca3be5", + "api_calls": 0, + "input_tokens": 25896, + "cached_input_tokens": 22912, + "output_tokens": 469, + "total_tokens": 26365, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2601, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2702, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12632.69, + "sql_execution_elapsed_ms_total": 4.19, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d81412b3c112aeb215a798867c1f46b2dcc0dbbc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:02:26.242879+00:00", + "ended_at": "2026-05-26T01:02:38.875655+00:00", + "elapsed_ms": 12632.69, + "prompt_metrics": { + "chars": 9262, + "bytes_utf8": 9262, + "lines": 304, + "estimated_tokens": 2601 + }, + "stdout_metrics": { + "chars": 747, + "bytes_utf8": 747, + "lines": 4, + "estimated_tokens": 221 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 372, + "bytes_utf8": 372, + "lines": 1, + "estimated_tokens": 101 + }, + "usage": { + "input_tokens": 25896, + "cached_input_tokens": 22912, + "output_tokens": 469, + "reasoning_output_tokens": 362 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b42174db39060fd2036126d4ed24fe2ce5958272 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,304 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=education, group_col_2=y.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "education", + "group_col_2": "y", + "predicate_col": "poutcome", + "predicate_op": "=", + "predicate_value": "failure", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 48.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..41f30d5710b317e271dfa53a3a47e064f8a50db4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cd-edec-7651-a06b-45d0c2b944ed"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"education\\\", \\\"y\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"poutcome\\\" = 'failure'\\nGROUP BY \\\"education\\\", \\\"y\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with \\\"education\\\" and \\\"y\\\", restricted to rows where \\\"poutcome\\\" = 'failure'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25896,"cached_input_tokens":22912,"output_tokens":469,"reasoning_output_tokens":362}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2643a58ada9b7d7cce6ad533ad3ef96d5b0cef2d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"education\", \"y\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nWHERE \"poutcome\" = 'failure'\nGROUP BY \"education\", \"y\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned filtered two-dimensional group count template with \"education\" and \"y\", restricted to rows where \"poutcome\" = 'failure'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..60c98933d27670405873789cf46a7b7109bea5c8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:02:38.277214Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61cd-edec-7651-a06b-45d0c2b944ed.1779757346284820000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ffdaa6f860b9ce78e9f7537f01750622a5f981c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=education, group_col_2=y. +Result preview: [{"education": "secondary", "y": "no", "row_count": 2307}, {"education": "tertiary", "y": "no", "row_count": 1241}, {"education": "primary", "y": "no", "row_count": 586}, {"education": "secondary", "y": "yes", "row_count": 282}, {"education": "tertiary", "y": "yes", "row_count": 251}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..fc83bb1dd188afdeda2fe10ac5c96bc601b711c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m8_9cf8fe071bca3be5 +-- problem_id: v2p_m8_564f9198e065d1e0 +-- realization_mode: agent +-- source_kind: agent +SELECT "education", "y", COUNT(*) AS "row_count" +FROM "m8" +WHERE "poutcome" = 'failure' +GROUP BY "education", "y" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..acd3d05e02f7424fa8bab69ec6b70514d4accbc1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"education\", \"y\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nWHERE \"poutcome\" = 'failure'\nGROUP BY \"education\", \"y\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"education\\\", \\\"y\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"poutcome\\\" = 'failure'\\nGROUP BY \\\"education\\\", \\\"y\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"education\", \"y\", \"row_count\"], \"rows\": [{\"education\": \"secondary\", \"y\": \"no\", \"row_count\": 2307}, {\"education\": \"tertiary\", \"y\": \"no\", \"row_count\": 1241}, {\"education\": \"primary\", \"y\": \"no\", \"row_count\": 586}, {\"education\": \"secondary\", \"y\": \"yes\", \"row_count\": 282}, {\"education\": \"tertiary\", \"y\": \"yes\", \"row_count\": 251}, {\"education\": \"unknown\", \"y\": \"no\", \"row_count\": 149}, {\"education\": \"primary\", \"y\": \"yes\", \"row_count\": 57}, {\"education\": \"unknown\", \"y\": \"yes\", \"row_count\": 28}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 4.19}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..41f34f212faa5c6f8272b3c648966bbe4a864441 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:02:26.241532+00:00", + "ended_at": "2026-05-26T01:02:38.884576+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_9cf8fe071bca3be5", + "problem_id": "v2p_m8_564f9198e065d1e0", + "dataset_id": "m8", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=education, group_col_2=y.", + "bindings": { + "group_col": "education", + "group_col_2": "y", + "predicate_col": "poutcome", + "predicate_op": "=", + "predicate_value": "failure", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 48.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=49" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_9cf8fe071bca3be5.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_9cf8fe071bca3be5", + "api_calls": 0, + "input_tokens": 25896, + "cached_input_tokens": 22912, + "output_tokens": 469, + "total_tokens": 26365, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2601, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2702, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12632.69, + "sql_execution_elapsed_ms_total": 4.19, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3341c7d8307fc9623942d2e8aa479c562480518b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:02:38.878935+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12632.69, "started_at": "2026-05-26T01:02:26.242879+00:00", "ended_at": "2026-05-26T01:02:38.875655+00:00", "prompt_metrics": {"chars": 9262, "bytes_utf8": 9262, "lines": 304, "estimated_tokens": 2601}, "response_metrics": {"chars": 372, "bytes_utf8": 372, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 25896, "cached_input_tokens": 22912, "output_tokens": 469, "reasoning_output_tokens": 362}, "stderr_preview": "2026-05-26T01:02:38.277214Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61cd-edec-7651-a06b-45d0c2b944ed.1779757346284820000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"education\\\", \\\"y\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"poutcome\\\" = 'failure'\\nGROUP BY \\\"education\\\", \\\"y\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with \\\"education\\\" and \\\"y\\\", restricted to rows where \\\"poutcome\\\" = 'failure'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6b3208a8d96004b07e66487f6f615f4e54ea598e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_9cf8fe071bca3be5", + "api_calls": 0, + "input_tokens": 25896, + "cached_input_tokens": 22912, + "output_tokens": 469, + "total_tokens": 26365, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2601, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2702, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12632.69, + "sql_execution_elapsed_ms_total": 4.19, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_9cf8fe071bca3be5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f407f76244e5fbca072d3c360ad15fdfe038838c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9224, "bytes_utf8": 9224, "lines": 303, "estimated_tokens": 2575}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 387, "bytes_utf8": 387, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 25870, "cached_input_tokens": 24960, "output_tokens": 623, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2bb810d35412c3020f36beb14b0d0b477ac68f43 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_a56ab0ee48afce1e", + "api_calls": 0, + "input_tokens": 25870, + "cached_input_tokens": 24960, + "output_tokens": 623, + "total_tokens": 26493, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2575, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2676, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15525.01, + "sql_execution_elapsed_ms_total": 13.59, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1510c72c6bec552908e9437da8d995fb652e5f78 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:02:38.886285+00:00", + "ended_at": "2026-05-26T01:02:54.411399+00:00", + "elapsed_ms": 15525.01, + "prompt_metrics": { + "chars": 9224, + "bytes_utf8": 9224, + "lines": 303, + "estimated_tokens": 2575 + }, + "stdout_metrics": { + "chars": 742, + "bytes_utf8": 742, + "lines": 4, + "estimated_tokens": 214 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 387, + "bytes_utf8": 387, + "lines": 1, + "estimated_tokens": 101 + }, + "usage": { + "input_tokens": 25870, + "cached_input_tokens": 24960, + "output_tokens": 623, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..66accd8b70641d437cb65a87f34b7edf4872cf32 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=contact, condition_col=education.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "contact", + "condition_col": "education", + "condition_value": "tertiary", + "positive_value": "secondary", + "negative_value": "tertiary", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2c622e4f3df94bb37afae18128b71336c8f0068a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ce-1f4d-7370-aa8d-4a326c7d2921"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"contact\\\",\\n AVG(CASE WHEN \\\"education\\\" = 'tertiary' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"contact\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template to compute, for each contact type, the within-group proportion of rows where education is 'tertiary'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25870,"cached_input_tokens":24960,"output_tokens":623,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..faf04d64c8165f0adb0439e726c9580101e169df --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"contact\",\n AVG(CASE WHEN \"education\" = 'tertiary' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"contact\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the Grouped Condition Rate template to compute, for each contact type, the within-group proportion of rows where education is 'tertiary'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9320df7f3d6567bb9f3290d35ea37dfa4236ebdd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=contact, condition_col=education. +Result preview: [{"contact": "cellular", "condition_rate": 0.34280348301178076}, {"contact": "telephone", "condition_rate": 0.21644872677219545}, {"contact": "unknown", "condition_rate": 0.2022273425499232}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e5740ac5daa0303b0a82176bbd42d8a71f371ebc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_a56ab0ee48afce1e +-- problem_id: v2p_m8_70016dbca18ea475 +-- realization_mode: agent +-- source_kind: agent +SELECT "contact", + AVG(CASE WHEN "education" = 'tertiary' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "contact" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dec67210690867fa6f7d847e2683583b702b437d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"contact\",\n AVG(CASE WHEN \"education\" = 'tertiary' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"contact\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"contact\\\",\\n AVG(CASE WHEN \\\"education\\\" = 'tertiary' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"contact\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"contact\", \"condition_rate\"], \"rows\": [{\"contact\": \"cellular\", \"condition_rate\": 0.34280348301178076}, {\"contact\": \"telephone\", \"condition_rate\": 0.21644872677219545}, {\"contact\": \"unknown\", \"condition_rate\": 0.2022273425499232}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 13.59}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bb6417d16cc1513404c9006b10b418cbefabdc3f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:02:38.885004+00:00", + "ended_at": "2026-05-26T01:02:54.429332+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_a56ab0ee48afce1e", + "problem_id": "v2p_m8_70016dbca18ea475", + "dataset_id": "m8", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=contact, condition_col=education.", + "bindings": { + "group_col": "contact", + "condition_col": "education", + "condition_value": "tertiary", + "positive_value": "secondary", + "negative_value": "tertiary", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=97" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_a56ab0ee48afce1e.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_a56ab0ee48afce1e", + "api_calls": 0, + "input_tokens": 25870, + "cached_input_tokens": 24960, + "output_tokens": 623, + "total_tokens": 26493, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2575, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2676, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15525.01, + "sql_execution_elapsed_ms_total": 13.59, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..25e8942db818e71f139ccaac1b6f8c468de06736 --- /dev/null +++ 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\\\"contact\\\",\\n AVG(CASE WHEN \\\"education\\\" = 'tertiary' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"contact\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template to compute, for each contact type, the within-group proportion of rows where education is 'tertiary'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d7157aaecf2a04053e747dce71a82793ac1e4e7a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_a56ab0ee48afce1e", + "api_calls": 0, + "input_tokens": 25870, + "cached_input_tokens": 24960, + "output_tokens": 623, + "total_tokens": 26493, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2575, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2676, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15525.01, + "sql_execution_elapsed_ms_total": 13.59, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a56ab0ee48afce1e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/conversation.jsonl new 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..82b6c23a07171b45a6ce1ade9094e1a0ab152f69 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_a5f4857ef1a4f0f1", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 25472, + "output_tokens": 1588, + "total_tokens": 27510, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 180, + "estimated_total_tokens": 2807, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 32013.23, + "sql_execution_elapsed_ms_total": 50.53, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ae9b34d97d613cd76e3f58e316cba6e97428d7df --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:02:54.431561+00:00", + "ended_at": "2026-05-26T01:03:26.444953+00:00", + "elapsed_ms": 32013.23, + "prompt_metrics": { + "chars": 9350, + "bytes_utf8": 9350, + "lines": 302, + "estimated_tokens": 2627 + }, + "stdout_metrics": { + "chars": 1048, + "bytes_utf8": 1048, + "lines": 4, + "estimated_tokens": 329 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 635, + "bytes_utf8": 635, + "lines": 1, + "estimated_tokens": 180 + }, + "usage": { + "input_tokens": 25922, + "cached_input_tokens": 25472, + "output_tokens": 1588, + "reasoning_output_tokens": 1402 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..14367b62eef629fc9c8905d12161ff9dc16d9c20 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=age, measure_col=day.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "age", + "measure_col": "day", + "item_col": "duration", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 21.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2e95db53690fe52b1b924ca7ec36d762e0a6700b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ce-5c07-7391-bd76-8a9288650e05"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"age\\\",\\n \\\"duration\\\",\\n SUM(CAST(\\\"day\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"day\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"day\\\" AS REAL))) OVER (PARTITION BY \\\"age\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"age\\\" IS NOT NULL AND \\\"duration\\\" IS NOT NULL AND \\\"day\\\" IS NOT NULL\\nGROUP BY \\\"age\\\", \\\"duration\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"age\\\", item_col=\\\"duration\\\", and measure_col=\\\"day\\\". Cast \\\"day\\\" to REAL because the schema stores numeric fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25922,"cached_input_tokens":25472,"output_tokens":1588,"reasoning_output_tokens":1402}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f07c338c899f3011b4a8102b25ac02f0818ef48d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"age\",\n \"duration\",\n SUM(CAST(\"day\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"day\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"day\" AS REAL))) OVER (PARTITION BY \"age\") AS \"share_within_group\"\nFROM \"m8\"\nWHERE \"age\" IS NOT NULL AND \"duration\" IS NOT NULL AND \"day\" IS NOT NULL\nGROUP BY \"age\", \"duration\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"age\", item_col=\"duration\", and measure_col=\"day\". Cast \"day\" to REAL because the schema stores numeric fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..96d3c1fb40f305a668c61bc59d2e509190b672c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=age, measure_col=day. +Result preview: [{"age": "94", "duration": "212", "total_measure": 3.0, "share_within_group": 100.0}, {"age": "95", "duration": "207", "total_measure": 21.0, "share_within_group": 95.45454545454545}, {"age": "93", "duration": "860", "total_measure": 22.0, "share_within_group": 84.61538461538461}, {"age": "88", "duration": "161", "total_measure": 15.0, "share_within_group": 83.33333333333333}, {"age": "90", "duration": "152", "total_measure": 13.0, "share_within_group": 81.25}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..fdf085c13d29996010c726506a7a922aae64f105 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_a5f4857ef1a4f0f1 +-- problem_id: v2p_m8_6dc7c90bd23e738d +-- realization_mode: agent +-- source_kind: agent +SELECT + "age", + "duration", + SUM(CAST("day" AS REAL)) AS "total_measure", + SUM(CAST("day" AS REAL)) * 100.0 / SUM(SUM(CAST("day" AS REAL))) OVER (PARTITION BY "age") AS "share_within_group" +FROM "m8" +WHERE "age" IS NOT NULL AND "duration" IS NOT NULL AND "day" IS NOT NULL +GROUP BY "age", "duration" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..83baf66588afc53118a17d964e74b6f14d93990f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"age\",\n \"duration\",\n SUM(CAST(\"day\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"day\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"day\" AS REAL))) OVER (PARTITION BY \"age\") AS \"share_within_group\"\nFROM \"m8\"\nWHERE \"age\" IS NOT NULL AND \"duration\" IS NOT NULL AND \"day\" IS NOT NULL\nGROUP BY \"age\", \"duration\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"age\\\",\\n \\\"duration\\\",\\n SUM(CAST(\\\"day\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"day\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"day\\\" AS REAL))) OVER (PARTITION BY \\\"age\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"age\\\" IS NOT NULL AND \\\"duration\\\" IS NOT NULL AND \\\"day\\\" IS NOT NULL\\nGROUP BY \\\"age\\\", \\\"duration\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"age\", \"duration\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"age\": \"94\", \"duration\": \"212\", \"total_measure\": 3.0, \"share_within_group\": 100.0}, {\"age\": \"95\", \"duration\": \"207\", \"total_measure\": 21.0, \"share_within_group\": 95.45454545454545}, {\"age\": \"93\", \"duration\": \"860\", \"total_measure\": 22.0, \"share_within_group\": 84.61538461538461}, {\"age\": \"88\", \"duration\": \"161\", \"total_measure\": 15.0, \"share_within_group\": 83.33333333333333}, {\"age\": \"90\", \"duration\": \"152\", \"total_measure\": 13.0, \"share_within_group\": 81.25}, {\"age\": \"92\", \"duration\": \"164\", \"total_measure\": 26.0, \"share_within_group\": 54.166666666666664}, {\"age\": \"92\", \"duration\": \"313\", \"total_measure\": 22.0, \"share_within_group\": 45.833333333333336}, {\"age\": \"89\", \"duration\": \"207\", \"total_measure\": 29.0, \"share_within_group\": 38.666666666666664}, {\"age\": \"87\", \"duration\": \"144\", \"total_measure\": 30.0, \"share_within_group\": 38.46153846153846}, {\"age\": \"89\", \"duration\": \"157\", \"total_measure\": 27.0, \"share_within_group\": 36.0}, {\"age\": \"85\", \"duration\": \"416\", \"total_measure\": 30.0, \"share_within_group\": 34.48275862068966}, {\"age\": \"87\", \"duration\": \"749\", \"total_measure\": 21.0, \"share_within_group\": 26.923076923076923}, {\"age\": \"89\", \"duration\": \"2027\", \"total_measure\": 19.0, \"share_within_group\": 25.333333333333332}, {\"age\": \"86\", \"duration\": \"189\", \"total_measure\": 26.0, \"share_within_group\": 21.666666666666668}, {\"age\": \"85\", \"duration\": \"355\", \"total_measure\": 18.0, \"share_within_group\": 20.689655172413794}, {\"age\": \"84\", \"duration\": \"62\", \"total_measure\": 30.0, \"share_within_group\": 19.23076923076923}, {\"age\": \"84\", \"duration\": \"992\", \"total_measure\": 30.0, \"share_within_group\": 19.23076923076923}, {\"age\": \"87\", \"duration\": \"150\", \"total_measure\": 15.0, \"share_within_group\": 19.23076923076923}, {\"age\": \"90\", \"duration\": \"557\", \"total_measure\": 3.0, \"share_within_group\": 18.75}, {\"age\": \"84\", \"duration\": \"679\", \"total_measure\": 28.0, \"share_within_group\": 17.94871794871795}, {\"age\": \"18\", \"duration\": \"130\", \"total_measure\": 25.0, \"share_within_group\": 17.6056338028169}, {\"age\": \"85\", \"duration\": \"233\", \"total_measure\": 15.0, \"share_within_group\": 17.24137931034483}, {\"age\": \"18\", \"duration\": \"143\", \"total_measure\": 24.0, \"share_within_group\": 16.901408450704224}, {\"age\": \"84\", \"duration\": \"185\", \"total_measure\": 26.0, \"share_within_group\": 16.666666666666668}, {\"age\": \"88\", \"duration\": \"318\", \"total_measure\": 3.0, \"share_within_group\": 16.666666666666668}, {\"age\": \"87\", \"duration\": \"512\", \"total_measure\": 12.0, \"share_within_group\": 15.384615384615385}, {\"age\": \"93\", \"duration\": \"476\", \"total_measure\": 4.0, \"share_within_group\": 15.384615384615385}, {\"age\": \"86\", \"duration\": \"165\", \"total_measure\": 18.0, \"share_within_group\": 15.0}, {\"age\": \"18\", \"duration\": \"104\", \"total_measure\": 21.0, \"share_within_group\": 14.788732394366198}, {\"age\": \"85\", \"duration\": \"140\", \"total_measure\": 12.0, \"share_within_group\": 13.793103448275861}, {\"age\": \"85\", \"duration\": \"165\", \"total_measure\": 12.0, \"share_within_group\": 13.793103448275861}, {\"age\": \"86\", \"duration\": \"272\", \"total_measure\": 16.0, \"share_within_group\": 13.333333333333334}, {\"age\": \"86\", \"duration\": \"141\", \"total_measure\": 15.0, \"share_within_group\": 12.5}, {\"age\": \"86\", \"duration\": \"192\", \"total_measure\": 14.0, \"share_within_group\": 11.666666666666666}, {\"age\": \"86\", \"duration\": \"247\", \"total_measure\": 14.0, \"share_within_group\": 11.666666666666666}, {\"age\": \"76\", \"duration\": \"170\", \"total_measure\": 58.0, \"share_within_group\": 11.623246492985972}, {\"age\": \"84\", \"duration\": \"353\", \"total_measure\": 18.0, \"share_within_group\": 11.538461538461538}, {\"age\": \"83\", \"duration\": \"664\", \"total_measure\": 31.0, \"share_within_group\": 10.130718954248366}, {\"age\": \"81\", \"duration\": \"131\", \"total_measure\": 27.0, \"share_within_group\": 10.074626865671641}, {\"age\": \"81\", \"duration\": \"188\", \"total_measure\": 27.0, \"share_within_group\": 10.074626865671641}, {\"age\": \"81\", \"duration\": \"340\", \"total_measure\": 27.0, \"share_within_group\": 10.074626865671641}, {\"age\": \"83\", \"duration\": \"200\", \"total_measure\": 30.0, \"share_within_group\": 9.803921568627452}, {\"age\": \"79\", \"duration\": \"165\", \"total_measure\": 29.0, \"share_within_group\": 9.177215189873417}, {\"age\": \"18\", \"duration\": \"210\", \"total_measure\": 13.0, \"share_within_group\": 9.154929577464788}, {\"age\": \"83\", \"duration\": \"65\", \"total_measure\": 27.0, \"share_within_group\": 8.823529411764707}, {\"age\": \"81\", \"duration\": \"201\", \"total_measure\": 23.0, \"share_within_group\": 8.582089552238806}, {\"age\": \"82\", \"duration\": \"844\", \"total_measure\": 28.0, \"share_within_group\": 8.484848484848484}, {\"age\": \"82\", \"duration\": \"86\", \"total_measure\": 28.0, \"share_within_group\": 8.484848484848484}, {\"age\": \"18\", \"duration\": \"267\", \"total_measure\": 12.0, \"share_within_group\": 8.450704225352112}, {\"age\": \"82\", \"duration\": \"156\", \"total_measure\": 27.0, \"share_within_group\": 8.181818181818182}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 50.53}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ae675cd893c84029435054b8905ca5567e1dc570 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:02:54.429747+00:00", + "ended_at": "2026-05-26T01:03:26.499810+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_a5f4857ef1a4f0f1", + "problem_id": "v2p_m8_6dc7c90bd23e738d", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=age, measure_col=day.", + "bindings": { + "group_col": "age", + "measure_col": "day", + "item_col": "duration", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 21.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=30" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_a5f4857ef1a4f0f1.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_a5f4857ef1a4f0f1", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 25472, + "output_tokens": 1588, + "total_tokens": 27510, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 180, + "estimated_total_tokens": 2807, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 32013.23, + "sql_execution_elapsed_ms_total": 50.53, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d6315381852323ebe49cd9194a406b957484b36e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:03:26.447542+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 32013.23, "started_at": "2026-05-26T01:02:54.431561+00:00", "ended_at": "2026-05-26T01:03:26.444953+00:00", "prompt_metrics": {"chars": 9350, "bytes_utf8": 9350, "lines": 302, "estimated_tokens": 2627}, "response_metrics": {"chars": 635, "bytes_utf8": 635, "lines": 1, "estimated_tokens": 180}, "usage": {"input_tokens": 25922, "cached_input_tokens": 25472, "output_tokens": 1588, "reasoning_output_tokens": 1402}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"age\\\",\\n \\\"duration\\\",\\n SUM(CAST(\\\"day\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"day\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"day\\\" AS REAL))) OVER (PARTITION BY \\\"age\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"age\\\" IS NOT NULL AND \\\"duration\\\" IS NOT NULL AND \\\"day\\\" IS NOT NULL\\nGROUP BY \\\"age\\\", \\\"duration\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"age\\\", item_col=\\\"duration\\\", and measure_col=\\\"day\\\". Cast \\\"day\\\" to REAL because the schema stores numeric fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fbc1452880ac15a5326071966c37fc815c7a99d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a5f4857ef1a4f0f1/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_a5f4857ef1a4f0f1", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 25472, + "output_tokens": 1588, + "total_tokens": 27510, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 180, + "estimated_total_tokens": 2807, + "usage_source": 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+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9356, "bytes_utf8": 9356, "lines": 302, "estimated_tokens": 2626}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 601, "bytes_utf8": 601, "lines": 1, "estimated_tokens": 165}, "usage": {"input_tokens": 25921, "cached_input_tokens": 25472, "output_tokens": 687, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f6594751733499c0bc62182a0c7d9136790296a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:03:26.501851+00:00", + "ended_at": "2026-05-26T01:03:42.270029+00:00", + "elapsed_ms": 15768.08, + "prompt_metrics": { + "chars": 9356, + "bytes_utf8": 9356, + "lines": 302, + "estimated_tokens": 2626 + }, + "stdout_metrics": { + "chars": 1000, + "bytes_utf8": 1000, + "lines": 4, + "estimated_tokens": 307 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 601, + "bytes_utf8": 601, + "lines": 1, + "estimated_tokens": 165 + }, + "usage": { + "input_tokens": 25921, + "cached_input_tokens": 25472, + "output_tokens": 687, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3f850363722d93cf778d41aeea56cbbca386059b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=job, measure_col=duration.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "job", + "measure_col": "duration", + "item_col": "campaign", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 319.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c9b97ceceb2debad2bbc6bab12e8f01fcc0a0486 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ce-d952-7532-8aa6-19cfcf5f45c1"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"job\\\",\\n \\\"campaign\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"duration\\\" AS REAL))) OVER (PARTITION BY \\\"job\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"job\\\", \\\"campaign\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the provided Within-Group Share of Total template with group_col=\\\"job\\\", item_col=\\\"campaign\\\", and measure_col=\\\"duration\\\". CAST to REAL is applied because \\\"duration\\\" is stored as TEXT in the SQLite schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25921,"cached_input_tokens":25472,"output_tokens":687,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..932ee53d645edae969aa07fd4d7fcde8d9898f39 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"job\",\n \"campaign\",\n SUM(CAST(\"duration\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"duration\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"duration\" AS REAL))) OVER (PARTITION BY \"job\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"job\", \"campaign\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the provided Within-Group Share of Total template with group_col=\"job\", item_col=\"campaign\", and measure_col=\"duration\". CAST to REAL is applied because \"duration\" is stored as TEXT in the SQLite schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8bebfa683b94a971bcbcca169f0f65bb8b258fce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=job, measure_col=duration. +Result preview: [{"job": "student", "campaign": "1", "total_measure": 109855.0, "share_within_group": 47.4814577894573}, {"job": "retired", "campaign": "1", "total_measure": 302416.0, "share_within_group": 46.483631679747184}, {"job": "admin.", "campaign": "1", "total_measure": 558732.0, "share_within_group": 43.76366312290329}, {"job": "unemployed", "campaign": "1", "total_measure": 159145.0, "share_within_group": 42.32895002819359}, {"job": "services", "campaign": "1", "total_measure": 430590.0, "share_within_group": 39.97270727156265}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e74f123cdd9eec6548bf85036c56e29ad63c2a1e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_a655f15de8f21257 +-- problem_id: v2p_m8_8e5c03677f4c0c40 +-- realization_mode: agent +-- source_kind: agent +SELECT + "job", + "campaign", + SUM(CAST("duration" AS REAL)) AS "total_measure", + SUM(CAST("duration" AS REAL)) * 100.0 + / SUM(SUM(CAST("duration" AS REAL))) OVER (PARTITION BY "job") AS "share_within_group" +FROM "m8" +GROUP BY "job", "campaign" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9b162c0ac5ab18ecf9292813efb27c07e8ee1308 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"job\",\n \"campaign\",\n SUM(CAST(\"duration\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"duration\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"duration\" AS REAL))) OVER (PARTITION BY \"job\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"job\", \"campaign\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"job\\\",\\n \\\"campaign\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"duration\\\" AS REAL))) OVER (PARTITION BY \\\"job\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"job\\\", \\\"campaign\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"job\", \"campaign\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"job\": \"student\", \"campaign\": \"1\", \"total_measure\": 109855.0, \"share_within_group\": 47.4814577894573}, {\"job\": \"retired\", \"campaign\": \"1\", \"total_measure\": 302416.0, \"share_within_group\": 46.483631679747184}, {\"job\": \"admin.\", \"campaign\": \"1\", \"total_measure\": 558732.0, \"share_within_group\": 43.76366312290329}, {\"job\": \"unemployed\", \"campaign\": \"1\", \"total_measure\": 159145.0, \"share_within_group\": 42.32895002819359}, {\"job\": \"services\", \"campaign\": \"1\", \"total_measure\": 430590.0, \"share_within_group\": 39.97270727156265}, {\"job\": \"unknown\", \"campaign\": \"1\", \"total_measure\": 26813.0, \"share_within_group\": 39.18196165536591}, {\"job\": \"entrepreneur\", \"campaign\": \"1\", \"total_measure\": 147663.0, \"share_within_group\": 38.743270048172285}, {\"job\": \"self-employed\", \"campaign\": \"1\", \"total_measure\": 162309.0, \"share_within_group\": 38.33286098908885}, {\"job\": \"blue-collar\", \"campaign\": \"1\", \"total_measure\": 971792.0, \"share_within_group\": 37.982019559454976}, {\"job\": \"management\", \"campaign\": \"1\", \"total_measure\": 903054.0, \"share_within_group\": 37.59135026050122}, {\"job\": \"technician\", \"campaign\": \"1\", \"total_measure\": 700475.0, \"share_within_group\": 36.45802701165189}, {\"job\": \"housemaid\", \"campaign\": \"1\", \"total_measure\": 107081.0, \"share_within_group\": 35.1289108761478}, {\"job\": \"technician\", \"campaign\": \"2\", \"total_measure\": 597281.0, \"share_within_group\": 31.087029275201047}, {\"job\": \"blue-collar\", \"campaign\": \"2\", \"total_measure\": 787628.0, \"share_within_group\": 30.784058833139603}, {\"job\": \"housemaid\", \"campaign\": \"2\", \"total_measure\": 90555.0, \"share_within_group\": 29.707403968860618}, {\"job\": \"unemployed\", \"campaign\": \"2\", \"total_measure\": 111524.0, \"share_within_group\": 29.662847233304607}, {\"job\": \"services\", \"campaign\": \"2\", \"total_measure\": 318033.0, \"share_within_group\": 29.5237697384911}, {\"job\": \"management\", \"campaign\": \"2\", \"total_measure\": 689079.0, \"share_within_group\": 28.68423155886129}, {\"job\": \"admin.\", \"campaign\": \"2\", \"total_measure\": 364668.0, \"share_within_group\": 28.563260210088014}, {\"job\": \"retired\", \"campaign\": \"2\", \"total_measure\": 182028.0, \"share_within_group\": 27.979083472438695}, {\"job\": \"self-employed\", \"campaign\": \"2\", \"total_measure\": 118347.0, \"share_within_group\": 27.95026215105569}, {\"job\": \"student\", \"campaign\": \"2\", \"total_measure\": 64368.0, \"share_within_group\": 27.821095762521395}, {\"job\": \"entrepreneur\", \"campaign\": \"2\", \"total_measure\": 103539.0, \"share_within_group\": 27.16617864676805}, {\"job\": \"unknown\", \"campaign\": \"2\", \"total_measure\": 15902.0, \"share_within_group\": 23.23766658873042}, {\"job\": \"self-employed\", \"campaign\": \"3\", \"total_measure\": 60130.0, \"share_within_group\": 14.201029710452978}, {\"job\": \"blue-collar\", \"campaign\": \"3\", \"total_measure\": 351920.0, \"share_within_group\": 13.754622721079608}, {\"job\": \"housemaid\", \"campaign\": \"3\", \"total_measure\": 40956.0, \"share_within_group\": 13.435994003077196}, {\"job\": \"technician\", \"campaign\": \"3\", \"total_measure\": 255426.0, \"share_within_group\": 13.294304589711547}, {\"job\": \"entrepreneur\", \"campaign\": \"3\", \"total_measure\": 50527.0, \"share_within_group\": 13.257086783581542}, {\"job\": \"unemployed\", \"campaign\": \"3\", \"total_measure\": 49627.0, \"share_within_group\": 13.199653165661273}, {\"job\": \"unknown\", \"campaign\": \"3\", \"total_measure\": 8749.0, \"share_within_group\": 12.784954407294833}, {\"job\": \"management\", \"campaign\": \"3\", \"total_measure\": 306531.0, \"share_within_group\": 12.759939258008602}, {\"job\": \"student\", \"campaign\": \"3\", \"total_measure\": 28552.0, \"share_within_group\": 12.340727165851213}, {\"job\": \"services\", \"campaign\": \"3\", \"total_measure\": 131571.0, \"share_within_group\": 12.214052970172947}, {\"job\": \"admin.\", \"campaign\": \"3\", \"total_measure\": 150090.0, \"share_within_group\": 11.756062294832862}, {\"job\": \"retired\", \"campaign\": \"3\", \"total_measure\": 65639.0, \"share_within_group\": 10.089211879751485}, {\"job\": \"housemaid\", \"campaign\": \"4\", \"total_measure\": 27237.0, \"share_within_group\": 8.935349366681647}, {\"job\": \"technician\", \"campaign\": \"4\", \"total_measure\": 163877.0, \"share_within_group\": 8.529400895947003}, {\"job\": \"management\", \"campaign\": \"4\", \"total_measure\": 200440.0, \"share_within_group\": 8.343698434661565}, {\"job\": \"entrepreneur\", \"campaign\": \"4\", \"total_measure\": 31575.0, \"share_within_group\": 8.284531343471553}, {\"job\": \"self-employed\", \"campaign\": \"4\", \"total_measure\": 31962.0, \"share_within_group\": 7.548533371120873}, {\"job\": \"unknown\", \"campaign\": \"4\", \"total_measure\": 5127.0, \"share_within_group\": 7.4921089548749125}, {\"job\": \"services\", \"campaign\": \"4\", \"total_measure\": 80565.0, \"share_within_group\": 7.479043083521319}, {\"job\": \"retired\", \"campaign\": \"4\", \"total_measure\": 48166.0, \"share_within_group\": 7.403479324793341}, {\"job\": \"blue-collar\", \"campaign\": \"4\", \"total_measure\": 188416.0, \"share_within_group\": 7.364148086539371}, {\"job\": \"admin.\", \"campaign\": \"4\", \"total_measure\": 81831.0, \"share_within_group\": 6.409556490428862}, {\"job\": \"unemployed\", \"campaign\": \"4\", \"total_measure\": 21017.0, \"share_within_group\": 5.590043939442299}, {\"job\": \"housemaid\", \"campaign\": \"5\", \"total_measure\": 15478.0, \"share_within_group\": 5.077700829661803}, {\"job\": \"student\", \"campaign\": \"4\", \"total_measure\": 11538.0, \"share_within_group\": 4.986946975328919}, {\"job\": \"unknown\", \"campaign\": \"5\", \"total_measure\": 3200.0, \"share_within_group\": 4.676174888940847}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 20.31}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9ad2acdbcdebc86e14de9b8f4847b665f4f3602f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:03:26.500223+00:00", + "ended_at": "2026-05-26T01:03:42.295499+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_a655f15de8f21257", + "problem_id": "v2p_m8_8e5c03677f4c0c40", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=job, measure_col=duration.", + "bindings": { + "group_col": "job", + "measure_col": "duration", + "item_col": "campaign", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 319.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=31" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_a655f15de8f21257.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_a655f15de8f21257", + "api_calls": 0, + "input_tokens": 25921, + "cached_input_tokens": 25472, + "output_tokens": 687, + "total_tokens": 26608, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2626, + "estimated_output_tokens": 165, + "estimated_total_tokens": 2791, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15768.08, + "sql_execution_elapsed_ms_total": 20.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3869850071ac836804b0f1daa2b294370c7faa28 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:03:42.272496+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15768.08, "started_at": "2026-05-26T01:03:26.501851+00:00", "ended_at": "2026-05-26T01:03:42.270029+00:00", "prompt_metrics": {"chars": 9356, "bytes_utf8": 9356, "lines": 302, "estimated_tokens": 2626}, "response_metrics": {"chars": 601, "bytes_utf8": 601, "lines": 1, "estimated_tokens": 165}, "usage": {"input_tokens": 25921, "cached_input_tokens": 25472, "output_tokens": 687, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"job\\\",\\n \\\"campaign\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"duration\\\" AS REAL))) OVER (PARTITION BY \\\"job\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"job\\\", \\\"campaign\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the provided Within-Group Share of Total template with group_col=\\\"job\\\", item_col=\\\"campaign\\\", and measure_col=\\\"duration\\\". CAST to REAL is applied because \\\"duration\\\" is stored as TEXT in the SQLite schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..753e9b041197078649e6bf06e98082e30251d1ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_a655f15de8f21257", + "api_calls": 0, + "input_tokens": 25921, + "cached_input_tokens": 25472, + "output_tokens": 687, + "total_tokens": 26608, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2626, + "estimated_output_tokens": 165, + "estimated_total_tokens": 2791, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15768.08, + "sql_execution_elapsed_ms_total": 20.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a655f15de8f21257/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5c50e755292903c53f57bc2b2c377e0d7f396c62 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9213, "bytes_utf8": 9213, "lines": 303, "estimated_tokens": 2573}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 337, "bytes_utf8": 337, "lines": 1, "estimated_tokens": 93}, "usage": {"input_tokens": 25868, "cached_input_tokens": 24960, "output_tokens": 430, "reasoning_output_tokens": 331}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..30dc4d379c2d32100d96610e035e6102b2488c89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_a7bc1366fbd83d84", + "api_calls": 0, + "input_tokens": 25868, + "cached_input_tokens": 24960, + "output_tokens": 430, + "total_tokens": 26298, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2573, + "estimated_output_tokens": 93, + "estimated_total_tokens": 2666, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11461.99, + "sql_execution_elapsed_ms_total": 13.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b65b2d19b80442dfd06b08a0566141de25f60dab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:03:42.297624+00:00", + "ended_at": "2026-05-26T01:03:53.759692+00:00", + "elapsed_ms": 11461.99, + "prompt_metrics": { + "chars": 9213, + "bytes_utf8": 9213, + "lines": 303, + "estimated_tokens": 2573 + }, + "stdout_metrics": { + "chars": 693, + "bytes_utf8": 693, + "lines": 4, + "estimated_tokens": 203 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 337, + "bytes_utf8": 337, + "lines": 1, + "estimated_tokens": 93 + }, + "usage": { + "input_tokens": 25868, + "cached_input_tokens": 24960, + "output_tokens": 430, + "reasoning_output_tokens": 331 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f8b32ea815aa94a919fbf4f978008a409524ee59 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=loan, condition_col=marital.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "loan", + "condition_col": "marital", + "condition_value": "single", + "positive_value": "married", + "negative_value": "single", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7022d7c5065a70a6932af197c5f398bfab49cde6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cf-1707-7853-a489-95d117b07ff0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"loan\\\",\\n AVG(CASE WHEN \\\"marital\\\" = 'single' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"loan\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Grouped condition rate by loan, measuring the fraction of rows with marital='single' in each loan group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25868,"cached_input_tokens":24960,"output_tokens":430,"reasoning_output_tokens":331}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bf224ac3f7413570dff6cd4395d123875cad3ffd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"loan\",\n AVG(CASE WHEN \"marital\" = 'single' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"loan\"\nORDER BY \"condition_rate\" DESC;","notes":"Grouped condition rate by loan, measuring the fraction of rows with marital='single' in each loan group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..32bd7c0604fbce4e9b8b53616a22d33c154a2f89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=loan, condition_col=marital. +Result preview: [{"loan": "no", "condition_rate": 0.2930702978902731}, {"loan": "yes", "condition_rate": 0.22956929872998344}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4ef69cd20ce44b0efcf0f6ddb06e63bedd072697 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_a7bc1366fbd83d84 +-- problem_id: v2p_m8_6005ae6a1b69ecc6 +-- realization_mode: agent +-- source_kind: agent +SELECT + "loan", + AVG(CASE WHEN "marital" = 'single' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "loan" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..435aa139acc96ec0bd478cc7f795d8d50caf39f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"loan\",\n AVG(CASE WHEN \"marital\" = 'single' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"loan\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"loan\\\",\\n AVG(CASE WHEN \\\"marital\\\" = 'single' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"loan\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"loan\", \"condition_rate\"], \"rows\": [{\"loan\": \"no\", \"condition_rate\": 0.2930702978902731}, {\"loan\": \"yes\", \"condition_rate\": 0.22956929872998344}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 13.1}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1decf3b746e1ac558b36511c2e8e9012710e0e8f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:03:42.296014+00:00", + "ended_at": "2026-05-26T01:03:53.777247+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_a7bc1366fbd83d84", + "problem_id": "v2p_m8_6005ae6a1b69ecc6", + "dataset_id": "m8", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=loan, condition_col=marital.", + "bindings": { + "group_col": "loan", + "condition_col": "marital", + "condition_value": "single", + "positive_value": "married", + "negative_value": "single", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_a7bc1366fbd83d84.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_a7bc1366fbd83d84", + "api_calls": 0, + "input_tokens": 25868, + "cached_input_tokens": 24960, + "output_tokens": 430, + "total_tokens": 26298, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2573, + "estimated_output_tokens": 93, + "estimated_total_tokens": 2666, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11461.99, + "sql_execution_elapsed_ms_total": 13.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..07b7e81157dfe8adbbe028f8016b21ff49fab3c8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:03:53.762609+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11461.99, "started_at": "2026-05-26T01:03:42.297624+00:00", "ended_at": "2026-05-26T01:03:53.759692+00:00", "prompt_metrics": {"chars": 9213, "bytes_utf8": 9213, "lines": 303, "estimated_tokens": 2573}, "response_metrics": {"chars": 337, "bytes_utf8": 337, "lines": 1, "estimated_tokens": 93}, "usage": {"input_tokens": 25868, "cached_input_tokens": 24960, "output_tokens": 430, "reasoning_output_tokens": 331}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"loan\\\",\\n AVG(CASE WHEN \\\"marital\\\" = 'single' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"loan\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Grouped condition rate by loan, measuring the fraction of rows with marital='single' in each loan group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3ce1c53b1382287ce92f5d099a8b213c35a23e16 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_a7bc1366fbd83d84", + "api_calls": 0, + "input_tokens": 25868, + "cached_input_tokens": 24960, + "output_tokens": 430, + "total_tokens": 26298, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2573, + "estimated_output_tokens": 93, + "estimated_total_tokens": 2666, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11461.99, + "sql_execution_elapsed_ms_total": 13.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_a7bc1366fbd83d84/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5acbff773d816060b1c74577e00dba9c438ba864 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9036, "bytes_utf8": 9036, "lines": 300, "estimated_tokens": 2523}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 459, "bytes_utf8": 459, "lines": 1, "estimated_tokens": 123}, "usage": {"input_tokens": 25818, "cached_input_tokens": 24960, "output_tokens": 645, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c890dccd3a7a0cc41bd50ecd01a2a2ef52da6bb8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_aec79e7416c53f22", + "api_calls": 0, + "input_tokens": 25818, + "cached_input_tokens": 24960, + "output_tokens": 645, + "total_tokens": 26463, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2523, + "estimated_output_tokens": 123, + "estimated_total_tokens": 2646, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16299.93, + "sql_execution_elapsed_ms_total": 42.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a51f3a776e525dce569d97250b60f3ee7f54130e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:03:53.779142+00:00", + "ended_at": "2026-05-26T01:04:10.079167+00:00", + "elapsed_ms": 16299.93, + "prompt_metrics": { + "chars": 9036, + "bytes_utf8": 9036, + "lines": 300, + "estimated_tokens": 2523 + }, + "stdout_metrics": { + "chars": 835, + "bytes_utf8": 835, + "lines": 4, + "estimated_tokens": 248 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 459, + "bytes_utf8": 459, + "lines": 1, + "estimated_tokens": 123 + }, + "usage": { + "input_tokens": 25818, + "cached_input_tokens": 24960, + "output_tokens": 645, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f4e775b78ea20eafceb05eafd74f3f8346d3a3ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=poutcome, measure_col=age.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "poutcome", + "measure_col": "age", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 45.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a6aa7748b867ccf68517bf7675a0a9016bddfee3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cf-43d8-7a52-ac09-b70bca0a9669"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"poutcome\\\",\\n AVG(CAST(\\\"age\\\" AS REAL)) OVER (PARTITION BY \\\"poutcome\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"poutcome\\\" IS NOT NULL\\n AND \\\"age\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the Window Partition Average template with group_col=\\\"poutcome\\\" and measure_col=\\\"age\\\". \\\"age\\\" is cast from TEXT to REAL so SQLite computes the average numerically.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25818,"cached_input_tokens":24960,"output_tokens":645,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea01e379c13254877a52645c6724fb6ec645d75b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"poutcome\",\n AVG(CAST(\"age\" AS REAL)) OVER (PARTITION BY \"poutcome\") AS \"avg_measure\"\nFROM \"m8\"\nWHERE \"poutcome\" IS NOT NULL\n AND \"age\" IS NOT NULL\nORDER BY \"avg_measure\" DESC;","notes":"Uses the Window Partition Average template with group_col=\"poutcome\" and measure_col=\"age\". \"age\" is cast from TEXT to REAL so SQLite computes the average numerically."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9e3dc84b393e577ba6b10ee5a868a9919bdf697f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=poutcome, measure_col=age. +Result preview: [{"poutcome": "success", "avg_measure": 42.96492389146261}, {"poutcome": "unknown", "avg_measure": 40.93211396412241}, {"poutcome": "failure", "avg_measure": 40.78616608855336}, {"poutcome": "other", "avg_measure": 39.75217391304348}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..126477439dd3b5b6337d967d0d5d6e0381ca51f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_aec79e7416c53f22 +-- problem_id: v2p_m8_b1597953e8b010db +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "poutcome", + AVG(CAST("age" AS REAL)) OVER (PARTITION BY "poutcome") AS "avg_measure" +FROM "m8" +WHERE "poutcome" IS NOT NULL + AND "age" IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e22355ead7261cee04d0128e0763022879474284 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"poutcome\",\n AVG(CAST(\"age\" AS REAL)) OVER (PARTITION BY \"poutcome\") AS \"avg_measure\"\nFROM \"m8\"\nWHERE \"poutcome\" IS NOT NULL\n AND \"age\" IS NOT NULL\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"poutcome\\\",\\n AVG(CAST(\\\"age\\\" AS REAL)) OVER (PARTITION BY \\\"poutcome\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"poutcome\\\" IS NOT NULL\\n AND \\\"age\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"poutcome\", \"avg_measure\"], \"rows\": [{\"poutcome\": \"success\", \"avg_measure\": 42.96492389146261}, {\"poutcome\": \"unknown\", \"avg_measure\": 40.93211396412241}, {\"poutcome\": \"failure\", \"avg_measure\": 40.78616608855336}, {\"poutcome\": \"other\", \"avg_measure\": 39.75217391304348}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 42.83}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..334207ce693fda7a099c2286c66fb94ce468f5f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:03:53.777673+00:00", + "ended_at": "2026-05-26T01:04:10.125983+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_aec79e7416c53f22", + "problem_id": "v2p_m8_b1597953e8b010db", + "dataset_id": "m8", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=poutcome, measure_col=age.", + "bindings": { + "group_col": "poutcome", + "measure_col": "age", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 45.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=133" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_aec79e7416c53f22.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_aec79e7416c53f22", + "api_calls": 0, + "input_tokens": 25818, + "cached_input_tokens": 24960, + "output_tokens": 645, + "total_tokens": 26463, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2523, + "estimated_output_tokens": 123, + "estimated_total_tokens": 2646, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16299.93, + "sql_execution_elapsed_ms_total": 42.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4f04fd2c7f108db8f8f8304ff5a61b341a614dfa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:04:10.081548+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16299.93, "started_at": "2026-05-26T01:03:53.779142+00:00", "ended_at": "2026-05-26T01:04:10.079167+00:00", "prompt_metrics": {"chars": 9036, "bytes_utf8": 9036, "lines": 300, "estimated_tokens": 2523}, "response_metrics": {"chars": 459, "bytes_utf8": 459, "lines": 1, "estimated_tokens": 123}, "usage": {"input_tokens": 25818, "cached_input_tokens": 24960, "output_tokens": 645, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"poutcome\\\",\\n AVG(CAST(\\\"age\\\" AS REAL)) OVER (PARTITION BY \\\"poutcome\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"poutcome\\\" IS NOT NULL\\n AND \\\"age\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the Window Partition Average template with group_col=\\\"poutcome\\\" and measure_col=\\\"age\\\". \\\"age\\\" is cast from TEXT to REAL so SQLite computes the average numerically.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0a355a8686a0f52cf115d67acc00d73d2b995bfc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_aec79e7416c53f22", + "api_calls": 0, + "input_tokens": 25818, + "cached_input_tokens": 24960, + "output_tokens": 645, + "total_tokens": 26463, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2523, + "estimated_output_tokens": 123, + "estimated_total_tokens": 2646, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16299.93, + "sql_execution_elapsed_ms_total": 42.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_aec79e7416c53f22/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3c87fde09b6f5a93e92ab2fb404e5060d0956e51 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8861, "bytes_utf8": 8861, "lines": 298, "estimated_tokens": 2485}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 281, "bytes_utf8": 281, "lines": 1, "estimated_tokens": 74}, "usage": {"input_tokens": 25780, "cached_input_tokens": 24960, "output_tokens": 337, "reasoning_output_tokens": 257}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..dac7c0d922840d3155207adb9a3d570f5725bb3d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_af7da8fc452d4485", + "api_calls": 0, + "input_tokens": 25780, + "cached_input_tokens": 24960, + "output_tokens": 337, + "total_tokens": 26117, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2485, + "estimated_output_tokens": 74, + "estimated_total_tokens": 2559, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10182.08, + "sql_execution_elapsed_ms_total": 9.43, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0681b493862b760f5daa7355c98411dde19a2837 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:04:10.127695+00:00", + "ended_at": "2026-05-26T01:04:20.309850+00:00", + "elapsed_ms": 10182.08, + "prompt_metrics": { + "chars": 8861, + "bytes_utf8": 8861, + "lines": 298, + "estimated_tokens": 2485 + }, + "stdout_metrics": { + "chars": 639, + "bytes_utf8": 639, + "lines": 4, + "estimated_tokens": 187 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 1, + "estimated_tokens": 74 + }, + "usage": { + "input_tokens": 25780, + "cached_input_tokens": 24960, + "output_tokens": 337, + "reasoning_output_tokens": 257 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2109890a2ee24a103ff5a1363bd6049c38621be7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,298 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=age.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "age", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1428.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..aba60e1fa902d88b7df6b80a2e53ffc40b65880a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cf-83b3-7900-9ca4-f65a3f85d399"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"age\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"age\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the provided grouped-count template with group_col bound to \\\"age\\\" and used the single table \\\"m8\\\" only.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25780,"cached_input_tokens":24960,"output_tokens":337,"reasoning_output_tokens":257}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a9a694618a6a44a386c2d937ca4c605e5499df4e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"age\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nGROUP BY \"age\"\nORDER BY \"row_count\" DESC;","notes":"Applied the provided grouped-count template with group_col bound to \"age\" and used the single table \"m8\" only."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..74f2cf06ad228d306b56aee0f51d43ed319680c8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=age. +Result preview: [{"age": "32", "row_count": 2085}, {"age": "31", "row_count": 1996}, {"age": "33", "row_count": 1972}, {"age": "34", "row_count": 1930}, {"age": "35", "row_count": 1894}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f74391c0fe95459d8bd2367e3afd1ea7ecd93b3c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m8_af7da8fc452d4485 +-- problem_id: v2p_m8_b602d2b4bd1d9f27 +-- realization_mode: agent +-- source_kind: agent +SELECT "age", COUNT(*) AS "row_count" +FROM "m8" +GROUP BY "age" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..becd68cc68b6b6e9e074d3335e58e7f777bf7a06 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"age\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nGROUP BY \"age\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"age\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"age\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"age\", \"row_count\"], \"rows\": [{\"age\": \"32\", \"row_count\": 2085}, {\"age\": \"31\", \"row_count\": 1996}, {\"age\": \"33\", \"row_count\": 1972}, {\"age\": \"34\", \"row_count\": 1930}, {\"age\": \"35\", \"row_count\": 1894}, {\"age\": \"36\", \"row_count\": 1806}, {\"age\": \"30\", \"row_count\": 1757}, {\"age\": \"37\", \"row_count\": 1696}, {\"age\": \"39\", \"row_count\": 1487}, {\"age\": \"38\", \"row_count\": 1466}, {\"age\": \"40\", \"row_count\": 1355}, {\"age\": \"41\", \"row_count\": 1291}, {\"age\": \"42\", \"row_count\": 1242}, {\"age\": \"45\", \"row_count\": 1216}, {\"age\": \"29\", \"row_count\": 1185}, {\"age\": \"46\", \"row_count\": 1175}, {\"age\": \"43\", \"row_count\": 1161}, {\"age\": \"44\", \"row_count\": 1136}, {\"age\": \"47\", \"row_count\": 1088}, {\"age\": \"28\", \"row_count\": 1038}, {\"age\": \"48\", \"row_count\": 997}, {\"age\": \"49\", \"row_count\": 994}, {\"age\": \"50\", \"row_count\": 939}, {\"age\": \"51\", \"row_count\": 936}, {\"age\": \"52\", \"row_count\": 911}, {\"age\": \"27\", \"row_count\": 909}, {\"age\": \"53\", \"row_count\": 891}, {\"age\": \"57\", \"row_count\": 828}, {\"age\": \"54\", \"row_count\": 811}, {\"age\": \"55\", \"row_count\": 806}, {\"age\": \"26\", \"row_count\": 805}, {\"age\": \"56\", \"row_count\": 778}, {\"age\": \"59\", \"row_count\": 770}, {\"age\": \"58\", \"row_count\": 740}, {\"age\": \"60\", \"row_count\": 596}, {\"age\": \"25\", \"row_count\": 527}, {\"age\": \"24\", \"row_count\": 302}, {\"age\": \"23\", \"row_count\": 202}, {\"age\": \"61\", \"row_count\": 147}, {\"age\": \"22\", \"row_count\": 129}, {\"age\": \"62\", \"row_count\": 80}, {\"age\": \"21\", \"row_count\": 79}, {\"age\": \"63\", \"row_count\": 77}, {\"age\": \"64\", \"row_count\": 74}, {\"age\": \"70\", \"row_count\": 67}, {\"age\": \"66\", \"row_count\": 63}, {\"age\": \"65\", \"row_count\": 59}, {\"age\": \"71\", \"row_count\": 54}, {\"age\": \"67\", \"row_count\": 54}, {\"age\": \"72\", \"row_count\": 52}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 9.43}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..059329d506fd782c3ad48ef42082e29e76bfdd08 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:04:10.126422+00:00", + "ended_at": "2026-05-26T01:04:20.323810+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_af7da8fc452d4485", + "problem_id": "v2p_m8_b602d2b4bd1d9f27", + "dataset_id": "m8", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=age.", + "bindings": { + "group_col": "age", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1428.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=15" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_af7da8fc452d4485.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_af7da8fc452d4485", + "api_calls": 0, + "input_tokens": 25780, + "cached_input_tokens": 24960, + "output_tokens": 337, + "total_tokens": 26117, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2485, + "estimated_output_tokens": 74, + "estimated_total_tokens": 2559, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10182.08, + "sql_execution_elapsed_ms_total": 9.43, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c3abbc22336931db46935eaf37141f92c8ccc3f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:04:20.313016+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10182.08, "started_at": "2026-05-26T01:04:10.127695+00:00", "ended_at": "2026-05-26T01:04:20.309850+00:00", "prompt_metrics": {"chars": 8861, "bytes_utf8": 8861, "lines": 298, "estimated_tokens": 2485}, "response_metrics": {"chars": 281, "bytes_utf8": 281, "lines": 1, "estimated_tokens": 74}, "usage": {"input_tokens": 25780, "cached_input_tokens": 24960, "output_tokens": 337, "reasoning_output_tokens": 257}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"age\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"age\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the provided grouped-count template with group_col bound to \\\"age\\\" and used the single table \\\"m8\\\" only.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..527d98e67a97c225fd4b7c7e6074467b19855bfe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_af7da8fc452d4485", + "api_calls": 0, + "input_tokens": 25780, + "cached_input_tokens": 24960, + "output_tokens": 337, + "total_tokens": 26117, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2485, + "estimated_output_tokens": 74, + "estimated_total_tokens": 2559, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10182.08, + "sql_execution_elapsed_ms_total": 9.43, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_af7da8fc452d4485/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..87f24e117a04b56fd4f4b6474a112547c99584d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9021, "bytes_utf8": 9021, "lines": 300, "estimated_tokens": 2519}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 388, "bytes_utf8": 388, "lines": 1, "estimated_tokens": 97}, "usage": {"input_tokens": 25814, "cached_input_tokens": 24960, "output_tokens": 513, "reasoning_output_tokens": 410}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d728ceac248004d60e083824516a3480ec7aa356 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_b8621f670466101d", + "api_calls": 0, + "input_tokens": 25814, + "cached_input_tokens": 24960, + "output_tokens": 513, + "total_tokens": 26327, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2519, + "estimated_output_tokens": 97, + "estimated_total_tokens": 2616, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13055.57, + "sql_execution_elapsed_ms_total": 37.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9f296d9402e5627eec98b7144169c10be5b3eb60 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:04:20.325480+00:00", + "ended_at": "2026-05-26T01:04:33.381123+00:00", + "elapsed_ms": 13055.57, + "prompt_metrics": { + "chars": 9021, + "bytes_utf8": 9021, + "lines": 300, + "estimated_tokens": 2519 + }, + "stdout_metrics": { + "chars": 751, + "bytes_utf8": 751, + "lines": 4, + "estimated_tokens": 214 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 388, + "bytes_utf8": 388, + "lines": 1, + "estimated_tokens": 97 + }, + "usage": { + "input_tokens": 25814, + "cached_input_tokens": 24960, + "output_tokens": 513, + "reasoning_output_tokens": 410 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a8c5bf9bf4d3db624ef76e47f35c7ec916bb527 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=age, measure_col=day.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "age", + "measure_col": "day", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 21.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bf1bbdf50a29652bb7d1e5c4b337ac544f4fd4e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cf-ab8b-7f10-a0a4-e1e782836bb8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"age\\\",\\n AVG(CAST(\\\"day\\\" AS REAL)) OVER (PARTITION BY \\\"age\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the requested window partition average template with \\\"age\\\" as the group column and CAST(\\\"day\\\" AS REAL) because the schema snapshot stores numeric fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25814,"cached_input_tokens":24960,"output_tokens":513,"reasoning_output_tokens":410}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3c2e5783ca046f0d446614cc55ac7dae3e1e82b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"age\",\n AVG(CAST(\"day\" AS REAL)) OVER (PARTITION BY \"age\") AS \"avg_measure\"\nFROM \"m8\"\nORDER BY \"avg_measure\" DESC;","notes":"Applied the requested window partition average template with \"age\" as the group column and CAST(\"day\" AS REAL) because the schema snapshot stores numeric fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9c18010d54b1b616992e9680d9fcba40252ff061 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=age, measure_col=day. +Result preview: [{"age": "89", "avg_measure": 25.0}, {"age": "92", "avg_measure": 24.0}, {"age": "87", "avg_measure": 19.5}, {"age": "85", "avg_measure": 17.4}, {"age": "82", "avg_measure": 17.36842105263158}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4110776f9cdd2c53a9e06d9d84a72277cf5d2b0e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_b8621f670466101d +-- problem_id: v2p_m8_e368e1780b0fcae8 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "age", + AVG(CAST("day" AS REAL)) OVER (PARTITION BY "age") AS "avg_measure" +FROM "m8" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c1185ce28dc49a4c3f532ac898d535b1ace87264 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"age\",\n AVG(CAST(\"day\" AS REAL)) OVER (PARTITION BY \"age\") AS \"avg_measure\"\nFROM \"m8\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"age\\\",\\n AVG(CAST(\\\"day\\\" AS REAL)) OVER (PARTITION BY \\\"age\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"age\", \"avg_measure\"], \"rows\": [{\"age\": \"89\", \"avg_measure\": 25.0}, {\"age\": \"92\", \"avg_measure\": 24.0}, {\"age\": \"87\", \"avg_measure\": 19.5}, {\"age\": \"85\", \"avg_measure\": 17.4}, {\"age\": \"82\", \"avg_measure\": 17.36842105263158}, {\"age\": \"84\", \"avg_measure\": 17.333333333333332}, {\"age\": \"32\", \"avg_measure\": 16.411510791366908}, {\"age\": \"51\", \"avg_measure\": 16.332264957264957}, {\"age\": \"30\", \"avg_measure\": 16.219123505976096}, {\"age\": \"26\", \"avg_measure\": 16.212422360248446}, {\"age\": \"49\", \"avg_measure\": 16.138832997987926}, {\"age\": \"31\", \"avg_measure\": 16.137274549098198}, {\"age\": \"53\", \"avg_measure\": 16.135802469135804}, {\"age\": \"20\", \"avg_measure\": 16.12}, {\"age\": \"52\", \"avg_measure\": 16.07244785949506}, {\"age\": \"45\", \"avg_measure\": 16.04769736842105}, {\"age\": \"55\", \"avg_measure\": 16.037220843672458}, {\"age\": \"47\", \"avg_measure\": 16.027573529411764}, {\"age\": \"56\", \"avg_measure\": 16.02313624678663}, {\"age\": \"74\", \"avg_measure\": 16.0}, {\"age\": \"54\", \"avg_measure\": 15.99260172626387}, {\"age\": \"33\", \"avg_measure\": 15.989858012170385}, {\"age\": \"58\", \"avg_measure\": 15.985135135135135}, {\"age\": \"34\", \"avg_measure\": 15.955958549222798}, {\"age\": \"42\", \"avg_measure\": 15.940418679549115}, {\"age\": \"35\", \"avg_measure\": 15.895459345300951}, {\"age\": \"77\", \"avg_measure\": 15.886363636363637}, {\"age\": \"27\", \"avg_measure\": 15.882288228822881}, {\"age\": \"36\", \"avg_measure\": 15.873200442967885}, {\"age\": \"44\", \"avg_measure\": 15.837147887323944}, {\"age\": \"50\", \"avg_measure\": 15.812566560170394}, {\"age\": \"59\", \"avg_measure\": 15.78051948051948}, {\"age\": \"25\", \"avg_measure\": 15.776091081593927}, {\"age\": \"81\", \"avg_measure\": 15.764705882352942}, {\"age\": \"28\", \"avg_measure\": 15.746628131021195}, {\"age\": \"46\", \"avg_measure\": 15.72936170212766}, {\"age\": \"73\", \"avg_measure\": 15.727272727272727}, {\"age\": \"64\", \"avg_measure\": 15.675675675675675}, {\"age\": \"43\", \"avg_measure\": 15.608096468561586}, {\"age\": \"76\", \"avg_measure\": 15.59375}, {\"age\": \"39\", \"avg_measure\": 15.536650975117686}, {\"age\": \"57\", \"avg_measure\": 15.531400966183575}, {\"age\": \"48\", \"avg_measure\": 15.497492477432298}, {\"age\": \"41\", \"avg_measure\": 15.486444616576298}, {\"age\": \"61\", \"avg_measure\": 15.476190476190476}, {\"age\": \"40\", \"avg_measure\": 15.416236162361624}, {\"age\": \"23\", \"avg_measure\": 15.415841584158416}, {\"age\": \"37\", \"avg_measure\": 15.400943396226415}, {\"age\": \"38\", \"avg_measure\": 15.38949522510232}, {\"age\": \"24\", \"avg_measure\": 15.334437086092715}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 37.14}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9078e3f5d41f6b3d01cc32bd5afcbf29db45a45e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:04:20.324166+00:00", + "ended_at": "2026-05-26T01:04:33.422449+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_b8621f670466101d", + "problem_id": "v2p_m8_e368e1780b0fcae8", + "dataset_id": "m8", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=age, measure_col=day.", + "bindings": { + "group_col": "age", + "measure_col": "day", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 21.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=135" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_b8621f670466101d.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_b8621f670466101d", + "api_calls": 0, + "input_tokens": 25814, + "cached_input_tokens": 24960, + "output_tokens": 513, + "total_tokens": 26327, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2519, + "estimated_output_tokens": 97, + "estimated_total_tokens": 2616, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13055.57, + "sql_execution_elapsed_ms_total": 37.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9602dc769c61b2f6fc295860b7bb64a9c89232b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:04:33.383551+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13055.57, "started_at": "2026-05-26T01:04:20.325480+00:00", "ended_at": "2026-05-26T01:04:33.381123+00:00", "prompt_metrics": {"chars": 9021, "bytes_utf8": 9021, "lines": 300, "estimated_tokens": 2519}, "response_metrics": {"chars": 388, "bytes_utf8": 388, "lines": 1, "estimated_tokens": 97}, "usage": {"input_tokens": 25814, "cached_input_tokens": 24960, "output_tokens": 513, "reasoning_output_tokens": 410}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"age\\\",\\n AVG(CAST(\\\"day\\\" AS REAL)) OVER (PARTITION BY \\\"age\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the requested window partition average template with \\\"age\\\" as the group column and CAST(\\\"day\\\" AS REAL) because the schema snapshot stores numeric fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bb7fdb640ddc70ac94942cf7a3d4746298505c76 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_b8621f670466101d", + "api_calls": 0, + "input_tokens": 25814, + "cached_input_tokens": 24960, + "output_tokens": 513, + "total_tokens": 26327, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2519, + "estimated_output_tokens": 97, + "estimated_total_tokens": 2616, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13055.57, + "sql_execution_elapsed_ms_total": 37.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8621f670466101d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4099eba279c3ac4687d3f1e7fdcf139c4dcdb86e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9359, "bytes_utf8": 9359, "lines": 302, "estimated_tokens": 2626}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 707, "bytes_utf8": 707, "lines": 1, "estimated_tokens": 195}, "usage": {"input_tokens": 25921, "cached_input_tokens": 24960, "output_tokens": 2029, "reasoning_output_tokens": 1828}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f0f50837dcf2041148e0725ad90cdd172d530d7a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_b8e07534b020dd11", + "api_calls": 0, + "input_tokens": 25921, + "cached_input_tokens": 24960, + "output_tokens": 2029, + "total_tokens": 27950, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2626, + "estimated_output_tokens": 195, + "estimated_total_tokens": 2821, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39997.42, + "sql_execution_elapsed_ms_total": 23.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1383d9ca7cdcffb41d820691e77e798ec66dc023 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:04:33.424157+00:00", + "ended_at": "2026-05-26T01:05:13.421749+00:00", + "elapsed_ms": 39997.42, + "prompt_metrics": { + "chars": 9359, + "bytes_utf8": 9359, + "lines": 302, + "estimated_tokens": 2626 + }, + "stdout_metrics": { + "chars": 1129, + "bytes_utf8": 1129, + "lines": 4, + "estimated_tokens": 349 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 707, + "bytes_utf8": 707, + "lines": 1, + "estimated_tokens": 195 + }, + "usage": { + "input_tokens": 25921, + "cached_input_tokens": 24960, + "output_tokens": 2029, + "reasoning_output_tokens": 1828 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..83fa617c5a838f23a92ce71893704f5618b60a63 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=previous, measure_col=previous.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "previous", + "measure_col": "previous", + "item_col": "age", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..08446df46be56005525c037da7121eea6a1dc9be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cf-deb5-7142-813c-4f61841157e5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"previous\\\",\\n \\\"age\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"previous\\\"), 0) AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"previous\\\",\\n \\\"age\\\",\\n SUM(CAST(\\\"previous\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"previous\\\", \\\"age\\\"\\n)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"previous\\\", item_col=\\\"age\\\", and measure_col=\\\"previous\\\". \\\"previous\\\" is cast from TEXT to REAL for aggregation, and NULLIF prevents division by zero for groups where \\\"previous\\\" sums to 0.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25921,"cached_input_tokens":24960,"output_tokens":2029,"reasoning_output_tokens":1828}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3e0d297c8af9086dbae5355959d660220d6660fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"previous\",\n \"age\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(SUM(\"total_measure\") OVER (PARTITION BY \"previous\"), 0) AS \"share_within_group\"\nFROM (\n SELECT\n \"previous\",\n \"age\",\n SUM(CAST(\"previous\" AS REAL)) AS \"total_measure\"\n FROM \"m8\"\n GROUP BY \"previous\", \"age\"\n)\nORDER BY \"share_within_group\" DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"previous\", item_col=\"age\", and measure_col=\"previous\". \"previous\" is cast from TEXT to REAL for aggregation, and NULLIF prevents division by zero for groups where \"previous\" sums to 0."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0374c6c5e257a792bc1f391b3621b98f25631141 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=previous, measure_col=previous. +Result preview: [{"previous": "275", "age": "40", "total_measure": 275.0, "share_within_group": 100.0}, {"previous": "32", "age": "44", "total_measure": 32.0, "share_within_group": 100.0}, {"previous": "35", "age": "28", "total_measure": 35.0, "share_within_group": 100.0}, {"previous": "40", "age": "35", "total_measure": 40.0, "share_within_group": 100.0}, {"previous": "41", "age": "27", "total_measure": 41.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..88d7aaaa9af874eb8fc9db3bd22eee44e769254a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/generated_sql.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_b8e07534b020dd11 +-- problem_id: v2p_m8_875eb25e90bf59c3 +-- realization_mode: agent +-- source_kind: agent +SELECT + "previous", + "age", + "total_measure", + "total_measure" * 100.0 / NULLIF(SUM("total_measure") OVER (PARTITION BY "previous"), 0) AS "share_within_group" +FROM ( + SELECT + "previous", + "age", + SUM(CAST("previous" AS REAL)) AS "total_measure" + FROM "m8" + GROUP BY "previous", "age" +) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..32615c823ebac1db0c37f85780e0227f73cac94e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"previous\",\n \"age\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(SUM(\"total_measure\") OVER (PARTITION BY \"previous\"), 0) AS \"share_within_group\"\nFROM (\n SELECT\n \"previous\",\n \"age\",\n SUM(CAST(\"previous\" AS REAL)) AS \"total_measure\"\n FROM \"m8\"\n GROUP BY \"previous\", \"age\"\n)\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"previous\\\",\\n \\\"age\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"previous\\\"), 0) AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"previous\\\",\\n \\\"age\\\",\\n SUM(CAST(\\\"previous\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"previous\\\", \\\"age\\\"\\n)\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"previous\", \"age\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"previous\": \"275\", \"age\": \"40\", \"total_measure\": 275.0, \"share_within_group\": 100.0}, {\"previous\": \"32\", \"age\": \"44\", \"total_measure\": 32.0, \"share_within_group\": 100.0}, {\"previous\": \"35\", \"age\": \"28\", \"total_measure\": 35.0, \"share_within_group\": 100.0}, {\"previous\": \"40\", \"age\": \"35\", \"total_measure\": 40.0, \"share_within_group\": 100.0}, {\"previous\": \"41\", \"age\": \"27\", \"total_measure\": 41.0, \"share_within_group\": 100.0}, {\"previous\": \"51\", \"age\": \"31\", \"total_measure\": 51.0, \"share_within_group\": 100.0}, {\"previous\": \"55\", \"age\": \"37\", \"total_measure\": 55.0, \"share_within_group\": 100.0}, {\"previous\": \"58\", \"age\": \"46\", \"total_measure\": 58.0, \"share_within_group\": 100.0}, {\"previous\": \"25\", \"age\": \"35\", \"total_measure\": 50.0, \"share_within_group\": 50.0}, {\"previous\": \"26\", \"age\": \"27\", \"total_measure\": 26.0, \"share_within_group\": 50.0}, {\"previous\": \"26\", \"age\": \"39\", \"total_measure\": 26.0, \"share_within_group\": 50.0}, {\"previous\": \"28\", \"age\": \"27\", \"total_measure\": 28.0, \"share_within_group\": 50.0}, {\"previous\": \"28\", \"age\": \"43\", \"total_measure\": 28.0, \"share_within_group\": 50.0}, {\"previous\": \"37\", \"age\": \"27\", \"total_measure\": 37.0, \"share_within_group\": 50.0}, {\"previous\": \"37\", \"age\": \"51\", \"total_measure\": 37.0, \"share_within_group\": 50.0}, {\"previous\": \"38\", \"age\": \"39\", \"total_measure\": 38.0, \"share_within_group\": 50.0}, {\"previous\": \"38\", \"age\": \"49\", \"total_measure\": 38.0, \"share_within_group\": 50.0}, {\"previous\": \"24\", \"age\": \"32\", \"total_measure\": 48.0, \"share_within_group\": 40.0}, {\"previous\": \"30\", \"age\": \"27\", \"total_measure\": 30.0, \"share_within_group\": 33.333333333333336}, {\"previous\": \"30\", \"age\": \"39\", \"total_measure\": 30.0, \"share_within_group\": 33.333333333333336}, {\"previous\": \"30\", \"age\": \"45\", \"total_measure\": 30.0, \"share_within_group\": 33.333333333333336}, {\"previous\": \"20\", \"age\": \"32\", \"total_measure\": 40.0, \"share_within_group\": 25.0}, {\"previous\": \"21\", \"age\": \"27\", \"total_measure\": 21.0, \"share_within_group\": 25.0}, {\"previous\": \"21\", \"age\": \"28\", \"total_measure\": 21.0, \"share_within_group\": 25.0}, {\"previous\": \"21\", \"age\": \"36\", \"total_measure\": 21.0, \"share_within_group\": 25.0}, {\"previous\": \"21\", \"age\": \"57\", \"total_measure\": 21.0, \"share_within_group\": 25.0}, {\"previous\": \"23\", \"age\": \"40\", \"total_measure\": 46.0, \"share_within_group\": 25.0}, {\"previous\": \"25\", \"age\": \"31\", \"total_measure\": 25.0, \"share_within_group\": 25.0}, {\"previous\": \"25\", \"age\": \"47\", \"total_measure\": 25.0, \"share_within_group\": 25.0}, {\"previous\": \"29\", \"age\": \"26\", \"total_measure\": 29.0, \"share_within_group\": 25.0}, {\"previous\": \"29\", \"age\": \"31\", \"total_measure\": 29.0, \"share_within_group\": 25.0}, {\"previous\": \"29\", \"age\": \"33\", \"total_measure\": 29.0, \"share_within_group\": 25.0}, {\"previous\": \"29\", \"age\": \"55\", \"total_measure\": 29.0, \"share_within_group\": 25.0}, {\"previous\": \"17\", \"age\": \"36\", \"total_measure\": 51.0, \"share_within_group\": 20.0}, {\"previous\": \"24\", \"age\": \"40\", \"total_measure\": 24.0, \"share_within_group\": 20.0}, {\"previous\": \"24\", \"age\": \"43\", \"total_measure\": 24.0, \"share_within_group\": 20.0}, {\"previous\": \"24\", \"age\": \"49\", \"total_measure\": 24.0, \"share_within_group\": 20.0}, {\"previous\": \"27\", \"age\": \"30\", \"total_measure\": 27.0, \"share_within_group\": 20.0}, {\"previous\": \"27\", \"age\": \"31\", \"total_measure\": 27.0, \"share_within_group\": 20.0}, {\"previous\": \"27\", \"age\": \"34\", \"total_measure\": 27.0, \"share_within_group\": 20.0}, {\"previous\": \"27\", \"age\": \"35\", \"total_measure\": 27.0, \"share_within_group\": 20.0}, {\"previous\": \"27\", \"age\": \"56\", \"total_measure\": 27.0, \"share_within_group\": 20.0}, {\"previous\": \"19\", \"age\": \"29\", \"total_measure\": 38.0, \"share_within_group\": 18.181818181818183}, {\"previous\": \"19\", \"age\": \"44\", \"total_measure\": 38.0, \"share_within_group\": 18.181818181818183}, {\"previous\": \"19\", \"age\": \"55\", \"total_measure\": 38.0, \"share_within_group\": 18.181818181818183}, {\"previous\": \"18\", \"age\": \"31\", \"total_measure\": 18.0, \"share_within_group\": 16.666666666666668}, {\"previous\": \"18\", \"age\": \"39\", \"total_measure\": 18.0, \"share_within_group\": 16.666666666666668}, {\"previous\": \"18\", \"age\": \"40\", \"total_measure\": 18.0, \"share_within_group\": 16.666666666666668}, {\"previous\": \"18\", \"age\": \"45\", \"total_measure\": 18.0, \"share_within_group\": 16.666666666666668}, {\"previous\": \"18\", \"age\": \"54\", \"total_measure\": 18.0, \"share_within_group\": 16.666666666666668}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 23.64}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e418aea2c6083b0e694dc3c2879dd3e96e967a72 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:04:33.422805+00:00", + "ended_at": "2026-05-26T01:05:13.449986+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_b8e07534b020dd11", + "problem_id": "v2p_m8_875eb25e90bf59c3", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=previous, measure_col=previous.", + "bindings": { + "group_col": "previous", + "measure_col": "previous", + "item_col": "age", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=27" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_b8e07534b020dd11.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_b8e07534b020dd11", + "api_calls": 0, + "input_tokens": 25921, + "cached_input_tokens": 24960, + "output_tokens": 2029, + "total_tokens": 27950, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2626, + "estimated_output_tokens": 195, + "estimated_total_tokens": 2821, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39997.42, + "sql_execution_elapsed_ms_total": 23.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c3acfd7945e728d5f06a37ab9bd5c29aa38766ec --- /dev/null +++ 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\\\"previous\\\",\\n \\\"age\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"previous\\\"), 0) AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"previous\\\",\\n \\\"age\\\",\\n SUM(CAST(\\\"previous\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"previous\\\", \\\"age\\\"\\n)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"previous\\\", item_col=\\\"age\\\", and measure_col=\\\"previous\\\". \\\"previous\\\" is cast from TEXT to REAL for aggregation, and NULLIF prevents division by zero for groups where \\\"previous\\\" sums to 0.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2ebb9325bae558151578ee65bf3ea85d884d44fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_b8e07534b020dd11", + "api_calls": 0, + "input_tokens": 25921, + "cached_input_tokens": 24960, + "output_tokens": 2029, + "total_tokens": 27950, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2626, + "estimated_output_tokens": 195, + "estimated_total_tokens": 2821, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39997.42, + "sql_execution_elapsed_ms_total": 23.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b8e07534b020dd11/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..49413e646ac70e081ad1325bd785c2cb5af14aed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9748, "bytes_utf8": 9748, "lines": 303, "estimated_tokens": 2717}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 652, "bytes_utf8": 652, "lines": 1, "estimated_tokens": 176}, "usage": {"input_tokens": 26012, "cached_input_tokens": 24960, "output_tokens": 687, "reasoning_output_tokens": 505}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e431244f24c68dc5479ba15f47ed8ff06e3c3839 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_b90a2d6e1cf00279", + "api_calls": 0, + "input_tokens": 26012, + "cached_input_tokens": 24960, + "output_tokens": 687, + "total_tokens": 26699, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2717, + "estimated_output_tokens": 176, + "estimated_total_tokens": 2893, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16093.53, + "sql_execution_elapsed_ms_total": 13.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..edd656f9d554269620a2775c13d7aeeeb09140fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:05:13.452892+00:00", + "ended_at": "2026-05-26T01:05:29.546516+00:00", + "elapsed_ms": 16093.53, + "prompt_metrics": { + "chars": 9748, + "bytes_utf8": 9748, + "lines": 303, + "estimated_tokens": 2717 + }, + "stdout_metrics": { + "chars": 1021, + "bytes_utf8": 1021, + "lines": 4, + "estimated_tokens": 302 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 652, + "bytes_utf8": 652, + "lines": 1, + "estimated_tokens": 176 + }, + "usage": { + "input_tokens": 26012, + "cached_input_tokens": 24960, + "output_tokens": 687, + "reasoning_output_tokens": 505 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..17b852b0985aaa16ba23e3f0bfa2734edc5c178c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=loan.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "y", + "condition_col": "loan", + "condition_value": "no", + "positive_value": "no", + "negative_value": "yes", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 21.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f312e8dc1ef51ba51dadb45f9f5de3402cdfa12a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d0-7b1f-74f2-8994-4f7171398d03"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"loan\\\" = 'no' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"loan\\\" = 'yes' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m8\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped-ratio template with group_col=\\\"y\\\" and condition_col=\\\"loan\\\", computing the ratio of loan='no' to loan='yes' within each y group. NULLIF prevents division-by-zero.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26012,"cached_input_tokens":24960,"output_tokens":687,"reasoning_output_tokens":505}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ebefdcf8ed93c0d56ea85d1947cde4c9a0cfb672 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"y\",\n SUM(CASE WHEN \"loan\" = 'no' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"loan\" = 'yes' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m8\"\n GROUP BY \"y\"\n)\nSELECT \"y\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Uses the planned grouped-ratio template with group_col=\"y\" and condition_col=\"loan\", computing the ratio of loan='no' to loan='yes' within each y group. NULLIF prevents division-by-zero."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3c0da907d190525539acfdad267d61ede0e94e9e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=loan. +Result preview: [{"y": "yes", "condition_ratio": 9.927685950413224}, {"y": "no", "condition_ratio": 4.905621301775148}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2de9714e08865e91449ec77a57cea994bf1f4f8d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m8_b90a2d6e1cf00279 +-- problem_id: v2p_m8_473032a2c7580ca1 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "y", + SUM(CASE WHEN "loan" = 'no' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "loan" = 'yes' THEN 1 ELSE 0 END) AS denominator_count + FROM "m8" + GROUP BY "y" +) +SELECT "y", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..553869d8e98476153bdf18a396867ed60611f2c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"y\",\n SUM(CASE WHEN \"loan\" = 'no' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"loan\" = 'yes' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m8\"\n GROUP BY \"y\"\n)\nSELECT \"y\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"loan\\\" = 'no' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"loan\\\" = 'yes' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m8\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"y\", \"condition_ratio\"], \"rows\": [{\"y\": \"yes\", \"condition_ratio\": 9.927685950413224}, {\"y\": \"no\", \"condition_ratio\": 4.905621301775148}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 13.22}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6f9ae96d0dc149c74bb8e7c2edee2838bae2bbda --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:05:13.450369+00:00", + "ended_at": "2026-05-26T01:05:29.564216+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_b90a2d6e1cf00279", + "problem_id": "v2p_m8_473032a2c7580ca1", + "dataset_id": "m8", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=loan.", + "bindings": { + "group_col": "y", + "condition_col": "loan", + "condition_value": "no", + "positive_value": "no", + "negative_value": "yes", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 21.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/1", + "binding_index=44" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_b90a2d6e1cf00279.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_b90a2d6e1cf00279", + "api_calls": 0, + "input_tokens": 26012, + "cached_input_tokens": 24960, + "output_tokens": 687, + "total_tokens": 26699, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2717, + "estimated_output_tokens": 176, + "estimated_total_tokens": 2893, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16093.53, + "sql_execution_elapsed_ms_total": 13.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f039e7805d36026c88d15065023a7e706637024d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:05:29.549414+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16093.53, "started_at": "2026-05-26T01:05:13.452892+00:00", "ended_at": "2026-05-26T01:05:29.546516+00:00", "prompt_metrics": {"chars": 9748, "bytes_utf8": 9748, "lines": 303, "estimated_tokens": 2717}, "response_metrics": {"chars": 652, "bytes_utf8": 652, "lines": 1, "estimated_tokens": 176}, "usage": {"input_tokens": 26012, "cached_input_tokens": 24960, "output_tokens": 687, "reasoning_output_tokens": 505}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"loan\\\" = 'no' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"loan\\\" = 'yes' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m8\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped-ratio template with group_col=\\\"y\\\" and condition_col=\\\"loan\\\", computing the ratio of loan='no' to loan='yes' within each y group. NULLIF prevents division-by-zero.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7b5f899f33eaeb3100aacb4dd3ac82e133c91f87 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_b90a2d6e1cf00279", + "api_calls": 0, + "input_tokens": 26012, + "cached_input_tokens": 24960, + "output_tokens": 687, + "total_tokens": 26699, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2717, + "estimated_output_tokens": 176, + "estimated_total_tokens": 2893, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16093.53, + "sql_execution_elapsed_ms_total": 13.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_b90a2d6e1cf00279/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..27f8d1738f88405eee97a41b10e657ebbe98f88e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8860, "bytes_utf8": 8860, "lines": 298, "estimated_tokens": 2484}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 351, "bytes_utf8": 351, "lines": 1, "estimated_tokens": 88}, "usage": {"input_tokens": 25779, "cached_input_tokens": 24960, "output_tokens": 563, "reasoning_output_tokens": 469}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bd43715067069d773637db783c0d565f87d22a79 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_babc9b3ef198cb3b", + "api_calls": 0, + "input_tokens": 25779, + "cached_input_tokens": 24960, + "output_tokens": 563, + "total_tokens": 26342, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2484, + "estimated_output_tokens": 88, + "estimated_total_tokens": 2572, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14243.43, + "sql_execution_elapsed_ms_total": 14.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ceffec318e43c9a464a93f37a53511b990e084d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:05:29.566376+00:00", + "ended_at": "2026-05-26T01:05:43.809885+00:00", + "elapsed_ms": 14243.43, + "prompt_metrics": { + "chars": 8860, + "bytes_utf8": 8860, + "lines": 298, + "estimated_tokens": 2484 + }, + "stdout_metrics": { + "chars": 709, + "bytes_utf8": 709, + "lines": 4, + "estimated_tokens": 198 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 351, + "bytes_utf8": 351, + "lines": 1, + "estimated_tokens": 88 + }, + "usage": { + "input_tokens": 25779, + "cached_input_tokens": 24960, + "output_tokens": 563, + "reasoning_output_tokens": 469 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f87cb8f78370f53c606252d1bd4e19a540b71499 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,298 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=job.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "job", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 21.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..483072c91c20e0e437592aa0800142c849ade2dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d0-ba05-7671-99ac-4ceb64de09cd"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"job\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"job\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the provided grouped-count template with group_col bound to \\\"job\\\" on the single table \\\"m8\\\". No LIMIT was added because the provided runtime SQL skeleton does not include one.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25779,"cached_input_tokens":24960,"output_tokens":563,"reasoning_output_tokens":469}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9246899b469fd0a439ca1d249eb56bed703d7868 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count.\nSELECT \"job\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nGROUP BY \"job\"\nORDER BY \"row_count\" DESC;","notes":"Used the provided grouped-count template with group_col bound to \"job\" on the single table \"m8\". No LIMIT was added because the provided runtime SQL skeleton does not include one."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..918cab1c06ddc8c7c0f1750f99a7e9d0e5568b3c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=job. +Result preview: [{"job": "blue-collar", "row_count": 9732}, {"job": "management", "row_count": 9458}, {"job": "technician", "row_count": 7597}, {"job": "admin.", "row_count": 5171}, {"job": "services", "row_count": 4154}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..03d11afbf733bcc3ce23533209abbcd930a8a0c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m8_babc9b3ef198cb3b +-- problem_id: v2p_m8_061df3fac2fdd2bc +-- realization_mode: agent +-- source_kind: agent +SELECT "job", COUNT(*) AS "row_count" +FROM "m8" +GROUP BY "job" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ab7f0043a4cea879debf687c060ff232c06b8bd2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count.\nSELECT \"job\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nGROUP BY \"job\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"job\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"job\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"job\", \"row_count\"], \"rows\": [{\"job\": \"blue-collar\", \"row_count\": 9732}, {\"job\": \"management\", \"row_count\": 9458}, {\"job\": \"technician\", \"row_count\": 7597}, {\"job\": \"admin.\", \"row_count\": 5171}, {\"job\": \"services\", \"row_count\": 4154}, {\"job\": \"retired\", \"row_count\": 2264}, {\"job\": \"self-employed\", \"row_count\": 1579}, {\"job\": \"entrepreneur\", \"row_count\": 1487}, {\"job\": \"unemployed\", \"row_count\": 1303}, {\"job\": \"housemaid\", \"row_count\": 1240}, {\"job\": \"student\", \"row_count\": 938}, {\"job\": \"unknown\", \"row_count\": 288}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 14.25}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c6432c31ba924ad4cd79ac8565972324c446a4cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:05:29.564621+00:00", + "ended_at": "2026-05-26T01:05:43.827902+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_babc9b3ef198cb3b", + "problem_id": "v2p_m8_061df3fac2fdd2bc", + "dataset_id": "m8", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=job.", + "bindings": { + "group_col": "job", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 21.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=16" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_babc9b3ef198cb3b.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_babc9b3ef198cb3b", + "api_calls": 0, + "input_tokens": 25779, + "cached_input_tokens": 24960, + "output_tokens": 563, + "total_tokens": 26342, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2484, + "estimated_output_tokens": 88, + "estimated_total_tokens": 2572, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14243.43, + "sql_execution_elapsed_ms_total": 14.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8361446d7498c6f8c12964745dd7b1ea56e78111 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:05:43.812116+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14243.43, "started_at": "2026-05-26T01:05:29.566376+00:00", "ended_at": "2026-05-26T01:05:43.809885+00:00", "prompt_metrics": {"chars": 8860, "bytes_utf8": 8860, "lines": 298, "estimated_tokens": 2484}, "response_metrics": {"chars": 351, "bytes_utf8": 351, "lines": 1, "estimated_tokens": 88}, "usage": {"input_tokens": 25779, "cached_input_tokens": 24960, "output_tokens": 563, "reasoning_output_tokens": 469}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"job\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"job\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the provided grouped-count template with group_col bound to \\\"job\\\" on the single table \\\"m8\\\". No LIMIT was added because the provided runtime SQL skeleton does not include one.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..80ce1afc15202250bd7451ae2df289d16d515af8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_babc9b3ef198cb3b", + "api_calls": 0, + "input_tokens": 25779, + "cached_input_tokens": 24960, + "output_tokens": 563, + "total_tokens": 26342, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2484, + "estimated_output_tokens": 88, + "estimated_total_tokens": 2572, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14243.43, + "sql_execution_elapsed_ms_total": 14.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_babc9b3ef198cb3b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b3b320a7ab3a0976e1287649a861af804c0e72db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9359, "bytes_utf8": 9359, "lines": 302, "estimated_tokens": 2626}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 680, "bytes_utf8": 680, "lines": 1, "estimated_tokens": 186}, "usage": {"input_tokens": 25921, "cached_input_tokens": 24960, "output_tokens": 2971, "reasoning_output_tokens": 2779}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..84f19dfa706a7bb7bf4f92cae6e2565d2fc1a66d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_bb30e19a214f7084", + "api_calls": 0, + "input_tokens": 25921, + "cached_input_tokens": 24960, + "output_tokens": 2971, + "total_tokens": 28892, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2626, + "estimated_output_tokens": 186, + "estimated_total_tokens": 2812, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 63180.37, + "sql_execution_elapsed_ms_total": 24.47, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a9aae642fd04c76602382b21f16dd7eb92afcbd1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:05:43.829629+00:00", + "ended_at": "2026-05-26T01:06:47.010237+00:00", + "elapsed_ms": 63180.37, + "prompt_metrics": { + "chars": 9359, + "bytes_utf8": 9359, + "lines": 302, + "estimated_tokens": 2626 + }, + "stdout_metrics": { + "chars": 1098, + "bytes_utf8": 1098, + "lines": 4, + "estimated_tokens": 346 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 680, + "bytes_utf8": 680, + "lines": 1, + "estimated_tokens": 186 + }, + "usage": { + "input_tokens": 25921, + "cached_input_tokens": 24960, + "output_tokens": 2971, + "reasoning_output_tokens": 2779 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..58af6a3505a72c9cf4cf8269c57870b0b6919aa9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=default, measure_col=previous.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "default", + "measure_col": "previous", + "item_col": "age", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3d3de14067362a45779fbf55b75c9b11633c23c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d0-f1b8-71d3-8f4e-1525e7a2bf22"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"default\\\",\\n \\\"age\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"default\\\"), 0) AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"default\\\",\\n CAST(\\\"age\\\" AS INTEGER) AS \\\"age\\\",\\n SUM(CAST(\\\"previous\\\" AS INTEGER)) AS \\\"total_measure\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"default\\\", CAST(\\\"age\\\" AS INTEGER)\\n)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiates the Within-Group Share of Total template with group_col=\\\"default\\\", item_col=\\\"age\\\", and measure_col=\\\"previous\\\", casting text-backed numeric fields for SQLite aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25921,"cached_input_tokens":24960,"output_tokens":2971,"reasoning_output_tokens":2779}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..476d78fe12b3bc96818907e44b13bd8698ddb350 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"default\",\n \"age\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(SUM(\"total_measure\") OVER (PARTITION BY \"default\"), 0) AS \"share_within_group\"\nFROM (\n SELECT\n \"default\",\n CAST(\"age\" AS INTEGER) AS \"age\",\n SUM(CAST(\"previous\" AS INTEGER)) AS \"total_measure\"\n FROM \"m8\"\n GROUP BY \"default\", CAST(\"age\" AS INTEGER)\n)\nORDER BY \"share_within_group\" DESC;","notes":"Instantiates the Within-Group Share of Total template with group_col=\"default\", item_col=\"age\", and measure_col=\"previous\", casting text-backed numeric fields for SQLite aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..7329810e4da9027a505d97519b0326dcac49ede2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=default, measure_col=previous. +Result preview: [{"default": "yes", "age": 32, "total_measure": 28, "share_within_group": 12.785388127853881}, {"default": "yes", "age": 47, "total_measure": 27, "share_within_group": 12.32876712328767}, {"default": "yes", "age": 40, "total_measure": 23, "share_within_group": 10.502283105022832}, {"default": "yes", "age": 30, "total_measure": 20, "share_within_group": 9.132420091324201}, {"default": "yes", "age": 45, "total_measure": 15, "share_within_group": 6.8493150684931505}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5bd96ce629b7580fffd53dd42abbcbd176d7df2a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/generated_sql.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_bb30e19a214f7084 +-- problem_id: v2p_m8_6a30212831a4b6c8 +-- realization_mode: agent +-- source_kind: agent +SELECT + "default", + "age", + "total_measure", + "total_measure" * 100.0 / NULLIF(SUM("total_measure") OVER (PARTITION BY "default"), 0) AS "share_within_group" +FROM ( + SELECT + "default", + CAST("age" AS INTEGER) AS "age", + SUM(CAST("previous" AS INTEGER)) AS "total_measure" + FROM "m8" + GROUP BY "default", CAST("age" AS INTEGER) +) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e2d5e6fead1f17bbaa7644350433a37eb30fb3cb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"default\",\n \"age\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(SUM(\"total_measure\") OVER (PARTITION BY \"default\"), 0) AS \"share_within_group\"\nFROM (\n SELECT\n \"default\",\n CAST(\"age\" AS INTEGER) AS \"age\",\n SUM(CAST(\"previous\" AS INTEGER)) AS \"total_measure\"\n FROM \"m8\"\n GROUP BY \"default\", CAST(\"age\" AS INTEGER)\n)\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"default\\\",\\n \\\"age\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"default\\\"), 0) AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"default\\\",\\n CAST(\\\"age\\\" AS INTEGER) AS \\\"age\\\",\\n SUM(CAST(\\\"previous\\\" AS INTEGER)) AS \\\"total_measure\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"default\\\", CAST(\\\"age\\\" AS INTEGER)\\n)\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"default\", \"age\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"default\": \"yes\", \"age\": 32, \"total_measure\": 28, \"share_within_group\": 12.785388127853881}, {\"default\": \"yes\", \"age\": 47, \"total_measure\": 27, \"share_within_group\": 12.32876712328767}, {\"default\": \"yes\", \"age\": 40, \"total_measure\": 23, \"share_within_group\": 10.502283105022832}, {\"default\": \"yes\", \"age\": 30, \"total_measure\": 20, \"share_within_group\": 9.132420091324201}, {\"default\": \"yes\", \"age\": 45, \"total_measure\": 15, \"share_within_group\": 6.8493150684931505}, {\"default\": \"yes\", \"age\": 48, \"total_measure\": 15, \"share_within_group\": 6.8493150684931505}, {\"default\": \"yes\", \"age\": 35, \"total_measure\": 12, \"share_within_group\": 5.47945205479452}, {\"default\": \"no\", \"age\": 34, \"total_measure\": 1321, \"share_within_group\": 5.077254208624798}, {\"default\": \"no\", \"age\": 33, \"total_measure\": 1315, \"share_within_group\": 5.054193250826351}, {\"default\": \"no\", \"age\": 35, \"total_measure\": 1315, \"share_within_group\": 5.054193250826351}, {\"default\": \"yes\", \"age\": 42, \"total_measure\": 11, \"share_within_group\": 5.0228310502283104}, {\"default\": \"no\", \"age\": 37, \"total_measure\": 1202, \"share_within_group\": 4.619878545622261}, {\"default\": \"no\", \"age\": 31, \"total_measure\": 1161, \"share_within_group\": 4.462295333999538}, {\"default\": \"no\", \"age\": 32, \"total_measure\": 1152, \"share_within_group\": 4.427703897301868}, {\"default\": \"yes\", \"age\": 37, \"total_measure\": 9, \"share_within_group\": 4.109589041095891}, {\"default\": \"no\", \"age\": 40, \"total_measure\": 1038, \"share_within_group\": 3.9895456991313707}, {\"default\": \"no\", \"age\": 36, \"total_measure\": 954, \"share_within_group\": 3.6666922899531094}, {\"default\": \"yes\", \"age\": 28, \"total_measure\": 8, \"share_within_group\": 3.65296803652968}, {\"default\": \"yes\", \"age\": 50, \"total_measure\": 8, \"share_within_group\": 3.65296803652968}, {\"default\": \"no\", \"age\": 38, \"total_measure\": 910, \"share_within_group\": 3.4975785994311632}, {\"default\": \"no\", \"age\": 39, \"total_measure\": 864, \"share_within_group\": 3.3207779229764007}, {\"default\": \"no\", \"age\": 30, \"total_measure\": 855, \"share_within_group\": 3.28618648627873}, {\"default\": \"yes\", \"age\": 33, \"total_measure\": 7, \"share_within_group\": 3.1963470319634704}, {\"default\": \"yes\", \"age\": 51, \"total_measure\": 6, \"share_within_group\": 2.73972602739726}, {\"default\": \"yes\", \"age\": 57, \"total_measure\": 6, \"share_within_group\": 2.73972602739726}, {\"default\": \"no\", \"age\": 29, \"total_measure\": 688, \"share_within_group\": 2.6443231608886157}, {\"default\": \"no\", \"age\": 28, \"total_measure\": 667, \"share_within_group\": 2.5636098085940504}, {\"default\": \"no\", \"age\": 42, \"total_measure\": 661, \"share_within_group\": 2.540548850795603}, {\"default\": \"no\", \"age\": 43, \"total_measure\": 651, \"share_within_group\": 2.5021139211315244}, {\"default\": \"no\", \"age\": 41, \"total_measure\": 642, \"share_within_group\": 2.4675224844338537}, {\"default\": \"no\", \"age\": 27, \"total_measure\": 629, \"share_within_group\": 2.417557075870551}, {\"default\": \"no\", \"age\": 44, \"total_measure\": 603, \"share_within_group\": 2.3176262587439465}, {\"default\": \"no\", \"age\": 46, \"total_measure\": 601, \"share_within_group\": 2.3099392728111305}, {\"default\": \"no\", \"age\": 45, \"total_measure\": 576, \"share_within_group\": 2.213851948650934}, {\"default\": \"no\", \"age\": 47, \"total_measure\": 545, \"share_within_group\": 2.09470366669229}, {\"default\": \"no\", \"age\": 50, \"total_measure\": 520, \"share_within_group\": 1.998616342532093}, {\"default\": \"no\", \"age\": 48, \"total_measure\": 477, \"share_within_group\": 1.8333461449765547}, {\"default\": \"yes\", \"age\": 27, \"total_measure\": 4, \"share_within_group\": 1.82648401826484}, {\"default\": \"yes\", \"age\": 31, \"total_measure\": 4, \"share_within_group\": 1.82648401826484}, {\"default\": \"no\", \"age\": 54, \"total_measure\": 445, \"share_within_group\": 1.7103543700515027}, {\"default\": \"no\", \"age\": 55, \"total_measure\": 444, \"share_within_group\": 1.706510877085095}, {\"default\": \"no\", \"age\": 53, \"total_measure\": 411, \"share_within_group\": 1.5796756091936353}, {\"default\": \"no\", \"age\": 52, \"total_measure\": 393, \"share_within_group\": 1.5104927357982936}, {\"default\": \"no\", \"age\": 26, \"total_measure\": 392, \"share_within_group\": 1.5066492428318856}, {\"default\": \"no\", \"age\": 51, \"total_measure\": 388, \"share_within_group\": 1.4912752709662542}, {\"default\": \"no\", \"age\": 49, \"total_measure\": 373, \"share_within_group\": 1.433622876470136}, {\"default\": \"no\", \"age\": 60, \"total_measure\": 373, \"share_within_group\": 1.433622876470136}, {\"default\": \"no\", \"age\": 56, \"total_measure\": 364, \"share_within_group\": 1.3990314397724652}, {\"default\": \"yes\", \"age\": 39, \"total_measure\": 3, \"share_within_group\": 1.36986301369863}, {\"default\": \"no\", \"age\": 57, \"total_measure\": 347, \"share_within_group\": 1.3336920593435313}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 24.47}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..61f20ebc068c8f1d6f73e625eeabd862658abba8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:05:43.828250+00:00", + "ended_at": "2026-05-26T01:06:47.038778+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_bb30e19a214f7084", + "problem_id": "v2p_m8_6a30212831a4b6c8", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=default, measure_col=previous.", + "bindings": { + "group_col": "default", + "measure_col": "previous", + "item_col": "age", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=11", + "sql_variant_index=2/2", + "binding_index=34" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 11, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_bb30e19a214f7084.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_bb30e19a214f7084", + "api_calls": 0, + "input_tokens": 25921, + "cached_input_tokens": 24960, + "output_tokens": 2971, + "total_tokens": 28892, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2626, + "estimated_output_tokens": 186, + "estimated_total_tokens": 2812, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 63180.37, + "sql_execution_elapsed_ms_total": 24.47, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7022f37196cac8779c932f2c6a2fb455e7a35d3e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:06:47.012663+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 63180.37, "started_at": "2026-05-26T01:05:43.829629+00:00", "ended_at": "2026-05-26T01:06:47.010237+00:00", "prompt_metrics": {"chars": 9359, "bytes_utf8": 9359, "lines": 302, "estimated_tokens": 2626}, "response_metrics": {"chars": 680, "bytes_utf8": 680, "lines": 1, "estimated_tokens": 186}, "usage": {"input_tokens": 25921, "cached_input_tokens": 24960, "output_tokens": 2971, "reasoning_output_tokens": 2779}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"default\\\",\\n \\\"age\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"default\\\"), 0) AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"default\\\",\\n CAST(\\\"age\\\" AS INTEGER) AS \\\"age\\\",\\n SUM(CAST(\\\"previous\\\" AS INTEGER)) AS \\\"total_measure\\\"\\n FROM \\\"m8\\\"\\n GROUP BY \\\"default\\\", CAST(\\\"age\\\" AS INTEGER)\\n)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiates the Within-Group Share of Total template with group_col=\\\"default\\\", item_col=\\\"age\\\", and measure_col=\\\"previous\\\", casting text-backed numeric fields for SQLite aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8f4b53cfe2ccab05ef23f5a30110ec2824c829fb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_bb30e19a214f7084", + "api_calls": 0, + "input_tokens": 25921, + "cached_input_tokens": 24960, + "output_tokens": 2971, + "total_tokens": 28892, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2626, + "estimated_output_tokens": 186, + "estimated_total_tokens": 2812, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 63180.37, + "sql_execution_elapsed_ms_total": 24.47, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bb30e19a214f7084/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1599f428d24bcf29e8d3cb0c44f754c41818c97a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9362, "bytes_utf8": 9362, "lines": 302, "estimated_tokens": 2627}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": 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+ "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_bc1ceb04675e4394", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 25472, + "output_tokens": 1196, + "total_tokens": 27118, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 156, + "estimated_total_tokens": 2783, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 24924.26, + "sql_execution_elapsed_ms_total": 21.08, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2564d9903071e436d11673746730d276f656bec9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:06:47.040701+00:00", + "ended_at": "2026-05-26T01:07:11.965083+00:00", + "elapsed_ms": 24924.26, + "prompt_metrics": { + "chars": 9362, + "bytes_utf8": 9362, + "lines": 302, + "estimated_tokens": 2627 + }, + "stdout_metrics": { + "chars": 982, + "bytes_utf8": 982, + "lines": 4, + "estimated_tokens": 299 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 106 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 586, + "bytes_utf8": 586, + "lines": 1, + "estimated_tokens": 156 + }, + "usage": { + "input_tokens": 25922, + "cached_input_tokens": 25472, + "output_tokens": 1196, + "reasoning_output_tokens": 1034 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6e99fe2005fbf576ee2737aef6a9e705e159f3d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=default, measure_col=previous.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "default", + "measure_col": "previous", + "item_col": "age", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d4195dc4e4de250b2fac24d06b76655365fcd0b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d1-e8a3-7223-a1d9-7856f1410f7a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"default\\\",\\n \\\"age\\\",\\n SUM(CAST(\\\"previous\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"previous\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"previous\\\" AS REAL))) OVER (PARTITION BY \\\"default\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"default\\\", \\\"age\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the requested within-group share template with group_col=\\\"default\\\", item_col=\\\"age\\\", and measure_col=\\\"previous\\\". CAST to REAL is included because the schema stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25922,"cached_input_tokens":25472,"output_tokens":1196,"reasoning_output_tokens":1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8496486d6d6f7bb66d41fba9aba0d79ee10aea20 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"default\",\n \"age\",\n SUM(CAST(\"previous\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"previous\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"previous\" AS REAL))) OVER (PARTITION BY \"default\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"default\", \"age\"\nORDER BY \"share_within_group\" DESC;","notes":"Used the requested within-group share template with group_col=\"default\", item_col=\"age\", and measure_col=\"previous\". CAST to REAL is included because the schema stores numeric-looking fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..060c5af62a4e32e99362c9558e53f16682b6e953 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:07:11.195600Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61d1-e8a3-7223-a1d9-7856f1410f7a.1779757607075665000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d25e73de94a5c77629fc5454895f21a07a198739 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=default, measure_col=previous. +Result preview: [{"default": "yes", "age": "32", "total_measure": 28.0, "share_within_group": 12.785388127853881}, {"default": "yes", "age": "47", "total_measure": 27.0, "share_within_group": 12.32876712328767}, {"default": "yes", "age": "40", "total_measure": 23.0, "share_within_group": 10.502283105022832}, {"default": "yes", "age": "30", "total_measure": 20.0, "share_within_group": 9.132420091324201}, {"default": "yes", "age": "45", "total_measure": 15.0, "share_within_group": 6.8493150684931505}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..060b4021bc653bd518c4406692fa2fa0e273a031 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_bc1ceb04675e4394 +-- problem_id: v2p_m8_3cb4efa3f7533f59 +-- realization_mode: agent +-- source_kind: agent +SELECT + "default", + "age", + SUM(CAST("previous" AS REAL)) AS "total_measure", + SUM(CAST("previous" AS REAL)) * 100.0 / SUM(SUM(CAST("previous" AS REAL))) OVER (PARTITION BY "default") AS "share_within_group" +FROM "m8" +GROUP BY "default", "age" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c6511e70e8d6249bad1959a25311d87f815ed181 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"default\",\n \"age\",\n SUM(CAST(\"previous\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"previous\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"previous\" AS REAL))) OVER (PARTITION BY \"default\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"default\", \"age\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"default\\\",\\n \\\"age\\\",\\n SUM(CAST(\\\"previous\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"previous\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"previous\\\" AS REAL))) OVER (PARTITION BY \\\"default\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"default\\\", \\\"age\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"default\", \"age\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"default\": \"yes\", \"age\": \"32\", \"total_measure\": 28.0, \"share_within_group\": 12.785388127853881}, {\"default\": \"yes\", \"age\": \"47\", \"total_measure\": 27.0, \"share_within_group\": 12.32876712328767}, {\"default\": \"yes\", \"age\": \"40\", \"total_measure\": 23.0, \"share_within_group\": 10.502283105022832}, {\"default\": \"yes\", \"age\": \"30\", \"total_measure\": 20.0, \"share_within_group\": 9.132420091324201}, {\"default\": \"yes\", \"age\": \"45\", \"total_measure\": 15.0, \"share_within_group\": 6.8493150684931505}, {\"default\": \"yes\", \"age\": \"48\", \"total_measure\": 15.0, \"share_within_group\": 6.8493150684931505}, {\"default\": \"yes\", \"age\": \"35\", \"total_measure\": 12.0, \"share_within_group\": 5.47945205479452}, {\"default\": \"no\", \"age\": \"34\", \"total_measure\": 1321.0, \"share_within_group\": 5.077254208624798}, {\"default\": \"no\", \"age\": \"33\", \"total_measure\": 1315.0, \"share_within_group\": 5.054193250826351}, {\"default\": \"no\", \"age\": \"35\", \"total_measure\": 1315.0, \"share_within_group\": 5.054193250826351}, {\"default\": \"yes\", \"age\": \"42\", \"total_measure\": 11.0, \"share_within_group\": 5.0228310502283104}, {\"default\": \"no\", \"age\": \"37\", \"total_measure\": 1202.0, \"share_within_group\": 4.619878545622261}, {\"default\": \"no\", \"age\": \"31\", \"total_measure\": 1161.0, \"share_within_group\": 4.462295333999538}, {\"default\": \"no\", \"age\": \"32\", \"total_measure\": 1152.0, \"share_within_group\": 4.427703897301868}, {\"default\": \"yes\", \"age\": \"37\", \"total_measure\": 9.0, \"share_within_group\": 4.109589041095891}, {\"default\": \"no\", \"age\": \"40\", \"total_measure\": 1038.0, \"share_within_group\": 3.9895456991313707}, {\"default\": \"no\", \"age\": \"36\", \"total_measure\": 954.0, \"share_within_group\": 3.6666922899531094}, {\"default\": \"yes\", \"age\": \"28\", \"total_measure\": 8.0, \"share_within_group\": 3.65296803652968}, {\"default\": \"yes\", \"age\": \"50\", \"total_measure\": 8.0, \"share_within_group\": 3.65296803652968}, {\"default\": \"no\", \"age\": \"38\", \"total_measure\": 910.0, \"share_within_group\": 3.4975785994311632}, {\"default\": \"no\", \"age\": \"39\", \"total_measure\": 864.0, \"share_within_group\": 3.3207779229764007}, {\"default\": \"no\", \"age\": \"30\", \"total_measure\": 855.0, \"share_within_group\": 3.28618648627873}, {\"default\": \"yes\", \"age\": \"33\", \"total_measure\": 7.0, \"share_within_group\": 3.1963470319634704}, {\"default\": \"yes\", \"age\": \"51\", \"total_measure\": 6.0, \"share_within_group\": 2.73972602739726}, {\"default\": \"yes\", \"age\": \"57\", \"total_measure\": 6.0, \"share_within_group\": 2.73972602739726}, {\"default\": \"no\", \"age\": \"29\", \"total_measure\": 688.0, \"share_within_group\": 2.6443231608886157}, {\"default\": \"no\", \"age\": \"28\", \"total_measure\": 667.0, \"share_within_group\": 2.5636098085940504}, {\"default\": \"no\", \"age\": \"42\", \"total_measure\": 661.0, \"share_within_group\": 2.540548850795603}, {\"default\": \"no\", \"age\": \"43\", \"total_measure\": 651.0, \"share_within_group\": 2.5021139211315244}, {\"default\": \"no\", \"age\": \"41\", \"total_measure\": 642.0, \"share_within_group\": 2.4675224844338537}, {\"default\": \"no\", \"age\": \"27\", \"total_measure\": 629.0, \"share_within_group\": 2.417557075870551}, {\"default\": \"no\", \"age\": \"44\", \"total_measure\": 603.0, \"share_within_group\": 2.3176262587439465}, {\"default\": \"no\", \"age\": \"46\", \"total_measure\": 601.0, \"share_within_group\": 2.3099392728111305}, {\"default\": \"no\", \"age\": \"45\", \"total_measure\": 576.0, \"share_within_group\": 2.213851948650934}, {\"default\": \"no\", \"age\": \"47\", \"total_measure\": 545.0, \"share_within_group\": 2.09470366669229}, {\"default\": \"no\", \"age\": \"50\", \"total_measure\": 520.0, \"share_within_group\": 1.998616342532093}, {\"default\": \"no\", \"age\": \"48\", \"total_measure\": 477.0, \"share_within_group\": 1.8333461449765547}, {\"default\": \"yes\", \"age\": \"27\", \"total_measure\": 4.0, \"share_within_group\": 1.82648401826484}, {\"default\": \"yes\", \"age\": \"31\", \"total_measure\": 4.0, \"share_within_group\": 1.82648401826484}, {\"default\": \"no\", \"age\": \"54\", \"total_measure\": 445.0, \"share_within_group\": 1.7103543700515027}, {\"default\": \"no\", \"age\": \"55\", \"total_measure\": 444.0, \"share_within_group\": 1.706510877085095}, {\"default\": \"no\", \"age\": \"53\", \"total_measure\": 411.0, \"share_within_group\": 1.5796756091936353}, {\"default\": \"no\", \"age\": \"52\", \"total_measure\": 393.0, \"share_within_group\": 1.5104927357982936}, {\"default\": \"no\", \"age\": \"26\", \"total_measure\": 392.0, \"share_within_group\": 1.5066492428318856}, {\"default\": \"no\", \"age\": \"51\", \"total_measure\": 388.0, \"share_within_group\": 1.4912752709662542}, {\"default\": \"no\", \"age\": \"49\", \"total_measure\": 373.0, \"share_within_group\": 1.433622876470136}, {\"default\": \"no\", \"age\": \"60\", \"total_measure\": 373.0, \"share_within_group\": 1.433622876470136}, {\"default\": \"no\", \"age\": \"56\", \"total_measure\": 364.0, \"share_within_group\": 1.3990314397724652}, {\"default\": \"yes\", \"age\": \"39\", \"total_measure\": 3.0, \"share_within_group\": 1.36986301369863}, {\"default\": \"no\", \"age\": \"57\", \"total_measure\": 347.0, \"share_within_group\": 1.3336920593435313}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 21.08}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ef019afb3496f70ca3d1515b9c241697630f19a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:06:47.039227+00:00", + "ended_at": "2026-05-26T01:07:11.991439+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_bc1ceb04675e4394", + "problem_id": "v2p_m8_3cb4efa3f7533f59", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=default, measure_col=previous.", + "bindings": { + "group_col": "default", + "measure_col": "previous", + "item_col": "age", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=11", + "sql_variant_index=1/2", + "binding_index=34" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 11, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_bc1ceb04675e4394.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_bc1ceb04675e4394", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 25472, + "output_tokens": 1196, + "total_tokens": 27118, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 156, + "estimated_total_tokens": 2783, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 24924.26, + "sql_execution_elapsed_ms_total": 21.08, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..679442f4c433e6f890fe4749986d7ee1992d8648 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:07:11.968733+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 24924.26, "started_at": "2026-05-26T01:06:47.040701+00:00", "ended_at": "2026-05-26T01:07:11.965083+00:00", "prompt_metrics": {"chars": 9362, "bytes_utf8": 9362, "lines": 302, "estimated_tokens": 2627}, "response_metrics": {"chars": 586, "bytes_utf8": 586, "lines": 1, "estimated_tokens": 156}, "usage": {"input_tokens": 25922, "cached_input_tokens": 25472, "output_tokens": 1196, "reasoning_output_tokens": 1034}, "stderr_preview": "2026-05-26T01:07:11.195600Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61d1-e8a3-7223-a1d9-7856f1410f7a.1779757607075665000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"default\\\",\\n \\\"age\\\",\\n SUM(CAST(\\\"previous\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"previous\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"previous\\\" AS REAL))) OVER (PARTITION BY \\\"default\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"default\\\", \\\"age\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the requested within-group share template with group_col=\\\"default\\\", item_col=\\\"age\\\", and measure_col=\\\"previous\\\". CAST to REAL is included because the schema stores numeric-looking fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c3b9c9373a94932425d1e8bd7b5e645b626ee2f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_bc1ceb04675e4394", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 25472, + "output_tokens": 1196, + "total_tokens": 27118, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 156, + "estimated_total_tokens": 2783, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 24924.26, + "sql_execution_elapsed_ms_total": 21.08, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc1ceb04675e4394/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cc980f68367141026028b8d5b7ebe81da6254592 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9261, "bytes_utf8": 9261, "lines": 304, "estimated_tokens": 2601}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 372, "bytes_utf8": 372, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 25896, "cached_input_tokens": 24960, "output_tokens": 623, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2441e40861e38ba174bd99c9e480fa3e6abe0ae4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_bc2712b2c533dc6c", + "api_calls": 0, + "input_tokens": 25896, + "cached_input_tokens": 24960, + "output_tokens": 623, + "total_tokens": 26519, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2601, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2702, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16013.94, + "sql_execution_elapsed_ms_total": 17.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e4c1e03572ffb7bcf3f13373d14a2f3a36046bec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:07:11.994136+00:00", + "ended_at": "2026-05-26T01:07:28.008171+00:00", + "elapsed_ms": 16013.94, + "prompt_metrics": { + "chars": 9261, + "bytes_utf8": 9261, + "lines": 304, + "estimated_tokens": 2601 + }, + "stdout_metrics": { + "chars": 747, + "bytes_utf8": 747, + "lines": 4, + "estimated_tokens": 227 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 372, + "bytes_utf8": 372, + "lines": 1, + "estimated_tokens": 101 + }, + "usage": { + "input_tokens": 25896, + "cached_input_tokens": 24960, + "output_tokens": 623, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f2c3a4feb9695393dac21d3a3e94febaced75d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,304 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=housing.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "default", + "group_col_2": "housing", + "predicate_col": "y", + "predicate_op": "=", + "predicate_value": "no", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1428.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..30aa9c999de21b5df8f6a5d5be48bd5f4decfb0f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d2-4a28-74e1-b5d4-711d5ada4c17"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"default\\\", \\\"housing\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"y\\\" = 'no'\\nGROUP BY \\\"default\\\", \\\"housing\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned filtered two-dimensional group count template with group_col=\\\"default\\\", group_col_2=\\\"housing\\\", and predicate \\\"y\\\" = 'no'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25896,"cached_input_tokens":24960,"output_tokens":623,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..28d103d70bf701f650d90ff90fca54e8211a5399 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"default\", \"housing\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nWHERE \"y\" = 'no'\nGROUP BY \"default\", \"housing\"\nORDER BY \"row_count\" DESC;","notes":"Applied the planned filtered two-dimensional group count template with group_col=\"default\", group_col_2=\"housing\", and predicate \"y\" = 'no'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..19794a014279ca175965d13aeaae39f747c8223d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=housing. +Result preview: [{"default": "no", "housing": "yes", "row_count": 22789}, {"default": "no", "housing": "no", "row_count": 16370}, {"default": "yes", "housing": "yes", "row_count": 406}, {"default": "yes", "housing": "no", "row_count": 357}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4c1c44bd4d53c235a6bd2cb0ae510986a43388e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m8_bc2712b2c533dc6c +-- problem_id: v2p_m8_737be6dc59368e3a +-- realization_mode: agent +-- source_kind: agent +SELECT "default", "housing", COUNT(*) AS "row_count" +FROM "m8" +WHERE "y" = 'no' +GROUP BY "default", "housing" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d9ee0b0f0e9442b7ee8626168ce281facef574aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"default\", \"housing\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nWHERE \"y\" = 'no'\nGROUP BY \"default\", \"housing\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"default\\\", \\\"housing\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"y\\\" = 'no'\\nGROUP BY \\\"default\\\", \\\"housing\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"default\", \"housing\", \"row_count\"], \"rows\": [{\"default\": \"no\", \"housing\": \"yes\", \"row_count\": 22789}, {\"default\": \"no\", \"housing\": \"no\", \"row_count\": 16370}, {\"default\": \"yes\", \"housing\": \"yes\", \"row_count\": 406}, {\"default\": \"yes\", \"housing\": \"no\", \"row_count\": 357}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 17.73}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..db33d906b3a07222d79b21af4b01415935301cfd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:07:11.991951+00:00", + "ended_at": "2026-05-26T01:07:28.031097+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_bc2712b2c533dc6c", + "problem_id": "v2p_m8_737be6dc59368e3a", + "dataset_id": "m8", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=default, group_col_2=housing.", + "bindings": { + "group_col": "default", + "group_col_2": "housing", + "predicate_col": "y", + "predicate_op": "=", + "predicate_value": "no", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1428.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=50" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_bc2712b2c533dc6c.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_bc2712b2c533dc6c", + "api_calls": 0, + "input_tokens": 25896, + "cached_input_tokens": 24960, + "output_tokens": 623, + "total_tokens": 26519, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2601, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2702, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16013.94, + "sql_execution_elapsed_ms_total": 17.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f3ecbd191c2304cda9da54ee42602eca4b52d204 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:07:28.011106+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16013.94, "started_at": "2026-05-26T01:07:11.994136+00:00", "ended_at": "2026-05-26T01:07:28.008171+00:00", "prompt_metrics": {"chars": 9261, "bytes_utf8": 9261, "lines": 304, "estimated_tokens": 2601}, "response_metrics": {"chars": 372, "bytes_utf8": 372, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 25896, "cached_input_tokens": 24960, "output_tokens": 623, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"default\\\", \\\"housing\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nWHERE \\\"y\\\" = 'no'\\nGROUP BY \\\"default\\\", \\\"housing\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned filtered two-dimensional group count template with group_col=\\\"default\\\", group_col_2=\\\"housing\\\", and predicate \\\"y\\\" = 'no'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f9dbadf7416b3a5899dc6a24c9c910761c508977 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_bc2712b2c533dc6c", + "api_calls": 0, + "input_tokens": 25896, + "cached_input_tokens": 24960, + "output_tokens": 623, + "total_tokens": 26519, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2601, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2702, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16013.94, + "sql_execution_elapsed_ms_total": 17.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_bc2712b2c533dc6c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9393dd4dad1daab786b3fb996806db0ebe210e67 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8867, "bytes_utf8": 8867, "lines": 298, "estimated_tokens": 2484}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 262, "bytes_utf8": 262, "lines": 1, "estimated_tokens": 65}, "usage": {"input_tokens": 25779, "cached_input_tokens": 24960, "output_tokens": 299, "reasoning_output_tokens": 228}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9a6f73ba8afc3bfae62178c15eaffd9cfec491df --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_c58c3484336899e2", + "api_calls": 0, + "input_tokens": 25779, + "cached_input_tokens": 24960, + "output_tokens": 299, + "total_tokens": 26078, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2484, + "estimated_output_tokens": 65, + "estimated_total_tokens": 2549, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10709.01, + "sql_execution_elapsed_ms_total": 6.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c96ad7653b94abb001ec36ee0d6d5b0ce223442a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:07:28.035076+00:00", + "ended_at": "2026-05-26T01:07:38.744168+00:00", + "elapsed_ms": 10709.01, + "prompt_metrics": { + "chars": 8867, + "bytes_utf8": 8867, + "lines": 298, + "estimated_tokens": 2484 + }, + "stdout_metrics": { + "chars": 616, + "bytes_utf8": 616, + "lines": 4, + "estimated_tokens": 176 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 262, + "bytes_utf8": 262, + "lines": 1, + "estimated_tokens": 65 + }, + "usage": { + "input_tokens": 25779, + "cached_input_tokens": 24960, + "output_tokens": 299, + "reasoning_output_tokens": 228 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..15a989f45c4bb530c398497f863c9141e9208695 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,298 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=default.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "default", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3f01f2d401c6b3b379ed2be3bcb9844c502e3237 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d2-88d5-76f3-8e66-2012052023fe"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"default\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"default\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Grouped row counts by the bound category column \\\"default\\\" using the planned template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25779,"cached_input_tokens":24960,"output_tokens":299,"reasoning_output_tokens":228}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8c8d707cf958f780ce30ac6fe2719990fa538f36 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"default\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nGROUP BY \"default\"\nORDER BY \"row_count\" DESC;","notes":"Grouped row counts by the bound category column \"default\" using the planned template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b873a80fe3902cc179e34fa72b772871bcd5a729 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=default. +Result preview: [{"default": "no", "row_count": 44396}, {"default": "yes", "row_count": 815}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..67b57e389504c6f1bd5d74431ffe2932a8cf5d68 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m8_c58c3484336899e2 +-- problem_id: v2p_m8_58b9a45d818ac743 +-- realization_mode: agent +-- source_kind: agent +SELECT "default", COUNT(*) AS "row_count" +FROM "m8" +GROUP BY "default" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..94ccab4437cf946d82f19d7885c3d7b43ef50904 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"default\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nGROUP BY \"default\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"default\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"default\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"default\", \"row_count\"], \"rows\": [{\"default\": \"no\", \"row_count\": 44396}, {\"default\": \"yes\", \"row_count\": 815}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 6.04}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..18e86f3224d3e6833e505806876db0667d64d9d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:07:28.032482+00:00", + "ended_at": "2026-05-26T01:07:38.754907+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_c58c3484336899e2", + "problem_id": "v2p_m8_58b9a45d818ac743", + "dataset_id": "m8", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=default.", + "bindings": { + "group_col": "default", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=19" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_c58c3484336899e2.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_c58c3484336899e2", + "api_calls": 0, + "input_tokens": 25779, + "cached_input_tokens": 24960, + "output_tokens": 299, + "total_tokens": 26078, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2484, + "estimated_output_tokens": 65, + "estimated_total_tokens": 2549, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10709.01, + "sql_execution_elapsed_ms_total": 6.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fed3c058601d1bba4683a51146ce9d11096a75e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:07:38.747463+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10709.01, "started_at": "2026-05-26T01:07:28.035076+00:00", "ended_at": "2026-05-26T01:07:38.744168+00:00", "prompt_metrics": {"chars": 8867, "bytes_utf8": 8867, "lines": 298, "estimated_tokens": 2484}, "response_metrics": {"chars": 262, "bytes_utf8": 262, "lines": 1, "estimated_tokens": 65}, "usage": {"input_tokens": 25779, "cached_input_tokens": 24960, "output_tokens": 299, "reasoning_output_tokens": 228}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"default\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"default\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Grouped row counts by the bound category column \\\"default\\\" using the planned template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8e919d0af9e6cedaadd1368a9945a94c15e2eff2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_c58c3484336899e2", + "api_calls": 0, + "input_tokens": 25779, + "cached_input_tokens": 24960, + "output_tokens": 299, + "total_tokens": 26078, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2484, + "estimated_output_tokens": 65, + "estimated_total_tokens": 2549, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10709.01, + "sql_execution_elapsed_ms_total": 6.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c58c3484336899e2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6be97f9fea6f896651954801ba6dad9fb99b3668 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9215, "bytes_utf8": 9215, "lines": 303, "estimated_tokens": 2573}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 372, "bytes_utf8": 372, "lines": 1, "estimated_tokens": 98}, "usage": {"input_tokens": 25868, "cached_input_tokens": 24960, "output_tokens": 620, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3f6d246b25c9afbb0099e71952e715dc073a033c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_c67e1070b32fe65c", + "api_calls": 0, + "input_tokens": 25868, + "cached_input_tokens": 24960, + "output_tokens": 620, + "total_tokens": 26488, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2573, + "estimated_output_tokens": 98, + "estimated_total_tokens": 2671, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15223.73, + "sql_execution_elapsed_ms_total": 9.46, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..673e95bd999895cdbe08891283917a2cb37f468a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:07:38.756487+00:00", + "ended_at": "2026-05-26T01:07:53.980307+00:00", + "elapsed_ms": 15223.73, + "prompt_metrics": { + "chars": 9215, + "bytes_utf8": 9215, + "lines": 303, + "estimated_tokens": 2573 + }, + "stdout_metrics": { + "chars": 727, + "bytes_utf8": 727, + "lines": 4, + "estimated_tokens": 211 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 372, + "bytes_utf8": 372, + "lines": 1, + "estimated_tokens": 98 + }, + "usage": { + "input_tokens": 25868, + "cached_input_tokens": 24960, + "output_tokens": 620, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..94b1274bb2e2982e9457c90a7a9eaaef6f292a97 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=pdays, condition_col=contact.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "pdays", + "condition_col": "contact", + "condition_value": "unknown", + "positive_value": "cellular", + "negative_value": "unknown", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 319.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bb2b2fcbae0fa9a589e7e6b30d8dcab873cf3bbb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d2-b2a8-7fe0-bbc4-78a9efa1a665"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"pdays\\\",\\n AVG(CASE WHEN \\\"contact\\\" = 'unknown' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"pdays\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows with contact='unknown' for each pdays value, ordered by the highest condition rate first.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25868,"cached_input_tokens":24960,"output_tokens":620,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..26bb38adab8806b88e68ac5953171831ac4894c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"pdays\",\n AVG(CASE WHEN \"contact\" = 'unknown' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"pdays\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the within-group proportion of rows with contact='unknown' for each pdays value, ordered by the highest condition rate first."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..dd294fea16e40aabf323055a8bd0f740d9e5934e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=pdays, condition_col=contact. +Result preview: [{"pdays": "850", "condition_rate": 1.0}, {"pdays": "838", "condition_rate": 1.0}, {"pdays": "808", "condition_rate": 1.0}, {"pdays": "791", "condition_rate": 1.0}, {"pdays": "782", "condition_rate": 1.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..536a21789a3c32a96b6f8fffc57e87b6d8ba5a04 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_c67e1070b32fe65c +-- problem_id: v2p_m8_14fd4d3e4830ae53 +-- realization_mode: agent +-- source_kind: agent +SELECT "pdays", + AVG(CASE WHEN "contact" = 'unknown' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "pdays" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ccc779ead7a19ddec7ae2065879459b006dc31a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"pdays\",\n AVG(CASE WHEN \"contact\" = 'unknown' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"m8\"\nGROUP BY \"pdays\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"pdays\\\",\\n AVG(CASE WHEN \\\"contact\\\" = 'unknown' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"pdays\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"pdays\", \"condition_rate\"], \"rows\": [{\"pdays\": \"850\", \"condition_rate\": 1.0}, {\"pdays\": \"838\", \"condition_rate\": 1.0}, {\"pdays\": \"808\", \"condition_rate\": 1.0}, {\"pdays\": \"791\", \"condition_rate\": 1.0}, {\"pdays\": \"782\", \"condition_rate\": 1.0}, {\"pdays\": \"778\", \"condition_rate\": 1.0}, {\"pdays\": \"775\", \"condition_rate\": 1.0}, {\"pdays\": \"772\", \"condition_rate\": 1.0}, {\"pdays\": \"771\", \"condition_rate\": 1.0}, {\"pdays\": \"745\", \"condition_rate\": 1.0}, {\"pdays\": \"701\", \"condition_rate\": 1.0}, {\"pdays\": \"687\", \"condition_rate\": 1.0}, {\"pdays\": \"686\", \"condition_rate\": 1.0}, {\"pdays\": \"680\", \"condition_rate\": 1.0}, {\"pdays\": \"670\", \"condition_rate\": 1.0}, {\"pdays\": \"656\", \"condition_rate\": 1.0}, {\"pdays\": \"651\", \"condition_rate\": 1.0}, {\"pdays\": \"594\", \"condition_rate\": 1.0}, {\"pdays\": \"592\", \"condition_rate\": 1.0}, {\"pdays\": \"557\", \"condition_rate\": 1.0}, {\"pdays\": \"531\", \"condition_rate\": 1.0}, {\"pdays\": \"526\", \"condition_rate\": 1.0}, {\"pdays\": \"514\", \"condition_rate\": 1.0}, {\"pdays\": \"417\", \"condition_rate\": 1.0}, {\"pdays\": \"411\", \"condition_rate\": 1.0}, {\"pdays\": \"404\", \"condition_rate\": 1.0}, {\"pdays\": \"792\", \"condition_rate\": 0.5}, {\"pdays\": \"779\", \"condition_rate\": 0.5}, {\"pdays\": \"524\", \"condition_rate\": 0.5}, {\"pdays\": \"422\", \"condition_rate\": 0.5}, {\"pdays\": \"-1\", \"condition_rate\": 0.35043567678735726}, {\"pdays\": \"490\", \"condition_rate\": 0.3333333333333333}, {\"pdays\": \"394\", \"condition_rate\": 0.3333333333333333}, {\"pdays\": \"381\", \"condition_rate\": 0.3333333333333333}, {\"pdays\": \"555\", \"condition_rate\": 0.25}, {\"pdays\": \"478\", \"condition_rate\": 0.25}, {\"pdays\": \"384\", \"condition_rate\": 0.25}, {\"pdays\": \"378\", \"condition_rate\": 0.2}, {\"pdays\": \"461\", \"condition_rate\": 0.16666666666666666}, {\"pdays\": \"75\", \"condition_rate\": 0.14285714285714285}, {\"pdays\": \"14\", \"condition_rate\": 0.1111111111111111}, {\"pdays\": \"373\", \"condition_rate\": 0.1}, {\"pdays\": \"107\", \"condition_rate\": 0.07692307692307693}, {\"pdays\": \"101\", \"condition_rate\": 0.06666666666666667}, {\"pdays\": \"304\", \"condition_rate\": 0.058823529411764705}, {\"pdays\": \"112\", \"condition_rate\": 0.05263157894736842}, {\"pdays\": \"109\", \"condition_rate\": 0.05263157894736842}, {\"pdays\": \"166\", \"condition_rate\": 0.05}, {\"pdays\": \"254\", \"condition_rate\": 0.045454545454545456}, {\"pdays\": \"147\", \"condition_rate\": 0.043478260869565216}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 9.46}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..821484b34383db5aa15c2f0e75162cfbd4e9ad09 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:07:38.755294+00:00", + "ended_at": "2026-05-26T01:07:53.993783+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_c67e1070b32fe65c", + "problem_id": "v2p_m8_14fd4d3e4830ae53", + "dataset_id": "m8", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=pdays, condition_col=contact.", + "bindings": { + "group_col": "pdays", + "condition_col": "contact", + "condition_value": "unknown", + "positive_value": "cellular", + "negative_value": "unknown", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 319.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=101" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_c67e1070b32fe65c.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_c67e1070b32fe65c", + "api_calls": 0, + "input_tokens": 25868, + "cached_input_tokens": 24960, + "output_tokens": 620, + "total_tokens": 26488, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2573, + "estimated_output_tokens": 98, + "estimated_total_tokens": 2671, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15223.73, + "sql_execution_elapsed_ms_total": 9.46, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..51d2455ea18c2df8871e09d96f0f243354b38fa2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:07:53.982871+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15223.73, "started_at": "2026-05-26T01:07:38.756487+00:00", "ended_at": "2026-05-26T01:07:53.980307+00:00", "prompt_metrics": {"chars": 9215, "bytes_utf8": 9215, "lines": 303, "estimated_tokens": 2573}, "response_metrics": {"chars": 372, "bytes_utf8": 372, "lines": 1, "estimated_tokens": 98}, "usage": {"input_tokens": 25868, "cached_input_tokens": 24960, "output_tokens": 620, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"pdays\\\",\\n AVG(CASE WHEN \\\"contact\\\" = 'unknown' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"pdays\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows with contact='unknown' for each pdays value, ordered by the highest condition rate first.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4946fabcbad580b92a0baf5168479d1271f3c080 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_c67e1070b32fe65c", + "api_calls": 0, + "input_tokens": 25868, + "cached_input_tokens": 24960, + "output_tokens": 620, + "total_tokens": 26488, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2573, + "estimated_output_tokens": 98, + "estimated_total_tokens": 2671, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15223.73, + "sql_execution_elapsed_ms_total": 9.46, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c67e1070b32fe65c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9a4c0583185b1122f73bf53e9a4850e62a850b37 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9365, "bytes_utf8": 9365, "lines": 302, "estimated_tokens": 2627}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 591, "bytes_utf8": 591, "lines": 1, "estimated_tokens": 161}, "usage": {"input_tokens": 25922, "cached_input_tokens": 24960, "output_tokens": 683, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f818abc472f80e4ea360827b431621bbeda11a96 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_c80a4cac4ee9c6f8", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 24960, + "output_tokens": 683, + "total_tokens": 26605, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 161, + "estimated_total_tokens": 2788, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15791.34, + "sql_execution_elapsed_ms_total": 18.32, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e732b7817600749d4e527de9c7bfdf631e6dce8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:07:53.995586+00:00", + "ended_at": "2026-05-26T01:08:09.787000+00:00", + "elapsed_ms": 15791.34, + "prompt_metrics": { + "chars": 9365, + "bytes_utf8": 9365, + "lines": 302, + "estimated_tokens": 2627 + }, + "stdout_metrics": { + "chars": 990, + "bytes_utf8": 990, + "lines": 4, + "estimated_tokens": 305 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 591, + "bytes_utf8": 591, + "lines": 1, + "estimated_tokens": 161 + }, + "usage": { + "input_tokens": 25922, + "cached_input_tokens": 24960, + "output_tokens": 683, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f22cc5032d05db701a4e357c0b23da7b13fb70cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=month, measure_col=duration.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "month", + "measure_col": "duration", + "item_col": "campaign", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 319.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8c402a9fb24803b3ee9f95c6735b294a925d550b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d2-ee2f-74d3-8a72-67d06562d3c0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"month\\\",\\n \\\"campaign\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"duration\\\" AS REAL))) OVER (PARTITION BY \\\"month\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"month\\\", \\\"campaign\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"month\\\", item_col=\\\"campaign\\\", and measure_col=\\\"duration\\\". CAST is used because \\\"duration\\\" is stored as TEXT in the SQLite schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25922,"cached_input_tokens":24960,"output_tokens":683,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6bb5317737140fb494193c07d3f07bb65ec81078 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"month\",\n \"campaign\",\n SUM(CAST(\"duration\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"duration\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"duration\" AS REAL))) OVER (PARTITION BY \"month\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"month\", \"campaign\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"month\", item_col=\"campaign\", and measure_col=\"duration\". CAST is used because \"duration\" is stored as TEXT in the SQLite schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1253ef310f8ac420d43e597a429af7f1423965e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=month, measure_col=duration. +Result preview: [{"month": "oct", "campaign": "1", "total_measure": 132006.0, "share_within_group": 62.04251599167164}, {"month": "sep", "campaign": "1", "total_measure": 95120.0, "share_within_group": 56.21284290897916}, {"month": "jan", "campaign": "1", "total_measure": 190007.0, "share_within_group": 50.49174490384334}, {"month": "apr", "campaign": "1", "total_measure": 437814.0, "share_within_group": 50.09164487097638}, {"month": "nov", "campaign": "1", "total_measure": 501035.0, "share_within_group": 49.854228855721395}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..68040de82e58967d5fb373b0bfb64cef3b4917c2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_c80a4cac4ee9c6f8 +-- problem_id: v2p_m8_410e82bcda145fa3 +-- realization_mode: agent +-- source_kind: agent +SELECT + "month", + "campaign", + SUM(CAST("duration" AS REAL)) AS "total_measure", + SUM(CAST("duration" AS REAL)) * 100.0 + / SUM(SUM(CAST("duration" AS REAL))) OVER (PARTITION BY "month") AS "share_within_group" +FROM "m8" +GROUP BY "month", "campaign" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..46c7000859a5e110293e6dd95e26b8c82a96150a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"month\",\n \"campaign\",\n SUM(CAST(\"duration\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"duration\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"duration\" AS REAL))) OVER (PARTITION BY \"month\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"month\", \"campaign\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"month\\\",\\n \\\"campaign\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"duration\\\" AS REAL))) OVER (PARTITION BY \\\"month\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"month\\\", \\\"campaign\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"month\", \"campaign\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"month\": \"oct\", \"campaign\": \"1\", \"total_measure\": 132006.0, \"share_within_group\": 62.04251599167164}, {\"month\": \"sep\", \"campaign\": \"1\", \"total_measure\": 95120.0, \"share_within_group\": 56.21284290897916}, {\"month\": \"jan\", \"campaign\": \"1\", \"total_measure\": 190007.0, \"share_within_group\": 50.49174490384334}, {\"month\": \"apr\", \"campaign\": \"1\", \"total_measure\": 437814.0, \"share_within_group\": 50.09164487097638}, {\"month\": \"nov\", \"campaign\": \"1\", \"total_measure\": 501035.0, \"share_within_group\": 49.854228855721395}, {\"month\": \"mar\", \"campaign\": \"1\", \"total_measure\": 55581.0, \"share_within_group\": 47.676682764477306}, {\"month\": \"dec\", \"campaign\": \"1\", \"total_measure\": 31510.0, \"share_within_group\": 44.71025597366479}, {\"month\": \"feb\", \"campaign\": \"1\", \"total_measure\": 284779.0, \"share_within_group\": 43.296459706085365}, {\"month\": \"may\", \"campaign\": \"1\", \"total_measure\": 1520281.0, \"share_within_group\": 42.325778093553865}, {\"month\": \"jun\", \"campaign\": \"1\", \"total_measure\": 493266.0, \"share_within_group\": 37.99228548630089}, {\"month\": \"jan\", \"campaign\": \"2\", \"total_measure\": 129272.0, \"share_within_group\": 34.35225463909033}, {\"month\": \"aug\", \"campaign\": \"2\", \"total_measure\": 493695.0, \"share_within_group\": 34.00534227477862}, {\"month\": \"jul\", \"campaign\": \"1\", \"total_measure\": 583304.0, \"share_within_group\": 31.569364990880505}, {\"month\": \"feb\", \"campaign\": \"2\", \"total_measure\": 201724.0, \"share_within_group\": 30.66916815407865}, {\"month\": \"apr\", \"campaign\": \"2\", \"total_measure\": 263230.0, \"share_within_group\": 30.116953042586832}, {\"month\": \"may\", \"campaign\": \"2\", \"total_measure\": 1068790.0, \"share_within_group\": 29.755925627308}, {\"month\": \"mar\", \"campaign\": \"2\", \"total_measure\": 34101.0, \"share_within_group\": 29.251408915842475}, {\"month\": \"nov\", \"campaign\": \"2\", \"total_measure\": 292731.0, \"share_within_group\": 29.127462686567164}, {\"month\": \"jun\", \"campaign\": \"2\", \"total_measure\": 357432.0, \"share_within_group\": 27.530092457091097}, {\"month\": \"jul\", \"campaign\": \"2\", \"total_measure\": 489341.0, \"share_within_group\": 26.483933993256443}, {\"month\": \"sep\", \"campaign\": \"2\", \"total_measure\": 42824.0, \"share_within_group\": 25.30759866204924}, {\"month\": \"oct\", \"campaign\": \"2\", \"total_measure\": 52907.0, \"share_within_group\": 24.866168155776037}, {\"month\": \"dec\", \"campaign\": \"2\", \"total_measure\": 16905.0, \"share_within_group\": 23.98688915375447}, {\"month\": \"dec\", \"campaign\": \"3\", \"total_measure\": 13040.0, \"share_within_group\": 18.50275271014246}, {\"month\": \"aug\", \"campaign\": \"1\", \"total_measure\": 255222.0, \"share_within_group\": 17.5795004325617}, {\"month\": \"aug\", \"campaign\": \"4\", \"total_measure\": 228547.0, \"share_within_group\": 15.742146387696513}, {\"month\": \"jun\", \"campaign\": \"3\", \"total_measure\": 188937.0, \"share_within_group\": 14.552287088356445}, {\"month\": \"jul\", \"campaign\": \"3\", \"total_measure\": 259205.0, \"share_within_group\": 14.02859787085496}, {\"month\": \"may\", \"campaign\": \"3\", \"total_measure\": 475022.0, \"share_within_group\": 13.224973384233666}, {\"month\": \"feb\", \"campaign\": \"3\", \"total_measure\": 85966.0, \"share_within_group\": 13.069866300160244}, {\"month\": \"apr\", \"campaign\": \"3\", \"total_measure\": 106890.0, \"share_within_group\": 12.22961330669797}, {\"month\": \"nov\", \"campaign\": \"3\", \"total_measure\": 120619.0, \"share_within_group\": 12.001890547263681}, {\"month\": \"aug\", \"campaign\": \"3\", \"total_measure\": 166661.0, \"share_within_group\": 11.479485003609273}, {\"month\": \"sep\", \"campaign\": \"3\", \"total_measure\": 17440.0, \"share_within_group\": 10.306475823513422}, {\"month\": \"jul\", \"campaign\": \"4\", \"total_measure\": 182152.0, \"share_within_group\": 9.85836368654915}, {\"month\": \"jan\", \"campaign\": \"3\", \"total_measure\": 36034.0, \"share_within_group\": 9.57553951099218}, {\"month\": \"oct\", \"campaign\": \"3\", \"total_measure\": 20248.0, \"share_within_group\": 9.51651336908449}, {\"month\": \"mar\", \"campaign\": \"3\", \"total_measure\": 9656.0, \"share_within_group\": 8.282795357654466}, {\"month\": \"jun\", \"campaign\": \"4\", \"total_measure\": 89624.0, \"share_within_group\": 6.903010940190953}, {\"month\": \"mar\", \"campaign\": \"4\", \"total_measure\": 8004.0, \"share_within_group\": 6.865730534658901}, {\"month\": \"may\", \"campaign\": \"4\", \"total_measure\": 234516.0, \"share_within_group\": 6.529103616626056}, {\"month\": \"feb\", \"campaign\": \"4\", \"total_measure\": 40478.0, \"share_within_group\": 6.154084732311453}, {\"month\": \"aug\", \"campaign\": \"6\", \"total_measure\": 80880.0, \"share_within_group\": 5.570953894983937}, {\"month\": \"dec\", \"campaign\": \"5\", \"total_measure\": 3729.0, \"share_within_group\": 5.291162949089052}, {\"month\": \"jul\", \"campaign\": \"5\", \"total_measure\": 94886.0, \"share_within_group\": 5.135385264844211}, {\"month\": \"aug\", \"campaign\": \"5\", \"total_measure\": 71226.0, \"share_within_group\": 4.905993596984742}, {\"month\": \"nov\", \"campaign\": \"4\", \"total_measure\": 46965.0, \"share_within_group\": 4.673134328358209}, {\"month\": \"apr\", \"campaign\": \"4\", \"total_measure\": 35319.0, \"share_within_group\": 4.040955303389144}, {\"month\": \"jan\", \"campaign\": \"4\", \"total_measure\": 14767.0, \"share_within_group\": 3.9241269900322338}, {\"month\": \"mar\", \"campaign\": \"5\", \"total_measure\": 4373.0, \"share_within_group\": 3.751104401307268}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 18.32}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b0f0f49c9cfc899cfa19af12d05800c6bebb7a8d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:07:53.994201+00:00", + "ended_at": "2026-05-26T01:08:09.810274+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_c80a4cac4ee9c6f8", + "problem_id": "v2p_m8_410e82bcda145fa3", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=month, measure_col=duration.", + "bindings": { + "group_col": "month", + "measure_col": "duration", + "item_col": "campaign", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 319.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=24" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_c80a4cac4ee9c6f8.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_c80a4cac4ee9c6f8", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 24960, + "output_tokens": 683, + "total_tokens": 26605, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 161, + "estimated_total_tokens": 2788, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15791.34, + "sql_execution_elapsed_ms_total": 18.32, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3ea35eaf54ad069a52305cf78e08fce6abb51fd0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:08:09.789392+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15791.34, "started_at": "2026-05-26T01:07:53.995586+00:00", "ended_at": "2026-05-26T01:08:09.787000+00:00", "prompt_metrics": {"chars": 9365, "bytes_utf8": 9365, "lines": 302, "estimated_tokens": 2627}, "response_metrics": {"chars": 591, "bytes_utf8": 591, "lines": 1, "estimated_tokens": 161}, "usage": {"input_tokens": 25922, "cached_input_tokens": 24960, "output_tokens": 683, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"month\\\",\\n \\\"campaign\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"duration\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"duration\\\" AS REAL))) OVER (PARTITION BY \\\"month\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"month\\\", \\\"campaign\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"month\\\", item_col=\\\"campaign\\\", and measure_col=\\\"duration\\\". CAST is used because \\\"duration\\\" is stored as TEXT in the SQLite schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a5d98ca4b566d965c71bce4a9d963abcbadb7a66 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_c80a4cac4ee9c6f8/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_c80a4cac4ee9c6f8", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 24960, + "output_tokens": 683, + "total_tokens": 26605, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 161, + "estimated_total_tokens": 2788, + "usage_source": 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+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8868, "bytes_utf8": 8868, "lines": 298, "estimated_tokens": 2487}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 296, "bytes_utf8": 296, "lines": 1, "estimated_tokens": 81}, "usage": {"input_tokens": 25782, "cached_input_tokens": 24960, "output_tokens": 230, "reasoning_output_tokens": 143}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8fb492fcddb0d0b8f2924530e7671b95aaffbd0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:08:09.812214+00:00", + "ended_at": "2026-05-26T01:08:17.544700+00:00", + "elapsed_ms": 7732.42, + "prompt_metrics": { + "chars": 8868, + "bytes_utf8": 8868, + "lines": 298, + "estimated_tokens": 2487 + }, + "stdout_metrics": { + "chars": 654, + "bytes_utf8": 654, + "lines": 4, + "estimated_tokens": 193 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 296, + "bytes_utf8": 296, + "lines": 1, + "estimated_tokens": 81 + }, + "usage": { + "input_tokens": 25782, + "cached_input_tokens": 24960, + "output_tokens": 230, + "reasoning_output_tokens": 143 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5705ddf4f0fc764341e5e5dfab0bb7907fcfb5cd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,298 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=poutcome.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "poutcome", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0a6779b09f5fe7759451228fb5d84deefedd4de1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d3-2bfd-7c50-9645-b6ead8287ca3"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"poutcome\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"poutcome\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned Grouped Count by Category template with group_col bound to \\\"poutcome\\\" on the single table \\\"m8\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25782,"cached_input_tokens":24960,"output_tokens":230,"reasoning_output_tokens":143}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d5a159f862ddc77ed4ba81f57d267487d15dcf66 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"poutcome\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nGROUP BY \"poutcome\"\nORDER BY \"row_count\" DESC;","notes":"Applied the planned Grouped Count by Category template with group_col bound to \"poutcome\" on the single table \"m8\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9dd1d655a7de5007861af884767f45a631285c19 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=poutcome. +Result preview: [{"poutcome": "unknown", "row_count": 36959}, {"poutcome": "failure", "row_count": 4901}, {"poutcome": "other", "row_count": 1840}, {"poutcome": "success", "row_count": 1511}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..8fe26c503126e405f414fcc374cc5b38505268ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m8_cc75b369bf2e3256 +-- problem_id: v2p_m8_16451b790120dc9f +-- realization_mode: agent +-- source_kind: agent +SELECT "poutcome", COUNT(*) AS "row_count" +FROM "m8" +GROUP BY "poutcome" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..89b42c8a4694a496ff360a39364f42eede57d4ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"poutcome\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nGROUP BY \"poutcome\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"poutcome\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"poutcome\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"poutcome\", \"row_count\"], \"rows\": [{\"poutcome\": \"unknown\", \"row_count\": 36959}, {\"poutcome\": \"failure\", \"row_count\": 4901}, {\"poutcome\": \"other\", \"row_count\": 1840}, {\"poutcome\": \"success\", \"row_count\": 1511}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 8.09}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4600dcc0d79837c2fe972278740318ef80344cfb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:08:09.810629+00:00", + "ended_at": "2026-05-26T01:08:17.557988+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_cc75b369bf2e3256", + "problem_id": "v2p_m8_16451b790120dc9f", + "dataset_id": "m8", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=poutcome.", + "bindings": { + "group_col": "poutcome", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=13" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_cc75b369bf2e3256.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_cc75b369bf2e3256", + "api_calls": 0, + "input_tokens": 25782, + "cached_input_tokens": 24960, + "output_tokens": 230, + "total_tokens": 26012, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2487, + "estimated_output_tokens": 81, + "estimated_total_tokens": 2568, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 7732.42, + "sql_execution_elapsed_ms_total": 8.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..346701e493230fdda85169b9fe3b3da3f4f6d9f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:08:17.548211+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 7732.42, "started_at": "2026-05-26T01:08:09.812214+00:00", "ended_at": "2026-05-26T01:08:17.544700+00:00", "prompt_metrics": {"chars": 8868, "bytes_utf8": 8868, "lines": 298, "estimated_tokens": 2487}, "response_metrics": {"chars": 296, "bytes_utf8": 296, "lines": 1, "estimated_tokens": 81}, "usage": {"input_tokens": 25782, "cached_input_tokens": 24960, "output_tokens": 230, "reasoning_output_tokens": 143}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"poutcome\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"poutcome\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned Grouped Count by Category template with group_col bound to \\\"poutcome\\\" on the single table \\\"m8\\\".\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..43839e5408805c6c53ba2aa6a0a16f7d7cc2f885 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_cc75b369bf2e3256", + "api_calls": 0, + "input_tokens": 25782, + "cached_input_tokens": 24960, + "output_tokens": 230, + "total_tokens": 26012, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2487, + "estimated_output_tokens": 81, + "estimated_total_tokens": 2568, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 7732.42, + "sql_execution_elapsed_ms_total": 8.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cc75b369bf2e3256/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a893626eb7b394c42339f104af3742e116e694e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9356, "bytes_utf8": 9356, "lines": 302, "estimated_tokens": 2629}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 588, "bytes_utf8": 588, "lines": 1, "estimated_tokens": 162}, "usage": {"input_tokens": 25924, "cached_input_tokens": 24960, "output_tokens": 2375, "reasoning_output_tokens": 2207}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f2a1ba48bd33ed53fedbb4b0d40762761b2aaea5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_cf2fae93e6123899", + "api_calls": 0, + "input_tokens": 25924, + "cached_input_tokens": 24960, + "output_tokens": 2375, + "total_tokens": 28299, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2629, + "estimated_output_tokens": 162, + "estimated_total_tokens": 2791, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 46169.58, + "sql_execution_elapsed_ms_total": 41.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0ae3746d8de9aa5f539788c109c42954f6aafda9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:08:17.560009+00:00", + "ended_at": "2026-05-26T01:09:03.729774+00:00", + "elapsed_ms": 46169.58, + "prompt_metrics": { + "chars": 9356, + "bytes_utf8": 9356, + "lines": 302, + "estimated_tokens": 2629 + }, + "stdout_metrics": { + "chars": 986, + "bytes_utf8": 986, + "lines": 4, + "estimated_tokens": 303 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 588, + "bytes_utf8": 588, + "lines": 1, + "estimated_tokens": 162 + }, + "usage": { + "input_tokens": 25924, + "cached_input_tokens": 24960, + "output_tokens": 2375, + "reasoning_output_tokens": 2207 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..16a359ac00942e65deb5217060b1f96b48fcbbde --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=poutcome, measure_col=age.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "poutcome", + "measure_col": "age", + "item_col": "balance", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 45.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e36b62370e83d6f1b5f0d06405758521f41c0f1f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d3-4a43-7193-a567-3d86a493a39f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"poutcome\\\", \\\"balance\\\",\\n SUM(CAST(\\\"age\\\" AS INTEGER)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"age\\\" AS INTEGER)) * 100.0 / SUM(SUM(CAST(\\\"age\\\" AS INTEGER))) OVER (PARTITION BY \\\"poutcome\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"poutcome\\\", \\\"balance\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"poutcome\\\", item_col=\\\"balance\\\", and measure_col=\\\"age\\\". Cast \\\"age\\\" to INTEGER because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25924,"cached_input_tokens":24960,"output_tokens":2375,"reasoning_output_tokens":2207}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1c5d80635e87291a0dd460f81edc9888febbf64d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"poutcome\", \"balance\",\n SUM(CAST(\"age\" AS INTEGER)) AS \"total_measure\",\n SUM(CAST(\"age\" AS INTEGER)) * 100.0 / SUM(SUM(CAST(\"age\" AS INTEGER))) OVER (PARTITION BY \"poutcome\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"poutcome\", \"balance\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"poutcome\", item_col=\"balance\", and measure_col=\"age\". Cast \"age\" to INTEGER because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2e4edcdef1df7b306cb1303676ae96234a5a6c0f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=poutcome, measure_col=age. +Result preview: [{"poutcome": "unknown", "balance": "0", "total_measure": 128332, "share_within_group": 8.483021661675954}, {"poutcome": "other", "balance": "0", "total_measure": 4552, "share_within_group": 6.223340260308433}, {"poutcome": "failure", "balance": "0", "total_measure": 11638, "share_within_group": 5.822114831434818}, {"poutcome": "success", "balance": "0", "total_measure": 2959, "share_within_group": 4.557917436845348}, {"poutcome": "success", "balance": "2557", "total_measure": 499, "share_within_group": 0.7686383240911892}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..02119cc76eb0407e6b076ed815e4cc1f7f312eab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_cf2fae93e6123899 +-- problem_id: v2p_m8_2e681d4acd088a46 +-- realization_mode: agent +-- source_kind: agent +SELECT "poutcome", "balance", + SUM(CAST("age" AS INTEGER)) AS "total_measure", + SUM(CAST("age" AS INTEGER)) * 100.0 / SUM(SUM(CAST("age" AS INTEGER))) OVER (PARTITION BY "poutcome") AS "share_within_group" +FROM "m8" +GROUP BY "poutcome", "balance" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7ca9ee342e0a7e35a3a157488f48b8d533009056 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"poutcome\", \"balance\",\n SUM(CAST(\"age\" AS INTEGER)) AS \"total_measure\",\n SUM(CAST(\"age\" AS INTEGER)) * 100.0 / SUM(SUM(CAST(\"age\" AS INTEGER))) OVER (PARTITION BY \"poutcome\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"poutcome\", \"balance\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"poutcome\\\", \\\"balance\\\",\\n SUM(CAST(\\\"age\\\" AS INTEGER)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"age\\\" AS INTEGER)) * 100.0 / SUM(SUM(CAST(\\\"age\\\" AS INTEGER))) OVER (PARTITION BY \\\"poutcome\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"poutcome\\\", \\\"balance\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"poutcome\", \"balance\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"poutcome\": \"unknown\", \"balance\": \"0\", \"total_measure\": 128332, \"share_within_group\": 8.483021661675954}, {\"poutcome\": \"other\", \"balance\": \"0\", \"total_measure\": 4552, \"share_within_group\": 6.223340260308433}, {\"poutcome\": \"failure\", \"balance\": \"0\", \"total_measure\": 11638, \"share_within_group\": 5.822114831434818}, {\"poutcome\": \"success\", \"balance\": \"0\", \"total_measure\": 2959, \"share_within_group\": 4.557917436845348}, {\"poutcome\": \"success\", \"balance\": \"2557\", \"total_measure\": 499, \"share_within_group\": 0.7686383240911892}, {\"poutcome\": \"other\", \"balance\": \"1\", \"total_measure\": 361, \"share_within_group\": 0.49354697582850265}, {\"poutcome\": \"success\", \"balance\": \"775\", \"total_measure\": 316, \"share_within_group\": 0.4867529266789895}, {\"poutcome\": \"success\", \"balance\": \"8304\", \"total_measure\": 294, \"share_within_group\": 0.45286506469500926}, {\"poutcome\": \"unknown\", \"balance\": \"1\", \"total_measure\": 6417, \"share_within_group\": 0.4241775239455054}, {\"poutcome\": \"success\", \"balance\": \"1\", \"total_measure\": 255, \"share_within_group\": 0.3927911275415896}, {\"poutcome\": \"other\", \"balance\": \"38\", \"total_measure\": 279, \"share_within_group\": 0.381439352510117}, {\"poutcome\": \"success\", \"balance\": \"203\", \"total_measure\": 242, \"share_within_group\": 0.37276648182378314}, {\"poutcome\": \"success\", \"balance\": \"3735\", \"total_measure\": 239, \"share_within_group\": 0.36814540973505855}, {\"poutcome\": \"success\", \"balance\": \"1780\", \"total_measure\": 232, \"share_within_group\": 0.3573629081947012}, {\"poutcome\": \"success\", \"balance\": \"169\", \"total_measure\": 231, \"share_within_group\": 0.355822550831793}, {\"poutcome\": \"success\", \"balance\": \"1646\", \"total_measure\": 229, \"share_within_group\": 0.3527418361059766}, {\"poutcome\": \"success\", \"balance\": \"3324\", \"total_measure\": 229, \"share_within_group\": 0.3527418361059766}, {\"poutcome\": \"success\", \"balance\": \"132\", \"total_measure\": 228, \"share_within_group\": 0.3512014787430684}, {\"poutcome\": \"unknown\", \"balance\": \"2\", \"total_measure\": 5270, \"share_within_group\": 0.34835835299872425}, {\"poutcome\": \"success\", \"balance\": \"9367\", \"total_measure\": 226, \"share_within_group\": 0.348120764017252}, {\"poutcome\": \"success\", \"balance\": \"243\", \"total_measure\": 225, \"share_within_group\": 0.3465804066543438}, {\"poutcome\": \"success\", \"balance\": \"294\", \"total_measure\": 222, \"share_within_group\": 0.3419593345656192}, {\"poutcome\": \"success\", \"balance\": \"602\", \"total_measure\": 221, \"share_within_group\": 0.340418977202711}, {\"poutcome\": \"success\", \"balance\": \"1624\", \"total_measure\": 213, \"share_within_group\": 0.32809611829944546}, {\"poutcome\": \"success\", \"balance\": \"5\", \"total_measure\": 211, \"share_within_group\": 0.32501540357362907}, {\"poutcome\": \"success\", \"balance\": \"1230\", \"total_measure\": 209, \"share_within_group\": 0.3219346888478127}, {\"poutcome\": \"success\", \"balance\": \"201\", \"total_measure\": 209, \"share_within_group\": 0.3219346888478127}, {\"poutcome\": \"other\", \"balance\": \"44\", \"total_measure\": 234, \"share_within_group\": 0.31991687629880783}, {\"poutcome\": \"success\", \"balance\": \"341\", \"total_measure\": 206, \"share_within_group\": 0.3173136167590881}, {\"poutcome\": \"other\", \"balance\": \"442\", \"total_measure\": 232, \"share_within_group\": 0.31718254402274965}, {\"poutcome\": \"success\", \"balance\": \"2144\", \"total_measure\": 205, \"share_within_group\": 0.3157732593961799}, {\"poutcome\": \"success\", \"balance\": \"1146\", \"total_measure\": 204, \"share_within_group\": 0.3142329020332717}, {\"poutcome\": \"success\", \"balance\": \"256\", \"total_measure\": 204, \"share_within_group\": 0.3142329020332717}, {\"poutcome\": \"success\", \"balance\": \"997\", \"total_measure\": 203, \"share_within_group\": 0.3126925446703635}, {\"poutcome\": \"unknown\", \"balance\": \"4\", \"total_measure\": 4673, \"share_within_group\": 0.3088953669000073}, {\"poutcome\": \"success\", \"balance\": \"523\", \"total_measure\": 200, \"share_within_group\": 0.3080714725816389}, {\"poutcome\": \"success\", \"balance\": \"94\", \"total_measure\": 199, \"share_within_group\": 0.3065311152187307}, {\"poutcome\": \"unknown\", \"balance\": \"3\", \"total_measure\": 4591, \"share_within_group\": 0.30347499024993224}, {\"poutcome\": \"success\", \"balance\": \"19\", \"total_measure\": 194, \"share_within_group\": 0.2988293284041898}, {\"poutcome\": \"success\", \"balance\": \"2352\", \"total_measure\": 193, \"share_within_group\": 0.2972889710412816}, {\"poutcome\": \"success\", \"balance\": \"994\", \"total_measure\": 192, \"share_within_group\": 0.2957486136783734}, {\"poutcome\": \"failure\", \"balance\": \"2\", \"total_measure\": 590, \"share_within_group\": 0.29515790948157267}, {\"poutcome\": \"other\", \"balance\": \"336\", \"total_measure\": 214, \"share_within_group\": 0.29257355353822595}, {\"poutcome\": \"other\", \"balance\": \"18\", \"total_measure\": 211, \"share_within_group\": 0.2884720551241387}, {\"poutcome\": \"success\", \"balance\": \"1495\", \"total_measure\": 187, \"share_within_group\": 0.28804682686383243}, {\"poutcome\": \"success\", \"balance\": \"569\", \"total_measure\": 186, \"share_within_group\": 0.28650646950092423}, {\"poutcome\": \"success\", \"balance\": \"6\", \"total_measure\": 185, \"share_within_group\": 0.28496611213801604}, {\"poutcome\": \"success\", \"balance\": \"255\", \"total_measure\": 183, \"share_within_group\": 0.28188539741219965}, {\"poutcome\": \"other\", \"balance\": \"281\", \"total_measure\": 205, \"share_within_group\": 0.2802690582959641}, {\"poutcome\": \"success\", \"balance\": \"1388\", \"total_measure\": 178, \"share_within_group\": 0.27418361059765867}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 41.7}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e38f40d769f9e29df47cd5bcce80c576af0f6f61 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:08:17.558411+00:00", + "ended_at": "2026-05-26T01:09:03.778104+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_cf2fae93e6123899", + "problem_id": "v2p_m8_2e681d4acd088a46", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=poutcome, measure_col=age.", + "bindings": { + "group_col": "poutcome", + "measure_col": "age", + "item_col": "balance", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 45.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=28" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_cf2fae93e6123899.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_cf2fae93e6123899", + "api_calls": 0, + "input_tokens": 25924, + "cached_input_tokens": 24960, + "output_tokens": 2375, + "total_tokens": 28299, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2629, + "estimated_output_tokens": 162, + "estimated_total_tokens": 2791, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 46169.58, + "sql_execution_elapsed_ms_total": 41.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a87bf4f241804e6c20644d5f388a72b7913431ad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:09:03.733452+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 46169.58, "started_at": "2026-05-26T01:08:17.560009+00:00", "ended_at": "2026-05-26T01:09:03.729774+00:00", "prompt_metrics": {"chars": 9356, "bytes_utf8": 9356, "lines": 302, "estimated_tokens": 2629}, "response_metrics": {"chars": 588, "bytes_utf8": 588, "lines": 1, "estimated_tokens": 162}, "usage": {"input_tokens": 25924, "cached_input_tokens": 24960, "output_tokens": 2375, "reasoning_output_tokens": 2207}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"poutcome\\\", \\\"balance\\\",\\n SUM(CAST(\\\"age\\\" AS INTEGER)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"age\\\" AS INTEGER)) * 100.0 / SUM(SUM(CAST(\\\"age\\\" AS INTEGER))) OVER (PARTITION BY \\\"poutcome\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"poutcome\\\", \\\"balance\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"poutcome\\\", item_col=\\\"balance\\\", and measure_col=\\\"age\\\". Cast \\\"age\\\" to INTEGER because the schema stores numeric values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b3b2a672f3a224346461633f8752ae3eb9c94c9d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_cf2fae93e6123899", + "api_calls": 0, + "input_tokens": 25924, + "cached_input_tokens": 24960, + "output_tokens": 2375, + "total_tokens": 28299, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2629, + "estimated_output_tokens": 162, + "estimated_total_tokens": 2791, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 46169.58, + "sql_execution_elapsed_ms_total": 41.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_cf2fae93e6123899/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..919bdf5cdd847685ad80e08c0bd18488216c385f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9366, "bytes_utf8": 9366, "lines": 302, "estimated_tokens": 2627}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 788, "bytes_utf8": 788, "lines": 1, "estimated_tokens": 213}, "usage": {"input_tokens": 25922, "cached_input_tokens": 24960, "output_tokens": 1657, "reasoning_output_tokens": 1438}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f3e3502299384340608725e78a9f546ce90fa8b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_dc2268e21234036d", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 24960, + "output_tokens": 1657, + "total_tokens": 27579, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 213, + "estimated_total_tokens": 2840, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35975.23, + "sql_execution_elapsed_ms_total": 17.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..20db2dbd3461167f723ac8f422122711000582b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:09:03.780192+00:00", + "ended_at": "2026-05-26T01:09:39.755578+00:00", + "elapsed_ms": 35975.23, + "prompt_metrics": { + "chars": 9366, + "bytes_utf8": 9366, + "lines": 302, + "estimated_tokens": 2627 + }, + "stdout_metrics": { + "chars": 1196, + "bytes_utf8": 1196, + "lines": 4, + "estimated_tokens": 364 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 788, + "bytes_utf8": 788, + "lines": 1, + "estimated_tokens": 213 + }, + "usage": { + "input_tokens": 25922, + "cached_input_tokens": 24960, + "output_tokens": 1657, + "reasoning_output_tokens": 1438 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..17d61e27d6416a0b99ec96c2667047bfbebcdb25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=previous, measure_col=previous.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "previous", + "measure_col": "previous", + "item_col": "age", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..35d1a8aa0e8fb8729749c9a741fa642627002d75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d3-feca-7c31-a625-20f24633a5fb"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n CAST(\\\"previous\\\" AS INTEGER) AS \\\"previous\\\",\\n CAST(\\\"age\\\" AS INTEGER) AS \\\"age\\\",\\n SUM(CAST(\\\"previous\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"previous\\\" AS REAL)) * 100.0 / NULLIF(\\n SUM(SUM(CAST(\\\"previous\\\" AS REAL))) OVER (PARTITION BY CAST(\\\"previous\\\" AS INTEGER)),\\n 0\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY CAST(\\\"previous\\\" AS INTEGER), CAST(\\\"age\\\" AS INTEGER)\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 17;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"previous\\\", item_col=\\\"age\\\", and measure_col=\\\"previous\\\". Cast TEXT-backed numeric fields to numeric types for aggregation and used NULLIF to avoid division-by-zero for zero-total groups.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25922,"cached_input_tokens":24960,"output_tokens":1657,"reasoning_output_tokens":1438}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..823c6d5dfd84bd4ffcea89c240fcd94b06a399ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n CAST(\"previous\" AS INTEGER) AS \"previous\",\n CAST(\"age\" AS INTEGER) AS \"age\",\n SUM(CAST(\"previous\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"previous\" AS REAL)) * 100.0 / NULLIF(\n SUM(SUM(CAST(\"previous\" AS REAL))) OVER (PARTITION BY CAST(\"previous\" AS INTEGER)),\n 0\n ) AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY CAST(\"previous\" AS INTEGER), CAST(\"age\" AS INTEGER)\nORDER BY \"share_within_group\" DESC\nLIMIT 17;","notes":"Applied the Within-Group Share of Total template with group_col=\"previous\", item_col=\"age\", and measure_col=\"previous\". Cast TEXT-backed numeric fields to numeric types for aggregation and used NULLIF to avoid division-by-zero for zero-total groups."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c033fb20d47ed15a7d9fd23932834bdc6acde8c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:09:38.910276Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61d3-feca-7c31-a625-20f24633a5fb.1779757743819277000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d1fcdbb35e09ffa53165f601a125fe25d532f2fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=previous, measure_col=previous. +Result preview: [{"previous": 32, "age": 44, "total_measure": 32.0, "share_within_group": 100.0}, {"previous": 35, "age": 28, "total_measure": 35.0, "share_within_group": 100.0}, {"previous": 40, "age": 35, "total_measure": 40.0, "share_within_group": 100.0}, {"previous": 41, "age": 27, "total_measure": 41.0, "share_within_group": 100.0}, {"previous": 51, "age": 31, "total_measure": 51.0, "share_within_group": 100.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..dc1bdd552af2e9cfe3699632f704653030883985 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_dc2268e21234036d +-- problem_id: v2p_m8_5bb83f4a61944c17 +-- realization_mode: agent +-- source_kind: agent +SELECT + CAST("previous" AS INTEGER) AS "previous", + CAST("age" AS INTEGER) AS "age", + SUM(CAST("previous" AS REAL)) AS "total_measure", + SUM(CAST("previous" AS REAL)) * 100.0 / NULLIF( + SUM(SUM(CAST("previous" AS REAL))) OVER (PARTITION BY CAST("previous" AS INTEGER)), + 0 + ) AS "share_within_group" +FROM "m8" +GROUP BY CAST("previous" AS INTEGER), CAST("age" AS INTEGER) +ORDER BY "share_within_group" DESC +LIMIT 17; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f09654bffe2dc0b55ca3ef01ed96d778a8eb5d12 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n CAST(\"previous\" AS INTEGER) AS \"previous\",\n CAST(\"age\" AS INTEGER) AS \"age\",\n SUM(CAST(\"previous\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"previous\" AS REAL)) * 100.0 / NULLIF(\n SUM(SUM(CAST(\"previous\" AS REAL))) OVER (PARTITION BY CAST(\"previous\" AS INTEGER)),\n 0\n ) AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY CAST(\"previous\" AS INTEGER), CAST(\"age\" AS INTEGER)\nORDER BY \"share_within_group\" DESC\nLIMIT 17;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n CAST(\\\"previous\\\" AS INTEGER) AS \\\"previous\\\",\\n CAST(\\\"age\\\" AS INTEGER) AS \\\"age\\\",\\n SUM(CAST(\\\"previous\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"previous\\\" AS REAL)) * 100.0 / NULLIF(\\n SUM(SUM(CAST(\\\"previous\\\" AS REAL))) OVER (PARTITION BY CAST(\\\"previous\\\" AS INTEGER)),\\n 0\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY CAST(\\\"previous\\\" AS INTEGER), CAST(\\\"age\\\" AS INTEGER)\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 17;\", \"columns\": [\"previous\", \"age\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"previous\": 32, \"age\": 44, \"total_measure\": 32.0, \"share_within_group\": 100.0}, {\"previous\": 35, \"age\": 28, \"total_measure\": 35.0, \"share_within_group\": 100.0}, {\"previous\": 40, \"age\": 35, \"total_measure\": 40.0, \"share_within_group\": 100.0}, {\"previous\": 41, \"age\": 27, \"total_measure\": 41.0, \"share_within_group\": 100.0}, {\"previous\": 51, \"age\": 31, \"total_measure\": 51.0, \"share_within_group\": 100.0}, {\"previous\": 55, \"age\": 37, \"total_measure\": 55.0, \"share_within_group\": 100.0}, {\"previous\": 58, \"age\": 46, \"total_measure\": 58.0, \"share_within_group\": 100.0}, {\"previous\": 275, \"age\": 40, \"total_measure\": 275.0, \"share_within_group\": 100.0}, {\"previous\": 25, \"age\": 35, \"total_measure\": 50.0, \"share_within_group\": 50.0}, {\"previous\": 26, \"age\": 27, \"total_measure\": 26.0, \"share_within_group\": 50.0}, {\"previous\": 26, \"age\": 39, \"total_measure\": 26.0, \"share_within_group\": 50.0}, {\"previous\": 28, \"age\": 27, \"total_measure\": 28.0, \"share_within_group\": 50.0}, {\"previous\": 28, \"age\": 43, \"total_measure\": 28.0, \"share_within_group\": 50.0}, {\"previous\": 37, \"age\": 27, \"total_measure\": 37.0, \"share_within_group\": 50.0}, {\"previous\": 37, \"age\": 51, \"total_measure\": 37.0, \"share_within_group\": 50.0}, {\"previous\": 38, \"age\": 39, \"total_measure\": 38.0, \"share_within_group\": 50.0}, {\"previous\": 38, \"age\": 49, \"total_measure\": 38.0, \"share_within_group\": 50.0}], \"row_count_returned\": 17, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 17.7}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..61992f46af3f239742b296008df4e8e166602a35 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:09:03.778698+00:00", + "ended_at": "2026-05-26T01:09:39.777449+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_dc2268e21234036d", + "problem_id": "v2p_m8_5bb83f4a61944c17", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=previous, measure_col=previous.", + "bindings": { + "group_col": "previous", + "measure_col": "previous", + "item_col": "age", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=27" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_dc2268e21234036d.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_dc2268e21234036d", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 24960, + "output_tokens": 1657, + "total_tokens": 27579, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 213, + "estimated_total_tokens": 2840, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35975.23, + "sql_execution_elapsed_ms_total": 17.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a49298745c432404df8f85fcdd70b0f4cc26e11f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:09:39.758259+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 35975.23, "started_at": "2026-05-26T01:09:03.780192+00:00", "ended_at": "2026-05-26T01:09:39.755578+00:00", "prompt_metrics": {"chars": 9366, "bytes_utf8": 9366, "lines": 302, "estimated_tokens": 2627}, "response_metrics": {"chars": 788, "bytes_utf8": 788, "lines": 1, "estimated_tokens": 213}, "usage": {"input_tokens": 25922, "cached_input_tokens": 24960, "output_tokens": 1657, "reasoning_output_tokens": 1438}, "stderr_preview": "2026-05-26T01:09:38.910276Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61d3-feca-7c31-a625-20f24633a5fb.1779757743819277000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n CAST(\\\"previous\\\" AS INTEGER) AS \\\"previous\\\",\\n CAST(\\\"age\\\" AS INTEGER) AS \\\"age\\\",\\n SUM(CAST(\\\"previous\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"previous\\\" AS REAL)) * 100.0 / NULLIF(\\n SUM(SUM(CAST(\\\"previous\\\" AS REAL))) OVER (PARTITION BY CAST(\\\"previous\\\" AS INTEGER)),\\n 0\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY CAST(\\\"previous\\\" AS INTEGER), CAST(\\\"age\\\" AS INTEGER)\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 17;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"previous\\\", item_col=\\\"age\\\", and measure_col=\\\"previous\\\". Cast TEXT-backed numeric fields to numeric types for aggregation and used NULLIF to avoid division-by-zero for zero-total groups.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3a2f69441a3c6de6cc19eeb801007197e32ced1b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_dc2268e21234036d", + "api_calls": 0, + "input_tokens": 25922, + "cached_input_tokens": 24960, + "output_tokens": 1657, + "total_tokens": 27579, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2627, + "estimated_output_tokens": 213, + "estimated_total_tokens": 2840, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35975.23, + "sql_execution_elapsed_ms_total": 17.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_dc2268e21234036d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c9e291896a2c37ad2e4ce4300351df66f1044c12 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9036, "bytes_utf8": 9036, "lines": 300, "estimated_tokens": 2520}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 383, "bytes_utf8": 383, "lines": 1, "estimated_tokens": 91}, "usage": {"input_tokens": 25815, "cached_input_tokens": 24960, "output_tokens": 279, "reasoning_output_tokens": 182}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fd7a375d1fa7f6f62767f90de0f342ff46644e47 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_df27b7aa408dce4e", + "api_calls": 0, + "input_tokens": 25815, + "cached_input_tokens": 24960, + "output_tokens": 279, + "total_tokens": 26094, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2520, + "estimated_output_tokens": 91, + "estimated_total_tokens": 2611, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 8512.55, + "sql_execution_elapsed_ms_total": 47.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b7873787ff42b4bc9fc992cad1a97a791fc31082 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:09:39.780212+00:00", + "ended_at": "2026-05-26T01:09:48.292835+00:00", + "elapsed_ms": 8512.55, + "prompt_metrics": { + "chars": 9036, + "bytes_utf8": 9036, + "lines": 300, + "estimated_tokens": 2520 + }, + "stdout_metrics": { + "chars": 741, + "bytes_utf8": 741, + "lines": 4, + "estimated_tokens": 210 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 383, + "bytes_utf8": 383, + "lines": 1, + "estimated_tokens": 91 + }, + "usage": { + "input_tokens": 25815, + "cached_input_tokens": 24960, + "output_tokens": 279, + "reasoning_output_tokens": 182 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6da68f1de3087bec27eb171dda5b986b529ee537 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=job, measure_col=duration.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "job", + "measure_col": "duration", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 254.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9b58f5efd7f17ccc773663d32da61a09bec28718 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d4-8b68-7823-874c-0a1f0f7abbbd"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"job\\\",\\n AVG(CAST(\\\"duration\\\" AS REAL)) OVER (PARTITION BY \\\"job\\\") AS avg_measure\\nFROM \\\"m8\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the planned Window Partition Average template with group_col=\\\"job\\\" and measure_col=\\\"duration\\\". CAST was added because the schema stores \\\"duration\\\" as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25815,"cached_input_tokens":24960,"output_tokens":279,"reasoning_output_tokens":182}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f030c76487598a7523e916dbac3a716ed5f0067f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"job\",\n AVG(CAST(\"duration\" AS REAL)) OVER (PARTITION BY \"job\") AS avg_measure\nFROM \"m8\"\nORDER BY avg_measure DESC;","notes":"Applied the planned Window Partition Average template with group_col=\"job\" and measure_col=\"duration\". CAST was added because the schema stores \"duration\" as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..cd5a8c1358c2013d91d39e03b65f7480c3c5be59 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=job, measure_col=duration. +Result preview: [{"job": "unemployed", "avg_measure": 288.5433614735226}, {"job": "retired", "avg_measure": 287.3613074204947}, {"job": "self-employed", "avg_measure": 268.1570614312856}, {"job": "blue-collar", "avg_measure": 262.90156185778875}, {"job": "services", "avg_measure": 259.31872893596534}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d12b27407daf1bea094952f2084d58646660eb7b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_df27b7aa408dce4e +-- problem_id: v2p_m8_aae809b59a403a6d +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "job", + AVG(CAST("duration" AS REAL)) OVER (PARTITION BY "job") AS avg_measure +FROM "m8" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..958c1d30028e46c534d584a5e2d4c27db63ca97f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"job\",\n AVG(CAST(\"duration\" AS REAL)) OVER (PARTITION BY \"job\") AS avg_measure\nFROM \"m8\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"job\\\",\\n AVG(CAST(\\\"duration\\\" AS REAL)) OVER (PARTITION BY \\\"job\\\") AS avg_measure\\nFROM \\\"m8\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"job\", \"avg_measure\"], \"rows\": [{\"job\": \"unemployed\", \"avg_measure\": 288.5433614735226}, {\"job\": \"retired\", \"avg_measure\": 287.3613074204947}, {\"job\": \"self-employed\", \"avg_measure\": 268.1570614312856}, {\"job\": \"blue-collar\", \"avg_measure\": 262.90156185778875}, {\"job\": \"services\", \"avg_measure\": 259.31872893596534}, {\"job\": \"entrepreneur\", \"avg_measure\": 256.3093476798924}, {\"job\": \"management\", \"avg_measure\": 253.99577077606259}, {\"job\": \"technician\", \"avg_measure\": 252.90496248519153}, {\"job\": \"admin.\", \"avg_measure\": 246.89673177335138}, {\"job\": \"student\", \"avg_measure\": 246.65671641791045}, {\"job\": \"housemaid\", \"avg_measure\": 245.825}, {\"job\": \"unknown\", \"avg_measure\": 237.61111111111111}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 47.44}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..27e2cd03a7f31b0bb0aeb26491e3365552ec03d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:09:39.777908+00:00", + "ended_at": "2026-05-26T01:09:48.345414+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_df27b7aa408dce4e", + "problem_id": "v2p_m8_aae809b59a403a6d", + "dataset_id": "m8", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=job, measure_col=duration.", + "bindings": { + "group_col": "job", + "measure_col": "duration", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 254.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=136" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_df27b7aa408dce4e.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_df27b7aa408dce4e", + "api_calls": 0, + "input_tokens": 25815, + "cached_input_tokens": 24960, + "output_tokens": 279, + "total_tokens": 26094, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2520, + "estimated_output_tokens": 91, + "estimated_total_tokens": 2611, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 8512.55, + "sql_execution_elapsed_ms_total": 47.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7370a4a7ed6cbe8b3887b989570275a67b4213a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:09:48.295436+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 8512.55, "started_at": "2026-05-26T01:09:39.780212+00:00", "ended_at": "2026-05-26T01:09:48.292835+00:00", "prompt_metrics": {"chars": 9036, "bytes_utf8": 9036, "lines": 300, "estimated_tokens": 2520}, "response_metrics": {"chars": 383, "bytes_utf8": 383, "lines": 1, "estimated_tokens": 91}, "usage": {"input_tokens": 25815, "cached_input_tokens": 24960, "output_tokens": 279, "reasoning_output_tokens": 182}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"job\\\",\\n AVG(CAST(\\\"duration\\\" AS REAL)) OVER (PARTITION BY \\\"job\\\") AS avg_measure\\nFROM \\\"m8\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the planned Window Partition Average template with group_col=\\\"job\\\" and measure_col=\\\"duration\\\". CAST was added because the schema stores \\\"duration\\\" as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f6e9ac4cfab035e84913256302e8cc09520e2db8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_df27b7aa408dce4e", + "api_calls": 0, + "input_tokens": 25815, + "cached_input_tokens": 24960, + "output_tokens": 279, + "total_tokens": 26094, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2520, + "estimated_output_tokens": 91, + "estimated_total_tokens": 2611, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 8512.55, + "sql_execution_elapsed_ms_total": 47.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_df27b7aa408dce4e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..40377e2d06c90a69d2499974c66f326e58efb88d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8856, "bytes_utf8": 8856, "lines": 298, "estimated_tokens": 2483}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 215, "bytes_utf8": 215, "lines": 1, "estimated_tokens": 60}, "usage": {"input_tokens": 25778, "cached_input_tokens": 24960, "output_tokens": 582, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0e52570e63a734332e1fc0ea8ba15f1965cb5966 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_e414717e8f1716d5", + "api_calls": 0, + "input_tokens": 25778, + "cached_input_tokens": 24960, + "output_tokens": 582, + "total_tokens": 26360, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2483, + "estimated_output_tokens": 60, + "estimated_total_tokens": 2543, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14753.0, + "sql_execution_elapsed_ms_total": 8.53, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2be2380c4ad2fa4757bca392c3278df1631e405e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:09:48.347482+00:00", + "ended_at": "2026-05-26T01:10:03.100572+00:00", + "elapsed_ms": 14753.0, + "prompt_metrics": { + "chars": 8856, + "bytes_utf8": 8856, + "lines": 298, + "estimated_tokens": 2483 + }, + "stdout_metrics": { + "chars": 569, + "bytes_utf8": 569, + "lines": 4, + "estimated_tokens": 171 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 215, + "bytes_utf8": 215, + "lines": 1, + "estimated_tokens": 60 + }, + "usage": { + "input_tokens": 25778, + "cached_input_tokens": 24960, + "output_tokens": 582, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..78946ea9d847fd3e2d6630958f44d3e203f15f75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,298 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "y", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 48.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..96f87a516f78d92b62aff9ef1239499adbbb8ce3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d4-ace0-7a60-9714-ab18a4f85e67"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"y\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Grouped count distribution for target column \\\"y\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25778,"cached_input_tokens":24960,"output_tokens":582,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..69160d10636f2982ea52fff871f65445a9c0d21e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count.\nSELECT \"y\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nGROUP BY \"y\"\nORDER BY \"row_count\" DESC;","notes":"Grouped count distribution for target column \"y\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..234e711ea3dcfe9f4c587498b5da869d8cb01323 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y. +Result preview: [{"y": "no", "row_count": 39922}, {"y": "yes", "row_count": 5289}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..48b5f0212e44d7a5dca6eb1450b5bc051f9d4e5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m8_e414717e8f1716d5 +-- problem_id: v2p_m8_ade798f5458996b6 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", COUNT(*) AS "row_count" +FROM "m8" +GROUP BY "y" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f37692acbd3d764b210c69cad562086a32d403a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count.\nSELECT \"y\", COUNT(*) AS \"row_count\"\nFROM \"m8\"\nGROUP BY \"y\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"y\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"y\", \"row_count\"], \"rows\": [{\"y\": \"no\", \"row_count\": 39922}, {\"y\": \"yes\", \"row_count\": 5289}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 8.53}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c6d12b7ed129a4de7ec13f1b15ca215b4b57e60d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:09:48.345802+00:00", + "ended_at": "2026-05-26T01:10:03.113266+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_e414717e8f1716d5", + "problem_id": "v2p_m8_ade798f5458996b6", + "dataset_id": "m8", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y.", + "bindings": { + "group_col": "y", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 48.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=14" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_e414717e8f1716d5.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_e414717e8f1716d5", + "api_calls": 0, + "input_tokens": 25778, + "cached_input_tokens": 24960, + "output_tokens": 582, + "total_tokens": 26360, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2483, + "estimated_output_tokens": 60, + "estimated_total_tokens": 2543, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14753.0, + "sql_execution_elapsed_ms_total": 8.53, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..641405fb7fe75f3534c85f8f1d271bc216d52d56 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:10:03.103222+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14753.0, "started_at": "2026-05-26T01:09:48.347482+00:00", "ended_at": "2026-05-26T01:10:03.100572+00:00", "prompt_metrics": {"chars": 8856, "bytes_utf8": 8856, "lines": 298, "estimated_tokens": 2483}, "response_metrics": {"chars": 215, "bytes_utf8": 215, "lines": 1, "estimated_tokens": 60}, "usage": {"input_tokens": 25778, "cached_input_tokens": 24960, "output_tokens": 582, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"y\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Grouped count distribution for target column \\\"y\\\".\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7c575c54d2addb6b2b49c838b2b9c1dc15a5d3d8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_e414717e8f1716d5", + "api_calls": 0, + "input_tokens": 25778, + "cached_input_tokens": 24960, + "output_tokens": 582, + "total_tokens": 26360, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2483, + "estimated_output_tokens": 60, + "estimated_total_tokens": 2543, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14753.0, + "sql_execution_elapsed_ms_total": 8.53, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_e414717e8f1716d5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d15790f424917900e2622e3c9e4fb702e442f76f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9033, "bytes_utf8": 9033, "lines": 300, "estimated_tokens": 2520}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 391, "bytes_utf8": 391, "lines": 1, "estimated_tokens": 94}, "usage": {"input_tokens": 25815, "cached_input_tokens": 24960, "output_tokens": 458, "reasoning_output_tokens": 358}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..93e14b11e8a1212c0cddf36e5764c1c6a03cc241 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_ed6a4c40631b3619", + "api_calls": 0, + "input_tokens": 25815, + "cached_input_tokens": 24960, + "output_tokens": 458, + "total_tokens": 26273, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2520, + "estimated_output_tokens": 94, + "estimated_total_tokens": 2614, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12712.51, + "sql_execution_elapsed_ms_total": 35.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1a37b36d063ff09e388836ba7bc3059045ef387e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:10:03.116299+00:00", + "ended_at": "2026-05-26T01:10:15.828904+00:00", + "elapsed_ms": 12712.51, + "prompt_metrics": { + "chars": 9033, + "bytes_utf8": 9033, + "lines": 300, + "estimated_tokens": 2520 + }, + "stdout_metrics": { + "chars": 753, + "bytes_utf8": 753, + "lines": 4, + "estimated_tokens": 209 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 391, + "bytes_utf8": 391, + "lines": 1, + "estimated_tokens": 94 + }, + "usage": { + "input_tokens": 25815, + "cached_input_tokens": 24960, + "output_tokens": 458, + "reasoning_output_tokens": 358 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea0b58706486d922fc1a548e04af87fb9571e6a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=housing, measure_col=age.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "housing", + "measure_col": "age", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 45.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..66d38b904b1ace8c5bda8fbf6936b6156bc3e914 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d4-e692-7bf3-982a-4cad39580261"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"housing\\\",\\n AVG(CAST(\\\"age\\\" AS REAL)) OVER (PARTITION BY \\\"housing\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested Window Partition Average template with group_col=\\\"housing\\\" and measure_col=\\\"age\\\". CAST is applied because the SQLite schema stores age as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25815,"cached_input_tokens":24960,"output_tokens":458,"reasoning_output_tokens":358}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..594aed01a7505b759dafcececd5754d001d44028 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"housing\",\n AVG(CAST(\"age\" AS REAL)) OVER (PARTITION BY \"housing\") AS \"avg_measure\"\nFROM \"m8\"\nORDER BY \"avg_measure\" DESC;","notes":"Uses the requested Window Partition Average template with group_col=\"housing\" and measure_col=\"age\". CAST is applied because the SQLite schema stores age as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..5cfc555d5cad95e9dec935313f5ac485f63dd26a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=housing, measure_col=age. +Result preview: [{"housing": "no", "avg_measure": 43.139883471938646}, {"housing": "yes", "avg_measure": 39.175288499801034}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f39934ac5b99806db3363da5d3a0ed155602c2c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_ed6a4c40631b3619 +-- problem_id: v2p_m8_7c78a9bfd0ccac14 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "housing", + AVG(CAST("age" AS REAL)) OVER (PARTITION BY "housing") AS "avg_measure" +FROM "m8" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1befaac1685fc8d82380c1d157967bf2bfba9bfe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"housing\",\n AVG(CAST(\"age\" AS REAL)) OVER (PARTITION BY \"housing\") AS \"avg_measure\"\nFROM \"m8\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"housing\\\",\\n AVG(CAST(\\\"age\\\" AS REAL)) OVER (PARTITION BY \\\"housing\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"housing\", \"avg_measure\"], \"rows\": [{\"housing\": \"no\", \"avg_measure\": 43.139883471938646}, {\"housing\": \"yes\", \"avg_measure\": 39.175288499801034}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 35.64}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a7ce336ab52ce8f69dae847b818b864d12f9b1c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:10:03.113750+00:00", + "ended_at": "2026-05-26T01:10:15.868620+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_ed6a4c40631b3619", + "problem_id": "v2p_m8_7c78a9bfd0ccac14", + "dataset_id": "m8", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=housing, measure_col=age.", + "bindings": { + "group_col": "housing", + "measure_col": "age", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 45.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=140" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_ed6a4c40631b3619.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_ed6a4c40631b3619", + "api_calls": 0, + "input_tokens": 25815, + "cached_input_tokens": 24960, + "output_tokens": 458, + "total_tokens": 26273, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2520, + "estimated_output_tokens": 94, + "estimated_total_tokens": 2614, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12712.51, + "sql_execution_elapsed_ms_total": 35.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2d69acf6f5f8bc30975e8bb49127a6d1f3b0829b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:10:15.831412+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12712.51, "started_at": "2026-05-26T01:10:03.116299+00:00", "ended_at": "2026-05-26T01:10:15.828904+00:00", "prompt_metrics": {"chars": 9033, "bytes_utf8": 9033, "lines": 300, "estimated_tokens": 2520}, "response_metrics": {"chars": 391, "bytes_utf8": 391, "lines": 1, "estimated_tokens": 94}, "usage": {"input_tokens": 25815, "cached_input_tokens": 24960, "output_tokens": 458, "reasoning_output_tokens": 358}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"housing\\\",\\n AVG(CAST(\\\"age\\\" AS REAL)) OVER (PARTITION BY \\\"housing\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested Window Partition Average template with group_col=\\\"housing\\\" and measure_col=\\\"age\\\". CAST is applied because the SQLite schema stores age as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fdd98014066bd6167e9ca1105686b291a2b6ceaa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_ed6a4c40631b3619", + "api_calls": 0, + "input_tokens": 25815, + "cached_input_tokens": 24960, + "output_tokens": 458, + "total_tokens": 26273, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2520, + "estimated_output_tokens": 94, + "estimated_total_tokens": 2614, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12712.51, + "sql_execution_elapsed_ms_total": 35.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed6a4c40631b3619/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0adb0ede39af208bc070d5a350a2748924a45d86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9186, "bytes_utf8": 9186, "lines": 303, "estimated_tokens": 2572}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 395, "bytes_utf8": 395, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 25867, "cached_input_tokens": 24960, "output_tokens": 441, "reasoning_output_tokens": 328}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7556385ca1be4f91cdd8b33b250b89a15e12a33a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_ed96d287de4355b3", + "api_calls": 0, + "input_tokens": 25867, + "cached_input_tokens": 24960, + "output_tokens": 441, + "total_tokens": 26308, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2572, + "estimated_output_tokens": 107, + "estimated_total_tokens": 2679, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11537.41, + "sql_execution_elapsed_ms_total": 9.41, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c6d3ee8b480a79942dc73a2ebd40d03ffdc8cc3d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:10:15.870433+00:00", + "ended_at": "2026-05-26T01:10:27.407918+00:00", + "elapsed_ms": 11537.41, + "prompt_metrics": { + "chars": 9186, + "bytes_utf8": 9186, + "lines": 303, + "estimated_tokens": 2572 + }, + "stdout_metrics": { + "chars": 750, + "bytes_utf8": 750, + "lines": 4, + "estimated_tokens": 222 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 395, + "bytes_utf8": 395, + "lines": 1, + "estimated_tokens": 107 + }, + "usage": { + "input_tokens": 25867, + "cached_input_tokens": 24960, + "output_tokens": 441, + "reasoning_output_tokens": 328 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e34ff13cc1ece4bfc342e3c20c8534269d346b6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=poutcome, condition_col=y.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "poutcome", + "condition_col": "y", + "condition_value": "no", + "positive_value": "no", + "negative_value": "yes", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2caaae14dcfb73e11eaf0dfcc9efd54351186a85 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d5-1861-7443-8f58-6b43861c1b81"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"poutcome\\\",\\n AVG(CASE WHEN \\\"y\\\" = 'no' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m8\\\"\\nGROUP BY \\\"poutcome\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"poutcome\\\" and condition_col=\\\"y\\\", measuring the share of rows where y='no' within each poutcome group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25867,"cached_input_tokens":24960,"output_tokens":441,"reasoning_output_tokens":328}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..58b3893f9dd648f5eb1af4c116958b2870b7a5a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"poutcome\",\n AVG(CASE WHEN \"y\" = 'no' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"m8\"\nGROUP BY \"poutcome\"\nORDER BY condition_rate DESC;","notes":"Uses the planned Grouped Condition Rate template with group_col=\"poutcome\" and condition_col=\"y\", measuring the share of rows where y='no' within each poutcome group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..35f7b2b74ab4393a1bc0b203eda64b96b1351efe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=poutcome, condition_col=y. +Result preview: [{"poutcome": "unknown", "condition_rate": 0.9083849671257339}, {"poutcome": "failure", "condition_rate": 0.8739032850438686}, {"poutcome": "other", "condition_rate": 0.8331521739130435}, {"poutcome": "success", "condition_rate": 0.35274652547981467}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..15f7b728cfaae985bdf39a9c9328454f9665fc95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_ed96d287de4355b3 +-- problem_id: v2p_m8_3a76d161105da635 +-- realization_mode: agent +-- source_kind: agent +SELECT "poutcome", + AVG(CASE WHEN "y" = 'no' THEN 1 ELSE 0 END) AS condition_rate +FROM "m8" +GROUP BY "poutcome" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c0143ed3f795860a1a05a2e1a98dac16933e3515 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"poutcome\",\n AVG(CASE WHEN \"y\" = 'no' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"m8\"\nGROUP BY \"poutcome\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"poutcome\\\",\\n AVG(CASE WHEN \\\"y\\\" = 'no' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m8\\\"\\nGROUP BY \\\"poutcome\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"poutcome\", \"condition_rate\"], \"rows\": [{\"poutcome\": \"unknown\", \"condition_rate\": 0.9083849671257339}, {\"poutcome\": \"failure\", \"condition_rate\": 0.8739032850438686}, {\"poutcome\": \"other\", \"condition_rate\": 0.8331521739130435}, {\"poutcome\": \"success\", \"condition_rate\": 0.35274652547981467}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 9.41}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c315f4b20f159d3d58604b0b806bac33cd3ea51a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:10:15.868958+00:00", + "ended_at": "2026-05-26T01:10:27.422416+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_ed96d287de4355b3", + "problem_id": "v2p_m8_3a76d161105da635", + "dataset_id": "m8", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=poutcome, condition_col=y.", + "bindings": { + "group_col": "poutcome", + "condition_col": "y", + "condition_value": "no", + "positive_value": "no", + "negative_value": "yes", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=103" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_ed96d287de4355b3.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_ed96d287de4355b3", + "api_calls": 0, + "input_tokens": 25867, + "cached_input_tokens": 24960, + "output_tokens": 441, + "total_tokens": 26308, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2572, + "estimated_output_tokens": 107, + "estimated_total_tokens": 2679, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11537.41, + "sql_execution_elapsed_ms_total": 9.41, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..029cbf4815988335d70ee3d172d7f7d1fadb8ff9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:10:27.411096+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11537.41, "started_at": "2026-05-26T01:10:15.870433+00:00", "ended_at": "2026-05-26T01:10:27.407918+00:00", "prompt_metrics": {"chars": 9186, "bytes_utf8": 9186, "lines": 303, "estimated_tokens": 2572}, "response_metrics": {"chars": 395, "bytes_utf8": 395, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 25867, "cached_input_tokens": 24960, "output_tokens": 441, "reasoning_output_tokens": 328}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"poutcome\\\",\\n AVG(CASE WHEN \\\"y\\\" = 'no' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"m8\\\"\\nGROUP BY \\\"poutcome\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"poutcome\\\" and condition_col=\\\"y\\\", measuring the share of rows where y='no' within each poutcome group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..197d91ed22efe694dd40d092de11ebbfbe67b444 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_ed96d287de4355b3", + "api_calls": 0, + "input_tokens": 25867, + "cached_input_tokens": 24960, + "output_tokens": 441, + "total_tokens": 26308, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2572, + "estimated_output_tokens": 107, + "estimated_total_tokens": 2679, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11537.41, + "sql_execution_elapsed_ms_total": 9.41, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_ed96d287de4355b3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bfc33804e3f7c326bb6ac92392383741a135beca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9355, "bytes_utf8": 9355, "lines": 302, "estimated_tokens": 2628}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 596, "bytes_utf8": 596, "lines": 1, "estimated_tokens": 172}, "usage": {"input_tokens": 25923, "cached_input_tokens": 22912, "output_tokens": 1812, "reasoning_output_tokens": 1634}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..172463d6a57e55a39c4fd5a946aae87f34e4fa5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_f6972865f5750eef", + "api_calls": 0, + "input_tokens": 25923, + "cached_input_tokens": 22912, + "output_tokens": 1812, + "total_tokens": 27735, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2628, + "estimated_output_tokens": 172, + "estimated_total_tokens": 2800, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36326.5, + "sql_execution_elapsed_ms_total": 19.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2fbac3569fda51cfb65cb0a191e50e6bd9a297da --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:10:27.424146+00:00", + "ended_at": "2026-05-26T01:11:03.750800+00:00", + "elapsed_ms": 36326.5, + "prompt_metrics": { + "chars": 9355, + "bytes_utf8": 9355, + "lines": 302, + "estimated_tokens": 2628 + }, + "stdout_metrics": { + "chars": 996, + "bytes_utf8": 996, + "lines": 4, + "estimated_tokens": 320 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 596, + "bytes_utf8": 596, + "lines": 1, + "estimated_tokens": 172 + }, + "usage": { + "input_tokens": 25923, + "cached_input_tokens": 22912, + "output_tokens": 1812, + "reasoning_output_tokens": 1634 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2dd5f7ea682fc030898c486bd5c09f1eda624af3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=pdays, measure_col=pdays.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "pdays", + "measure_col": "pdays", + "item_col": "previous", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b7a41681da0e99023fc03630657c98e55bd24cd9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d5-4589-7072-8b8c-2f3a8f2bebd3"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"pdays\\\",\\n \\\"previous\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"pdays\\\" AS REAL))) OVER (PARTITION BY \\\"pdays\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"pdays\\\", \\\"previous\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiates the provided Within-Group Share of Total template with group_col=\\\"pdays\\\", item_col=\\\"previous\\\", and measure_col=\\\"pdays\\\". CAST(\\\"pdays\\\" AS REAL) is used because the schema stores numeric fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25923,"cached_input_tokens":22912,"output_tokens":1812,"reasoning_output_tokens":1634}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0581c60eed4e6a91be9fe24468ee29fadc435569 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"pdays\",\n \"previous\",\n SUM(CAST(\"pdays\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"pdays\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"pdays\" AS REAL))) OVER (PARTITION BY \"pdays\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"pdays\", \"previous\"\nORDER BY \"share_within_group\" DESC;","notes":"Instantiates the provided Within-Group Share of Total template with group_col=\"pdays\", item_col=\"previous\", and measure_col=\"pdays\". CAST(\"pdays\" AS REAL) is used because the schema stores numeric fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f35f8efd635ba5fecf78519b9cbe491a29dc5fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=pdays, measure_col=pdays. +Result preview: [{"pdays": "-1", "previous": "0", "total_measure": -36954.0, "share_within_group": 100.0}, {"pdays": "18", "previous": "3", "total_measure": 18.0, "share_within_group": 100.0}, {"pdays": "218", "previous": "1", "total_measure": 218.0, "share_within_group": 100.0}, {"pdays": "25", "previous": "7", "total_measure": 25.0, "share_within_group": 100.0}, {"pdays": "26", "previous": "3", "total_measure": 26.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5b99705f3f9fc249e1a2d5425bb8448f160bd4d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_f6972865f5750eef +-- problem_id: v2p_m8_db0a95c8b25d04e7 +-- realization_mode: agent +-- source_kind: agent +SELECT + "pdays", + "previous", + SUM(CAST("pdays" AS REAL)) AS "total_measure", + SUM(CAST("pdays" AS REAL)) * 100.0 / SUM(SUM(CAST("pdays" AS REAL))) OVER (PARTITION BY "pdays") AS "share_within_group" +FROM "m8" +GROUP BY "pdays", "previous" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0d4c2f4c6474bac4dd6d03ce36fe149e39cc8c17 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"pdays\",\n \"previous\",\n SUM(CAST(\"pdays\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"pdays\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"pdays\" AS REAL))) OVER (PARTITION BY \"pdays\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"pdays\", \"previous\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"pdays\\\",\\n \\\"previous\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"pdays\\\" AS REAL))) OVER (PARTITION BY \\\"pdays\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"pdays\\\", \\\"previous\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"pdays\", \"previous\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"pdays\": \"-1\", \"previous\": \"0\", \"total_measure\": -36954.0, \"share_within_group\": 100.0}, {\"pdays\": \"18\", \"previous\": \"3\", \"total_measure\": 18.0, \"share_within_group\": 100.0}, {\"pdays\": \"218\", \"previous\": \"1\", \"total_measure\": 218.0, \"share_within_group\": 100.0}, {\"pdays\": \"25\", \"previous\": \"7\", \"total_measure\": 25.0, \"share_within_group\": 100.0}, {\"pdays\": \"26\", \"previous\": \"3\", \"total_measure\": 26.0, \"share_within_group\": 100.0}, {\"pdays\": \"3\", \"previous\": \"6\", \"total_measure\": 3.0, \"share_within_group\": 100.0}, {\"pdays\": \"30\", \"previous\": \"1\", \"total_measure\": 30.0, \"share_within_group\": 100.0}, {\"pdays\": \"32\", \"previous\": \"1\", \"total_measure\": 32.0, \"share_within_group\": 100.0}, {\"pdays\": \"379\", \"previous\": \"1\", \"total_measure\": 758.0, \"share_within_group\": 100.0}, {\"pdays\": \"380\", \"previous\": \"3\", \"total_measure\": 380.0, \"share_within_group\": 100.0}, {\"pdays\": \"382\", \"previous\": \"1\", \"total_measure\": 382.0, \"share_within_group\": 100.0}, {\"pdays\": \"383\", \"previous\": \"1\", \"total_measure\": 383.0, \"share_within_group\": 100.0}, {\"pdays\": \"387\", \"previous\": \"2\", \"total_measure\": 774.0, \"share_within_group\": 100.0}, {\"pdays\": \"393\", \"previous\": \"4\", \"total_measure\": 786.0, \"share_within_group\": 100.0}, {\"pdays\": \"395\", \"previous\": \"2\", \"total_measure\": 395.0, \"share_within_group\": 100.0}, {\"pdays\": \"396\", \"previous\": \"2\", \"total_measure\": 396.0, \"share_within_group\": 100.0}, {\"pdays\": \"397\", \"previous\": \"1\", \"total_measure\": 794.0, \"share_within_group\": 100.0}, {\"pdays\": \"398\", \"previous\": \"1\", \"total_measure\": 796.0, \"share_within_group\": 100.0}, {\"pdays\": \"399\", \"previous\": \"3\", \"total_measure\": 798.0, \"share_within_group\": 100.0}, {\"pdays\": \"4\", \"previous\": \"1\", \"total_measure\": 8.0, \"share_within_group\": 100.0}, {\"pdays\": \"401\", \"previous\": \"1\", \"total_measure\": 401.0, \"share_within_group\": 100.0}, {\"pdays\": \"403\", \"previous\": \"5\", \"total_measure\": 403.0, \"share_within_group\": 100.0}, {\"pdays\": \"404\", \"previous\": \"2\", \"total_measure\": 404.0, \"share_within_group\": 100.0}, {\"pdays\": \"405\", \"previous\": \"1\", \"total_measure\": 405.0, \"share_within_group\": 100.0}, {\"pdays\": \"407\", \"previous\": \"3\", \"total_measure\": 407.0, \"share_within_group\": 100.0}, {\"pdays\": \"409\", \"previous\": \"2\", \"total_measure\": 409.0, \"share_within_group\": 100.0}, {\"pdays\": \"410\", \"previous\": \"2\", \"total_measure\": 820.0, \"share_within_group\": 100.0}, {\"pdays\": \"411\", \"previous\": \"6\", \"total_measure\": 411.0, \"share_within_group\": 100.0}, {\"pdays\": \"413\", \"previous\": \"3\", \"total_measure\": 413.0, \"share_within_group\": 100.0}, {\"pdays\": \"416\", \"previous\": \"2\", \"total_measure\": 416.0, \"share_within_group\": 100.0}, {\"pdays\": \"417\", \"previous\": \"1\", \"total_measure\": 417.0, \"share_within_group\": 100.0}, {\"pdays\": \"419\", \"previous\": \"1\", \"total_measure\": 419.0, \"share_within_group\": 100.0}, {\"pdays\": \"42\", \"previous\": \"1\", \"total_measure\": 126.0, \"share_within_group\": 100.0}, {\"pdays\": \"420\", \"previous\": \"2\", \"total_measure\": 420.0, \"share_within_group\": 100.0}, {\"pdays\": \"421\", \"previous\": \"1\", \"total_measure\": 421.0, \"share_within_group\": 100.0}, {\"pdays\": \"424\", \"previous\": \"8\", \"total_measure\": 424.0, \"share_within_group\": 100.0}, {\"pdays\": \"425\", \"previous\": \"1\", \"total_measure\": 425.0, \"share_within_group\": 100.0}, {\"pdays\": \"428\", \"previous\": \"2\", \"total_measure\": 428.0, \"share_within_group\": 100.0}, {\"pdays\": \"432\", \"previous\": \"3\", \"total_measure\": 432.0, \"share_within_group\": 100.0}, {\"pdays\": \"433\", \"previous\": \"1\", \"total_measure\": 1299.0, \"share_within_group\": 100.0}, {\"pdays\": \"434\", \"previous\": \"1\", \"total_measure\": 434.0, \"share_within_group\": 100.0}, {\"pdays\": \"437\", \"previous\": \"1\", \"total_measure\": 437.0, \"share_within_group\": 100.0}, {\"pdays\": \"439\", \"previous\": \"1\", \"total_measure\": 439.0, \"share_within_group\": 100.0}, {\"pdays\": \"444\", \"previous\": \"1\", \"total_measure\": 444.0, \"share_within_group\": 100.0}, {\"pdays\": \"445\", \"previous\": \"7\", \"total_measure\": 445.0, \"share_within_group\": 100.0}, {\"pdays\": \"449\", \"previous\": \"1\", \"total_measure\": 449.0, \"share_within_group\": 100.0}, {\"pdays\": \"45\", \"previous\": \"1\", \"total_measure\": 45.0, \"share_within_group\": 100.0}, {\"pdays\": \"450\", \"previous\": \"2\", \"total_measure\": 900.0, \"share_within_group\": 100.0}, {\"pdays\": \"452\", \"previous\": \"1\", \"total_measure\": 452.0, \"share_within_group\": 100.0}, {\"pdays\": \"454\", \"previous\": \"3\", \"total_measure\": 454.0, \"share_within_group\": 100.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 19.98}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..84f0b8a797c65f77863a93be9527f1da2d299bb2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:10:27.422743+00:00", + "ended_at": "2026-05-26T01:11:03.775707+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_f6972865f5750eef", + "problem_id": "v2p_m8_db0a95c8b25d04e7", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=pdays, measure_col=pdays.", + "bindings": { + "group_col": "pdays", + "measure_col": "pdays", + "item_col": "previous", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_f6972865f5750eef.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_f6972865f5750eef", + "api_calls": 0, + "input_tokens": 25923, + "cached_input_tokens": 22912, + "output_tokens": 1812, + "total_tokens": 27735, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2628, + "estimated_output_tokens": 172, + "estimated_total_tokens": 2800, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36326.5, + "sql_execution_elapsed_ms_total": 19.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f019301a4bcc988c1fee9ef443a612271918e993 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:11:03.753231+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 36326.5, "started_at": "2026-05-26T01:10:27.424146+00:00", "ended_at": "2026-05-26T01:11:03.750800+00:00", "prompt_metrics": {"chars": 9355, "bytes_utf8": 9355, "lines": 302, "estimated_tokens": 2628}, "response_metrics": {"chars": 596, "bytes_utf8": 596, "lines": 1, "estimated_tokens": 172}, "usage": {"input_tokens": 25923, "cached_input_tokens": 22912, "output_tokens": 1812, "reasoning_output_tokens": 1634}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"pdays\\\",\\n \\\"previous\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"pdays\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"pdays\\\" AS REAL))) OVER (PARTITION BY \\\"pdays\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"pdays\\\", \\\"previous\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiates the provided Within-Group Share of Total template with group_col=\\\"pdays\\\", item_col=\\\"previous\\\", and measure_col=\\\"pdays\\\". CAST(\\\"pdays\\\" AS REAL) is used because the schema stores numeric fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..41b3f62688f81814a67b3600f0649801e4b70aa0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f6972865f5750eef/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_f6972865f5750eef", + "api_calls": 0, + "input_tokens": 25923, + "cached_input_tokens": 22912, + "output_tokens": 1812, + "total_tokens": 27735, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2628, + "estimated_output_tokens": 172, + "estimated_total_tokens": 2800, + 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+1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9038, "bytes_utf8": 9038, "lines": 300, "estimated_tokens": 2519}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 415, "bytes_utf8": 415, "lines": 1, "estimated_tokens": 95}, "usage": {"input_tokens": 25814, "cached_input_tokens": 24960, "output_tokens": 538, "reasoning_output_tokens": 437}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ca44ff0de6d866faaad4ccf8c2ac701f5ad9f2a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:11:03.777590+00:00", + "ended_at": "2026-05-26T01:11:17.510335+00:00", + "elapsed_ms": 13732.65, + "prompt_metrics": { + "chars": 9038, + "bytes_utf8": 9038, + "lines": 300, + "estimated_tokens": 2519 + }, + "stdout_metrics": { + "chars": 769, + "bytes_utf8": 769, + "lines": 4, + "estimated_tokens": 208 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 415, + "bytes_utf8": 415, + "lines": 1, + "estimated_tokens": 95 + }, + "usage": { + "input_tokens": 25814, + "cached_input_tokens": 24960, + "output_tokens": 538, + "reasoning_output_tokens": 437 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a6ff96998c5d4ffc2a2352a523ff38600f719955 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=default, measure_col=previous.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "default", + "measure_col": "previous", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..acae2be83c119f7a4dd78ede901d73ea40d6a7e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d5-d385-7253-b2d8-e5a6acd0610f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"default\\\",\\n AVG(CAST(\\\"previous\\\" AS REAL)) OVER (PARTITION BY \\\"default\\\") AS avg_measure\\nFROM \\\"m8\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the Window Partition Average template with group_col=\\\"default\\\" and measure_col=\\\"previous\\\". CAST to REAL is included because the schema stores numeric-looking fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25814,"cached_input_tokens":24960,"output_tokens":538,"reasoning_output_tokens":437}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a651370ae5ca3593a8447c9dfd53d8f4fd3d9b8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"default\",\n AVG(CAST(\"previous\" AS REAL)) OVER (PARTITION BY \"default\") AS avg_measure\nFROM \"m8\"\nORDER BY avg_measure DESC;","notes":"Uses the Window Partition Average template with group_col=\"default\" and measure_col=\"previous\". CAST to REAL is included because the schema stores numeric-looking fields as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4444b31c4033ba8eae5877874f326931643d562c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=default, measure_col=previous. +Result preview: [{"default": "no", "avg_measure": 0.5860437877286242}, {"default": "yes", "avg_measure": 0.2687116564417178}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b602953dfca4134297f972f3b98a03d9c86911ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_f70c4f3915d1a3d0 +-- problem_id: v2p_m8_48b77500d720b4f7 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "default", + AVG(CAST("previous" AS REAL)) OVER (PARTITION BY "default") AS avg_measure +FROM "m8" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3bd9eae0d3c2e104b4f45300db72216a4ec52d07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"default\",\n AVG(CAST(\"previous\" AS REAL)) OVER (PARTITION BY \"default\") AS avg_measure\nFROM \"m8\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"default\\\",\\n AVG(CAST(\\\"previous\\\" AS REAL)) OVER (PARTITION BY \\\"default\\\") AS avg_measure\\nFROM \\\"m8\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"default\", \"avg_measure\"], \"rows\": [{\"default\": \"no\", \"avg_measure\": 0.5860437877286242}, {\"default\": \"yes\", \"avg_measure\": 0.2687116564417178}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 46.12}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..29ddfd62d5175483b5aa215c55f8147d6d5c6f30 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:11:03.776128+00:00", + "ended_at": "2026-05-26T01:11:17.561748+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_f70c4f3915d1a3d0", + "problem_id": "v2p_m8_48b77500d720b4f7", + "dataset_id": "m8", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=default, measure_col=previous.", + "bindings": { + "group_col": "default", + "measure_col": "previous", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=139" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_f70c4f3915d1a3d0.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_f70c4f3915d1a3d0", + "api_calls": 0, + "input_tokens": 25814, + "cached_input_tokens": 24960, + "output_tokens": 538, + "total_tokens": 26352, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2519, + "estimated_output_tokens": 95, + "estimated_total_tokens": 2614, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13732.65, + "sql_execution_elapsed_ms_total": 46.12, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6894ca836688ce0f04a9348bf91f46ac3d14ba30 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:11:17.513720+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13732.65, "started_at": "2026-05-26T01:11:03.777590+00:00", "ended_at": "2026-05-26T01:11:17.510335+00:00", "prompt_metrics": {"chars": 9038, "bytes_utf8": 9038, "lines": 300, "estimated_tokens": 2519}, "response_metrics": {"chars": 415, "bytes_utf8": 415, "lines": 1, "estimated_tokens": 95}, "usage": {"input_tokens": 25814, "cached_input_tokens": 24960, "output_tokens": 538, "reasoning_output_tokens": 437}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"default\\\",\\n AVG(CAST(\\\"previous\\\" AS REAL)) OVER (PARTITION BY \\\"default\\\") AS avg_measure\\nFROM \\\"m8\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the Window Partition Average template with group_col=\\\"default\\\" and measure_col=\\\"previous\\\". CAST to REAL is included because the schema stores numeric-looking fields as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e4cc257de1980b1be3c66305569d97e0f938ee25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_f70c4f3915d1a3d0", + "api_calls": 0, + "input_tokens": 25814, + "cached_input_tokens": 24960, + "output_tokens": 538, + "total_tokens": 26352, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2519, + "estimated_output_tokens": 95, + "estimated_total_tokens": 2614, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13732.65, + "sql_execution_elapsed_ms_total": 46.12, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f70c4f3915d1a3d0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..be94806ea72d24be79067101cd0f07386097a604 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9748, "bytes_utf8": 9748, "lines": 303, "estimated_tokens": 2717}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 598, "bytes_utf8": 598, "lines": 1, "estimated_tokens": 172}, "usage": {"input_tokens": 26012, "cached_input_tokens": 24960, "output_tokens": 827, "reasoning_output_tokens": 649}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..30b2ce72e6b48e10c55c8b0f6c96ddc8f111f967 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:11:17.564318+00:00", + "ended_at": "2026-05-26T01:11:35.865919+00:00", + "elapsed_ms": 18303.22, + "prompt_metrics": { + "chars": 9748, + "bytes_utf8": 9748, + "lines": 303, + "estimated_tokens": 2717 + }, + "stdout_metrics": { + "chars": 971, + "bytes_utf8": 971, + "lines": 4, + "estimated_tokens": 296 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 598, + "bytes_utf8": 598, + "lines": 1, + "estimated_tokens": 172 + }, + "usage": { + "input_tokens": 26012, + "cached_input_tokens": 24960, + "output_tokens": 827, + "reasoning_output_tokens": 649 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..07b69a64e08f9c3fde4e1356459bd0fb874f7d45 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=month, condition_col=y.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "month", + "condition_col": "y", + "condition_value": "no", + "positive_value": "no", + "negative_value": "yes", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fe6d1bcffc4580c5dcb8c4a8a3541d7b076e0258 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d6-096a-7b82-9035-1c031ef4aa06"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"month\\\",\\n SUM(CASE WHEN \\\"y\\\" = 'no' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"y\\\" = 'yes' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m8\\\"\\n GROUP BY \\\"month\\\"\\n)\\nSELECT \\\"month\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Computes the ratio of \\\"y\\\"='no' to \\\"y\\\"='yes' for each \\\"month\\\". NULLIF avoids division by zero when a month has no 'yes' rows.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26012,"cached_input_tokens":24960,"output_tokens":827,"reasoning_output_tokens":649}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cc50cf4b0457cb2995ab9115c3604cb36d81c584 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"month\",\n SUM(CASE WHEN \"y\" = 'no' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"y\" = 'yes' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m8\"\n GROUP BY \"month\"\n)\nSELECT \"month\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Computes the ratio of \"y\"='no' to \"y\"='yes' for each \"month\". NULLIF avoids division by zero when a month has no 'yes' rows."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0bb454bf987a0a5be6c2c4a68f809fe72fbad68e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=month, condition_col=y. +Result preview: [{"month": "may", "condition_ratio": 13.882162162162162}, {"month": "jul", "condition_ratio": 9.996810207336523}, {"month": "jan", "condition_ratio": 8.880281690140846}, {"month": "nov", "condition_ratio": 8.851116625310175}, {"month": "jun", "condition_ratio": 8.782051282051283}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a01ede49c29b2414c742871c053b4893987e1f47 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m8_f72d3183b0e38b49 +-- problem_id: v2p_m8_5902c021713a5f61 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "month", + SUM(CASE WHEN "y" = 'no' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "y" = 'yes' THEN 1 ELSE 0 END) AS denominator_count + FROM "m8" + GROUP BY "month" +) +SELECT "month", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2d334d92d6fa08ae9908bcf521b644a8173c48bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"month\",\n SUM(CASE WHEN \"y\" = 'no' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"y\" = 'yes' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"m8\"\n GROUP BY \"month\"\n)\nSELECT \"month\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"month\\\",\\n SUM(CASE WHEN \\\"y\\\" = 'no' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"y\\\" = 'yes' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m8\\\"\\n GROUP BY \\\"month\\\"\\n)\\nSELECT \\\"month\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"month\", \"condition_ratio\"], \"rows\": [{\"month\": \"may\", \"condition_ratio\": 13.882162162162162}, {\"month\": \"jul\", \"condition_ratio\": 9.996810207336523}, {\"month\": \"jan\", \"condition_ratio\": 8.880281690140846}, {\"month\": \"nov\", \"condition_ratio\": 8.851116625310175}, {\"month\": \"jun\", \"condition_ratio\": 8.782051282051283}, {\"month\": \"aug\", \"condition_ratio\": 8.079941860465116}, {\"month\": \"feb\", \"condition_ratio\": 5.006802721088436}, {\"month\": \"apr\", \"condition_ratio\": 4.081455805892547}, {\"month\": \"oct\", \"condition_ratio\": 1.284829721362229}, {\"month\": \"sep\", \"condition_ratio\": 1.1524163568773234}, {\"month\": \"dec\", \"condition_ratio\": 1.14}, {\"month\": \"mar\", \"condition_ratio\": 0.9233870967741935}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 12.61}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..71087f16e3c057cf2a34fdaad59ec609a86c71fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:11:17.562150+00:00", + "ended_at": "2026-05-26T01:11:35.883630+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_f72d3183b0e38b49", + "problem_id": "v2p_m8_5902c021713a5f61", + "dataset_id": "m8", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=month, condition_col=y.", + "bindings": { + "group_col": "month", + "condition_col": "y", + "condition_value": "no", + "positive_value": "no", + "negative_value": "yes", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=39" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_f72d3183b0e38b49.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_f72d3183b0e38b49", + "api_calls": 0, + "input_tokens": 26012, + "cached_input_tokens": 24960, + "output_tokens": 827, + "total_tokens": 26839, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2717, + "estimated_output_tokens": 172, + "estimated_total_tokens": 2889, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18303.22, + "sql_execution_elapsed_ms_total": 12.61, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2162372124746e60a49bc94fe1a003b7923734e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:11:35.868502+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18303.22, "started_at": "2026-05-26T01:11:17.564318+00:00", "ended_at": "2026-05-26T01:11:35.865919+00:00", "prompt_metrics": {"chars": 9748, "bytes_utf8": 9748, "lines": 303, "estimated_tokens": 2717}, "response_metrics": {"chars": 598, "bytes_utf8": 598, "lines": 1, "estimated_tokens": 172}, "usage": {"input_tokens": 26012, "cached_input_tokens": 24960, "output_tokens": 827, "reasoning_output_tokens": 649}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"month\\\",\\n SUM(CASE WHEN \\\"y\\\" = 'no' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"y\\\" = 'yes' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"m8\\\"\\n GROUP BY \\\"month\\\"\\n)\\nSELECT \\\"month\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Computes the ratio of \\\"y\\\"='no' to \\\"y\\\"='yes' for each \\\"month\\\". NULLIF avoids division by zero when a month has no 'yes' rows.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6d5c5dd273c9b0ed30baac66078282f7c10174be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_f72d3183b0e38b49", + "api_calls": 0, + "input_tokens": 26012, + "cached_input_tokens": 24960, + "output_tokens": 827, + "total_tokens": 26839, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2717, + "estimated_output_tokens": 172, + "estimated_total_tokens": 2889, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18303.22, + "sql_execution_elapsed_ms_total": 12.61, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_f72d3183b0e38b49/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dca7972431d9a1289615792df3896e78a064fd38 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9359, "bytes_utf8": 9359, "lines": 302, "estimated_tokens": 2630}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 579, "bytes_utf8": 579, "lines": 1, "estimated_tokens": 164}, "usage": {"input_tokens": 25925, "cached_input_tokens": 25472, "output_tokens": 686, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..22a15549993777dfbbbfec45346d8390622bf846 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_fb5e583f8b333e7d", + "api_calls": 0, + "input_tokens": 25925, + "cached_input_tokens": 25472, + "output_tokens": 686, + "total_tokens": 26611, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2630, + "estimated_output_tokens": 164, + "estimated_total_tokens": 2794, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16287.7, + "sql_execution_elapsed_ms_total": 43.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ae8568628db54dbce87877336ecb6b92dbf99b30 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:11:35.885699+00:00", + "ended_at": "2026-05-26T01:11:52.159218+00:00", + "elapsed_ms": 16287.7, + "prompt_metrics": { + "chars": 9359, + "bytes_utf8": 9359, + "lines": 302, + "estimated_tokens": 2630 + }, + "stdout_metrics": { + "chars": 975, + "bytes_utf8": 975, + "lines": 4, + "estimated_tokens": 304 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 579, + "bytes_utf8": 579, + "lines": 1, + "estimated_tokens": 164 + }, + "usage": { + "input_tokens": 25925, + "cached_input_tokens": 25472, + "output_tokens": 686, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..aa5abedde3eec954ffd9227212c29e4785fc69f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=poutcome, measure_col=age.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "poutcome", + "measure_col": "age", + "item_col": "balance", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 48.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c57bc17a23e404f9811f689a817488a1f5dfad96 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d6-50f3-7823-8083-27f3e35d364f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"poutcome\\\", \\\"balance\\\",\\n SUM(CAST(\\\"age\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"age\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"age\\\" AS REAL))) OVER (PARTITION BY \\\"poutcome\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"poutcome\\\", \\\"balance\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiated the Within-Group Share of Total template with group_col=\\\"poutcome\\\", item_col=\\\"balance\\\", and measure_col=\\\"age\\\". CAST is used because \\\"age\\\" is stored as TEXT in the SQLite schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25925,"cached_input_tokens":25472,"output_tokens":686,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b4219a118b79b05c3fbfae67aa7fe69f71913217 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"poutcome\", \"balance\",\n SUM(CAST(\"age\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"age\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"age\" AS REAL))) OVER (PARTITION BY \"poutcome\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"poutcome\", \"balance\"\nORDER BY \"share_within_group\" DESC;","notes":"Instantiated the Within-Group Share of Total template with group_col=\"poutcome\", item_col=\"balance\", and measure_col=\"age\". CAST is used because \"age\" is stored as TEXT in the SQLite schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e260549f29ac90ed1b62c1634421fe831be071c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=poutcome, measure_col=age. +Result preview: [{"poutcome": "unknown", "balance": "0", "total_measure": 128332.0, "share_within_group": 8.483021661675954}, {"poutcome": "other", "balance": "0", "total_measure": 4552.0, "share_within_group": 6.223340260308433}, {"poutcome": "failure", "balance": "0", "total_measure": 11638.0, "share_within_group": 5.822114831434818}, {"poutcome": "success", "balance": "0", "total_measure": 2959.0, "share_within_group": 4.557917436845348}, {"poutcome": "success", "balance": "2557", "total_measure": 499.0, "share_within_group": 0.7686383240911892}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..57602c60b791bd2ccd8a7dcd7a72ef2e0667dd32 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_fb5e583f8b333e7d +-- problem_id: v2p_m8_ef2fbfed5752f795 +-- realization_mode: agent +-- source_kind: agent +SELECT "poutcome", "balance", + SUM(CAST("age" AS REAL)) AS "total_measure", + SUM(CAST("age" AS REAL)) * 100.0 / SUM(SUM(CAST("age" AS REAL))) OVER (PARTITION BY "poutcome") AS "share_within_group" +FROM "m8" +GROUP BY "poutcome", "balance" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b7b967c2ffe3c95566123a16b7c550e9585141f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"poutcome\", \"balance\",\n SUM(CAST(\"age\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"age\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"age\" AS REAL))) OVER (PARTITION BY \"poutcome\") AS \"share_within_group\"\nFROM \"m8\"\nGROUP BY \"poutcome\", \"balance\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"poutcome\\\", \\\"balance\\\",\\n SUM(CAST(\\\"age\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"age\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"age\\\" AS REAL))) OVER (PARTITION BY \\\"poutcome\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"poutcome\\\", \\\"balance\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"poutcome\", \"balance\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"poutcome\": \"unknown\", \"balance\": \"0\", \"total_measure\": 128332.0, \"share_within_group\": 8.483021661675954}, {\"poutcome\": \"other\", \"balance\": \"0\", \"total_measure\": 4552.0, \"share_within_group\": 6.223340260308433}, {\"poutcome\": \"failure\", \"balance\": \"0\", \"total_measure\": 11638.0, \"share_within_group\": 5.822114831434818}, {\"poutcome\": \"success\", \"balance\": \"0\", \"total_measure\": 2959.0, \"share_within_group\": 4.557917436845348}, {\"poutcome\": \"success\", \"balance\": \"2557\", \"total_measure\": 499.0, \"share_within_group\": 0.7686383240911892}, {\"poutcome\": \"other\", \"balance\": \"1\", \"total_measure\": 361.0, \"share_within_group\": 0.49354697582850265}, {\"poutcome\": \"success\", \"balance\": \"775\", \"total_measure\": 316.0, \"share_within_group\": 0.4867529266789895}, {\"poutcome\": \"success\", \"balance\": \"8304\", \"total_measure\": 294.0, \"share_within_group\": 0.45286506469500926}, {\"poutcome\": \"unknown\", \"balance\": \"1\", \"total_measure\": 6417.0, \"share_within_group\": 0.4241775239455054}, {\"poutcome\": \"success\", \"balance\": \"1\", \"total_measure\": 255.0, \"share_within_group\": 0.3927911275415896}, {\"poutcome\": \"other\", \"balance\": \"38\", \"total_measure\": 279.0, \"share_within_group\": 0.381439352510117}, {\"poutcome\": \"success\", \"balance\": \"203\", \"total_measure\": 242.0, \"share_within_group\": 0.37276648182378314}, {\"poutcome\": \"success\", \"balance\": \"3735\", \"total_measure\": 239.0, \"share_within_group\": 0.36814540973505855}, {\"poutcome\": \"success\", \"balance\": \"1780\", \"total_measure\": 232.0, \"share_within_group\": 0.3573629081947012}, {\"poutcome\": \"success\", \"balance\": \"169\", \"total_measure\": 231.0, \"share_within_group\": 0.355822550831793}, {\"poutcome\": \"success\", \"balance\": \"1646\", \"total_measure\": 229.0, \"share_within_group\": 0.3527418361059766}, {\"poutcome\": \"success\", \"balance\": \"3324\", \"total_measure\": 229.0, \"share_within_group\": 0.3527418361059766}, {\"poutcome\": \"success\", \"balance\": \"132\", \"total_measure\": 228.0, \"share_within_group\": 0.3512014787430684}, {\"poutcome\": \"unknown\", \"balance\": \"2\", \"total_measure\": 5270.0, \"share_within_group\": 0.34835835299872425}, {\"poutcome\": \"success\", \"balance\": \"9367\", \"total_measure\": 226.0, \"share_within_group\": 0.348120764017252}, {\"poutcome\": \"success\", \"balance\": \"243\", \"total_measure\": 225.0, \"share_within_group\": 0.3465804066543438}, {\"poutcome\": \"success\", \"balance\": \"294\", \"total_measure\": 222.0, \"share_within_group\": 0.3419593345656192}, {\"poutcome\": \"success\", \"balance\": \"602\", \"total_measure\": 221.0, \"share_within_group\": 0.340418977202711}, {\"poutcome\": \"success\", \"balance\": \"1624\", \"total_measure\": 213.0, \"share_within_group\": 0.32809611829944546}, {\"poutcome\": \"success\", \"balance\": \"5\", \"total_measure\": 211.0, \"share_within_group\": 0.32501540357362907}, {\"poutcome\": \"success\", \"balance\": \"1230\", \"total_measure\": 209.0, \"share_within_group\": 0.3219346888478127}, {\"poutcome\": \"success\", \"balance\": \"201\", \"total_measure\": 209.0, \"share_within_group\": 0.3219346888478127}, {\"poutcome\": \"other\", \"balance\": \"44\", \"total_measure\": 234.0, \"share_within_group\": 0.31991687629880783}, {\"poutcome\": \"success\", \"balance\": \"341\", \"total_measure\": 206.0, \"share_within_group\": 0.3173136167590881}, {\"poutcome\": \"other\", \"balance\": \"442\", \"total_measure\": 232.0, \"share_within_group\": 0.31718254402274965}, {\"poutcome\": \"success\", \"balance\": \"2144\", \"total_measure\": 205.0, \"share_within_group\": 0.3157732593961799}, {\"poutcome\": \"success\", \"balance\": \"1146\", \"total_measure\": 204.0, \"share_within_group\": 0.3142329020332717}, {\"poutcome\": \"success\", \"balance\": \"256\", \"total_measure\": 204.0, \"share_within_group\": 0.3142329020332717}, {\"poutcome\": \"success\", \"balance\": \"997\", \"total_measure\": 203.0, \"share_within_group\": 0.3126925446703635}, {\"poutcome\": \"unknown\", \"balance\": \"4\", \"total_measure\": 4673.0, \"share_within_group\": 0.3088953669000073}, {\"poutcome\": \"success\", \"balance\": \"523\", \"total_measure\": 200.0, \"share_within_group\": 0.3080714725816389}, {\"poutcome\": \"success\", \"balance\": \"94\", \"total_measure\": 199.0, \"share_within_group\": 0.3065311152187307}, {\"poutcome\": \"unknown\", \"balance\": \"3\", \"total_measure\": 4591.0, \"share_within_group\": 0.30347499024993224}, {\"poutcome\": \"success\", \"balance\": \"19\", \"total_measure\": 194.0, \"share_within_group\": 0.2988293284041898}, {\"poutcome\": \"success\", \"balance\": \"2352\", \"total_measure\": 193.0, \"share_within_group\": 0.2972889710412816}, {\"poutcome\": \"success\", \"balance\": \"994\", \"total_measure\": 192.0, \"share_within_group\": 0.2957486136783734}, {\"poutcome\": \"failure\", \"balance\": \"2\", \"total_measure\": 590.0, \"share_within_group\": 0.29515790948157267}, {\"poutcome\": \"other\", \"balance\": \"336\", \"total_measure\": 214.0, \"share_within_group\": 0.29257355353822595}, {\"poutcome\": \"other\", \"balance\": \"18\", \"total_measure\": 211.0, \"share_within_group\": 0.2884720551241387}, {\"poutcome\": \"success\", \"balance\": \"1495\", \"total_measure\": 187.0, \"share_within_group\": 0.28804682686383243}, {\"poutcome\": \"success\", \"balance\": \"569\", \"total_measure\": 186.0, \"share_within_group\": 0.28650646950092423}, {\"poutcome\": \"success\", \"balance\": \"6\", \"total_measure\": 185.0, \"share_within_group\": 0.28496611213801604}, {\"poutcome\": \"success\", \"balance\": \"255\", \"total_measure\": 183.0, \"share_within_group\": 0.28188539741219965}, {\"poutcome\": \"other\", \"balance\": \"281\", \"total_measure\": 205.0, \"share_within_group\": 0.2802690582959641}, {\"poutcome\": \"success\", \"balance\": \"1388\", \"total_measure\": 178.0, \"share_within_group\": 0.27418361059765867}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 43.5}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3a85c4ffc33766c327afa9f9558aa31158d34c8e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:11:35.884109+00:00", + "ended_at": "2026-05-26T01:11:52.207979+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_fb5e583f8b333e7d", + "problem_id": "v2p_m8_ef2fbfed5752f795", + "dataset_id": "m8", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=poutcome, measure_col=age.", + "bindings": { + "group_col": "poutcome", + "measure_col": "age", + "item_col": "balance", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 48.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=28" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_fb5e583f8b333e7d.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_fb5e583f8b333e7d", + "api_calls": 0, + "input_tokens": 25925, + "cached_input_tokens": 25472, + "output_tokens": 686, + "total_tokens": 26611, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2630, + "estimated_output_tokens": 164, + "estimated_total_tokens": 2794, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16287.7, + "sql_execution_elapsed_ms_total": 43.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4bbf4b8215f444c64d7c5347d327e9d2b8075277 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:11:52.162667+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16287.7, "started_at": "2026-05-26T01:11:35.885699+00:00", "ended_at": "2026-05-26T01:11:52.159218+00:00", "prompt_metrics": {"chars": 9359, "bytes_utf8": 9359, "lines": 302, "estimated_tokens": 2630}, "response_metrics": {"chars": 579, "bytes_utf8": 579, "lines": 1, "estimated_tokens": 164}, "usage": {"input_tokens": 25925, "cached_input_tokens": 25472, "output_tokens": 686, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"poutcome\\\", \\\"balance\\\",\\n SUM(CAST(\\\"age\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"age\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"age\\\" AS REAL))) OVER (PARTITION BY \\\"poutcome\\\") AS \\\"share_within_group\\\"\\nFROM \\\"m8\\\"\\nGROUP BY \\\"poutcome\\\", \\\"balance\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiated the Within-Group Share of Total template with group_col=\\\"poutcome\\\", item_col=\\\"balance\\\", and measure_col=\\\"age\\\". CAST is used because \\\"age\\\" is stored as TEXT in the SQLite schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6417245c52d8829d93a80ab7ac13bdef97b8eb6d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fb5e583f8b333e7d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_fb5e583f8b333e7d", + "api_calls": 0, + "input_tokens": 25925, + "cached_input_tokens": 25472, + "output_tokens": 686, + "total_tokens": 26611, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2630, + "estimated_output_tokens": 164, + "estimated_total_tokens": 2794, + "usage_source": 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+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9044, "bytes_utf8": 9044, "lines": 300, "estimated_tokens": 2520}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 402, "bytes_utf8": 402, "lines": 1, "estimated_tokens": 95}, "usage": {"input_tokens": 25815, "cached_input_tokens": 6528, "output_tokens": 571, "reasoning_output_tokens": 470}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..15b2a9a6649ca197963195a0876a380633399f61 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:11:52.209799+00:00", + "ended_at": "2026-05-26T01:12:08.385634+00:00", + "elapsed_ms": 16180.77, + "prompt_metrics": { + "chars": 9044, + "bytes_utf8": 9044, + "lines": 300, + "estimated_tokens": 2520 + }, + "stdout_metrics": { + "chars": 763, + "bytes_utf8": 763, + "lines": 4, + "estimated_tokens": 208 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 402, + "bytes_utf8": 402, + "lines": 1, + "estimated_tokens": 95 + }, + "usage": { + "input_tokens": 25815, + "cached_input_tokens": 6528, + "output_tokens": 571, + "reasoning_output_tokens": 470 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ad504e02f2acefc91537d36e05992a47e3754c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=previous, measure_col=previous.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "previous", + "measure_col": "previous", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d40a2d28661783d8bd5ea6d281d43f2d4ce69b26 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d6-90bf-7963-8145-450875dd4cac"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"previous\\\",\\n AVG(CAST(\\\"previous\\\" AS REAL)) OVER (PARTITION BY \\\"previous\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the planned Window Partition Average template with \\\"previous\\\" as both the group and measure column. Cast \\\"previous\\\" to REAL because the schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25815,"cached_input_tokens":6528,"output_tokens":571,"reasoning_output_tokens":470}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..634569931eba79d4a8422a42482e4041c726a9a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"previous\",\n AVG(CAST(\"previous\" AS REAL)) OVER (PARTITION BY \"previous\") AS \"avg_measure\"\nFROM \"m8\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the planned Window Partition Average template with \"previous\" as both the group and measure column. Cast \"previous\" to REAL because the schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f7ba1d1a4856b170e94e61bd90ec9a291497dde0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=previous, measure_col=previous. +Result preview: [{"previous": "275", "avg_measure": 275.0}, {"previous": "58", "avg_measure": 58.0}, {"previous": "55", "avg_measure": 55.0}, {"previous": "51", "avg_measure": 51.0}, {"previous": "41", "avg_measure": 41.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0b4a45185207c1a23090fdd95df1c45fc6a3f3d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_fca05b2c32c4e60a +-- problem_id: v2p_m8_a87278e6acd99b71 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "previous", + AVG(CAST("previous" AS REAL)) OVER (PARTITION BY "previous") AS "avg_measure" +FROM "m8" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7a1b248e01e388cdd951934d6239d94d0c2fa892 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"previous\",\n AVG(CAST(\"previous\" AS REAL)) OVER (PARTITION BY \"previous\") AS \"avg_measure\"\nFROM \"m8\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"previous\\\",\\n AVG(CAST(\\\"previous\\\" AS REAL)) OVER (PARTITION BY \\\"previous\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"previous\", \"avg_measure\"], \"rows\": [{\"previous\": \"275\", \"avg_measure\": 275.0}, {\"previous\": \"58\", \"avg_measure\": 58.0}, {\"previous\": \"55\", \"avg_measure\": 55.0}, {\"previous\": \"51\", \"avg_measure\": 51.0}, {\"previous\": \"41\", \"avg_measure\": 41.0}, {\"previous\": \"40\", \"avg_measure\": 40.0}, {\"previous\": \"38\", \"avg_measure\": 38.0}, {\"previous\": \"37\", \"avg_measure\": 37.0}, {\"previous\": \"35\", \"avg_measure\": 35.0}, {\"previous\": \"32\", \"avg_measure\": 32.0}, {\"previous\": \"30\", \"avg_measure\": 30.0}, {\"previous\": \"29\", \"avg_measure\": 29.0}, {\"previous\": \"28\", \"avg_measure\": 28.0}, {\"previous\": \"27\", \"avg_measure\": 27.0}, {\"previous\": \"26\", \"avg_measure\": 26.0}, {\"previous\": \"25\", \"avg_measure\": 25.0}, {\"previous\": \"24\", \"avg_measure\": 24.0}, {\"previous\": \"23\", \"avg_measure\": 23.0}, {\"previous\": \"22\", \"avg_measure\": 22.0}, {\"previous\": \"21\", \"avg_measure\": 21.0}, {\"previous\": \"20\", \"avg_measure\": 20.0}, {\"previous\": \"19\", \"avg_measure\": 19.0}, {\"previous\": \"18\", \"avg_measure\": 18.0}, {\"previous\": \"17\", \"avg_measure\": 17.0}, {\"previous\": \"16\", \"avg_measure\": 16.0}, {\"previous\": \"15\", \"avg_measure\": 15.0}, {\"previous\": \"14\", \"avg_measure\": 14.0}, {\"previous\": \"13\", \"avg_measure\": 13.0}, {\"previous\": \"12\", \"avg_measure\": 12.0}, {\"previous\": \"11\", \"avg_measure\": 11.0}, {\"previous\": \"10\", \"avg_measure\": 10.0}, {\"previous\": \"9\", \"avg_measure\": 9.0}, {\"previous\": \"8\", \"avg_measure\": 8.0}, {\"previous\": \"7\", \"avg_measure\": 7.0}, {\"previous\": \"6\", \"avg_measure\": 6.0}, {\"previous\": \"5\", \"avg_measure\": 5.0}, {\"previous\": \"4\", \"avg_measure\": 4.0}, {\"previous\": \"3\", \"avg_measure\": 3.0}, {\"previous\": \"2\", \"avg_measure\": 2.0}, {\"previous\": \"1\", \"avg_measure\": 1.0}, {\"previous\": \"0\", \"avg_measure\": 0.0}], \"row_count_returned\": 41, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 33.23}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2a4033d3ff3d83aca34c68b499556db79516d649 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:11:52.208352+00:00", + "ended_at": "2026-05-26T01:12:08.423045+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_fca05b2c32c4e60a", + "problem_id": "v2p_m8_a87278e6acd99b71", + "dataset_id": "m8", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=previous, measure_col=previous.", + "bindings": { + "group_col": "previous", + "measure_col": "previous", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_fca05b2c32c4e60a.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_fca05b2c32c4e60a", + "api_calls": 0, + "input_tokens": 25815, + "cached_input_tokens": 6528, + "output_tokens": 571, + "total_tokens": 26386, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2520, + "estimated_output_tokens": 95, + "estimated_total_tokens": 2615, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16180.77, + "sql_execution_elapsed_ms_total": 33.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..323cad01b19389dda0f882b09fcd5e5525a281b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:12:08.388366+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16180.77, "started_at": "2026-05-26T01:11:52.209799+00:00", "ended_at": "2026-05-26T01:12:08.385634+00:00", "prompt_metrics": {"chars": 9044, "bytes_utf8": 9044, "lines": 300, "estimated_tokens": 2520}, "response_metrics": {"chars": 402, "bytes_utf8": 402, "lines": 1, "estimated_tokens": 95}, "usage": {"input_tokens": 25815, "cached_input_tokens": 6528, "output_tokens": 571, "reasoning_output_tokens": 470}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"previous\\\",\\n AVG(CAST(\\\"previous\\\" AS REAL)) OVER (PARTITION BY \\\"previous\\\") AS \\\"avg_measure\\\"\\nFROM \\\"m8\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the planned Window Partition Average template with \\\"previous\\\" as both the group and measure column. Cast \\\"previous\\\" to REAL because the schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..92cffb33ac6b3fabc75191f3862991e5cde233cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_fca05b2c32c4e60a", + "api_calls": 0, + "input_tokens": 25815, + "cached_input_tokens": 6528, + "output_tokens": 571, + "total_tokens": 26386, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2520, + "estimated_output_tokens": 95, + "estimated_total_tokens": 2615, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16180.77, + "sql_execution_elapsed_ms_total": 33.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fca05b2c32c4e60a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d833022947ad192476f147151f9a7433b6c5375c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9032, "bytes_utf8": 9032, "lines": 300, "estimated_tokens": 2521}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 547, "bytes_utf8": 547, "lines": 1, "estimated_tokens": 138}, "usage": {"input_tokens": 25816, "cached_input_tokens": 24960, "output_tokens": 660, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a197b1210d06106da72b89fb12143a4664181efa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_fd7c0e2c90fff2b6", + "api_calls": 0, + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 660, + "total_tokens": 26476, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2521, + "estimated_output_tokens": 138, + "estimated_total_tokens": 2659, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17606.17, + "sql_execution_elapsed_ms_total": 43.93, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f3c0598ccbccfb1792e379345248f537c7524c44 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:12:08.424872+00:00", + "ended_at": "2026-05-26T01:12:26.029231+00:00", + "elapsed_ms": 17606.17, + "prompt_metrics": { + "chars": 9032, + "bytes_utf8": 9032, + "lines": 300, + "estimated_tokens": 2521 + }, + "stdout_metrics": { + "chars": 921, + "bytes_utf8": 921, + "lines": 4, + "estimated_tokens": 264 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 547, + "bytes_utf8": 547, + "lines": 1, + "estimated_tokens": 138 + }, + "usage": { + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 660, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1a9a1c09854a1a13df09615d1a3f4b6ab4fc2d03 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m8 +- dataset_name: Bank Marketing +- table_name: m8 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 45211 +- important_fields: +- age: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age. +- job: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for job. +- marital: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for marital. +- education: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for education. +- default: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for default. +- balance: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for balance. +- housing: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for housing. +- loan: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for loan. +- contact: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for contact. +- day: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for day. +- month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for month. +- duration: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for duration. +- campaign: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for campaign. +- pdays: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for pdays. +- previous: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for previous. +- poutcome: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for poutcome. +- y: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['age', 'job', 'y'], ['age', 'age', 'y']] +- fields_requiring_caution: ['y', 'balance', 'duration', 'pdays'] +- source_url: https://archive.ics.uci.edu/dataset/222/bank+marketing + +SQLite schema snapshot: +{ + "table_name": "m8", + "quoted_table_name": "\"m8\"", + "row_count": 45211, + "columns": [ + { + "name": "age", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "job", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "marital", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "education", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "default", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "balance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "housing", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "loan", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "contact", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "day", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "month", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "duration", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "campaign", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pdays", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "previous", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "poutcome", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "age": "58", + "job": "management", + "marital": "married", + "education": "tertiary", + "default": "no", + "balance": "2143", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "261", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "44", + "job": "technician", + "marital": "single", + "education": "secondary", + "default": "no", + "balance": "29", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "151", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "entrepreneur", + "marital": "married", + "education": "secondary", + "default": "no", + "balance": "2", + "housing": "yes", + "loan": "yes", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "76", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "47", + "job": "blue-collar", + "marital": "married", + "education": "unknown", + "default": "no", + "balance": "1506", + "housing": "yes", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "92", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + }, + { + "age": "33", + "job": "unknown", + "marital": "single", + "education": "unknown", + "default": "no", + "balance": "1", + "housing": "no", + "loan": "no", + "contact": "unknown", + "day": "5", + "month": "may", + "duration": "198", + "campaign": "1", + "pdays": "-1", + "previous": "0", + "poutcome": "unknown", + "y": "no" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m8", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=balance.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "y", + "measure_col": "balance", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1428.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..956cb352a6f7371719968193fc41b140da4a8a9c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d6-d00f-7632-8c5c-e0593911f59d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"balance\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"m8\\\"\\nWHERE \\\"y\\\" IS NOT NULL\\n AND TRIM(\\\"y\\\") <> ''\\n AND \\\"balance\\\" IS NOT NULL\\n AND TRIM(\\\"balance\\\") <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Instantiated the Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"balance\\\", adding light stability filters for non-null/non-empty values and casting the TEXT balance field to REAL for SQLite averaging.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25816,"cached_input_tokens":24960,"output_tokens":660,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ecf7ff70e4d609b9179edcbb5668c81c90771315 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"y\",\n AVG(CAST(\"balance\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"m8\"\nWHERE \"y\" IS NOT NULL\n AND TRIM(\"y\") <> ''\n AND \"balance\" IS NOT NULL\n AND TRIM(\"balance\") <> ''\nORDER BY avg_measure DESC;","notes":"Instantiated the Window Partition Average template with group_col=\"y\" and measure_col=\"balance\", adding light stability filters for non-null/non-empty values and casting the TEXT balance field to REAL for SQLite averaging."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..80e24e00cf4a84ec15d12e9694fa77bc2768f51f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=balance. +Result preview: [{"y": "yes", "avg_measure": 1804.2679145396105}, {"y": "no", "avg_measure": 1303.7149691899203}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e91433138025dfd4bab96cd9ebcfb6d98549093b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_fd7c0e2c90fff2b6 +-- problem_id: v2p_m8_ad67c91769c47166 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "y", + AVG(CAST("balance" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "m8" +WHERE "y" IS NOT NULL + AND TRIM("y") <> '' + AND "balance" IS NOT NULL + AND TRIM("balance") <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c6746c8509043f87effebfc6d80c3cba3adf507b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"y\",\n AVG(CAST(\"balance\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"m8\"\nWHERE \"y\" IS NOT NULL\n AND TRIM(\"y\") <> ''\n AND \"balance\" IS NOT NULL\n AND TRIM(\"balance\") <> ''\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"balance\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"m8\\\"\\nWHERE \\\"y\\\" IS NOT NULL\\n AND TRIM(\\\"y\\\") <> ''\\n AND \\\"balance\\\" IS NOT NULL\\n AND TRIM(\\\"balance\\\") <> ''\\nORDER BY avg_measure DESC;\", \"columns\": [\"y\", \"avg_measure\"], \"rows\": [{\"y\": \"yes\", \"avg_measure\": 1804.2679145396105}, {\"y\": \"no\", \"avg_measure\": 1303.7149691899203}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 43.93}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..78c37b838c448ab53a35ac94a9a25dc10d4379dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "m8", + "started_at": "2026-05-26T01:12:08.423407+00:00", + "ended_at": "2026-05-26T01:12:26.077919+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_m8_fd7c0e2c90fff2b6", + "problem_id": "v2p_m8_ad67c91769c47166", + "dataset_id": "m8", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=balance.", + "bindings": { + "group_col": "y", + "measure_col": "balance", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1428.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=134" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_fd7c0e2c90fff2b6.sql", + "usage_summary": { + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_fd7c0e2c90fff2b6", + "api_calls": 0, + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 660, + "total_tokens": 26476, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2521, + "estimated_output_tokens": 138, + "estimated_total_tokens": 2659, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17606.17, + "sql_execution_elapsed_ms_total": 43.93, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1c8881d4ef44c74077e192eac012d916db707890 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:12:26.032430+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17606.17, "started_at": "2026-05-26T01:12:08.424872+00:00", "ended_at": "2026-05-26T01:12:26.029231+00:00", "prompt_metrics": {"chars": 9032, "bytes_utf8": 9032, "lines": 300, "estimated_tokens": 2521}, "response_metrics": {"chars": 547, "bytes_utf8": 547, "lines": 1, "estimated_tokens": 138}, "usage": {"input_tokens": 25816, "cached_input_tokens": 24960, "output_tokens": 660, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"balance\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"m8\\\"\\nWHERE \\\"y\\\" IS NOT NULL\\n AND TRIM(\\\"y\\\") <> ''\\n AND \\\"balance\\\" IS NOT NULL\\n AND TRIM(\\\"balance\\\") <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Instantiated the Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"balance\\\", adding light stability filters for non-null/non-empty values and casting the TEXT balance field to REAL for SQLite averaging.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c0d44b4d2d556737bb8c0504b68d84ff4009faa6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "m8", + "model": "v2-cli:codex", + "run_id": "v2q_m8_fd7c0e2c90fff2b6", + "api_calls": 0, + "input_tokens": 25816, + "cached_input_tokens": 24960, + "output_tokens": 660, + "total_tokens": 26476, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2521, + "estimated_output_tokens": 138, + "estimated_total_tokens": 2659, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17606.17, + "sql_execution_elapsed_ms_total": 43.93, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/artifacts/v2q_m8_fd7c0e2c90fff2b6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_06bd583986a0d664.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_06bd583986a0d664.sql new file mode 100644 index 0000000000000000000000000000000000000000..d4538f17a2f1181702f819094e083db8dcd0c4c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_06bd583986a0d664.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_06bd583986a0d664 +-- problem_id: v2p_m8_0231ac379e90767b +-- realization_mode: agent +-- source_kind: agent +SELECT + "agg"."age", + "agg"."duration", + "agg"."total_measure", + "agg"."total_measure" * 100.0 / SUM("agg"."total_measure") OVER (PARTITION BY "agg"."age") AS "share_within_group" +FROM ( + SELECT + "age", + "duration", + SUM(CAST("day" AS REAL)) AS "total_measure" + FROM "m8" + GROUP BY "age", "duration" +) AS "agg" +ORDER BY "share_within_group" DESC +LIMIT 15; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_088c9fb9ff5b25c4.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_088c9fb9ff5b25c4.sql new file mode 100644 index 0000000000000000000000000000000000000000..6fd7164aa781aae5970feca02be9373f681535e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_088c9fb9ff5b25c4.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m8_088c9fb9ff5b25c4 +-- problem_id: v2p_m8_e7c563874eb86917 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "previous", + SUM(CASE WHEN "default" = 'no' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "default" = 'yes' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m8" + GROUP BY "previous" +) +SELECT "previous", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_0c4031cf0e95f112.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_0c4031cf0e95f112.sql new file mode 100644 index 0000000000000000000000000000000000000000..cf06be31660d7087d82da5ae14c08e6b2a322d1f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_0c4031cf0e95f112.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_0c4031cf0e95f112 +-- problem_id: v2p_m8_3b2e3ebc4dbcce81 +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + "day", + SUM(CAST("balance" AS REAL)) AS "total_measure", + SUM(CAST("balance" AS REAL)) * 100.0 / SUM(SUM(CAST("balance" AS REAL))) OVER (PARTITION BY "y") AS "share_within_group" +FROM "m8" +GROUP BY "y", "day" +ORDER BY "share_within_group" DESC +LIMIT 14; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_0f86f26c170a56f0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_0f86f26c170a56f0.sql new file mode 100644 index 0000000000000000000000000000000000000000..3301ef874c421ce6be0eab1fcbeee7f3b6f200e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_0f86f26c170a56f0.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_0f86f26c170a56f0 +-- problem_id: v2p_m8_32214970e53f24ed +-- realization_mode: agent +-- source_kind: agent +SELECT "education", "previous", + SUM(CAST("pdays" AS REAL)) AS "total_measure", + SUM(CAST("pdays" AS REAL)) * 100.0 / + NULLIF(SUM(SUM(CAST("pdays" AS REAL))) OVER (PARTITION BY "education"), 0) AS "share_within_group" +FROM "m8" +WHERE CAST("pdays" AS REAL) > -1.0 +GROUP BY "education", "previous" +ORDER BY "share_within_group" DESC +LIMIT 18; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_11321e5fdef072fa.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_11321e5fdef072fa.sql new file mode 100644 index 0000000000000000000000000000000000000000..d1d2708f469159074cc5fa25036189ed760297af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_11321e5fdef072fa.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_11321e5fdef072fa +-- problem_id: v2p_m8_2f9274960b132c8b +-- realization_mode: agent +-- source_kind: agent +SELECT + "campaign", + "pdays", + SUM(CAST("campaign" AS REAL)) AS "total_measure", + SUM(CAST("campaign" AS REAL)) * 100.0 / SUM(SUM(CAST("campaign" AS REAL))) OVER (PARTITION BY "campaign") AS "share_within_group" +FROM "m8" +GROUP BY "campaign", "pdays" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_19a3d8b4d97f349b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_19a3d8b4d97f349b.sql new file mode 100644 index 0000000000000000000000000000000000000000..b66fd1b7d7338d924d3658d1cd65827d9cd53c77 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_19a3d8b4d97f349b.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_19a3d8b4d97f349b +-- problem_id: v2p_m8_d709d239154478ea +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "job", + AVG(CAST("duration" AS REAL)) OVER (PARTITION BY "job") AS "avg_measure" +FROM "m8" +WHERE "job" IS NOT NULL + AND "job" <> '' + AND "duration" IS NOT NULL + AND "duration" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_1daf75010e14310a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_1daf75010e14310a.sql new file mode 100644 index 0000000000000000000000000000000000000000..2af5deba3ea887f3e8054daac1d368612d099484 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_1daf75010e14310a.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_1daf75010e14310a +-- problem_id: v2p_m8_1541cfe8f1ffbe6e +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "y", + AVG(CAST("balance" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "m8" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_1f04db2e8300b993.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_1f04db2e8300b993.sql new file mode 100644 index 0000000000000000000000000000000000000000..dda2eadecdfa78e3a2903880f186fccedb32266f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_1f04db2e8300b993.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m8_1f04db2e8300b993 +-- problem_id: v2p_m8_73f376ac4a131743 +-- realization_mode: agent +-- source_kind: agent +SELECT "default", "campaign", COUNT(*) AS "row_count" +FROM "m8" +WHERE "default" = 'yes' +GROUP BY "default", "campaign" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_20351341a5bd447d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_20351341a5bd447d.sql new file mode 100644 index 0000000000000000000000000000000000000000..1db1e851ff0ff9e1d514b5d65e55440a8d175473 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_20351341a5bd447d.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m8_20351341a5bd447d +-- problem_id: v2p_m8_41cb4efac308a4e2 +-- realization_mode: agent +-- source_kind: agent +SELECT "default", "loan", COUNT(*) AS "row_count" +FROM "m8" +WHERE CAST("age" AS REAL) >= 48.0 +GROUP BY "default", "loan" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_203d9a16742679f8.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_203d9a16742679f8.sql new file mode 100644 index 0000000000000000000000000000000000000000..7afc0e50fb9f6bf7957cbbde3f7588a11be2085e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_203d9a16742679f8.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_203d9a16742679f8 +-- problem_id: v2p_m8_cf0bdb064725d064 +-- realization_mode: agent +-- source_kind: agent +SELECT + "marital", + "pdays", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "marital") AS "share_within_group" +FROM ( + SELECT + "marital", + "pdays", + SUM(CAST("campaign" AS REAL)) AS "total_measure" + FROM "m8" + GROUP BY "marital", "pdays" +) AS "g" +ORDER BY "share_within_group" DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_30490f6cf3b04aa4.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_30490f6cf3b04aa4.sql new file mode 100644 index 0000000000000000000000000000000000000000..4e5e0e366f70682b238c95306d843e453b24ee4f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_30490f6cf3b04aa4.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m8_30490f6cf3b04aa4 +-- problem_id: v2p_m8_c95f371c8e22c200 +-- realization_mode: agent +-- source_kind: agent +SELECT "default", "contact", COUNT(*) AS "row_count" +FROM "m8" +WHERE "job" = 'services' +GROUP BY "default", "contact" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_36725a453b59af1b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_36725a453b59af1b.sql new file mode 100644 index 0000000000000000000000000000000000000000..e12d70f4764b53e6d411b62462cb10719b57c55c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_36725a453b59af1b.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m8_36725a453b59af1b +-- problem_id: v2p_m8_4b2428eaf8118b5c +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "pdays", + SUM(CASE WHEN "education" = 'secondary' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "education" = 'tertiary' THEN 1 ELSE 0 END) AS denominator_count + FROM "m8" + GROUP BY "pdays" +) +SELECT "pdays", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC +LIMIT 11; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_389c6d4e01bbf613.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_389c6d4e01bbf613.sql new file mode 100644 index 0000000000000000000000000000000000000000..beeeac1290440947fb07f5662c0057f75394930e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_389c6d4e01bbf613.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m8_389c6d4e01bbf613 +-- problem_id: v2p_m8_def62168331cf72d +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "poutcome", + SUM(CASE WHEN "housing" = 'yes' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "housing" = 'no' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m8" + GROUP BY "poutcome" +) +SELECT "poutcome", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_3b8620418e31fda7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_3b8620418e31fda7.sql new file mode 100644 index 0000000000000000000000000000000000000000..fbddd0b9251a84cc08e087c55f8dabec5c4f6666 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_3b8620418e31fda7.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_3b8620418e31fda7 +-- problem_id: v2p_m8_32ad5c30534c247c +-- realization_mode: agent +-- source_kind: agent +SELECT "campaign", + AVG(CASE WHEN "loan" = 'no' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "campaign" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_3ca391bc7eafd581.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_3ca391bc7eafd581.sql new file mode 100644 index 0000000000000000000000000000000000000000..1a6c7ebb02e9952903a0e339cd11297e6f61a0dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_3ca391bc7eafd581.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_3ca391bc7eafd581 +-- problem_id: v2p_m8_9ada10805e776957 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "age", + AVG(CAST("day" AS REAL)) OVER (PARTITION BY "age") AS "avg_measure" +FROM "m8" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_3cfa0aae4f67f0fc.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_3cfa0aae4f67f0fc.sql new file mode 100644 index 0000000000000000000000000000000000000000..2d87813aa1d9ae8e4faf155bb2b3f1bf623b719a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_3cfa0aae4f67f0fc.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_3cfa0aae4f67f0fc +-- problem_id: v2p_m8_f8d8217aba11d2f2 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "education", + AVG(CAST("pdays" AS REAL)) OVER (PARTITION BY "education") AS "avg_measure" +FROM "m8" +WHERE "education" IS NOT NULL + AND "education" <> '' + AND "pdays" IS NOT NULL + AND "pdays" <> '' + AND CAST("pdays" AS REAL) > -1.0 +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_4728babd3affdf77.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_4728babd3affdf77.sql new file mode 100644 index 0000000000000000000000000000000000000000..d0a2c33eb12b87ef3601ebecb9c572bf3c1d2dae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_4728babd3affdf77.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_4728babd3affdf77 +-- problem_id: v2p_m8_0f7161f720f34414 +-- realization_mode: agent +-- source_kind: agent +SELECT + "month", + "campaign", + SUM(CAST("duration" AS REAL)) AS "total_measure", + SUM(CAST("duration" AS REAL)) * 100.0 / SUM(SUM(CAST("duration" AS REAL))) OVER (PARTITION BY "month") AS "share_within_group" +FROM "m8" +GROUP BY "month", "campaign" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_4ba41136f149d343.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_4ba41136f149d343.sql new file mode 100644 index 0000000000000000000000000000000000000000..354a26b74cea140060c2b26857b8d2b9c557dd93 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_4ba41136f149d343.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_4ba41136f149d343 +-- problem_id: v2p_m8_a021c16ba7481dfa +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "job", + "campaign", + SUM(CAST("duration" AS REAL)) AS "total_measure" + FROM "m8" + GROUP BY "job", "campaign" +) +SELECT + "job", + "campaign", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "job") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_50c61ecd01efe7aa.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_50c61ecd01efe7aa.sql new file mode 100644 index 0000000000000000000000000000000000000000..152668062586e1134c210739048730c8aa6b9d8c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_50c61ecd01efe7aa.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m8_50c61ecd01efe7aa +-- problem_id: v2p_m8_687547039ff30bd1 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "day", + SUM(CASE WHEN "poutcome" = 'unknown' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "poutcome" = 'failure' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "m8" + GROUP BY "day" +) +SELECT + "day", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC +LIMIT 13; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_56c8ef00a8bdbd6c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_56c8ef00a8bdbd6c.sql new file mode 100644 index 0000000000000000000000000000000000000000..5392411266c9fd29ea766755b437ad733e11fc88 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_56c8ef00a8bdbd6c.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_56c8ef00a8bdbd6c +-- problem_id: v2p_m8_31cebf3b276bce08 +-- realization_mode: agent +-- source_kind: agent +SELECT "poutcome", + AVG(CASE WHEN "y" = 'yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "poutcome" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_58667ace4eed7104.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_58667ace4eed7104.sql new file mode 100644 index 0000000000000000000000000000000000000000..99f7b4afae4571d98b42e73580b0ab71e5438c50 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_58667ace4eed7104.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_58667ace4eed7104 +-- problem_id: v2p_m8_d59bf78a72c500e8 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "marital" = 'married' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_5abd263a0ccb995d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_5abd263a0ccb995d.sql new file mode 100644 index 0000000000000000000000000000000000000000..0aa5717f12627246b63934f8816c811eaab27f80 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_5abd263a0ccb995d.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_5abd263a0ccb995d +-- problem_id: v2p_m8_a50e6fbc73352471 +-- realization_mode: agent +-- source_kind: agent +SELECT "month", + AVG(CASE WHEN "housing" = 'yes' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m8" +GROUP BY "month" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_5e2eeb8cd368d180.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_5e2eeb8cd368d180.sql new file mode 100644 index 0000000000000000000000000000000000000000..290949890676d4cb9faf44046e23674c7d315e30 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_5e2eeb8cd368d180.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_5e2eeb8cd368d180 +-- problem_id: v2p_m8_0859cd60e761d6ed +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "poutcome", + AVG(CAST("age" AS REAL)) OVER (PARTITION BY "poutcome") AS "avg_measure" +FROM "m8" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_5f1e2e46bf30db46.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_5f1e2e46bf30db46.sql new file mode 100644 index 0000000000000000000000000000000000000000..83a170636f6c07d7e602e9a1a7922e9906c1b527 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_5f1e2e46bf30db46.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_5f1e2e46bf30db46 +-- problem_id: v2p_m8_c6874f009bca6307 +-- realization_mode: agent +-- source_kind: agent +SELECT "education", "previous", + SUM(CAST("pdays" AS REAL)) AS "total_measure", + SUM(CAST("pdays" AS REAL)) * 100.0 / SUM(SUM(CAST("pdays" AS REAL))) OVER (PARTITION BY "education") AS "share_within_group" +FROM "m8" +GROUP BY "education", "previous" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_5f1f610ca61e5c4a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_5f1f610ca61e5c4a.sql new file mode 100644 index 0000000000000000000000000000000000000000..db2281562aa091a003516c1c51565b9002af796e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_5f1f610ca61e5c4a.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m8_5f1f610ca61e5c4a +-- problem_id: v2p_m8_a44e7a3d1e60b904 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "contact", + SUM(CASE WHEN "contact" = 'cellular' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "contact" = 'unknown' THEN 1 ELSE 0 END) AS denominator_count + FROM "m8" + GROUP BY "contact" +) +SELECT "contact", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_601a7236a6b81396.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_601a7236a6b81396.sql new file mode 100644 index 0000000000000000000000000000000000000000..7dac9c89e7c9b1defa430d4700184a9148794255 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_601a7236a6b81396.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m8_601a7236a6b81396 +-- problem_id: v2p_m8_ab221e0848b84325 +-- realization_mode: agent +-- source_kind: agent +SELECT "marital", COUNT(*) AS "row_count" +FROM "m8" +GROUP BY "marital" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_603e6a3c02466340.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_603e6a3c02466340.sql new file mode 100644 index 0000000000000000000000000000000000000000..85ef7a1680b5671760d0b19a74ae375510e87624 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_603e6a3c02466340.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_603e6a3c02466340 +-- problem_id: v2p_m8_d3e72e5314048d15 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "default", + AVG(CAST("previous" AS REAL)) OVER (PARTITION BY "default") AS "avg_measure" +FROM "m8" +WHERE "default" IS NOT NULL + AND TRIM("default") <> '' + AND "previous" IS NOT NULL + AND TRIM("previous") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_61b504edc193ce7b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_61b504edc193ce7b.sql new file mode 100644 index 0000000000000000000000000000000000000000..d26ba3165eb5a61b9f8b352bc68da7fbe74cb333 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_61b504edc193ce7b.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m8_61b504edc193ce7b +-- problem_id: v2p_m8_7ff95921b2beaea7 +-- realization_mode: agent +-- source_kind: agent +SELECT "default", "day", COUNT(*) AS "row_count" +FROM "m8" +WHERE "marital" = 'divorced' +GROUP BY "default", "day" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_628e01bb6b204b41.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_628e01bb6b204b41.sql new file mode 100644 index 0000000000000000000000000000000000000000..e3ba41ecac8be0e6ed08c6e59fc7d29b626d29da --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_628e01bb6b204b41.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_628e01bb6b204b41 +-- problem_id: v2p_m8_c83905be5252d6e5 +-- realization_mode: agent +-- source_kind: agent +SELECT + "previous", + AVG(CASE WHEN "poutcome" = 'unknown' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "previous" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_63de99dff6cabc65.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_63de99dff6cabc65.sql new file mode 100644 index 0000000000000000000000000000000000000000..daa9a00cb542064a4d4032f4f17393b33d489eab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_63de99dff6cabc65.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m8_63de99dff6cabc65 +-- problem_id: v2p_m8_63c4704164d790b1 +-- realization_mode: agent +-- source_kind: agent +SELECT "previous", COUNT(*) AS "row_count" +FROM "m8" +GROUP BY "previous" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_6425a123952622f2.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_6425a123952622f2.sql new file mode 100644 index 0000000000000000000000000000000000000000..1610150c99df27497f4d75666ad60fd58391858f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_6425a123952622f2.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m8_6425a123952622f2 +-- problem_id: v2p_m8_aecfded624b04570 +-- realization_mode: agent +-- source_kind: agent +SELECT "default", "pdays", COUNT(*) AS "row_count" +FROM "m8" +WHERE CAST("balance" AS REAL) >= 1428.0 +GROUP BY "default", "pdays" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_649ad8690d9880a4.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_649ad8690d9880a4.sql new file mode 100644 index 0000000000000000000000000000000000000000..440daf746273bbb48021b9bae2d26b2e30532d25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_649ad8690d9880a4.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m8_649ad8690d9880a4 +-- problem_id: v2p_m8_a0beb85cb8feff19 +-- realization_mode: agent +-- source_kind: agent +SELECT "education", COUNT(*) AS "row_count" +FROM "m8" +GROUP BY "education" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_68ce32f9fad8f267.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_68ce32f9fad8f267.sql new file mode 100644 index 0000000000000000000000000000000000000000..20807da017ebf9dabfd82709070ab3d1df2d32d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_68ce32f9fad8f267.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_68ce32f9fad8f267 +-- problem_id: v2p_m8_03e1ea500628bbba +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + AVG(CASE WHEN "marital" = 'single' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_6c36a4043d69d876.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_6c36a4043d69d876.sql new file mode 100644 index 0000000000000000000000000000000000000000..5ced811827203c6e48fed8b53e12b13d3b70eb45 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_6c36a4043d69d876.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_6c36a4043d69d876 +-- problem_id: v2p_m8_408c34597f25dc52 +-- realization_mode: agent +-- source_kind: agent +SELECT "marital", "pdays", + SUM(CAST("campaign" AS REAL)) AS total_measure, + SUM(CAST("campaign" AS REAL)) * 100.0 / SUM(SUM(CAST("campaign" AS REAL))) OVER (PARTITION BY "marital") AS share_within_group +FROM "m8" +GROUP BY "marital", "pdays" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_7196bfcdb25f1f26.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_7196bfcdb25f1f26.sql new file mode 100644 index 0000000000000000000000000000000000000000..a53743f6ccebe6b1f235d483fbfaadfee0d24c95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_7196bfcdb25f1f26.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_7196bfcdb25f1f26 +-- problem_id: v2p_m8_4b9ecd6b4e1bc50a +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "education", + AVG(CAST("pdays" AS REAL)) OVER (PARTITION BY "education") AS avg_measure +FROM "m8" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_7399d8163eec62e0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_7399d8163eec62e0.sql new file mode 100644 index 0000000000000000000000000000000000000000..4dc82e964523d4d62391fdce60aaa309d0dccbc2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_7399d8163eec62e0.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m8_7399d8163eec62e0 +-- problem_id: v2p_m8_4e153e9e1f062b94 +-- realization_mode: agent +-- source_kind: agent +SELECT "default", "month", COUNT(*) AS "row_count" +FROM "m8" +WHERE "education" = 'primary' +GROUP BY "default", "month" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_759bd83efe3839bd.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_759bd83efe3839bd.sql new file mode 100644 index 0000000000000000000000000000000000000000..5b79dd43b882a060a10be6f92c119a664b782db3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_759bd83efe3839bd.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_759bd83efe3839bd +-- problem_id: v2p_m8_338295b45732c0a0 +-- realization_mode: agent +-- source_kind: agent +SELECT + "pdays", + AVG(CASE WHEN "contact" = 'cellular' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m8" +GROUP BY "pdays" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_76bab0e916511ca4.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_76bab0e916511ca4.sql new file mode 100644 index 0000000000000000000000000000000000000000..5727e89adac972d760388ef99d9e356b4687853c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_76bab0e916511ca4.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m8_76bab0e916511ca4 +-- problem_id: v2p_m8_4db8b4301b4006cd +-- realization_mode: agent +-- source_kind: agent +SELECT "education", "poutcome", COUNT(*) AS "row_count" +FROM "m8" +WHERE CAST("previous" AS REAL) >= 0.0 +GROUP BY "education", "poutcome" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_7730775635165c0b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_7730775635165c0b.sql new file mode 100644 index 0000000000000000000000000000000000000000..9c3ba5874412bd80757f38e28dca432d1a41dab9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_7730775635165c0b.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_7730775635165c0b +-- problem_id: v2p_m8_5b4543fbc2f83db8 +-- realization_mode: agent +-- source_kind: agent +SELECT "loan", + AVG(CASE WHEN "marital" = 'married' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m8" +GROUP BY "loan" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_77fbb50ee85c0787.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_77fbb50ee85c0787.sql new file mode 100644 index 0000000000000000000000000000000000000000..aab6a796e0e4a2d3c74da60d1c7725dd34bc3bcf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_77fbb50ee85c0787.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_77fbb50ee85c0787 +-- problem_id: v2p_m8_5c4abe0bcbe0a865 +-- realization_mode: agent +-- source_kind: agent +SELECT + "campaign", + "pdays", + SUM(CAST("campaign" AS REAL)) AS "total_measure", + SUM(CAST("campaign" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST("campaign" AS REAL))) OVER (PARTITION BY "campaign"), 0) AS "share_within_group" +FROM "m8" +GROUP BY "campaign", "pdays" +ORDER BY "share_within_group" DESC +LIMIT 15; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_7cf6767bcd3bcbfe.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_7cf6767bcd3bcbfe.sql new file mode 100644 index 0000000000000000000000000000000000000000..6ae7bcbad22d21d859fd8d4abecfa92411887b9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_7cf6767bcd3bcbfe.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_7cf6767bcd3bcbfe +-- problem_id: v2p_m8_ae7a3ab6c1cbe46c +-- realization_mode: agent +-- source_kind: agent +SELECT "pdays", "previous", + SUM(CAST("pdays" AS REAL)) AS total_measure, + SUM(CAST("pdays" AS REAL)) * 100.0 / SUM(SUM(CAST("pdays" AS REAL))) OVER (PARTITION BY "pdays") AS share_within_group +FROM "m8" +GROUP BY "pdays", "previous" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_8195b819d59177f9.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_8195b819d59177f9.sql new file mode 100644 index 0000000000000000000000000000000000000000..0041d4e3b99f622b833edc5ed5b9f6d46dc39a9a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_8195b819d59177f9.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_8195b819d59177f9 +-- problem_id: v2p_m8_879eee75949e30c7 +-- realization_mode: agent +-- source_kind: agent +SELECT "previous", + AVG(CASE WHEN "poutcome" = 'failure' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "previous" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_81f50ad9c2c31285.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_81f50ad9c2c31285.sql new file mode 100644 index 0000000000000000000000000000000000000000..93c73b09372fde43101ed1db256eba1f8af7e421 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_81f50ad9c2c31285.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_81f50ad9c2c31285 +-- problem_id: v2p_m8_05377b91f49519d7 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "marital", + AVG(CAST("campaign" AS REAL)) OVER (PARTITION BY "marital") AS "avg_measure" +FROM "m8" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_88ea9d32bdafe9c6.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_88ea9d32bdafe9c6.sql new file mode 100644 index 0000000000000000000000000000000000000000..b93f392c2dd130b5f8ac4dab56fbc4582d60686f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_88ea9d32bdafe9c6.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_88ea9d32bdafe9c6 +-- problem_id: v2p_m8_6c5a07b095e0f33f +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "previous", + AVG(CAST("previous" AS REAL)) OVER (PARTITION BY "previous") AS "avg_measure" +FROM "m8" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_903eb93cea28e502.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_903eb93cea28e502.sql new file mode 100644 index 0000000000000000000000000000000000000000..a14fa1f7d0c7723fb916347c5cd345ffc741f6f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_903eb93cea28e502.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m8_903eb93cea28e502 +-- problem_id: v2p_m8_3e6905af0185c399 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "campaign", + SUM(CASE WHEN "marital" = 'married' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "marital" = 'single' THEN 1 ELSE 0 END) AS denominator_count + FROM "m8" + GROUP BY "campaign" +) +SELECT "campaign", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_908e3ba7686b5b61.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_908e3ba7686b5b61.sql new file mode 100644 index 0000000000000000000000000000000000000000..4b2466500e27d121ba8dcca34215853086340448 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_908e3ba7686b5b61.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m8_908e3ba7686b5b61 +-- problem_id: v2p_m8_88e25e46e4651c33 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "loan", + SUM(CASE WHEN "loan" = 'no' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "loan" = 'yes' THEN 1 ELSE 0 END) AS denominator_count + FROM "m8" + GROUP BY "loan" +) +SELECT "loan", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_9197b6b240add6c5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_9197b6b240add6c5.sql new file mode 100644 index 0000000000000000000000000000000000000000..cbfa2938b6ff220ff61a4306d25b05f80f194227 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_9197b6b240add6c5.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_9197b6b240add6c5 +-- problem_id: v2p_m8_149cc329d2dad185 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "day", + SUM(CAST("balance" AS REAL)) AS total_measure, + SUM(CAST("balance" AS REAL)) * 100.0 / SUM(SUM(CAST("balance" AS REAL))) OVER (PARTITION BY "y") AS share_within_group +FROM "m8" +GROUP BY "y", "day" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_924d2c8e2712e9e9.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_924d2c8e2712e9e9.sql new file mode 100644 index 0000000000000000000000000000000000000000..d9cefdd66f29c3dae71bf95187f71fbe90c7f62b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_924d2c8e2712e9e9.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_924d2c8e2712e9e9 +-- problem_id: v2p_m8_0ee1eb53f1870693 +-- realization_mode: agent +-- source_kind: agent +SELECT "day", + AVG(CASE WHEN "default" = 'yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "day" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_938a32c989d432b6.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_938a32c989d432b6.sql new file mode 100644 index 0000000000000000000000000000000000000000..f72b5a8e12c2e25e7989072b3a765bac12b0e0cc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_938a32c989d432b6.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_938a32c989d432b6 +-- problem_id: v2p_m8_68e2bc6b7e3a7fde +-- realization_mode: agent +-- source_kind: agent +SELECT "contact", + AVG(CASE WHEN "education" = 'secondary' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m8" +GROUP BY "contact" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_95073f3f437b8b90.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_95073f3f437b8b90.sql new file mode 100644 index 0000000000000000000000000000000000000000..2fb8f2523f933f7ed5cc4cad2ef7dc6117fc99ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_95073f3f437b8b90.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_95073f3f437b8b90 +-- problem_id: v2p_m8_6329432f46087250 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "housing", + AVG(CAST("age" AS REAL)) OVER (PARTITION BY "housing") AS "avg_measure" +FROM "m8" +WHERE "housing" IS NOT NULL + AND TRIM("housing") <> '' + AND "age" IS NOT NULL + AND TRIM("age") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_95a71961e4d49617.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_95a71961e4d49617.sql new file mode 100644 index 0000000000000000000000000000000000000000..391f71aa5cf6c6f3331e64e7963f18ca77bbedfa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_95a71961e4d49617.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_95a71961e4d49617 +-- problem_id: v2p_m8_19110f8cc18f00d4 +-- realization_mode: agent +-- source_kind: agent +SELECT "month", + AVG(CASE WHEN "housing" = 'no' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "m8" +GROUP BY "month" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_99cb863cc37f073c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_99cb863cc37f073c.sql new file mode 100644 index 0000000000000000000000000000000000000000..dec3153d356c70fa38f12550f5a70fad2ee56e01 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_99cb863cc37f073c.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_99cb863cc37f073c +-- problem_id: v2p_m8_92ce520d10c10e68 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "marital", + AVG(CAST("campaign" AS REAL)) OVER (PARTITION BY "marital") AS "avg_measure" +FROM "m8" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_9a5c87d4735ec104.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_9a5c87d4735ec104.sql new file mode 100644 index 0000000000000000000000000000000000000000..e4f43393ef10315401fdeb6f02e15486461fb29c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_9a5c87d4735ec104.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_9a5c87d4735ec104 +-- problem_id: v2p_m8_3808ca06f7a51e6d +-- realization_mode: agent +-- source_kind: agent +SELECT "campaign", + AVG(CASE WHEN "loan" = 'yes' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "campaign" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_9bea6397a70848da.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_9bea6397a70848da.sql new file mode 100644 index 0000000000000000000000000000000000000000..68b006ec7bc8c3f40250c4a32e14e2440faae47e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_9bea6397a70848da.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_9bea6397a70848da +-- problem_id: v2p_m8_14a37bc02aac7731 +-- realization_mode: agent +-- source_kind: agent +SELECT "day", + AVG(CASE WHEN "default" = 'no' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "day" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_9cf8fe071bca3be5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_9cf8fe071bca3be5.sql new file mode 100644 index 0000000000000000000000000000000000000000..fc83bb1dd188afdeda2fe10ac5c96bc601b711c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_9cf8fe071bca3be5.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m8_9cf8fe071bca3be5 +-- problem_id: v2p_m8_564f9198e065d1e0 +-- realization_mode: agent +-- source_kind: agent +SELECT "education", "y", COUNT(*) AS "row_count" +FROM "m8" +WHERE "poutcome" = 'failure' +GROUP BY "education", "y" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_a56ab0ee48afce1e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_a56ab0ee48afce1e.sql new file mode 100644 index 0000000000000000000000000000000000000000..e5740ac5daa0303b0a82176bbd42d8a71f371ebc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_a56ab0ee48afce1e.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_a56ab0ee48afce1e +-- problem_id: v2p_m8_70016dbca18ea475 +-- realization_mode: agent +-- source_kind: agent +SELECT "contact", + AVG(CASE WHEN "education" = 'tertiary' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "contact" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_a5f4857ef1a4f0f1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_a5f4857ef1a4f0f1.sql new file mode 100644 index 0000000000000000000000000000000000000000..fdf085c13d29996010c726506a7a922aae64f105 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_a5f4857ef1a4f0f1.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_a5f4857ef1a4f0f1 +-- problem_id: v2p_m8_6dc7c90bd23e738d +-- realization_mode: agent +-- source_kind: agent +SELECT + "age", + "duration", + SUM(CAST("day" AS REAL)) AS "total_measure", + SUM(CAST("day" AS REAL)) * 100.0 / SUM(SUM(CAST("day" AS REAL))) OVER (PARTITION BY "age") AS "share_within_group" +FROM "m8" +WHERE "age" IS NOT NULL AND "duration" IS NOT NULL AND "day" IS NOT NULL +GROUP BY "age", "duration" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_a655f15de8f21257.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_a655f15de8f21257.sql new file mode 100644 index 0000000000000000000000000000000000000000..e74f123cdd9eec6548bf85036c56e29ad63c2a1e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_a655f15de8f21257.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_a655f15de8f21257 +-- problem_id: v2p_m8_8e5c03677f4c0c40 +-- realization_mode: agent +-- source_kind: agent +SELECT + "job", + "campaign", + SUM(CAST("duration" AS REAL)) AS "total_measure", + SUM(CAST("duration" AS REAL)) * 100.0 + / SUM(SUM(CAST("duration" AS REAL))) OVER (PARTITION BY "job") AS "share_within_group" +FROM "m8" +GROUP BY "job", "campaign" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_a7bc1366fbd83d84.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_a7bc1366fbd83d84.sql new file mode 100644 index 0000000000000000000000000000000000000000..4ef69cd20ce44b0efcf0f6ddb06e63bedd072697 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_a7bc1366fbd83d84.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_a7bc1366fbd83d84 +-- problem_id: v2p_m8_6005ae6a1b69ecc6 +-- realization_mode: agent +-- source_kind: agent +SELECT + "loan", + AVG(CASE WHEN "marital" = 'single' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "loan" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_aec79e7416c53f22.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_aec79e7416c53f22.sql new file mode 100644 index 0000000000000000000000000000000000000000..126477439dd3b5b6337d967d0d5d6e0381ca51f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_aec79e7416c53f22.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_aec79e7416c53f22 +-- problem_id: v2p_m8_b1597953e8b010db +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "poutcome", + AVG(CAST("age" AS REAL)) OVER (PARTITION BY "poutcome") AS "avg_measure" +FROM "m8" +WHERE "poutcome" IS NOT NULL + AND "age" IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_af7da8fc452d4485.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_af7da8fc452d4485.sql new file mode 100644 index 0000000000000000000000000000000000000000..f74391c0fe95459d8bd2367e3afd1ea7ecd93b3c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_af7da8fc452d4485.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m8_af7da8fc452d4485 +-- problem_id: v2p_m8_b602d2b4bd1d9f27 +-- realization_mode: agent +-- source_kind: agent +SELECT "age", COUNT(*) AS "row_count" +FROM "m8" +GROUP BY "age" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_b8621f670466101d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_b8621f670466101d.sql new file mode 100644 index 0000000000000000000000000000000000000000..4110776f9cdd2c53a9e06d9d84a72277cf5d2b0e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_b8621f670466101d.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_b8621f670466101d +-- problem_id: v2p_m8_e368e1780b0fcae8 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "age", + AVG(CAST("day" AS REAL)) OVER (PARTITION BY "age") AS "avg_measure" +FROM "m8" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_b8e07534b020dd11.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_b8e07534b020dd11.sql new file mode 100644 index 0000000000000000000000000000000000000000..88d7aaaa9af874eb8fc9db3bd22eee44e769254a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_b8e07534b020dd11.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_b8e07534b020dd11 +-- problem_id: v2p_m8_875eb25e90bf59c3 +-- realization_mode: agent +-- source_kind: agent +SELECT + "previous", + "age", + "total_measure", + "total_measure" * 100.0 / NULLIF(SUM("total_measure") OVER (PARTITION BY "previous"), 0) AS "share_within_group" +FROM ( + SELECT + "previous", + "age", + SUM(CAST("previous" AS REAL)) AS "total_measure" + FROM "m8" + GROUP BY "previous", "age" +) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_b90a2d6e1cf00279.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_b90a2d6e1cf00279.sql new file mode 100644 index 0000000000000000000000000000000000000000..2de9714e08865e91449ec77a57cea994bf1f4f8d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_b90a2d6e1cf00279.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m8_b90a2d6e1cf00279 +-- problem_id: v2p_m8_473032a2c7580ca1 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "y", + SUM(CASE WHEN "loan" = 'no' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "loan" = 'yes' THEN 1 ELSE 0 END) AS denominator_count + FROM "m8" + GROUP BY "y" +) +SELECT "y", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_babc9b3ef198cb3b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_babc9b3ef198cb3b.sql new file mode 100644 index 0000000000000000000000000000000000000000..03d11afbf733bcc3ce23533209abbcd930a8a0c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_babc9b3ef198cb3b.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m8_babc9b3ef198cb3b +-- problem_id: v2p_m8_061df3fac2fdd2bc +-- realization_mode: agent +-- source_kind: agent +SELECT "job", COUNT(*) AS "row_count" +FROM "m8" +GROUP BY "job" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_bb30e19a214f7084.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_bb30e19a214f7084.sql new file mode 100644 index 0000000000000000000000000000000000000000..5bd96ce629b7580fffd53dd42abbcbd176d7df2a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_bb30e19a214f7084.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_bb30e19a214f7084 +-- problem_id: v2p_m8_6a30212831a4b6c8 +-- realization_mode: agent +-- source_kind: agent +SELECT + "default", + "age", + "total_measure", + "total_measure" * 100.0 / NULLIF(SUM("total_measure") OVER (PARTITION BY "default"), 0) AS "share_within_group" +FROM ( + SELECT + "default", + CAST("age" AS INTEGER) AS "age", + SUM(CAST("previous" AS INTEGER)) AS "total_measure" + FROM "m8" + GROUP BY "default", CAST("age" AS INTEGER) +) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_bc1ceb04675e4394.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_bc1ceb04675e4394.sql new file mode 100644 index 0000000000000000000000000000000000000000..060b4021bc653bd518c4406692fa2fa0e273a031 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_bc1ceb04675e4394.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_bc1ceb04675e4394 +-- problem_id: v2p_m8_3cb4efa3f7533f59 +-- realization_mode: agent +-- source_kind: agent +SELECT + "default", + "age", + SUM(CAST("previous" AS REAL)) AS "total_measure", + SUM(CAST("previous" AS REAL)) * 100.0 / SUM(SUM(CAST("previous" AS REAL))) OVER (PARTITION BY "default") AS "share_within_group" +FROM "m8" +GROUP BY "default", "age" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_bc2712b2c533dc6c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_bc2712b2c533dc6c.sql new file mode 100644 index 0000000000000000000000000000000000000000..4c1c44bd4d53c235a6bd2cb0ae510986a43388e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_bc2712b2c533dc6c.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_m8_bc2712b2c533dc6c +-- problem_id: v2p_m8_737be6dc59368e3a +-- realization_mode: agent +-- source_kind: agent +SELECT "default", "housing", COUNT(*) AS "row_count" +FROM "m8" +WHERE "y" = 'no' +GROUP BY "default", "housing" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_c58c3484336899e2.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_c58c3484336899e2.sql new file mode 100644 index 0000000000000000000000000000000000000000..67b57e389504c6f1bd5d74431ffe2932a8cf5d68 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_c58c3484336899e2.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m8_c58c3484336899e2 +-- problem_id: v2p_m8_58b9a45d818ac743 +-- realization_mode: agent +-- source_kind: agent +SELECT "default", COUNT(*) AS "row_count" +FROM "m8" +GROUP BY "default" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_c67e1070b32fe65c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_c67e1070b32fe65c.sql new file mode 100644 index 0000000000000000000000000000000000000000..536a21789a3c32a96b6f8fffc57e87b6d8ba5a04 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_c67e1070b32fe65c.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_c67e1070b32fe65c +-- problem_id: v2p_m8_14fd4d3e4830ae53 +-- realization_mode: agent +-- source_kind: agent +SELECT "pdays", + AVG(CASE WHEN "contact" = 'unknown' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "m8" +GROUP BY "pdays" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_c80a4cac4ee9c6f8.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_c80a4cac4ee9c6f8.sql new file mode 100644 index 0000000000000000000000000000000000000000..68040de82e58967d5fb373b0bfb64cef3b4917c2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_c80a4cac4ee9c6f8.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_c80a4cac4ee9c6f8 +-- problem_id: v2p_m8_410e82bcda145fa3 +-- realization_mode: agent +-- source_kind: agent +SELECT + "month", + "campaign", + SUM(CAST("duration" AS REAL)) AS "total_measure", + SUM(CAST("duration" AS REAL)) * 100.0 + / SUM(SUM(CAST("duration" AS REAL))) OVER (PARTITION BY "month") AS "share_within_group" +FROM "m8" +GROUP BY "month", "campaign" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_cc75b369bf2e3256.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_cc75b369bf2e3256.sql new file mode 100644 index 0000000000000000000000000000000000000000..8fe26c503126e405f414fcc374cc5b38505268ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_cc75b369bf2e3256.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m8_cc75b369bf2e3256 +-- problem_id: v2p_m8_16451b790120dc9f +-- realization_mode: agent +-- source_kind: agent +SELECT "poutcome", COUNT(*) AS "row_count" +FROM "m8" +GROUP BY "poutcome" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_cf2fae93e6123899.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_cf2fae93e6123899.sql new file mode 100644 index 0000000000000000000000000000000000000000..02119cc76eb0407e6b076ed815e4cc1f7f312eab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_cf2fae93e6123899.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_cf2fae93e6123899 +-- problem_id: v2p_m8_2e681d4acd088a46 +-- realization_mode: agent +-- source_kind: agent +SELECT "poutcome", "balance", + SUM(CAST("age" AS INTEGER)) AS "total_measure", + SUM(CAST("age" AS INTEGER)) * 100.0 / SUM(SUM(CAST("age" AS INTEGER))) OVER (PARTITION BY "poutcome") AS "share_within_group" +FROM "m8" +GROUP BY "poutcome", "balance" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_dc2268e21234036d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_dc2268e21234036d.sql new file mode 100644 index 0000000000000000000000000000000000000000..dc1bdd552af2e9cfe3699632f704653030883985 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_dc2268e21234036d.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_dc2268e21234036d +-- problem_id: v2p_m8_5bb83f4a61944c17 +-- realization_mode: agent +-- source_kind: agent +SELECT + CAST("previous" AS INTEGER) AS "previous", + CAST("age" AS INTEGER) AS "age", + SUM(CAST("previous" AS REAL)) AS "total_measure", + SUM(CAST("previous" AS REAL)) * 100.0 / NULLIF( + SUM(SUM(CAST("previous" AS REAL))) OVER (PARTITION BY CAST("previous" AS INTEGER)), + 0 + ) AS "share_within_group" +FROM "m8" +GROUP BY CAST("previous" AS INTEGER), CAST("age" AS INTEGER) +ORDER BY "share_within_group" DESC +LIMIT 17; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_df27b7aa408dce4e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_df27b7aa408dce4e.sql new file mode 100644 index 0000000000000000000000000000000000000000..d12b27407daf1bea094952f2084d58646660eb7b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_df27b7aa408dce4e.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_df27b7aa408dce4e +-- problem_id: v2p_m8_aae809b59a403a6d +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "job", + AVG(CAST("duration" AS REAL)) OVER (PARTITION BY "job") AS avg_measure +FROM "m8" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_e414717e8f1716d5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_e414717e8f1716d5.sql new file mode 100644 index 0000000000000000000000000000000000000000..48b5f0212e44d7a5dca6eb1450b5bc051f9d4e5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_e414717e8f1716d5.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_m8_e414717e8f1716d5 +-- problem_id: v2p_m8_ade798f5458996b6 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", COUNT(*) AS "row_count" +FROM "m8" +GROUP BY "y" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_ed6a4c40631b3619.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_ed6a4c40631b3619.sql new file mode 100644 index 0000000000000000000000000000000000000000..f39934ac5b99806db3363da5d3a0ed155602c2c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_ed6a4c40631b3619.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_ed6a4c40631b3619 +-- problem_id: v2p_m8_7c78a9bfd0ccac14 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "housing", + AVG(CAST("age" AS REAL)) OVER (PARTITION BY "housing") AS "avg_measure" +FROM "m8" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_ed96d287de4355b3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_ed96d287de4355b3.sql new file mode 100644 index 0000000000000000000000000000000000000000..15f7b728cfaae985bdf39a9c9328454f9665fc95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_ed96d287de4355b3.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_m8_ed96d287de4355b3 +-- problem_id: v2p_m8_3a76d161105da635 +-- realization_mode: agent +-- source_kind: agent +SELECT "poutcome", + AVG(CASE WHEN "y" = 'no' THEN 1 ELSE 0 END) AS condition_rate +FROM "m8" +GROUP BY "poutcome" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_f6972865f5750eef.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_f6972865f5750eef.sql new file mode 100644 index 0000000000000000000000000000000000000000..5b99705f3f9fc249e1a2d5425bb8448f160bd4d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_f6972865f5750eef.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_f6972865f5750eef +-- problem_id: v2p_m8_db0a95c8b25d04e7 +-- realization_mode: agent +-- source_kind: agent +SELECT + "pdays", + "previous", + SUM(CAST("pdays" AS REAL)) AS "total_measure", + SUM(CAST("pdays" AS REAL)) * 100.0 / SUM(SUM(CAST("pdays" AS REAL))) OVER (PARTITION BY "pdays") AS "share_within_group" +FROM "m8" +GROUP BY "pdays", "previous" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_f70c4f3915d1a3d0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_f70c4f3915d1a3d0.sql new file mode 100644 index 0000000000000000000000000000000000000000..b602953dfca4134297f972f3b98a03d9c86911ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_f70c4f3915d1a3d0.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_f70c4f3915d1a3d0 +-- problem_id: v2p_m8_48b77500d720b4f7 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "default", + AVG(CAST("previous" AS REAL)) OVER (PARTITION BY "default") AS avg_measure +FROM "m8" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_f72d3183b0e38b49.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_f72d3183b0e38b49.sql new file mode 100644 index 0000000000000000000000000000000000000000..a01ede49c29b2414c742871c053b4893987e1f47 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_f72d3183b0e38b49.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_m8_f72d3183b0e38b49 +-- problem_id: v2p_m8_5902c021713a5f61 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "month", + SUM(CASE WHEN "y" = 'no' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "y" = 'yes' THEN 1 ELSE 0 END) AS denominator_count + FROM "m8" + GROUP BY "month" +) +SELECT "month", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_fb5e583f8b333e7d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_fb5e583f8b333e7d.sql new file mode 100644 index 0000000000000000000000000000000000000000..57602c60b791bd2ccd8a7dcd7a72ef2e0667dd32 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_fb5e583f8b333e7d.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_m8_fb5e583f8b333e7d +-- problem_id: v2p_m8_ef2fbfed5752f795 +-- realization_mode: agent +-- source_kind: agent +SELECT "poutcome", "balance", + SUM(CAST("age" AS REAL)) AS "total_measure", + SUM(CAST("age" AS REAL)) * 100.0 / SUM(SUM(CAST("age" AS REAL))) OVER (PARTITION BY "poutcome") AS "share_within_group" +FROM "m8" +GROUP BY "poutcome", "balance" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_fca05b2c32c4e60a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_fca05b2c32c4e60a.sql new file mode 100644 index 0000000000000000000000000000000000000000..0b4a45185207c1a23090fdd95df1c45fc6a3f3d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_fca05b2c32c4e60a.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_fca05b2c32c4e60a +-- problem_id: v2p_m8_a87278e6acd99b71 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "previous", + AVG(CAST("previous" AS REAL)) OVER (PARTITION BY "previous") AS "avg_measure" +FROM "m8" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_fd7c0e2c90fff2b6.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_fd7c0e2c90fff2b6.sql new file mode 100644 index 0000000000000000000000000000000000000000..e91433138025dfd4bab96cd9ebcfb6d98549093b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/m8/sql/v2q_m8_fd7c0e2c90fff2b6.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: m8 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_m8_fd7c0e2c90fff2b6 +-- problem_id: v2p_m8_ad67c91769c47166 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "y", + AVG(CAST("balance" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "m8" +WHERE "y" IS NOT NULL + AND TRIM("y") <> '' + AND "balance" IS NOT NULL + AND TRIM("balance") <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..972b8c016e74cb7eecccc02d95af05af8ec015a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68501, "bytes_utf8": 68501, "lines": 2148, "estimated_tokens": 21673}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 373, "bytes_utf8": 373, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 44968, "cached_input_tokens": 22912, "output_tokens": 603, "reasoning_output_tokens": 492}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..348414a5072a9d7ca38a3f4cfc002f360fe6b1fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_021cd12dc21a8a1b", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 22912, + "output_tokens": 603, + "total_tokens": 45571, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 105, + "estimated_total_tokens": 21778, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17507.41, + "sql_execution_elapsed_ms_total": 32.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ac99b7d4dd55d7a1119a7e3449d443add2605838 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:38:07.112968+00:00", + "ended_at": "2026-05-26T00:38:24.620568+00:00", + "elapsed_ms": 17507.41, + "prompt_metrics": { + "chars": 68501, + "bytes_utf8": 68501, + "lines": 2148, + "estimated_tokens": 21673 + }, + "stdout_metrics": { + "chars": 735, + "bytes_utf8": 735, + "lines": 4, + "estimated_tokens": 223 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 373, + "bytes_utf8": 373, + "lines": 1, + "estimated_tokens": 105 + }, + "usage": { + "input_tokens": 44968, + "cached_input_tokens": 22912, + "output_tokens": 603, + "reasoning_output_tokens": 492 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..889472b6d58991b1ab5f7c4946cc400901a69a99 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ae_000, measure_col=ac_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "ae_000", + "measure_col": "ac_000", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 815.92, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e7367851228d8a70a3ccff1160847c682ff1a50f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b7-aa36-75b0-9cc3-6275d8e0fe4e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ae_000\\\", SUM(CAST(NULLIF(\\\"ac_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ae_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the requested grouped-sum template with \\\"ae_000\\\" as the grouping column and casts text-valued \\\"ac_000\\\" to REAL, treating empty strings as NULL before summing.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44968,"cached_input_tokens":22912,"output_tokens":603,"reasoning_output_tokens":492}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ffb78fdf75129e51c637aa927219c7a1a583056f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"ae_000\", SUM(CAST(NULLIF(\"ac_000\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"ae_000\"\nORDER BY \"total_measure\" DESC;","notes":"Uses the requested grouped-sum template with \"ae_000\" as the grouping column and casts text-valued \"ac_000\" to REAL, treating empty strings as NULL before summing."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..5352781561b53701576c68f0906e6d94a4092651 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ae_000, measure_col=ac_000. +Result preview: [{"ae_000": "0", "total_measure": 24671474614302.0}, {"ae_000": "4", "total_measure": 63921198216.0}, {"ae_000": "2", "total_measure": 49006268606.0}, {"ae_000": "8", "total_measure": 36222012076.0}, {"ae_000": "10", "total_measure": 34091311870.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..75cd748a3dcbb6873c8f0819e543e59d75ae8ce8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_021cd12dc21a8a1b +-- problem_id: v2p_n18_5d2a7a4bf15b3b3e +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", SUM(CAST(NULLIF("ac_000", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "ae_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7120bd5842487290afb8eeabec36c4965f788971 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"ae_000\", SUM(CAST(NULLIF(\"ac_000\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"ae_000\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ae_000\\\", SUM(CAST(NULLIF(\\\"ac_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ae_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"ae_000\", \"total_measure\"], \"rows\": [{\"ae_000\": \"0\", \"total_measure\": 24671474614302.0}, {\"ae_000\": \"4\", \"total_measure\": 63921198216.0}, {\"ae_000\": \"2\", \"total_measure\": 49006268606.0}, {\"ae_000\": \"8\", \"total_measure\": 36222012076.0}, {\"ae_000\": \"10\", \"total_measure\": 34091311870.0}, {\"ae_000\": \"6\", \"total_measure\": 34091305776.0}, {\"ae_000\": \"14\", \"total_measure\": 21307067374.0}, {\"ae_000\": \"44\", \"total_measure\": 21307065562.0}, {\"ae_000\": \"22\", \"total_measure\": 21307065438.0}, {\"ae_000\": \"18\", \"total_measure\": 19176360354.0}, {\"ae_000\": \"24\", \"total_measure\": 19176358680.0}, {\"ae_000\": \"20\", \"total_measure\": 19176358278.0}, {\"ae_000\": \"40\", \"total_measure\": 14914945430.0}, {\"ae_000\": \"26\", \"total_measure\": 12784240758.0}, {\"ae_000\": \"34\", \"total_measure\": 12784240310.0}, {\"ae_000\": \"32\", \"total_measure\": 12784240148.0}, {\"ae_000\": \"50\", \"total_measure\": 12784239958.0}, {\"ae_000\": \"204\", \"total_measure\": 12784238840.0}, {\"ae_000\": \"30\", \"total_measure\": 10653536614.0}, {\"ae_000\": \"38\", \"total_measure\": 10653535920.0}, {\"ae_000\": \"16\", \"total_measure\": 10653534176.0}, {\"ae_000\": \"76\", \"total_measure\": 10653533034.0}, {\"ae_000\": \"58\", \"total_measure\": 10653532904.0}, {\"ae_000\": \"70\", \"total_measure\": 10653532692.0}, {\"ae_000\": \"56\", \"total_measure\": 10653532558.0}, {\"ae_000\": \"36\", \"total_measure\": 8522828772.0}, {\"ae_000\": \"28\", \"total_measure\": 8522828690.0}, {\"ae_000\": \"12\", \"total_measure\": 8522828430.0}, {\"ae_000\": \"54\", \"total_measure\": 8522826776.0}, {\"ae_000\": \"180\", \"total_measure\": 8522826742.0}, {\"ae_000\": \"150\", \"total_measure\": 8522826360.0}, {\"ae_000\": \"62\", \"total_measure\": 8522826128.0}, {\"ae_000\": \"458\", \"total_measure\": 6392128132.0}, {\"ae_000\": \"350\", \"total_measure\": 6392125186.0}, {\"ae_000\": \"120\", \"total_measure\": 6392123006.0}, {\"ae_000\": \"84\", \"total_measure\": 6392122946.0}, {\"ae_000\": \"72\", \"total_measure\": 6392122928.0}, {\"ae_000\": \"94\", \"total_measure\": 6392121600.0}, {\"ae_000\": \"154\", \"total_measure\": 6392121398.0}, {\"ae_000\": \"172\", \"total_measure\": 6392121200.0}, {\"ae_000\": \"74\", \"total_measure\": 6392120642.0}, {\"ae_000\": \"80\", \"total_measure\": 6392120114.0}, {\"ae_000\": \"406\", \"total_measure\": 6392119704.0}, {\"ae_000\": \"68\", \"total_measure\": 6392119596.0}, {\"ae_000\": \"48\", \"total_measure\": 6392119574.0}, {\"ae_000\": \"104\", \"total_measure\": 6392119402.0}, {\"ae_000\": \"246\", \"total_measure\": 6392119382.0}, {\"ae_000\": \"96\", \"total_measure\": 6392119296.0}, {\"ae_000\": \"226\", \"total_measure\": 6392119296.0}, {\"ae_000\": \"1468\", \"total_measure\": 6392119296.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 32.28}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2ab34c1570e32bcbc9106a8f331e655c33f85a77 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:38:07.095809+00:00", + "ended_at": "2026-05-26T00:38:24.667038+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_021cd12dc21a8a1b", + "problem_id": "v2p_n18_5d2a7a4bf15b3b3e", + "dataset_id": "n18", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ae_000, measure_col=ac_000.", + "bindings": { + "group_col": "ae_000", + "measure_col": "ac_000", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 815.92, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=2" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_021cd12dc21a8a1b.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_021cd12dc21a8a1b", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 22912, + "output_tokens": 603, + "total_tokens": 45571, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 105, + "estimated_total_tokens": 21778, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17507.41, + "sql_execution_elapsed_ms_total": 32.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a2924a52cd65118d1fb82481e47b7af88adcf9ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:38:24.633224+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17507.41, "started_at": "2026-05-26T00:38:07.112968+00:00", "ended_at": "2026-05-26T00:38:24.620568+00:00", "prompt_metrics": {"chars": 68501, "bytes_utf8": 68501, "lines": 2148, "estimated_tokens": 21673}, "response_metrics": {"chars": 373, "bytes_utf8": 373, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 44968, "cached_input_tokens": 22912, "output_tokens": 603, "reasoning_output_tokens": 492}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ae_000\\\", SUM(CAST(NULLIF(\\\"ac_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ae_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the requested grouped-sum template with \\\"ae_000\\\" as the grouping column and casts text-valued \\\"ac_000\\\" to REAL, treating empty strings as NULL before summing.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..912f39be0adaea9310b167d3cbbf92c0092190a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_021cd12dc21a8a1b", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 22912, + "output_tokens": 603, + "total_tokens": 45571, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 105, + "estimated_total_tokens": 21778, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17507.41, + "sql_execution_elapsed_ms_total": 32.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_021cd12dc21a8a1b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6eb4547ce115d7248099dd7fb66766628146a433 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68502, "bytes_utf8": 68502, "lines": 2148, "estimated_tokens": 21673}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 400, "bytes_utf8": 400, "lines": 1, "estimated_tokens": 109}, "usage": {"input_tokens": 44968, "cached_input_tokens": 22912, "output_tokens": 631, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2dd593e38f8deab9de68bd83b019eed4038fb374 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_058ccd7d04d86a8d", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 22912, + "output_tokens": 631, + "total_tokens": 45599, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 109, + "estimated_total_tokens": 21782, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15559.97, + "sql_execution_elapsed_ms_total": 144.17, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..81429d9979f9b05404ff7b59bed3613f7800e7db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:38:24.683398+00:00", + "ended_at": "2026-05-26T00:38:40.243534+00:00", + "elapsed_ms": 15559.97, + "prompt_metrics": { + "chars": 68502, + "bytes_utf8": 68502, + "lines": 2148, + "estimated_tokens": 21673 + }, + "stdout_metrics": { + "chars": 762, + "bytes_utf8": 762, + "lines": 4, + "estimated_tokens": 227 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 400, + "bytes_utf8": 400, + "lines": 1, + "estimated_tokens": 109 + }, + "usage": { + "input_tokens": 44968, + "cached_input_tokens": 22912, + "output_tokens": 631, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..78986f56238bd6ceaad5608b6780b2efd45a917d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=af_000, measure_col=ad_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "af_000", + "measure_col": "ad_000", + "top_k": 18, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 651.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2f3894f8f911c19f0c890616ccb62bb5327b9684 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b7-eed5-7520-96b1-1f23c3de4a04"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"af_000\\\", SUM(CAST(NULLIF(\\\"ad_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"af_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applies the planned grouped numeric sum template with \\\"af_000\\\" as the group column and \\\"ad_000\\\" as the measure, casting text-stored numeric values to REAL and treating empty strings as NULL.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44968,"cached_input_tokens":22912,"output_tokens":631,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3057114802decd08f535e312b5938ec535b4a590 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"af_000\", SUM(CAST(NULLIF(\"ad_000\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"af_000\"\nORDER BY \"total_measure\" DESC;","notes":"Applies the planned grouped numeric sum template with \"af_000\" as the group column and \"ad_000\" as the measure, casting text-stored numeric values to REAL and treating empty strings as NULL."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..60d7427f43ec4222f8f13316c56104dd4d4caae2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=af_000, measure_col=ad_000. +Result preview: [{"af_000": "0", "total_measure": 8608693408.0}, {"af_000": "", "total_measure": 506106.0}, {"af_000": "1016", "total_measure": 24480.0}, {"af_000": "2", "total_measure": 11158.0}, {"af_000": "1290", "total_measure": 10398.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..456d5c58e3a2567cce56e83828a6185688bd1331 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_058ccd7d04d86a8d +-- problem_id: v2p_n18_d8506e2aa098f5ac +-- realization_mode: agent +-- source_kind: agent +SELECT "af_000", SUM(CAST(NULLIF("ad_000", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "af_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4652baecf61077f34a54ed266cb490b2b12e790c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"af_000\", SUM(CAST(NULLIF(\"ad_000\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"af_000\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"af_000\\\", SUM(CAST(NULLIF(\\\"ad_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"af_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"af_000\", \"total_measure\"], \"rows\": [{\"af_000\": \"0\", \"total_measure\": 8608693408.0}, {\"af_000\": \"\", \"total_measure\": 506106.0}, {\"af_000\": \"1016\", \"total_measure\": 24480.0}, {\"af_000\": \"2\", \"total_measure\": 11158.0}, {\"af_000\": \"1290\", \"total_measure\": 10398.0}, {\"af_000\": \"4276\", \"total_measure\": 9792.0}, {\"af_000\": \"982\", \"total_measure\": 7656.0}, {\"af_000\": \"518\", \"total_measure\": 6538.0}, {\"af_000\": \"1254\", \"total_measure\": 6494.0}, {\"af_000\": \"274\", \"total_measure\": 6388.0}, {\"af_000\": \"770\", \"total_measure\": 6384.0}, {\"af_000\": \"416\", \"total_measure\": 6040.0}, {\"af_000\": \"64\", \"total_measure\": 5508.0}, {\"af_000\": \"474\", \"total_measure\": 5094.0}, {\"af_000\": \"6236\", \"total_measure\": 5010.0}, {\"af_000\": \"28\", \"total_measure\": 4930.0}, {\"af_000\": \"392\", \"total_measure\": 4862.0}, {\"af_000\": \"1190\", \"total_measure\": 4184.0}, {\"af_000\": \"4\", \"total_measure\": 4142.0}, {\"af_000\": \"724\", \"total_measure\": 3948.0}, {\"af_000\": \"6\", \"total_measure\": 3814.0}, {\"af_000\": \"750\", \"total_measure\": 3716.0}, {\"af_000\": \"3544\", \"total_measure\": 3660.0}, {\"af_000\": \"254\", \"total_measure\": 3654.0}, {\"af_000\": \"5724\", \"total_measure\": 3580.0}, {\"af_000\": \"34\", \"total_measure\": 3484.0}, {\"af_000\": \"206\", \"total_measure\": 3464.0}, {\"af_000\": \"140\", \"total_measure\": 3352.0}, {\"af_000\": \"808\", \"total_measure\": 3224.0}, {\"af_000\": \"306\", \"total_measure\": 3116.0}, {\"af_000\": \"3504\", \"total_measure\": 3100.0}, {\"af_000\": \"308\", \"total_measure\": 3096.0}, {\"af_000\": \"84\", \"total_measure\": 3086.0}, {\"af_000\": \"1986\", \"total_measure\": 3004.0}, {\"af_000\": \"352\", \"total_measure\": 2982.0}, {\"af_000\": \"1570\", \"total_measure\": 2960.0}, {\"af_000\": \"294\", \"total_measure\": 2892.0}, {\"af_000\": \"188\", \"total_measure\": 2868.0}, {\"af_000\": \"298\", \"total_measure\": 2790.0}, {\"af_000\": \"10\", \"total_measure\": 2788.0}, {\"af_000\": \"110\", \"total_measure\": 2780.0}, {\"af_000\": \"24\", \"total_measure\": 2772.0}, {\"af_000\": \"60\", \"total_measure\": 2764.0}, {\"af_000\": \"96\", \"total_measure\": 2718.0}, {\"af_000\": \"486\", \"total_measure\": 2674.0}, {\"af_000\": \"258\", \"total_measure\": 2648.0}, {\"af_000\": \"930\", \"total_measure\": 2610.0}, {\"af_000\": \"330\", \"total_measure\": 2560.0}, {\"af_000\": \"54\", \"total_measure\": 2538.0}, {\"af_000\": \"132\", \"total_measure\": 2528.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 144.17}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a349c884a04ebee69b7b33842da35b480b0c9f9e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:38:24.667496+00:00", + "ended_at": "2026-05-26T00:38:40.402500+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_058ccd7d04d86a8d", + "problem_id": "v2p_n18_d8506e2aa098f5ac", + "dataset_id": "n18", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_rank_order", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=af_000, measure_col=ad_000.", + "bindings": { + "group_col": "af_000", + "measure_col": "ad_000", + "top_k": 18, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 651.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=3" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_058ccd7d04d86a8d.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_058ccd7d04d86a8d", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 22912, + "output_tokens": 631, + "total_tokens": 45599, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 109, + "estimated_total_tokens": 21782, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15559.97, + "sql_execution_elapsed_ms_total": 144.17, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0a98f158e9ce282eb1e50146a4ec385cdd82b14a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:38:40.256703+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15559.97, "started_at": "2026-05-26T00:38:24.683398+00:00", "ended_at": "2026-05-26T00:38:40.243534+00:00", "prompt_metrics": {"chars": 68502, "bytes_utf8": 68502, "lines": 2148, "estimated_tokens": 21673}, "response_metrics": {"chars": 400, "bytes_utf8": 400, "lines": 1, "estimated_tokens": 109}, "usage": {"input_tokens": 44968, "cached_input_tokens": 22912, "output_tokens": 631, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"af_000\\\", SUM(CAST(NULLIF(\\\"ad_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"af_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applies the planned grouped numeric sum template with \\\"af_000\\\" as the group column and \\\"ad_000\\\" as the measure, casting text-stored numeric values to REAL and treating empty strings as NULL.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..542206f969793fcd38ba403217f0834a000daa3c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_058ccd7d04d86a8d", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 22912, + "output_tokens": 631, + "total_tokens": 45599, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 109, + "estimated_total_tokens": 21782, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15559.97, + "sql_execution_elapsed_ms_total": 144.17, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_058ccd7d04d86a8d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d446362ffa01b23999f8f55ff79fda7b105b0700 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68911, "bytes_utf8": 68911, "lines": 2150, "estimated_tokens": 21794}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 925, "bytes_utf8": 925, "lines": 1, "estimated_tokens": 281}, "usage": {"input_tokens": 45089, "cached_input_tokens": 22912, "output_tokens": 3563, "reasoning_output_tokens": 3276}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d6b4caa563c52c76da9e9c678e4386b82cfc2dc2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_07ba4aff743acc10", + "api_calls": 0, + "input_tokens": 45089, + "cached_input_tokens": 22912, + "output_tokens": 3563, + "total_tokens": 48652, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21794, + "estimated_output_tokens": 281, + "estimated_total_tokens": 22075, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 67456.69, + "sql_execution_elapsed_ms_total": 200.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..384f41bd24374e4cae2d48a149dabb14c5c21e53 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:38:40.419057+00:00", + "ended_at": "2026-05-26T00:39:47.876326+00:00", + "elapsed_ms": 67456.69, + "prompt_metrics": { + "chars": 68911, + "bytes_utf8": 68911, + "lines": 2150, + "estimated_tokens": 21794 + }, + "stdout_metrics": { + "chars": 1374, + "bytes_utf8": 1374, + "lines": 4, + "estimated_tokens": 455 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 925, + "bytes_utf8": 925, + "lines": 1, + "estimated_tokens": 281 + }, + "usage": { + "input_tokens": 45089, + "cached_input_tokens": 22912, + "output_tokens": 3563, + "reasoning_output_tokens": 3276 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b7d687c162f53e416ba988fafe2bab40e219a144 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=af_000, measure_col=ay_003.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "af_000", + "measure_col": "ay_003", + "item_col": "at_000", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7033.92, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0de8b51df79890dea5b42ed61d155228222d1f96 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b8-2c48-7561-9bed-803fc944901b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"group_item_totals\\\" AS (\\n SELECT\\n \\\"af_000\\\",\\n \\\"at_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_003\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"af_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"at_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_003\\\", '') IS NOT NULL\\n GROUP BY \\\"af_000\\\", \\\"at_000\\\"\\n)\\nSELECT\\n \\\"af_000\\\",\\n \\\"at_000\\\",\\n \\\"total_measure\\\",\\n CASE\\n WHEN SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"af_000\\\") = 0 THEN NULL\\n ELSE \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"af_000\\\")\\n END AS \\\"share_within_group\\\"\\nFROM \\\"group_item_totals\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned within-group share template with group_col=\\\"af_000\\\", item_col=\\\"at_000\\\", and measure_col=\\\"ay_003\\\". Blank text values are treated as missing for grouping and aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45089,"cached_input_tokens":22912,"output_tokens":3563,"reasoning_output_tokens":3276}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5aec16dd9fcf8d7496710864daa94ad7c71281ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nWITH \"group_item_totals\" AS (\n SELECT\n \"af_000\",\n \"at_000\",\n SUM(CAST(NULLIF(\"ay_003\", '') AS REAL)) AS \"total_measure\"\n FROM \"n18\"\n WHERE NULLIF(\"af_000\", '') IS NOT NULL\n AND NULLIF(\"at_000\", '') IS NOT NULL\n AND NULLIF(\"ay_003\", '') IS NOT NULL\n GROUP BY \"af_000\", \"at_000\"\n)\nSELECT\n \"af_000\",\n \"at_000\",\n \"total_measure\",\n CASE\n WHEN SUM(\"total_measure\") OVER (PARTITION BY \"af_000\") = 0 THEN NULL\n ELSE \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"af_000\")\n END AS \"share_within_group\"\nFROM \"group_item_totals\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the planned within-group share template with group_col=\"af_000\", item_col=\"at_000\", and measure_col=\"ay_003\". Blank text values are treated as missing for grouping and aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..06d90208ba1f5c481f6c9bfbb31ccfb619aaf6fb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=af_000, measure_col=ay_003. +Result preview: [{"af_000": "30", "at_000": "0", "total_measure": 5088.0, "share_within_group": 100.0}, {"af_000": "48", "at_000": "0", "total_measure": 5142.0, "share_within_group": 100.0}, {"af_000": "72", "at_000": "0", "total_measure": 5868.0, "share_within_group": 100.0}, {"af_000": "982", "at_000": "0", "total_measure": 5052.0, "share_within_group": 100.0}, {"af_000": "0", "at_000": "0", "total_measure": 307850790.0, "share_within_group": 75.27539205944827}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4e747e699e43b7b8ba508fde1d4f2b2c8ac7d73e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/generated_sql.sql @@ -0,0 +1,34 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_07ba4aff743acc10 +-- problem_id: v2p_n18_cef7a902f5e1a0e7 +-- realization_mode: agent +-- source_kind: agent +WITH "group_item_totals" AS ( + SELECT + "af_000", + "at_000", + SUM(CAST(NULLIF("ay_003", '') AS REAL)) AS "total_measure" + FROM "n18" + WHERE NULLIF("af_000", '') IS NOT NULL + AND NULLIF("at_000", '') IS NOT NULL + AND NULLIF("ay_003", '') IS NOT NULL + GROUP BY "af_000", "at_000" +) +SELECT + "af_000", + "at_000", + "total_measure", + CASE + WHEN SUM("total_measure") OVER (PARTITION BY "af_000") = 0 THEN NULL + ELSE "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "af_000") + END AS "share_within_group" +FROM "group_item_totals" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6e320e432346055eac178630aaf64b69dfa69d39 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nWITH \"group_item_totals\" AS (\n SELECT\n \"af_000\",\n \"at_000\",\n SUM(CAST(NULLIF(\"ay_003\", '') AS REAL)) AS \"total_measure\"\n FROM \"n18\"\n WHERE NULLIF(\"af_000\", '') IS NOT NULL\n AND NULLIF(\"at_000\", '') IS NOT NULL\n AND NULLIF(\"ay_003\", '') IS NOT NULL\n GROUP BY \"af_000\", \"at_000\"\n)\nSELECT\n \"af_000\",\n \"at_000\",\n \"total_measure\",\n CASE\n WHEN SUM(\"total_measure\") OVER (PARTITION BY \"af_000\") = 0 THEN NULL\n ELSE \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"af_000\")\n END AS \"share_within_group\"\nFROM \"group_item_totals\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"group_item_totals\\\" AS (\\n SELECT\\n \\\"af_000\\\",\\n \\\"at_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_003\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"af_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"at_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_003\\\", '') IS NOT NULL\\n GROUP BY \\\"af_000\\\", \\\"at_000\\\"\\n)\\nSELECT\\n \\\"af_000\\\",\\n \\\"at_000\\\",\\n \\\"total_measure\\\",\\n CASE\\n WHEN SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"af_000\\\") = 0 THEN NULL\\n ELSE \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"af_000\\\")\\n END AS \\\"share_within_group\\\"\\nFROM \\\"group_item_totals\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"af_000\", \"at_000\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"af_000\": \"30\", \"at_000\": \"0\", \"total_measure\": 5088.0, \"share_within_group\": 100.0}, {\"af_000\": \"48\", \"at_000\": \"0\", \"total_measure\": 5142.0, \"share_within_group\": 100.0}, {\"af_000\": \"72\", \"at_000\": \"0\", \"total_measure\": 5868.0, \"share_within_group\": 100.0}, {\"af_000\": \"982\", \"at_000\": \"0\", \"total_measure\": 5052.0, \"share_within_group\": 100.0}, {\"af_000\": \"0\", \"at_000\": \"0\", \"total_measure\": 307850790.0, \"share_within_group\": 75.27539205944827}, {\"af_000\": \"0\", \"at_000\": \"10518\", \"total_measure\": 18708160.0, \"share_within_group\": 4.574502078461087}, {\"af_000\": \"0\", \"at_000\": \"7869774\", \"total_measure\": 13945170.0, \"share_within_group\": 3.40986014388872}, {\"af_000\": \"0\", \"at_000\": \"126450\", \"total_measure\": 7545908.0, \"share_within_group\": 1.8451184846546183}, {\"af_000\": \"0\", \"at_000\": \"2916032\", \"total_measure\": 7258890.0, \"share_within_group\": 1.77493710724734}, {\"af_000\": \"0\", \"at_000\": \"279486\", \"total_measure\": 5623094.0, \"share_within_group\": 1.3749537736678576}, {\"af_000\": \"0\", \"at_000\": \"71116\", \"total_measure\": 4636106.0, \"share_within_group\": 1.1336163755797426}, {\"af_000\": \"0\", \"at_000\": \"62082\", \"total_measure\": 4235016.0, \"share_within_group\": 1.0355422176374351}, {\"af_000\": \"0\", \"at_000\": \"588\", \"total_measure\": 3239152.0, \"share_within_group\": 0.7920344681920288}, {\"af_000\": \"0\", \"at_000\": \"24376\", \"total_measure\": 3153996.0, \"share_within_group\": 0.7712122013847409}, {\"af_000\": \"0\", \"at_000\": \"37304\", \"total_measure\": 2752256.0, \"share_within_group\": 0.6729791060401984}, {\"af_000\": \"0\", \"at_000\": \"77872\", \"total_measure\": 2732566.0, \"share_within_group\": 0.6681645253478748}, {\"af_000\": \"0\", \"at_000\": \"8320\", \"total_measure\": 2128544.0, \"share_within_group\": 0.5204696213895902}, {\"af_000\": \"0\", \"at_000\": \"3934\", \"total_measure\": 2003094.0, \"share_within_group\": 0.4897947027582046}, {\"af_000\": \"0\", \"at_000\": \"1542\", \"total_measure\": 1788434.0, \"share_within_group\": 0.4373062369677443}, {\"af_000\": \"0\", \"at_000\": \"3494\", \"total_measure\": 1384338.0, \"share_within_group\": 0.3384970546698694}, {\"af_000\": \"0\", \"at_000\": \"128\", \"total_measure\": 1328896.0, \"share_within_group\": 0.32494042781645144}, {\"af_000\": \"0\", \"at_000\": \"142302\", \"total_measure\": 1321872.0, \"share_within_group\": 0.3232229257959903}, {\"af_000\": \"0\", \"at_000\": \"4676\", \"total_measure\": 1242250.0, \"share_within_group\": 0.30375382757942443}, {\"af_000\": \"0\", \"at_000\": \"26962\", \"total_measure\": 999962.0, \"share_within_group\": 0.24450978863672887}, {\"af_000\": \"0\", \"at_000\": \"1522\", \"total_measure\": 859654.0, \"share_within_group\": 0.21020180550932788}, {\"af_000\": \"0\", \"at_000\": \"606\", \"total_measure\": 844556.0, \"share_within_group\": 0.20651005643402567}, {\"af_000\": \"0\", \"at_000\": \"32024\", \"total_measure\": 804976.0, \"share_within_group\": 0.1968319912333063}, {\"af_000\": \"0\", \"at_000\": \"63954\", \"total_measure\": 784798.0, \"share_within_group\": 0.19189808522976626}, {\"af_000\": \"0\", \"at_000\": \"800\", \"total_measure\": 783764.0, \"share_within_group\": 0.1916452525006722}, {\"af_000\": \"0\", \"at_000\": \"59304\", \"total_measure\": 678170.0, \"share_within_group\": 0.1658255047289501}, {\"af_000\": \"0\", \"at_000\": \"4410\", \"total_measure\": 651948.0, \"share_within_group\": 0.15941372540370344}, {\"af_000\": \"0\", \"at_000\": \"3944\", \"total_measure\": 651512.0, \"share_within_group\": 0.15930711508466572}, {\"af_000\": \"0\", \"at_000\": \"5702\", \"total_measure\": 600954.0, \"share_within_group\": 0.1469447194197347}, {\"af_000\": \"0\", \"at_000\": \"13626\", \"total_measure\": 592000.0, \"share_within_group\": 0.1447552955741753}, {\"af_000\": \"0\", \"at_000\": \"1640\", \"total_measure\": 526628.0, \"share_within_group\": 0.12877059425276485}, {\"af_000\": \"0\", \"at_000\": \"4474\", \"total_measure\": 516070.0, \"share_within_group\": 0.12618896180230516}, {\"af_000\": \"0\", \"at_000\": \"39074\", \"total_measure\": 424404.0, \"share_within_group\": 0.10377487578186198}, {\"af_000\": \"0\", \"at_000\": \"8736\", \"total_measure\": 419728.0, \"share_within_group\": 0.10263150456209029}, {\"af_000\": \"0\", \"at_000\": \"205846\", \"total_measure\": 406852.0, \"share_within_group\": 0.09948307688335198}, {\"af_000\": \"0\", \"at_000\": \"26810\", \"total_measure\": 381676.0, \"share_within_group\": 0.09332706451616374}, {\"af_000\": \"0\", \"at_000\": \"60456\", \"total_measure\": 380636.0, \"share_within_group\": 0.09307276467258749}, {\"af_000\": \"0\", \"at_000\": \"2852\", \"total_measure\": 371396.0, \"share_within_group\": 0.09081340837004462}, {\"af_000\": \"0\", \"at_000\": \"2152\", \"total_measure\": 360522.0, \"share_within_group\": 0.0881545078901906}, {\"af_000\": \"0\", \"at_000\": \"155446\", \"total_measure\": 325312.0, \"share_within_group\": 0.07954499107065223}, {\"af_000\": \"0\", \"at_000\": \"7142\", \"total_measure\": 305042.0, \"share_within_group\": 0.07458858931171888}, {\"af_000\": \"0\", \"at_000\": \"8382\", \"total_measure\": 212596.0, \"share_within_group\": 0.051983778408593535}, {\"af_000\": \"0\", \"at_000\": \"20026\", \"total_measure\": 193600.0, \"share_within_group\": 0.04733889395804111}, {\"af_000\": \"0\", \"at_000\": \"5630\", \"total_measure\": 188820.0, \"share_within_group\": 0.04617009275391179}, {\"af_000\": \"0\", \"at_000\": \"3510\", \"total_measure\": 187476.0, \"share_within_group\": 0.04584145910990556}, {\"af_000\": \"0\", \"at_000\": \"2382\", \"total_measure\": 186536.0, \"share_within_group\": 0.045611611174365484}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 200.28}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9994c8bc8d9736e93d3d0289ef9db2333919b2d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:38:40.402919+00:00", + "ended_at": "2026-05-26T00:39:48.092526+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_07ba4aff743acc10", + "problem_id": "v2p_n18_cef7a902f5e1a0e7", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=af_000, measure_col=ay_003.", + "bindings": { + "group_col": "af_000", + "measure_col": "ay_003", + "item_col": "at_000", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7033.92, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=27" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_07ba4aff743acc10.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_07ba4aff743acc10", + "api_calls": 0, + "input_tokens": 45089, + "cached_input_tokens": 22912, + "output_tokens": 3563, + "total_tokens": 48652, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21794, + "estimated_output_tokens": 281, + "estimated_total_tokens": 22075, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 67456.69, + "sql_execution_elapsed_ms_total": 200.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6b867d79ffda75275c62a838b34d59fc6947838b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:39:47.890262+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 67456.69, "started_at": "2026-05-26T00:38:40.419057+00:00", "ended_at": "2026-05-26T00:39:47.876326+00:00", "prompt_metrics": {"chars": 68911, "bytes_utf8": 68911, "lines": 2150, "estimated_tokens": 21794}, "response_metrics": {"chars": 925, "bytes_utf8": 925, "lines": 1, "estimated_tokens": 281}, "usage": {"input_tokens": 45089, "cached_input_tokens": 22912, "output_tokens": 3563, "reasoning_output_tokens": 3276}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"group_item_totals\\\" AS (\\n SELECT\\n \\\"af_000\\\",\\n \\\"at_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_003\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"af_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"at_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_003\\\", '') IS NOT NULL\\n GROUP BY \\\"af_000\\\", \\\"at_000\\\"\\n)\\nSELECT\\n \\\"af_000\\\",\\n \\\"at_000\\\",\\n \\\"total_measure\\\",\\n CASE\\n WHEN SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"af_000\\\") = 0 THEN NULL\\n ELSE \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"af_000\\\")\\n END AS \\\"share_within_group\\\"\\nFROM \\\"group_item_totals\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned within-group share template with group_col=\\\"af_000\\\", item_col=\\\"at_000\\\", and measure_col=\\\"ay_003\\\". Blank text values are treated as missing for grouping and aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5fad49aca7e9e535408fc32d0f8ccd1a3dff0481 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_07ba4aff743acc10", + "api_calls": 0, + "input_tokens": 45089, + "cached_input_tokens": 22912, + "output_tokens": 3563, + "total_tokens": 48652, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21794, + "estimated_output_tokens": 281, + "estimated_total_tokens": 22075, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 67456.69, + "sql_execution_elapsed_ms_total": 200.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_07ba4aff743acc10/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..24a0d570e2451b13a00fbf985b0216b66bed7272 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68754, "bytes_utf8": 68754, "lines": 2151, "estimated_tokens": 21732}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 403, "bytes_utf8": 403, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 45027, "cached_input_tokens": 22912, "output_tokens": 479, "reasoning_output_tokens": 365}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..77d40bd8e992fe4213f5065e4d030099ef7e0b87 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_0a4c5bf2b8f45278", + "api_calls": 0, + "input_tokens": 45027, + "cached_input_tokens": 22912, + "output_tokens": 479, + "total_tokens": 45506, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21732, + "estimated_output_tokens": 108, + "estimated_total_tokens": 21840, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13658.03, + "sql_execution_elapsed_ms_total": 29.8, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3fec9f6efcc9955a29715a6c10c3cf5b949202de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:39:48.108762+00:00", + "ended_at": "2026-05-26T00:40:01.766958+00:00", + "elapsed_ms": 13658.03, + "prompt_metrics": { + "chars": 68754, + "bytes_utf8": 68754, + "lines": 2151, + "estimated_tokens": 21732 + }, + "stdout_metrics": { + "chars": 766, + "bytes_utf8": 766, + "lines": 4, + "estimated_tokens": 227 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 403, + "bytes_utf8": 403, + "lines": 1, + "estimated_tokens": 108 + }, + "usage": { + "input_tokens": 45027, + "cached_input_tokens": 22912, + "output_tokens": 479, + "reasoning_output_tokens": 365 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8dff248ef5ade4c342c0ffc37fc219e9ee58e22c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=as_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "as_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 4430.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f7077b511773823f78eaf68c2fef54b8fd922ad0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b9-34b4-72b3-b83f-993d84541a6a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"as_000\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'neg' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"as_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"as_000\\\" and condition_col=\\\"class\\\", computing the within-group proportion of rows where class='neg'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45027,"cached_input_tokens":22912,"output_tokens":479,"reasoning_output_tokens":365}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..aae42bfc0dc86931da8b5cab87bcd66b319e38b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"as_000\",\n AVG(CASE WHEN \"class\" = 'neg' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"as_000\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned Grouped Condition Rate template with group_col=\"as_000\" and condition_col=\"class\", computing the within-group proportion of rows where class='neg'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..673650de70ec7623a8f705ea399998a15a96e7a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=as_000, condition_col=class. +Result preview: [{"as_000": "790", "condition_rate": 1.0}, {"as_000": "6383704", "condition_rate": 1.0}, {"as_000": "63712", "condition_rate": 1.0}, {"as_000": "6268", "condition_rate": 1.0}, {"as_000": "4", "condition_rate": 1.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..58fc5a0cc01048b909a553a37f57ef0bb8520b0d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_0a4c5bf2b8f45278 +-- problem_id: v2p_n18_72b65eef66d2f861 +-- realization_mode: agent +-- source_kind: agent +SELECT "as_000", + AVG(CASE WHEN "class" = 'neg' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n18" +GROUP BY "as_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ae196e4e1262a0ab97253a93856368ba3aaebc28 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"as_000\",\n AVG(CASE WHEN \"class\" = 'neg' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"as_000\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"as_000\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'neg' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"as_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"as_000\", \"condition_rate\"], \"rows\": [{\"as_000\": \"790\", \"condition_rate\": 1.0}, {\"as_000\": \"6383704\", \"condition_rate\": 1.0}, {\"as_000\": \"63712\", \"condition_rate\": 1.0}, {\"as_000\": \"6268\", \"condition_rate\": 1.0}, {\"as_000\": \"4\", \"condition_rate\": 1.0}, {\"as_000\": \"368184\", \"condition_rate\": 1.0}, {\"as_000\": \"3550\", \"condition_rate\": 1.0}, {\"as_000\": \"31518\", \"condition_rate\": 1.0}, {\"as_000\": \"21748\", \"condition_rate\": 1.0}, {\"as_000\": \"201306\", \"condition_rate\": 1.0}, {\"as_000\": \"1655240\", \"condition_rate\": 1.0}, {\"as_000\": \"145054\", \"condition_rate\": 1.0}, {\"as_000\": \"13752\", \"condition_rate\": 1.0}, {\"as_000\": \"128844\", \"condition_rate\": 1.0}, {\"as_000\": \"1156\", \"condition_rate\": 1.0}, {\"as_000\": \"1150508\", \"condition_rate\": 1.0}, {\"as_000\": \"113724\", \"condition_rate\": 1.0}, {\"as_000\": \"0\", \"condition_rate\": 0.9825613876400011}, {\"as_000\": \"\", \"condition_rate\": 0.9343434343434344}, {\"as_000\": \"693990\", \"condition_rate\": 0.0}, {\"as_000\": \"647060\", \"condition_rate\": 0.0}, {\"as_000\": \"489122\", \"condition_rate\": 0.0}, {\"as_000\": \"42940\", \"condition_rate\": 0.0}, {\"as_000\": \"3662\", \"condition_rate\": 0.0}, {\"as_000\": \"357260\", \"condition_rate\": 0.0}, {\"as_000\": \"3314194\", \"condition_rate\": 0.0}, {\"as_000\": \"320346\", \"condition_rate\": 0.0}, {\"as_000\": \"13792\", \"condition_rate\": 0.0}, {\"as_000\": \"1246190\", \"condition_rate\": 0.0}, {\"as_000\": \"1159402\", \"condition_rate\": 0.0}, {\"as_000\": \"10696\", \"condition_rate\": 0.0}], \"row_count_returned\": 31, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 29.8}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..82d9e9b2baae969f5e68f2a8ca7284d07ca0e47d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:39:48.092922+00:00", + "ended_at": "2026-05-26T00:40:01.810453+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_0a4c5bf2b8f45278", + "problem_id": "v2p_n18_72b65eef66d2f861", + "dataset_id": "n18", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=as_000, condition_col=class.", + "bindings": { + "group_col": "as_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 4430.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_0a4c5bf2b8f45278.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_0a4c5bf2b8f45278", + "api_calls": 0, + "input_tokens": 45027, + "cached_input_tokens": 22912, + "output_tokens": 479, + "total_tokens": 45506, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21732, + "estimated_output_tokens": 108, + "estimated_total_tokens": 21840, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13658.03, + "sql_execution_elapsed_ms_total": 29.8, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..31cc5d303eb2a9a65adb1114362bf0ffa5d07584 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:40:01.778399+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13658.03, "started_at": "2026-05-26T00:39:48.108762+00:00", "ended_at": "2026-05-26T00:40:01.766958+00:00", "prompt_metrics": {"chars": 68754, "bytes_utf8": 68754, "lines": 2151, "estimated_tokens": 21732}, "response_metrics": {"chars": 403, "bytes_utf8": 403, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 45027, "cached_input_tokens": 22912, "output_tokens": 479, "reasoning_output_tokens": 365}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"as_000\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'neg' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"as_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"as_000\\\" and condition_col=\\\"class\\\", computing the within-group proportion of rows where class='neg'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d3e7e371958c0ee3970bc2ae7acee0f214cce837 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_0a4c5bf2b8f45278", + "api_calls": 0, + "input_tokens": 45027, + "cached_input_tokens": 22912, + "output_tokens": 479, + "total_tokens": 45506, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21732, + "estimated_output_tokens": 108, + "estimated_total_tokens": 21840, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13658.03, + "sql_execution_elapsed_ms_total": 29.8, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0a4c5bf2b8f45278/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d980ff3d44a80f271b6e128862446da0e5477395 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68751, "bytes_utf8": 68751, "lines": 2151, "estimated_tokens": 21731}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 385, "bytes_utf8": 385, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 45026, "cached_input_tokens": 22912, "output_tokens": 630, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..847ce5a6dee9d3e8daa1fc7d5d24accc0a693ef5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_0c1d8becdd45c410", + "api_calls": 0, + "input_tokens": 45026, + "cached_input_tokens": 22912, + "output_tokens": 630, + "total_tokens": 45656, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21731, + "estimated_output_tokens": 108, + "estimated_total_tokens": 21839, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15479.26, + "sql_execution_elapsed_ms_total": 29.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..72fdccd3353cec82c2463d5e7a517399c526b9dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:40:01.825038+00:00", + "ended_at": "2026-05-26T00:40:17.304488+00:00", + "elapsed_ms": 15479.26, + "prompt_metrics": { + "chars": 68751, + "bytes_utf8": 68751, + "lines": 2151, + "estimated_tokens": 21731 + }, + "stdout_metrics": { + "chars": 748, + "bytes_utf8": 748, + "lines": 4, + "estimated_tokens": 221 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 101 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 385, + "bytes_utf8": 385, + "lines": 1, + "estimated_tokens": 108 + }, + "usage": { + "input_tokens": 45026, + "cached_input_tokens": 22912, + "output_tokens": 630, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1bd31f9a2b609a74bb14fbfa2a2f2f41a332c66f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=as_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "as_000", + "condition_col": "class", + "condition_value": "pos", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 4430.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bf8135237b4e90b5e5d974bc3d7abe5e7d9e5d1f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b9-6a47-7873-b235-a0181210f797"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"as_000\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"as_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template by grouping on \\\"as_000\\\" and computing the share of rows where \\\"class\\\" equals 'pos' within each group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45026,"cached_input_tokens":22912,"output_tokens":630,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7fb8f58048f7c88a5df181765919adeb6e25caf7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"as_000\",\n AVG(CASE WHEN \"class\" = 'pos' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"as_000\"\nORDER BY \"condition_rate\" DESC;","notes":"Applies the Grouped Condition Rate template by grouping on \"as_000\" and computing the share of rows where \"class\" equals 'pos' within each group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cdabf39ea9f58b4da54bca33c6fdd20a0645cbea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:40:16.670243Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61b9-6a47-7873-b235-a0181210f797.1779756001863529000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..32432fa52522d58a6fb7186a4db7179d598f9ce3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=as_000, condition_col=class. +Result preview: [{"as_000": "693990", "condition_rate": 1.0}, {"as_000": "647060", "condition_rate": 1.0}, {"as_000": "489122", "condition_rate": 1.0}, {"as_000": "42940", "condition_rate": 1.0}, {"as_000": "3662", "condition_rate": 1.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c377ea77dccd24dcbff263e07c565e098ba602e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_0c1d8becdd45c410 +-- problem_id: v2p_n18_21b801773fb60a6b +-- realization_mode: agent +-- source_kind: agent +SELECT "as_000", + AVG(CASE WHEN "class" = 'pos' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n18" +GROUP BY "as_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e0d8407c86da5018cd9aeeacc3d4a215e85bc3c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"as_000\",\n AVG(CASE WHEN \"class\" = 'pos' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"as_000\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"as_000\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"as_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"as_000\", \"condition_rate\"], \"rows\": [{\"as_000\": \"693990\", \"condition_rate\": 1.0}, {\"as_000\": \"647060\", \"condition_rate\": 1.0}, {\"as_000\": \"489122\", \"condition_rate\": 1.0}, {\"as_000\": \"42940\", \"condition_rate\": 1.0}, {\"as_000\": \"3662\", \"condition_rate\": 1.0}, {\"as_000\": \"357260\", \"condition_rate\": 1.0}, {\"as_000\": \"3314194\", \"condition_rate\": 1.0}, {\"as_000\": \"320346\", \"condition_rate\": 1.0}, {\"as_000\": \"13792\", \"condition_rate\": 1.0}, {\"as_000\": \"1246190\", \"condition_rate\": 1.0}, {\"as_000\": \"1159402\", \"condition_rate\": 1.0}, {\"as_000\": \"10696\", \"condition_rate\": 1.0}, {\"as_000\": \"\", \"condition_rate\": 0.06565656565656566}, {\"as_000\": \"0\", \"condition_rate\": 0.017438612359998936}, {\"as_000\": \"790\", \"condition_rate\": 0.0}, {\"as_000\": \"6383704\", \"condition_rate\": 0.0}, {\"as_000\": \"63712\", \"condition_rate\": 0.0}, {\"as_000\": \"6268\", \"condition_rate\": 0.0}, {\"as_000\": \"4\", \"condition_rate\": 0.0}, {\"as_000\": \"368184\", \"condition_rate\": 0.0}, {\"as_000\": \"3550\", \"condition_rate\": 0.0}, {\"as_000\": \"31518\", \"condition_rate\": 0.0}, {\"as_000\": \"21748\", \"condition_rate\": 0.0}, {\"as_000\": \"201306\", \"condition_rate\": 0.0}, {\"as_000\": \"1655240\", \"condition_rate\": 0.0}, {\"as_000\": \"145054\", \"condition_rate\": 0.0}, {\"as_000\": \"13752\", \"condition_rate\": 0.0}, {\"as_000\": \"128844\", \"condition_rate\": 0.0}, {\"as_000\": \"1156\", \"condition_rate\": 0.0}, {\"as_000\": \"1150508\", \"condition_rate\": 0.0}, {\"as_000\": \"113724\", \"condition_rate\": 0.0}], \"row_count_returned\": 31, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 29.67}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9132fa57d4eab8b3418dc870042abedfadb1bb80 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:40:01.810851+00:00", + "ended_at": "2026-05-26T00:40:17.348554+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_0c1d8becdd45c410", + "problem_id": "v2p_n18_21b801773fb60a6b", + "dataset_id": "n18", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=as_000, condition_col=class.", + "bindings": { + "group_col": "as_000", + "condition_col": "class", + "condition_value": "pos", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 4430.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_0c1d8becdd45c410.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_0c1d8becdd45c410", + "api_calls": 0, + "input_tokens": 45026, + "cached_input_tokens": 22912, + "output_tokens": 630, + "total_tokens": 45656, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21731, + "estimated_output_tokens": 108, + "estimated_total_tokens": 21839, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15479.26, + "sql_execution_elapsed_ms_total": 29.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8f776340df52800b4c60773d8ae7d502d79de54c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:40:17.317411+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15479.26, "started_at": "2026-05-26T00:40:01.825038+00:00", "ended_at": "2026-05-26T00:40:17.304488+00:00", "prompt_metrics": {"chars": 68751, "bytes_utf8": 68751, "lines": 2151, "estimated_tokens": 21731}, "response_metrics": {"chars": 385, "bytes_utf8": 385, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 45026, "cached_input_tokens": 22912, "output_tokens": 630, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:40:16.670243Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61b9-6a47-7873-b235-a0181210f797.1779756001863529000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"as_000\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"as_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template by grouping on \\\"as_000\\\" and computing the share of rows where \\\"class\\\" equals 'pos' within each group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3ef57823918c44454b1bd12a264d3e61c3598972 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_0c1d8becdd45c410", + "api_calls": 0, + "input_tokens": 45026, + "cached_input_tokens": 22912, + "output_tokens": 630, + "total_tokens": 45656, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21731, + "estimated_output_tokens": 108, + "estimated_total_tokens": 21839, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15479.26, + "sql_execution_elapsed_ms_total": 29.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0c1d8becdd45c410/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1d4d86475761aa81fddf77c20564c17426ac3c43 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68905, "bytes_utf8": 68905, "lines": 2150, "estimated_tokens": 21791}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 612, "bytes_utf8": 612, "lines": 1, "estimated_tokens": 186}, "usage": {"input_tokens": 45086, "cached_input_tokens": 22912, "output_tokens": 708, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b3b4fbeb39b7c5c7e9c79b842ddfe687b888b2f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_0d4e7d2902c5084f", + "api_calls": 0, + "input_tokens": 45086, + "cached_input_tokens": 22912, + "output_tokens": 708, + "total_tokens": 45794, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21791, + "estimated_output_tokens": 186, + "estimated_total_tokens": 21977, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19856.53, + "sql_execution_elapsed_ms_total": 51.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b6559ab0a757affd03b1dd39b8fd2902a9c2e7d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:40:17.363465+00:00", + "ended_at": "2026-05-26T00:40:37.220230+00:00", + "elapsed_ms": 19856.53, + "prompt_metrics": { + "chars": 68905, + "bytes_utf8": 68905, + "lines": 2150, + "estimated_tokens": 21791 + }, + "stdout_metrics": { + "chars": 995, + "bytes_utf8": 995, + "lines": 4, + "estimated_tokens": 322 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 106 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 612, + "bytes_utf8": 612, + "lines": 1, + "estimated_tokens": 186 + }, + "usage": { + "input_tokens": 45086, + "cached_input_tokens": 22912, + "output_tokens": 708, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..afd950b5daeb699b62f5d905f4ebcd8f7dfcb022 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ae_000, measure_col=ax_000.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "ae_000", + "measure_col": "ax_000", + "item_col": "as_000", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 623.12, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..dabe9426ef6ae371b7894bbe8c7d1d5d8413ce36 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b9-a6f8-7c33-b10b-7a606e56b2cc"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"ae_000\\\",\\n \\\"as_000\\\",\\n SUM(CAST(NULLIF(\\\"ax_000\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"ax_000\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"ax_000\\\", '') AS REAL))) OVER (PARTITION BY \\\"ae_000\\\") AS share_within_group\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ae_000\\\", \\\"as_000\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the planned template with group_col=\\\"ae_000\\\", item_col=\\\"as_000\\\", and measure_col=\\\"ax_000\\\". Casted the TEXT measure column to REAL and treated empty strings as NULL for SQLite-safe aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45086,"cached_input_tokens":22912,"output_tokens":708,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..97615c4a78a5e6eff514399a8953eaaa64d54707 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"ae_000\",\n \"as_000\",\n SUM(CAST(NULLIF(\"ax_000\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"ax_000\", '') AS REAL)) * 100.0\n / SUM(SUM(CAST(NULLIF(\"ax_000\", '') AS REAL))) OVER (PARTITION BY \"ae_000\") AS share_within_group\nFROM \"n18\"\nGROUP BY \"ae_000\", \"as_000\"\nORDER BY share_within_group DESC;","notes":"Used the planned template with group_col=\"ae_000\", item_col=\"as_000\", and measure_col=\"ax_000\". Casted the TEXT measure column to REAL and treated empty strings as NULL for SQLite-safe aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8a5e6e2b85ad5f585066fd5e82ac7bd14e1b8251 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:40:36.327863Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61b9-a6f8-7c33-b10b-7a606e56b2cc.1779756017401603000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..497ae39204f95ecec6269cd09e630534e96606bb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ae_000, measure_col=ax_000. +Result preview: [{"ae_000": "", "as_000": "0", "total_measure": 4164.0, "share_within_group": 100.0}, {"ae_000": "10", "as_000": "0", "total_measure": 24276.0, "share_within_group": 100.0}, {"ae_000": "100", "as_000": "0", "total_measure": 13916.0, "share_within_group": 100.0}, {"ae_000": "1012", "as_000": "0", "total_measure": 1126.0, "share_within_group": 100.0}, {"ae_000": "102", "as_000": "0", "total_measure": 2370.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..85cff15c683c51d04bcdefc03a03e6ae1066c9bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_0d4e7d2902c5084f +-- problem_id: v2p_n18_e1313a11cb031734 +-- realization_mode: agent +-- source_kind: agent +SELECT + "ae_000", + "as_000", + SUM(CAST(NULLIF("ax_000", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("ax_000", '') AS REAL)) * 100.0 + / SUM(SUM(CAST(NULLIF("ax_000", '') AS REAL))) OVER (PARTITION BY "ae_000") AS share_within_group +FROM "n18" +GROUP BY "ae_000", "as_000" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1bd7f239f4e142b6c2ba6da8e618d2ce99d84e6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"ae_000\",\n \"as_000\",\n SUM(CAST(NULLIF(\"ax_000\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"ax_000\", '') AS REAL)) * 100.0\n / SUM(SUM(CAST(NULLIF(\"ax_000\", '') AS REAL))) OVER (PARTITION BY \"ae_000\") AS share_within_group\nFROM \"n18\"\nGROUP BY \"ae_000\", \"as_000\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"ae_000\\\",\\n \\\"as_000\\\",\\n SUM(CAST(NULLIF(\\\"ax_000\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"ax_000\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"ax_000\\\", '') AS REAL))) OVER (PARTITION BY \\\"ae_000\\\") AS share_within_group\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ae_000\\\", \\\"as_000\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"ae_000\", \"as_000\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"ae_000\": \"\", \"as_000\": \"0\", \"total_measure\": 4164.0, \"share_within_group\": 100.0}, {\"ae_000\": \"10\", \"as_000\": \"0\", \"total_measure\": 24276.0, \"share_within_group\": 100.0}, {\"ae_000\": \"100\", \"as_000\": \"0\", \"total_measure\": 13916.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1012\", \"as_000\": \"0\", \"total_measure\": 1126.0, \"share_within_group\": 100.0}, {\"ae_000\": \"102\", \"as_000\": \"0\", \"total_measure\": 2370.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1026\", \"as_000\": \"0\", \"total_measure\": 612.0, \"share_within_group\": 100.0}, {\"ae_000\": \"104\", \"as_000\": \"0\", \"total_measure\": 2008.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1056\", \"as_000\": \"0\", \"total_measure\": 552.0, \"share_within_group\": 100.0}, {\"ae_000\": \"106\", \"as_000\": \"0\", \"total_measure\": 7088.0, \"share_within_group\": 100.0}, {\"ae_000\": \"108\", \"as_000\": \"0\", \"total_measure\": 5106.0, \"share_within_group\": 100.0}, {\"ae_000\": \"110\", \"as_000\": \"0\", \"total_measure\": 2822.0, \"share_within_group\": 100.0}, {\"ae_000\": \"11044\", \"as_000\": \"0\", \"total_measure\": 5878.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1116\", \"as_000\": \"0\", \"total_measure\": 4974.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1118\", \"as_000\": \"0\", \"total_measure\": 17776.0, \"share_within_group\": 100.0}, {\"ae_000\": \"112\", \"as_000\": \"0\", \"total_measure\": 4584.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1124\", \"as_000\": \"0\", \"total_measure\": 3684.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1130\", \"as_000\": \"0\", \"total_measure\": 8604.0, \"share_within_group\": 100.0}, {\"ae_000\": \"114\", \"as_000\": \"0\", \"total_measure\": 5000.0, \"share_within_group\": 100.0}, {\"ae_000\": \"116\", \"as_000\": \"0\", \"total_measure\": 1642.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1172\", \"as_000\": \"0\", \"total_measure\": 648.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1176\", \"as_000\": \"0\", \"total_measure\": 1340.0, \"share_within_group\": 100.0}, {\"ae_000\": \"118\", \"as_000\": \"0\", \"total_measure\": 15656.0, \"share_within_group\": 100.0}, {\"ae_000\": \"120\", \"as_000\": \"0\", \"total_measure\": 16600.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1200\", \"as_000\": \"0\", \"total_measure\": 2454.0, \"share_within_group\": 100.0}, {\"ae_000\": \"12048\", \"as_000\": \"0\", \"total_measure\": 4680.0, \"share_within_group\": 100.0}, {\"ae_000\": \"122\", \"as_000\": \"0\", \"total_measure\": 1090.0, \"share_within_group\": 100.0}, {\"ae_000\": \"124\", \"as_000\": \"0\", \"total_measure\": 39560.0, \"share_within_group\": 100.0}, {\"ae_000\": \"126\", \"as_000\": \"0\", \"total_measure\": 9190.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1270\", \"as_000\": \"0\", \"total_measure\": 17842.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1274\", \"as_000\": \"0\", \"total_measure\": 11420.0, \"share_within_group\": 100.0}, {\"ae_000\": \"128\", \"as_000\": \"0\", \"total_measure\": 17506.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1286\", \"as_000\": \"0\", \"total_measure\": 9916.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1292\", \"as_000\": \"0\", \"total_measure\": 3368.0, \"share_within_group\": 100.0}, {\"ae_000\": \"130\", \"as_000\": \"0\", \"total_measure\": 552.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1314\", \"as_000\": \"0\", \"total_measure\": 2212.0, \"share_within_group\": 100.0}, {\"ae_000\": \"132\", \"as_000\": \"0\", \"total_measure\": 2272.0, \"share_within_group\": 100.0}, {\"ae_000\": \"134\", \"as_000\": \"0\", \"total_measure\": 16534.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1346\", \"as_000\": \"0\", \"total_measure\": 2036.0, \"share_within_group\": 100.0}, {\"ae_000\": \"136\", \"as_000\": \"0\", \"total_measure\": 5774.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1372\", \"as_000\": \"0\", \"total_measure\": 15768.0, \"share_within_group\": 100.0}, {\"ae_000\": \"138\", \"as_000\": \"0\", \"total_measure\": 10868.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1398\", \"as_000\": \"0\", \"total_measure\": 5754.0, \"share_within_group\": 100.0}, {\"ae_000\": \"14\", \"as_000\": \"0\", \"total_measure\": 12270.0, \"share_within_group\": 100.0}, {\"ae_000\": \"140\", \"as_000\": \"0\", \"total_measure\": 11588.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1412\", \"as_000\": \"0\", \"total_measure\": 7548.0, \"share_within_group\": 100.0}, {\"ae_000\": \"142\", \"as_000\": \"0\", \"total_measure\": 4782.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1420\", \"as_000\": \"0\", \"total_measure\": 182.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1424\", \"as_000\": \"0\", \"total_measure\": 9892.0, \"share_within_group\": 100.0}, {\"ae_000\": \"144\", \"as_000\": \"0\", \"total_measure\": 4830.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1452\", \"as_000\": \"0\", \"total_measure\": 19140.0, \"share_within_group\": 100.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 51.23}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..50c3a2e24eb6db698fd258b9379f0be74aad4356 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:40:17.348896+00:00", + "ended_at": "2026-05-26T00:40:37.286482+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_0d4e7d2902c5084f", + "problem_id": "v2p_n18_e1313a11cb031734", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ae_000, measure_col=ax_000.", + "bindings": { + "group_col": "ae_000", + "measure_col": "ax_000", + "item_col": "as_000", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 623.12, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_0d4e7d2902c5084f.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_0d4e7d2902c5084f", + "api_calls": 0, + "input_tokens": 45086, + "cached_input_tokens": 22912, + "output_tokens": 708, + "total_tokens": 45794, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21791, + "estimated_output_tokens": 186, + "estimated_total_tokens": 21977, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19856.53, + "sql_execution_elapsed_ms_total": 51.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b04a99b5c4948fd4aa26fb98237495de08dc7fa0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:40:37.232913+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 19856.53, "started_at": "2026-05-26T00:40:17.363465+00:00", "ended_at": "2026-05-26T00:40:37.220230+00:00", "prompt_metrics": {"chars": 68905, "bytes_utf8": 68905, "lines": 2150, "estimated_tokens": 21791}, "response_metrics": {"chars": 612, "bytes_utf8": 612, "lines": 1, "estimated_tokens": 186}, "usage": {"input_tokens": 45086, "cached_input_tokens": 22912, "output_tokens": 708, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:40:36.327863Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61b9-a6f8-7c33-b10b-7a606e56b2cc.1779756017401603000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"ae_000\\\",\\n \\\"as_000\\\",\\n SUM(CAST(NULLIF(\\\"ax_000\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"ax_000\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"ax_000\\\", '') AS REAL))) OVER (PARTITION BY \\\"ae_000\\\") AS share_within_group\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ae_000\\\", \\\"as_000\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the planned template with group_col=\\\"ae_000\\\", item_col=\\\"as_000\\\", and measure_col=\\\"ax_000\\\". Casted the TEXT measure column to REAL and treated empty strings as NULL for SQLite-safe aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..61e768c401a949c1a5dc58ef2735ad567cdf38ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_0d4e7d2902c5084f", + "api_calls": 0, + "input_tokens": 45086, + "cached_input_tokens": 22912, + "output_tokens": 708, + "total_tokens": 45794, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21791, + "estimated_output_tokens": 186, + "estimated_total_tokens": 21977, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19856.53, + "sql_execution_elapsed_ms_total": 51.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_0d4e7d2902c5084f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..82a6aba9ec7d855c02e0275538cb52f32f0851af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68588, "bytes_utf8": 68588, "lines": 2148, "estimated_tokens": 21686}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 488, "bytes_utf8": 488, "lines": 1, "estimated_tokens": 136}, "usage": {"input_tokens": 44981, "cached_input_tokens": 44416, "output_tokens": 1694, "reasoning_output_tokens": 1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4f8b0b2296fbb6a04dde4bd89954e5aaadc60ade --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_1045ea31a4a2f6fa", + "api_calls": 0, + "input_tokens": 44981, + "cached_input_tokens": 44416, + "output_tokens": 1694, + "total_tokens": 46675, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21686, + "estimated_output_tokens": 136, + "estimated_total_tokens": 21822, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35194.32, + "sql_execution_elapsed_ms_total": 103.62, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f585a64a10d76140ef4d7e16881c0f647c075fbf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:40:37.303412+00:00", + "ended_at": "2026-05-26T00:41:12.493897+00:00", + "elapsed_ms": 35194.32, + "prompt_metrics": { + "chars": 68588, + "bytes_utf8": 68588, + "lines": 2148, + "estimated_tokens": 21686 + }, + "stdout_metrics": { + "chars": 863, + "bytes_utf8": 863, + "lines": 4, + "estimated_tokens": 263 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 488, + "bytes_utf8": 488, + "lines": 1, + "estimated_tokens": 136 + }, + "usage": { + "input_tokens": 44981, + "cached_input_tokens": 44416, + "output_tokens": 1694, + "reasoning_output_tokens": 1552 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2145dc3d5fe4165b2396d8c27c5a87b19246bdb2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=dh_000, measure_col=ee_001.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "dh_000", + "measure_col": "ee_001", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 546652.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d2ce2f8f0c32ea176fbdd6b66887b293bbb12a95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b9-f4df-7053-bcc7-02fd67d46a7c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"dh_000\\\",\\n AVG(CAST(NULLIF(\\\"ee_001\\\", '') AS REAL)) OVER (PARTITION BY \\\"dh_000\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"dh_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ee_001\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned window partition average template on \\\"dh_000\\\" and filters empty-string missing values; \\\"ee_001\\\" is cast to REAL so SQLite averages it numerically.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44981,"cached_input_tokens":44416,"output_tokens":1694,"reasoning_output_tokens":1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2aecb8cf8574dc1b162157ba9702f8ef3a9c5dc8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"dh_000\",\n AVG(CAST(NULLIF(\"ee_001\", '') AS REAL)) OVER (PARTITION BY \"dh_000\") AS \"avg_measure\"\nFROM \"n18\"\nWHERE NULLIF(\"dh_000\", '') IS NOT NULL\n AND NULLIF(\"ee_001\", '') IS NOT NULL\nORDER BY \"avg_measure\" DESC;","notes":"Uses the planned window partition average template on \"dh_000\" and filters empty-string missing values; \"ee_001\" is cast to REAL so SQLite averages it numerically."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..820d9a343c5a271d95f6f9399a11ac431b9dc50e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=dh_000, measure_col=ee_001. +Result preview: [{"dh_000": "6820", "avg_measure": 98224378.0}, {"dh_000": "151560", "avg_measure": 80432426.0}, {"dh_000": "11050", "avg_measure": 68871716.0}, {"dh_000": "83250", "avg_measure": 61151062.0}, {"dh_000": "41250", "avg_measure": 53847534.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..34129180d4e312133a241fd01ad3ce882a31d6b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_1045ea31a4a2f6fa +-- problem_id: v2p_n18_7c3f85633a5ed16a +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "dh_000", + AVG(CAST(NULLIF("ee_001", '') AS REAL)) OVER (PARTITION BY "dh_000") AS "avg_measure" +FROM "n18" +WHERE NULLIF("dh_000", '') IS NOT NULL + AND NULLIF("ee_001", '') IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..649eb6cc362926d2d58d5e5d57a6cda90adc9d34 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"dh_000\",\n AVG(CAST(NULLIF(\"ee_001\", '') AS REAL)) OVER (PARTITION BY \"dh_000\") AS \"avg_measure\"\nFROM \"n18\"\nWHERE NULLIF(\"dh_000\", '') IS NOT NULL\n AND NULLIF(\"ee_001\", '') IS NOT NULL\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"dh_000\\\",\\n AVG(CAST(NULLIF(\\\"ee_001\\\", '') AS REAL)) OVER (PARTITION BY \\\"dh_000\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"dh_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ee_001\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"dh_000\", \"avg_measure\"], \"rows\": [{\"dh_000\": \"6820\", \"avg_measure\": 98224378.0}, {\"dh_000\": \"151560\", \"avg_measure\": 80432426.0}, {\"dh_000\": \"11050\", \"avg_measure\": 68871716.0}, {\"dh_000\": \"83250\", \"avg_measure\": 61151062.0}, {\"dh_000\": \"41250\", \"avg_measure\": 53847534.0}, {\"dh_000\": \"34560\", \"avg_measure\": 45210896.0}, {\"dh_000\": \"34510\", \"avg_measure\": 45183028.0}, {\"dh_000\": \"73450\", \"avg_measure\": 43161232.0}, {\"dh_000\": \"117690\", \"avg_measure\": 42237678.0}, {\"dh_000\": \"14040\", \"avg_measure\": 41551908.0}, {\"dh_000\": \"386890\", \"avg_measure\": 39646002.0}, {\"dh_000\": \"49720\", \"avg_measure\": 39455862.0}, {\"dh_000\": \"198990\", \"avg_measure\": 39269904.0}, {\"dh_000\": \"15970\", \"avg_measure\": 38625128.0}, {\"dh_000\": \"137610\", \"avg_measure\": 37289064.0}, {\"dh_000\": \"30470\", \"avg_measure\": 34282544.0}, {\"dh_000\": \"14430\", \"avg_measure\": 33988712.0}, {\"dh_000\": \"10350\", \"avg_measure\": 32634564.0}, {\"dh_000\": \"6620\", \"avg_measure\": 32333520.0}, {\"dh_000\": \"618600\", \"avg_measure\": 29513318.0}, {\"dh_000\": \"160800\", \"avg_measure\": 29048378.0}, {\"dh_000\": \"15550\", \"avg_measure\": 28314842.0}, {\"dh_000\": \"15360\", \"avg_measure\": 28313002.0}, {\"dh_000\": \"78960\", \"avg_measure\": 27729522.0}, {\"dh_000\": \"134210\", \"avg_measure\": 27038482.666666668}, {\"dh_000\": \"87820\", \"avg_measure\": 24985512.0}, {\"dh_000\": \"10190\", \"avg_measure\": 23111824.0}, {\"dh_000\": \"8080\", \"avg_measure\": 18649590.0}, {\"dh_000\": \"65100\", \"avg_measure\": 18495274.0}, {\"dh_000\": \"90640\", \"avg_measure\": 18409638.0}, {\"dh_000\": \"6230\", \"avg_measure\": 18163446.0}, {\"dh_000\": \"5310\", \"avg_measure\": 17729544.0}, {\"dh_000\": \"7620\", \"avg_measure\": 17677044.0}, {\"dh_000\": \"2370\", \"avg_measure\": 17400682.0}, {\"dh_000\": \"75010\", \"avg_measure\": 16972970.0}, {\"dh_000\": \"8940\", \"avg_measure\": 16930604.0}, {\"dh_000\": \"7050\", \"avg_measure\": 16340704.0}, {\"dh_000\": \"151130\", \"avg_measure\": 15719744.0}, {\"dh_000\": \"201480\", \"avg_measure\": 15349408.0}, {\"dh_000\": \"93600\", \"avg_measure\": 15245890.0}, {\"dh_000\": \"15430\", \"avg_measure\": 13982618.0}, {\"dh_000\": \"12020\", \"avg_measure\": 13601232.0}, {\"dh_000\": \"124700880\", \"avg_measure\": 13029400.0}, {\"dh_000\": \"18930\", \"avg_measure\": 12842142.0}, {\"dh_000\": \"18300\", \"avg_measure\": 12763968.0}, {\"dh_000\": \"8100\", \"avg_measure\": 12606854.0}, {\"dh_000\": \"5550\", \"avg_measure\": 12389605.333333334}, {\"dh_000\": \"42850\", \"avg_measure\": 12005100.0}, {\"dh_000\": \"26920\", \"avg_measure\": 11799798.0}, {\"dh_000\": \"99530\", \"avg_measure\": 11586244.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 103.62}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7683da3e292e437d12dac99b38ba16cfe521a7b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:40:37.287078+00:00", + "ended_at": "2026-05-26T00:41:12.612783+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_1045ea31a4a2f6fa", + "problem_id": "v2p_n18_7c3f85633a5ed16a", + "dataset_id": "n18", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=dh_000, measure_col=ee_001.", + "bindings": { + "group_col": "dh_000", + "measure_col": "ee_001", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 546652.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=140" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_1045ea31a4a2f6fa.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_1045ea31a4a2f6fa", + "api_calls": 0, + "input_tokens": 44981, + "cached_input_tokens": 44416, + "output_tokens": 1694, + "total_tokens": 46675, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21686, + "estimated_output_tokens": 136, + "estimated_total_tokens": 21822, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35194.32, + "sql_execution_elapsed_ms_total": 103.62, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..81e5c8cec75ff8b71b25cc88f8d43a0a2956a825 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:41:12.505786+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 35194.32, "started_at": "2026-05-26T00:40:37.303412+00:00", "ended_at": "2026-05-26T00:41:12.493897+00:00", "prompt_metrics": {"chars": 68588, "bytes_utf8": 68588, "lines": 2148, "estimated_tokens": 21686}, "response_metrics": {"chars": 488, "bytes_utf8": 488, "lines": 1, "estimated_tokens": 136}, "usage": {"input_tokens": 44981, "cached_input_tokens": 44416, "output_tokens": 1694, "reasoning_output_tokens": 1552}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"dh_000\\\",\\n AVG(CAST(NULLIF(\\\"ee_001\\\", '') AS REAL)) OVER (PARTITION BY \\\"dh_000\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"dh_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ee_001\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned window partition average template on \\\"dh_000\\\" and filters empty-string missing values; \\\"ee_001\\\" is cast to REAL so SQLite averages it numerically.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3b85e1e17f0327648f4248233ad89b87f75aacb1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_1045ea31a4a2f6fa", + "api_calls": 0, + "input_tokens": 44981, + "cached_input_tokens": 44416, + "output_tokens": 1694, + "total_tokens": 46675, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21686, + "estimated_output_tokens": 136, + "estimated_total_tokens": 21822, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35194.32, + "sql_execution_elapsed_ms_total": 103.62, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1045ea31a4a2f6fa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7bdc440e503f3d27a9f534783a1173b52fb0099c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 69310, "bytes_utf8": 69310, "lines": 2151, "estimated_tokens": 21879}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 771, "bytes_utf8": 771, "lines": 1, "estimated_tokens": 207}, "usage": {"input_tokens": 45174, "cached_input_tokens": 44416, "output_tokens": 1247, "reasoning_output_tokens": 1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..52aa7434588e62f5e3b169ab48504ea0fe92579b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_179ad293922a546f", + "api_calls": 0, + "input_tokens": 45174, + "cached_input_tokens": 44416, + "output_tokens": 1247, + "total_tokens": 46421, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21879, + "estimated_output_tokens": 207, + "estimated_total_tokens": 22086, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28720.02, + "sql_execution_elapsed_ms_total": 40.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c0fab5860c8f365df38692c57d9b099d4757d810 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:41:12.628039+00:00", + "ended_at": "2026-05-26T00:41:41.345176+00:00", + "elapsed_ms": 28720.02, + "prompt_metrics": { + "chars": 69310, + "bytes_utf8": 69310, + "lines": 2151, + "estimated_tokens": 21879 + }, + "stdout_metrics": { + "chars": 1143, + "bytes_utf8": 1143, + "lines": 4, + "estimated_tokens": 330 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 771, + "bytes_utf8": 771, + "lines": 1, + "estimated_tokens": 207 + }, + "usage": { + "input_tokens": 45174, + "cached_input_tokens": 44416, + "output_tokens": 1247, + "reasoning_output_tokens": 1034 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0a36596a3c0fca8d5f5e4a4607c810cf034b500d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cy_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "cy_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1208.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e9b952ff1db498fe034a578e7e9b5c93031f3ecd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ba-7edc-71c2-ab68-aef605ecea9a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"cy_000\\\",\\n SUM(CASE WHEN \\\"class\\\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n18\\\"\\n GROUP BY \\\"cy_000\\\"\\n)\\nSELECT \\\"cy_000\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC\\nLIMIT 12;\",\"notes\":\"Uses the requested grouped ratio template with \\\"cy_000\\\" as the grouping column and \\\"class\\\" as the condition column, computing the ratio of 'neg' to 'pos' per group. Groups with no 'pos' rows yield NULL ratios because of NULLIF, and LIMIT 12 applies the provided top_k binding.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45174,"cached_input_tokens":44416,"output_tokens":1247,"reasoning_output_tokens":1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2367a8943a087fb6b93899cd720626df4f5a7fbe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"cy_000\",\n SUM(CASE WHEN \"class\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"class\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n18\"\n GROUP BY \"cy_000\"\n)\nSELECT \"cy_000\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC\nLIMIT 12;","notes":"Uses the requested grouped ratio template with \"cy_000\" as the grouping column and \"class\" as the condition column, computing the ratio of 'neg' to 'pos' per group. Groups with no 'pos' rows yield NULL ratios because of NULLIF, and LIMIT 12 applies the provided top_k binding."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..aa49ff675746b9f4a85c0cd1b5c0af3f3f0ef21c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cy_000, condition_col=class. +Result preview: [{"cy_000": "54", "condition_ratio": 207.0}, {"cy_000": "24", "condition_ratio": 191.0}, {"cy_000": "14", "condition_ratio": 190.0}, {"cy_000": "48", "condition_ratio": 181.0}, {"cy_000": "46", "condition_ratio": 174.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..fc249d96b74962aeeba5681443a6a4aa47383664 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n18_179ad293922a546f +-- problem_id: v2p_n18_143bc764defe841d +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "cy_000", + SUM(CASE WHEN "class" = 'neg' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "class" = 'pos' THEN 1 ELSE 0 END) AS denominator_count + FROM "n18" + GROUP BY "cy_000" +) +SELECT "cy_000", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fba58d0b400545f8d03cb48514f41581436341ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"cy_000\",\n SUM(CASE WHEN \"class\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"class\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n18\"\n GROUP BY \"cy_000\"\n)\nSELECT \"cy_000\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC\nLIMIT 12;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"cy_000\\\",\\n SUM(CASE WHEN \\\"class\\\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n18\\\"\\n GROUP BY \\\"cy_000\\\"\\n)\\nSELECT \\\"cy_000\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC\\nLIMIT 12;\", \"columns\": [\"cy_000\", \"condition_ratio\"], \"rows\": [{\"cy_000\": \"54\", \"condition_ratio\": 207.0}, {\"cy_000\": \"24\", \"condition_ratio\": 191.0}, {\"cy_000\": \"14\", \"condition_ratio\": 190.0}, {\"cy_000\": \"48\", \"condition_ratio\": 181.0}, {\"cy_000\": \"46\", \"condition_ratio\": 174.0}, {\"cy_000\": \"56\", \"condition_ratio\": 167.0}, {\"cy_000\": \"0\", \"condition_ratio\": 139.33333333333334}, {\"cy_000\": \"40\", \"condition_ratio\": 133.0}, {\"cy_000\": \"36\", \"condition_ratio\": 132.0}, {\"cy_000\": \"62\", \"condition_ratio\": 128.0}, {\"cy_000\": \"38\", \"condition_ratio\": 127.0}, {\"cy_000\": \"18\", \"condition_ratio\": 89.0}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 40.82}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ca3af2e1da5da198b23a9c0de0f1ac505906200c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:41:12.613110+00:00", + "ended_at": "2026-05-26T00:41:41.401162+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_179ad293922a546f", + "problem_id": "v2p_n18_143bc764defe841d", + "dataset_id": "n18", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cy_000, condition_col=class.", + "bindings": { + "group_col": "cy_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1208.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=42" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_179ad293922a546f.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_179ad293922a546f", + "api_calls": 0, + "input_tokens": 45174, + "cached_input_tokens": 44416, + "output_tokens": 1247, + "total_tokens": 46421, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21879, + "estimated_output_tokens": 207, + "estimated_total_tokens": 22086, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28720.02, + "sql_execution_elapsed_ms_total": 40.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1105ea25041422f6867a54162f4328a284fc0bbe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:41:41.358738+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 28720.02, "started_at": "2026-05-26T00:41:12.628039+00:00", "ended_at": "2026-05-26T00:41:41.345176+00:00", "prompt_metrics": {"chars": 69310, "bytes_utf8": 69310, "lines": 2151, "estimated_tokens": 21879}, "response_metrics": {"chars": 771, "bytes_utf8": 771, "lines": 1, "estimated_tokens": 207}, "usage": {"input_tokens": 45174, "cached_input_tokens": 44416, "output_tokens": 1247, "reasoning_output_tokens": 1034}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"cy_000\\\",\\n SUM(CASE WHEN \\\"class\\\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n18\\\"\\n GROUP BY \\\"cy_000\\\"\\n)\\nSELECT \\\"cy_000\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC\\nLIMIT 12;\",\"notes\":\"Uses the requested grouped ratio template with \\\"cy_000\\\" as the grouping column and \\\"class\\\" as the condition column, computing the ratio of 'neg' to 'pos' per group. Groups with no 'pos' rows yield NULL ratios because of NULLIF, and LIMIT 12 applies the provided top_k binding.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2c4302107931a55425ec063e8ce6f2fc74078232 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_179ad293922a546f", + "api_calls": 0, + "input_tokens": 45174, + "cached_input_tokens": 44416, + "output_tokens": 1247, + "total_tokens": 46421, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21879, + "estimated_output_tokens": 207, + "estimated_total_tokens": 22086, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28720.02, + "sql_execution_elapsed_ms_total": 40.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_179ad293922a546f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5e79755ac48209a14a73974befc720faba269e24 --- /dev/null +++ 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4194ded037b4e3d567f28aecf452723ee915dcb4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_17a9f7d665c63a27", + "api_calls": 0, + "input_tokens": 45031, + "cached_input_tokens": 44416, + "output_tokens": 1983, + "total_tokens": 47014, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21736, + "estimated_output_tokens": 111, + "estimated_total_tokens": 21847, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39165.64, + "sql_execution_elapsed_ms_total": 35.39, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0980ca2bd1ddae278427093803f0489d940529cb --- /dev/null +++ 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"input_tokens": 45031, + "cached_input_tokens": 44416, + "output_tokens": 1983, + "reasoning_output_tokens": 1866 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8a1d138aeac724e5738f2b1f279e9cdc03dfe862 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=ar_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "ar_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3031738.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6432296432fe1ce11a4d15025194887a8a115c87 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ba-ef4c-74a0-9ca6-63bb109a6bd2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"ar_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '0' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ar_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Direct instantiation of the grouped condition rate template using group_col \\\"ar_000\\\" and condition_col \\\"ch_000\\\" with condition_value '0'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45031,"cached_input_tokens":44416,"output_tokens":1983,"reasoning_output_tokens":1866}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..370ecf417d3a8b43391f5072456c4a925832e906 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"ar_000\",\n AVG(CASE WHEN \"ch_000\" = '0' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"ar_000\"\nORDER BY \"condition_rate\" DESC;","notes":"Direct instantiation of the grouped condition rate template using group_col \"ar_000\" and condition_col \"ch_000\" with condition_value '0'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..829a0832157cdbc2c682a71a8dd7561a076976a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=ar_000, condition_col=ch_000. +Result preview: [{"ar_000": "98", "condition_rate": 1.0}, {"ar_000": "88", "condition_rate": 1.0}, {"ar_000": "86", "condition_rate": 1.0}, {"ar_000": "84", "condition_rate": 1.0}, {"ar_000": "74", "condition_rate": 1.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4bc844c19266c1acca7762f768044c2f49c67088 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_17a9f7d665c63a27 +-- problem_id: v2p_n18_677cfee468a3f453 +-- realization_mode: agent +-- source_kind: agent +SELECT "ar_000", + AVG(CASE WHEN "ch_000" = '0' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n18" +GROUP BY "ar_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2aa54e6288c2497deada4e9738f9086a7514327e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"ar_000\",\n AVG(CASE WHEN \"ch_000\" = '0' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"ar_000\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"ar_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '0' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ar_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"ar_000\", \"condition_rate\"], \"rows\": [{\"ar_000\": \"98\", \"condition_rate\": 1.0}, {\"ar_000\": \"88\", \"condition_rate\": 1.0}, {\"ar_000\": \"86\", \"condition_rate\": 1.0}, {\"ar_000\": \"84\", \"condition_rate\": 1.0}, {\"ar_000\": \"74\", \"condition_rate\": 1.0}, {\"ar_000\": \"72\", \"condition_rate\": 1.0}, {\"ar_000\": \"68\", \"condition_rate\": 1.0}, {\"ar_000\": \"58\", \"condition_rate\": 1.0}, {\"ar_000\": \"350\", \"condition_rate\": 1.0}, {\"ar_000\": \"244\", \"condition_rate\": 1.0}, {\"ar_000\": \"168\", \"condition_rate\": 1.0}, {\"ar_000\": \"160\", \"condition_rate\": 1.0}, {\"ar_000\": \"156\", \"condition_rate\": 1.0}, {\"ar_000\": \"140\", \"condition_rate\": 1.0}, {\"ar_000\": \"128\", \"condition_rate\": 1.0}, {\"ar_000\": \"124\", \"condition_rate\": 1.0}, {\"ar_000\": \"100\", \"condition_rate\": 1.0}, {\"ar_000\": \"40\", \"condition_rate\": 0.9166666666666666}, {\"ar_000\": \"60\", \"condition_rate\": 0.9}, {\"ar_000\": \"46\", \"condition_rate\": 0.875}, {\"ar_000\": \"28\", \"condition_rate\": 0.8421052631578947}, {\"ar_000\": \"18\", \"condition_rate\": 0.8064516129032258}, {\"ar_000\": \"80\", \"condition_rate\": 0.8}, {\"ar_000\": \"2\", \"condition_rate\": 0.7996146435452793}, {\"ar_000\": \"0\", \"condition_rate\": 0.7863750809294295}, {\"ar_000\": \"4\", \"condition_rate\": 0.785171102661597}, {\"ar_000\": \"6\", \"condition_rate\": 0.7806267806267806}, {\"ar_000\": \"22\", \"condition_rate\": 0.7804878048780488}, {\"ar_000\": \"12\", \"condition_rate\": 0.7777777777777778}, {\"ar_000\": \"62\", \"condition_rate\": 0.75}, {\"ar_000\": \"56\", \"condition_rate\": 0.75}, {\"ar_000\": \"44\", \"condition_rate\": 0.75}, {\"ar_000\": \"14\", \"condition_rate\": 0.7411764705882353}, {\"ar_000\": \"10\", \"condition_rate\": 0.7391304347826086}, {\"ar_000\": \"8\", \"condition_rate\": 0.7345971563981043}, {\"ar_000\": \"34\", \"condition_rate\": 0.7142857142857143}, {\"ar_000\": \"16\", \"condition_rate\": 0.6842105263157895}, {\"ar_000\": \"54\", \"condition_rate\": 0.6666666666666666}, {\"ar_000\": \"38\", \"condition_rate\": 0.6666666666666666}, {\"ar_000\": \"114\", \"condition_rate\": 0.6666666666666666}, {\"ar_000\": \"32\", \"condition_rate\": 0.631578947368421}, {\"ar_000\": \"66\", \"condition_rate\": 0.625}, {\"ar_000\": \"24\", \"condition_rate\": 0.6129032258064516}, {\"ar_000\": \"20\", \"condition_rate\": 0.6086956521739131}, {\"ar_000\": \"26\", \"condition_rate\": 0.59375}, {\"ar_000\": \"36\", \"condition_rate\": 0.5555555555555556}, {\"ar_000\": \"30\", \"condition_rate\": 0.5263157894736842}, {\"ar_000\": \"78\", \"condition_rate\": 0.5}, {\"ar_000\": \"76\", \"condition_rate\": 0.5}, {\"ar_000\": \"64\", \"condition_rate\": 0.5}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 35.39}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d6f8f898c7eec756c05c9c1aeb2d0ac3d7498adc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:41:41.401652+00:00", + "ended_at": "2026-05-26T00:42:20.632176+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_17a9f7d665c63a27", + "problem_id": "v2p_n18_677cfee468a3f453", + "dataset_id": "n18", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=ar_000, condition_col=ch_000.", + "bindings": { + "group_col": "ar_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3031738.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=101" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_17a9f7d665c63a27.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_17a9f7d665c63a27", + "api_calls": 0, + "input_tokens": 45031, + "cached_input_tokens": 44416, + "output_tokens": 1983, + "total_tokens": 47014, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21736, + "estimated_output_tokens": 111, + "estimated_total_tokens": 21847, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39165.64, + "sql_execution_elapsed_ms_total": 35.39, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8899b25111cc7172b461370c0697690e3f1fc50f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:42:20.594873+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 39165.64, "started_at": "2026-05-26T00:41:41.417548+00:00", "ended_at": "2026-05-26T00:42:20.582944+00:00", "prompt_metrics": {"chars": 68739, "bytes_utf8": 68739, "lines": 2151, "estimated_tokens": 21736}, "response_metrics": {"chars": 379, "bytes_utf8": 379, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 45031, "cached_input_tokens": 44416, "output_tokens": 1983, "reasoning_output_tokens": 1866}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"ar_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '0' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ar_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Direct instantiation of the grouped condition rate template using group_col \\\"ar_000\\\" and condition_col \\\"ch_000\\\" with condition_value '0'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b6d6fa86768c660d1f06681c8300c45d6929e3e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_17a9f7d665c63a27", + "api_calls": 0, + "input_tokens": 45031, + "cached_input_tokens": 44416, + "output_tokens": 1983, + "total_tokens": 47014, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21736, + "estimated_output_tokens": 111, + "estimated_total_tokens": 21847, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39165.64, + "sql_execution_elapsed_ms_total": 35.39, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_17a9f7d665c63a27/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..39dd4b51b2330811734e82a82f32c32e789abb75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68498, "bytes_utf8": 68498, "lines": 2148, "estimated_tokens": 21673}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 422, "bytes_utf8": 422, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 44968, "cached_input_tokens": 44416, "output_tokens": 633, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1d800863f44db8a00b64cd4a7b38e42916c3c43f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_185942d015909245", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 633, + "total_tokens": 45601, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 111, + "estimated_total_tokens": 21784, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15038.21, + "sql_execution_elapsed_ms_total": 37.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3b08d99b3b7653a2e32a599b53913b32f1b2add2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:42:20.648281+00:00", + "ended_at": "2026-05-26T00:42:35.686606+00:00", + "elapsed_ms": 15038.21, + "prompt_metrics": { + "chars": 68498, + "bytes_utf8": 68498, + "lines": 2148, + "estimated_tokens": 21673 + }, + "stdout_metrics": { + "chars": 776, + "bytes_utf8": 776, + "lines": 4, + "estimated_tokens": 219 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 100 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 422, + "bytes_utf8": 422, + "lines": 1, + "estimated_tokens": 111 + }, + "usage": { + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 633, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9d5122d9e07a6591fad1118f269b88534f11b1bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=af_000, measure_col=ad_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "af_000", + "measure_col": "ad_000", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 952.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4e411ca0e1022bd83091bc31937ea85981190648 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bb-8892-71e0-a72a-208339cef031"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"af_000\\\", SUM(CAST(NULLIF(\\\"ad_000\\\", '') AS REAL)) AS total_measure\\nFROM \\\"n18\\\"\\nGROUP BY \\\"af_000\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Uses the planned grouped-sum template with \\\"af_000\\\" as the grouping column. Because \\\"ad_000\\\" is stored as TEXT and may contain empty strings, NULLIF + CAST converts numeric text safely and lets SUM ignore missing values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44968,"cached_input_tokens":44416,"output_tokens":633,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c5cd6b12e59f2ad27526e4175f91399c8aab9829 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"af_000\", SUM(CAST(NULLIF(\"ad_000\", '') AS REAL)) AS total_measure\nFROM \"n18\"\nGROUP BY \"af_000\"\nORDER BY total_measure DESC;","notes":"Uses the planned grouped-sum template with \"af_000\" as the grouping column. Because \"ad_000\" is stored as TEXT and may contain empty strings, NULLIF + CAST converts numeric text safely and lets SUM ignore missing values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..398a4567cba922f3665e8255c61f7b0905d42b4c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:42:34.961005Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61bb-8892-71e0-a72a-208339cef031.1779756140690869000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..60d7427f43ec4222f8f13316c56104dd4d4caae2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=af_000, measure_col=ad_000. +Result preview: [{"af_000": "0", "total_measure": 8608693408.0}, {"af_000": "", "total_measure": 506106.0}, {"af_000": "1016", "total_measure": 24480.0}, {"af_000": "2", "total_measure": 11158.0}, {"af_000": "1290", "total_measure": 10398.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..cef01c719545bf9c2ab1d5e87ddf359b8ec41352 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_185942d015909245 +-- problem_id: v2p_n18_13566de17686fb7f +-- realization_mode: agent +-- source_kind: agent +SELECT "af_000", SUM(CAST(NULLIF("ad_000", '') AS REAL)) AS total_measure +FROM "n18" +GROUP BY "af_000" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..07c2246b497f4a0cf85f16c4e1f6f2c55d135ec6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"af_000\", SUM(CAST(NULLIF(\"ad_000\", '') AS REAL)) AS total_measure\nFROM \"n18\"\nGROUP BY \"af_000\"\nORDER BY total_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"af_000\\\", SUM(CAST(NULLIF(\\\"ad_000\\\", '') AS REAL)) AS total_measure\\nFROM \\\"n18\\\"\\nGROUP BY \\\"af_000\\\"\\nORDER BY total_measure DESC;\", \"columns\": [\"af_000\", \"total_measure\"], \"rows\": [{\"af_000\": \"0\", \"total_measure\": 8608693408.0}, {\"af_000\": \"\", \"total_measure\": 506106.0}, {\"af_000\": \"1016\", \"total_measure\": 24480.0}, {\"af_000\": \"2\", \"total_measure\": 11158.0}, {\"af_000\": \"1290\", \"total_measure\": 10398.0}, {\"af_000\": \"4276\", \"total_measure\": 9792.0}, {\"af_000\": \"982\", \"total_measure\": 7656.0}, {\"af_000\": \"518\", \"total_measure\": 6538.0}, {\"af_000\": \"1254\", \"total_measure\": 6494.0}, {\"af_000\": \"274\", \"total_measure\": 6388.0}, {\"af_000\": \"770\", \"total_measure\": 6384.0}, {\"af_000\": \"416\", \"total_measure\": 6040.0}, {\"af_000\": \"64\", \"total_measure\": 5508.0}, {\"af_000\": \"474\", \"total_measure\": 5094.0}, {\"af_000\": \"6236\", \"total_measure\": 5010.0}, {\"af_000\": \"28\", \"total_measure\": 4930.0}, {\"af_000\": \"392\", \"total_measure\": 4862.0}, {\"af_000\": \"1190\", \"total_measure\": 4184.0}, {\"af_000\": \"4\", \"total_measure\": 4142.0}, {\"af_000\": \"724\", \"total_measure\": 3948.0}, {\"af_000\": \"6\", \"total_measure\": 3814.0}, {\"af_000\": \"750\", \"total_measure\": 3716.0}, {\"af_000\": \"3544\", \"total_measure\": 3660.0}, {\"af_000\": \"254\", \"total_measure\": 3654.0}, {\"af_000\": \"5724\", \"total_measure\": 3580.0}, {\"af_000\": \"34\", \"total_measure\": 3484.0}, {\"af_000\": \"206\", \"total_measure\": 3464.0}, {\"af_000\": \"140\", \"total_measure\": 3352.0}, {\"af_000\": \"808\", \"total_measure\": 3224.0}, {\"af_000\": \"306\", \"total_measure\": 3116.0}, {\"af_000\": \"3504\", \"total_measure\": 3100.0}, {\"af_000\": \"308\", \"total_measure\": 3096.0}, {\"af_000\": \"84\", \"total_measure\": 3086.0}, {\"af_000\": \"1986\", \"total_measure\": 3004.0}, {\"af_000\": \"352\", \"total_measure\": 2982.0}, {\"af_000\": \"1570\", \"total_measure\": 2960.0}, {\"af_000\": \"294\", \"total_measure\": 2892.0}, {\"af_000\": \"188\", \"total_measure\": 2868.0}, {\"af_000\": \"298\", \"total_measure\": 2790.0}, {\"af_000\": \"10\", \"total_measure\": 2788.0}, {\"af_000\": \"110\", \"total_measure\": 2780.0}, {\"af_000\": \"24\", \"total_measure\": 2772.0}, {\"af_000\": \"60\", \"total_measure\": 2764.0}, {\"af_000\": \"96\", \"total_measure\": 2718.0}, {\"af_000\": \"486\", \"total_measure\": 2674.0}, {\"af_000\": \"258\", \"total_measure\": 2648.0}, {\"af_000\": \"930\", \"total_measure\": 2610.0}, {\"af_000\": \"330\", \"total_measure\": 2560.0}, {\"af_000\": \"54\", \"total_measure\": 2538.0}, {\"af_000\": \"132\", \"total_measure\": 2528.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 37.58}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0a6f5efbe8dbddb3fe64401f7db145e61811837c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:42:20.632680+00:00", + "ended_at": "2026-05-26T00:42:35.739310+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_185942d015909245", + "problem_id": "v2p_n18_13566de17686fb7f", + "dataset_id": "n18", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=af_000, measure_col=ad_000.", + "bindings": { + "group_col": "af_000", + "measure_col": "ad_000", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 952.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=3" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_185942d015909245.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_185942d015909245", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 633, + "total_tokens": 45601, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 111, + "estimated_total_tokens": 21784, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15038.21, + "sql_execution_elapsed_ms_total": 37.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..26e1ff6f1a00667be349597c175240fc6d2b2221 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:42:35.699327+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15038.21, "started_at": "2026-05-26T00:42:20.648281+00:00", "ended_at": "2026-05-26T00:42:35.686606+00:00", "prompt_metrics": {"chars": 68498, "bytes_utf8": 68498, "lines": 2148, "estimated_tokens": 21673}, "response_metrics": {"chars": 422, "bytes_utf8": 422, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 44968, "cached_input_tokens": 44416, "output_tokens": 633, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:42:34.961005Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61bb-8892-71e0-a72a-208339cef031.1779756140690869000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"af_000\\\", SUM(CAST(NULLIF(\\\"ad_000\\\", '') AS REAL)) AS total_measure\\nFROM \\\"n18\\\"\\nGROUP BY \\\"af_000\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Uses the planned grouped-sum template with \\\"af_000\\\" as the grouping column. Because \\\"ad_000\\\" is stored as TEXT and may contain empty strings, NULLIF + CAST converts numeric text safely and lets SUM ignore missing values.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d37242a07096679f3e9be292a233152db127363c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_185942d015909245", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 633, + "total_tokens": 45601, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 111, + "estimated_total_tokens": 21784, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15038.21, + "sql_execution_elapsed_ms_total": 37.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_185942d015909245/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..eb433f7310895711032a5d502bcd03f055f837e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68412, "bytes_utf8": 68412, "lines": 2146, "estimated_tokens": 21644}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 258, "bytes_utf8": 258, "lines": 1, "estimated_tokens": 74}, "usage": {"input_tokens": 44939, "cached_input_tokens": 22912, "output_tokens": 596, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..83b019cc43e3caa3c96f1c8da6b29fe2b00a185e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_1b16bc726b5d64fc", + "api_calls": 0, + "input_tokens": 44939, + "cached_input_tokens": 22912, + "output_tokens": 596, + "total_tokens": 45535, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21644, + "estimated_output_tokens": 74, + "estimated_total_tokens": 21718, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14919.25, + "sql_execution_elapsed_ms_total": 36.01, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fcf44610ec3ab48059d5dcf2933fcf49210f8a89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:42:35.756290+00:00", + "ended_at": "2026-05-26T00:42:50.675678+00:00", + "elapsed_ms": 14919.25, + "prompt_metrics": { + "chars": 68412, + "bytes_utf8": 68412, + "lines": 2146, + "estimated_tokens": 21644 + }, + "stdout_metrics": { + "chars": 616, + "bytes_utf8": 616, + "lines": 4, + "estimated_tokens": 186 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 103 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 258, + "bytes_utf8": 258, + "lines": 1, + "estimated_tokens": 74 + }, + "usage": { + "input_tokens": 44939, + "cached_input_tokens": 22912, + "output_tokens": 596, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..68eff9d59efc6a6a3099009e63f0b060d3409783 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cg_000.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "cg_000", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 576.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4662fe9d4096c4aecf0ddab0144930603bdd28ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bb-c39d-7b50-a54e-a4f0a194db72"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"cg_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"cg_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the requested grouped-count template on \\\"cg_000\\\" in the single table \\\"n18\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44939,"cached_input_tokens":22912,"output_tokens":596,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6a3367d17ce7d755c72db65efd861c165b5c8258 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"cg_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nGROUP BY \"cg_000\"\nORDER BY \"row_count\" DESC;","notes":"Uses the requested grouped-count template on \"cg_000\" in the single table \"n18\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f887b70047d88c689d94a826c109dde8696b79b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:42:50.039177Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61bb-c39d-7b50-a54e-a4f0a194db72.1779756155805706000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8a52dc2a74190a6ba5451ee67cebbead52a3e94e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cg_000. +Result preview: [{"cg_000": "", "row_count": 18842}, {"cg_000": "4", "row_count": 3686}, {"cg_000": "0", "row_count": 3651}, {"cg_000": "2", "row_count": 3572}, {"cg_000": "6", "row_count": 3126}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..bd6943bf0f89ed7adbe16f1b069ea2cb1d0fa3be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n18_1b16bc726b5d64fc +-- problem_id: v2p_n18_ab8e6ce364dabfca +-- realization_mode: agent +-- source_kind: agent +SELECT "cg_000", COUNT(*) AS "row_count" +FROM "n18" +GROUP BY "cg_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6511110a5436a12cb8f67142e7c8e5bc8dab1f96 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"cg_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nGROUP BY \"cg_000\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"cg_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"cg_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"cg_000\", \"row_count\"], \"rows\": [{\"cg_000\": \"\", \"row_count\": 18842}, {\"cg_000\": \"4\", \"row_count\": 3686}, {\"cg_000\": \"0\", \"row_count\": 3651}, {\"cg_000\": \"2\", \"row_count\": 3572}, {\"cg_000\": \"6\", \"row_count\": 3126}, {\"cg_000\": \"8\", \"row_count\": 2243}, {\"cg_000\": \"10\", \"row_count\": 1745}, {\"cg_000\": \"12\", \"row_count\": 1450}, {\"cg_000\": \"14\", \"row_count\": 1170}, {\"cg_000\": \"16\", \"row_count\": 921}, {\"cg_000\": \"18\", \"row_count\": 757}, {\"cg_000\": \"20\", \"row_count\": 721}, {\"cg_000\": \"74\", \"row_count\": 610}, {\"cg_000\": \"22\", \"row_count\": 580}, {\"cg_000\": \"70\", \"row_count\": 566}, {\"cg_000\": \"66\", \"row_count\": 563}, {\"cg_000\": \"62\", \"row_count\": 563}, {\"cg_000\": \"68\", \"row_count\": 560}, {\"cg_000\": \"58\", \"row_count\": 553}, {\"cg_000\": \"64\", \"row_count\": 538}, {\"cg_000\": \"52\", \"row_count\": 531}, {\"cg_000\": \"50\", \"row_count\": 527}, {\"cg_000\": \"42\", \"row_count\": 527}, {\"cg_000\": \"72\", \"row_count\": 525}, {\"cg_000\": \"56\", \"row_count\": 524}, {\"cg_000\": \"60\", \"row_count\": 522}, {\"cg_000\": \"88\", \"row_count\": 520}, {\"cg_000\": \"78\", \"row_count\": 514}, {\"cg_000\": \"90\", \"row_count\": 509}, {\"cg_000\": \"54\", \"row_count\": 506}, {\"cg_000\": \"84\", \"row_count\": 500}, {\"cg_000\": \"80\", \"row_count\": 499}, {\"cg_000\": \"76\", \"row_count\": 494}, {\"cg_000\": \"92\", \"row_count\": 492}, {\"cg_000\": \"46\", \"row_count\": 491}, {\"cg_000\": \"24\", \"row_count\": 488}, {\"cg_000\": \"86\", \"row_count\": 487}, {\"cg_000\": \"82\", \"row_count\": 482}, {\"cg_000\": \"26\", \"row_count\": 467}, {\"cg_000\": \"48\", \"row_count\": 466}, {\"cg_000\": \"34\", \"row_count\": 447}, {\"cg_000\": \"44\", \"row_count\": 446}, {\"cg_000\": \"94\", \"row_count\": 432}, {\"cg_000\": \"36\", \"row_count\": 432}, {\"cg_000\": \"40\", \"row_count\": 423}, {\"cg_000\": \"98\", \"row_count\": 417}, {\"cg_000\": \"96\", \"row_count\": 407}, {\"cg_000\": \"30\", \"row_count\": 400}, {\"cg_000\": \"28\", \"row_count\": 387}, {\"cg_000\": \"104\", \"row_count\": 387}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 36.01}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..09629ebb8011188d8c6e379f2f2fb8c84e6dccdf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:42:35.739735+00:00", + "ended_at": "2026-05-26T00:42:50.725020+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_1b16bc726b5d64fc", + "problem_id": "v2p_n18_ab8e6ce364dabfca", + "dataset_id": "n18", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cg_000.", + "bindings": { + "group_col": "cg_000", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 576.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=13" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_1b16bc726b5d64fc.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_1b16bc726b5d64fc", + "api_calls": 0, + "input_tokens": 44939, + "cached_input_tokens": 22912, + "output_tokens": 596, + "total_tokens": 45535, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21644, + "estimated_output_tokens": 74, + "estimated_total_tokens": 21718, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14919.25, + "sql_execution_elapsed_ms_total": 36.01, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c120f5d952328a9917d386caeb1659e016f81192 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:42:50.687449+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14919.25, "started_at": "2026-05-26T00:42:35.756290+00:00", "ended_at": "2026-05-26T00:42:50.675678+00:00", "prompt_metrics": {"chars": 68412, "bytes_utf8": 68412, "lines": 2146, "estimated_tokens": 21644}, "response_metrics": {"chars": 258, "bytes_utf8": 258, "lines": 1, "estimated_tokens": 74}, "usage": {"input_tokens": 44939, "cached_input_tokens": 22912, "output_tokens": 596, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:42:50.039177Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61bb-c39d-7b50-a54e-a4f0a194db72.1779756155805706000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"cg_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"cg_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the requested grouped-count template on \\\"cg_000\\\" in the single table \\\"n18\\\".\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1d32b36a4f10f218f8aa441245e251c8a7a604f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_1b16bc726b5d64fc", + "api_calls": 0, + "input_tokens": 44939, + "cached_input_tokens": 22912, + "output_tokens": 596, + "total_tokens": 45535, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21644, + "estimated_output_tokens": 74, + "estimated_total_tokens": 21718, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14919.25, + "sql_execution_elapsed_ms_total": 36.01, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_1b16bc726b5d64fc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..965e814b0da1fa7f7729eb6f11352d6918dfb87f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68750, "bytes_utf8": 68750, "lines": 2151, "estimated_tokens": 21727}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 464, "bytes_utf8": 464, "lines": 1, "estimated_tokens": 120}, "usage": {"input_tokens": 45022, "cached_input_tokens": 44416, "output_tokens": 642, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ff3888e9a4626f0434674ccdca54f02c08d8ce0e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_2394ff581e8b75bd", + "api_calls": 0, + "input_tokens": 45022, + "cached_input_tokens": 44416, + "output_tokens": 642, + "total_tokens": 45664, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21727, + "estimated_output_tokens": 120, + "estimated_total_tokens": 21847, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15663.75, + "sql_execution_elapsed_ms_total": 24.17, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e50b63642b6cd19555019f701960026b62b95ec4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:42:50.741016+00:00", + "ended_at": "2026-05-26T00:43:06.404901+00:00", + "elapsed_ms": 15663.75, + "prompt_metrics": { + "chars": 68750, + "bytes_utf8": 68750, + "lines": 2151, + "estimated_tokens": 21727 + }, + "stdout_metrics": { + "chars": 823, + "bytes_utf8": 823, + "lines": 4, + "estimated_tokens": 234 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 464, + "bytes_utf8": 464, + "lines": 1, + "estimated_tokens": 120 + }, + "usage": { + "input_tokens": 45022, + "cached_input_tokens": 44416, + "output_tokens": 642, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0d33004183889cc9635f9e80f445cf95cc52277a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=class, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "class", + "condition_col": "class", + "condition_value": "pos", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 34492.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2fd81132914c2b855b718d099a5de38ad9380e64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bb-fe1f-7a52-b703-42aa0e745e19"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"class\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n18\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col=\\\"class\\\" and condition_col=\\\"class\\\". Because the grouping column and condition column are the same, the rate is 1.0 for the \\\"pos\\\" group and 0.0 for other class groups.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45022,"cached_input_tokens":44416,"output_tokens":642,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a564153b9d53987fa107a51e2ee4c681c0fc3f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"class\",\n AVG(CASE WHEN \"class\" = 'pos' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n18\"\nGROUP BY \"class\"\nORDER BY condition_rate DESC;","notes":"Applied the provided Grouped Condition Rate template with group_col=\"class\" and condition_col=\"class\". Because the grouping column and condition column are the same, the rate is 1.0 for the \"pos\" group and 0.0 for other class groups."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f7ee916efd62aba80844798de8a0fd95f95ea8bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=class, condition_col=class. +Result preview: [{"class": "pos", "condition_rate": 1.0}, {"class": "neg", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..daf71817e8e80548cfce7a2fe6f0174538e887d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_2394ff581e8b75bd +-- problem_id: v2p_n18_5aed2dfa8b8d9b15 +-- realization_mode: agent +-- source_kind: agent +SELECT "class", + AVG(CASE WHEN "class" = 'pos' THEN 1 ELSE 0 END) AS condition_rate +FROM "n18" +GROUP BY "class" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a4c89ae51f79b2a964b03c82a2100d286499c93b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"class\",\n AVG(CASE WHEN \"class\" = 'pos' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n18\"\nGROUP BY \"class\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"class\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n18\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"class\", \"condition_rate\"], \"rows\": [{\"class\": \"pos\", \"condition_rate\": 1.0}, {\"class\": \"neg\", \"condition_rate\": 0.0}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 24.17}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..45caac2fb85091a73798dd170f180628546ac986 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:42:50.725406+00:00", + "ended_at": "2026-05-26T00:43:06.443184+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_2394ff581e8b75bd", + "problem_id": "v2p_n18_5aed2dfa8b8d9b15", + "dataset_id": "n18", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=class, condition_col=class.", + "bindings": { + "group_col": "class", + "condition_col": "class", + "condition_value": "pos", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 34492.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_2394ff581e8b75bd.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_2394ff581e8b75bd", + "api_calls": 0, + "input_tokens": 45022, + "cached_input_tokens": 44416, + "output_tokens": 642, + "total_tokens": 45664, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21727, + "estimated_output_tokens": 120, + "estimated_total_tokens": 21847, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15663.75, + "sql_execution_elapsed_ms_total": 24.17, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9e6bdbba677b32e5ee1cfe85fef0273b2141719d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:43:06.417463+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15663.75, "started_at": "2026-05-26T00:42:50.741016+00:00", "ended_at": "2026-05-26T00:43:06.404901+00:00", "prompt_metrics": {"chars": 68750, "bytes_utf8": 68750, "lines": 2151, "estimated_tokens": 21727}, "response_metrics": {"chars": 464, "bytes_utf8": 464, "lines": 1, "estimated_tokens": 120}, "usage": {"input_tokens": 45022, "cached_input_tokens": 44416, "output_tokens": 642, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"class\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n18\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col=\\\"class\\\" and condition_col=\\\"class\\\". Because the grouping column and condition column are the same, the rate is 1.0 for the \\\"pos\\\" group and 0.0 for other class groups.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..526383e1ac3f70eed1e891f061fa1370c3898cc5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_2394ff581e8b75bd", + "api_calls": 0, + "input_tokens": 45022, + "cached_input_tokens": 44416, + "output_tokens": 642, + "total_tokens": 45664, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21727, + "estimated_output_tokens": 120, + "estimated_total_tokens": 21847, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15663.75, + "sql_execution_elapsed_ms_total": 24.17, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2394ff581e8b75bd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bc0658789c6da48fc8c750cc9eb1d12cac82ba6c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68812, "bytes_utf8": 68812, "lines": 2152, "estimated_tokens": 21771}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 510, "bytes_utf8": 510, "lines": 1, "estimated_tokens": 157}, "usage": {"input_tokens": 45066, "cached_input_tokens": 44416, "output_tokens": 1555, "reasoning_output_tokens": 1392}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e5719d2bc41fd7b459c54d949707542ff544dbbd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_24c4f555f3aa49ac", + "api_calls": 0, + "input_tokens": 45066, + "cached_input_tokens": 44416, + "output_tokens": 1555, + "total_tokens": 46621, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21771, + "estimated_output_tokens": 157, + "estimated_total_tokens": 21928, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34193.19, + "sql_execution_elapsed_ms_total": 30.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c40ff99ea4d48a5c6676710275669ac0502bddf7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:43:06.457987+00:00", + "ended_at": "2026-05-26T00:43:40.651444+00:00", + "elapsed_ms": 34193.19, + "prompt_metrics": { + "chars": 68812, + "bytes_utf8": 68812, + "lines": 2152, + "estimated_tokens": 21771 + }, + "stdout_metrics": { + "chars": 895, + "bytes_utf8": 895, + "lines": 4, + "estimated_tokens": 290 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 510, + "bytes_utf8": 510, + "lines": 1, + "estimated_tokens": 157 + }, + "usage": { + "input_tokens": 45066, + "cached_input_tokens": 44416, + "output_tokens": 1555, + "reasoning_output_tokens": 1392 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7fb82587ea9653440be19ec90c31b06453b499b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2152 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=au_000.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "ae_000", + "group_col_2": "au_000", + "predicate_col": "az_006", + "predicate_op": ">=", + "predicate_value": 1884.0, + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 117506.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2e1f260bae796d4d6da3df53550d84c5ffb14deb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bc-3b82-7fe0-a8ca-d5c14dfc6d04"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT\\n \\\"ae_000\\\",\\n \\\"au_000\\\",\\n COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"az_006\\\", '') IS NOT NULL\\n AND CAST(\\\"az_006\\\" AS REAL) >= 1884.0\\nGROUP BY \\\"ae_000\\\", \\\"au_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the provided filtered two-dimensional group-count template on \\\"ae_000\\\" and \\\"au_000\\\". Empty \\\"az_006\\\" values are excluded and remaining values are cast to REAL so the >= 1884.0 filter is numeric in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45066,"cached_input_tokens":44416,"output_tokens":1555,"reasoning_output_tokens":1392}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..40c534c2322425842f9377801227c9a914a82610 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT\n \"ae_000\",\n \"au_000\",\n COUNT(*) AS \"row_count\"\nFROM \"n18\"\nWHERE NULLIF(\"az_006\", '') IS NOT NULL\n AND CAST(\"az_006\" AS REAL) >= 1884.0\nGROUP BY \"ae_000\", \"au_000\"\nORDER BY \"row_count\" DESC;","notes":"Uses the provided filtered two-dimensional group-count template on \"ae_000\" and \"au_000\". Empty \"az_006\" values are excluded and remaining values are cast to REAL so the >= 1884.0 filter is numeric in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e62ae46808dd9a1ed24068d62d4e67150caa73b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=au_000. +Result preview: [{"ae_000": "0", "au_000": "0", "row_count": 22534}, {"ae_000": "", "au_000": "0", "row_count": 1006}, {"ae_000": "2", "au_000": "0", "row_count": 282}, {"ae_000": "0", "au_000": "", "row_count": 179}, {"ae_000": "4", "au_000": "0", "row_count": 65}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..076213ddbee88e7d6d7a32a337ff182d27a8bf94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n18_24c4f555f3aa49ac +-- problem_id: v2p_n18_a0274c4940f23ed2 +-- realization_mode: agent +-- source_kind: agent +SELECT + "ae_000", + "au_000", + COUNT(*) AS "row_count" +FROM "n18" +WHERE NULLIF("az_006", '') IS NOT NULL + AND CAST("az_006" AS REAL) >= 1884.0 +GROUP BY "ae_000", "au_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4fd494069a2bfcc292e9aabecb3ccea6256746d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT\n \"ae_000\",\n \"au_000\",\n COUNT(*) AS \"row_count\"\nFROM \"n18\"\nWHERE NULLIF(\"az_006\", '') IS NOT NULL\n AND CAST(\"az_006\" AS REAL) >= 1884.0\nGROUP BY \"ae_000\", \"au_000\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT\\n \\\"ae_000\\\",\\n \\\"au_000\\\",\\n COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"az_006\\\", '') IS NOT NULL\\n AND CAST(\\\"az_006\\\" AS REAL) >= 1884.0\\nGROUP BY \\\"ae_000\\\", \\\"au_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"ae_000\", \"au_000\", \"row_count\"], \"rows\": [{\"ae_000\": \"0\", \"au_000\": \"0\", \"row_count\": 22534}, {\"ae_000\": \"\", \"au_000\": \"0\", \"row_count\": 1006}, {\"ae_000\": \"2\", \"au_000\": \"0\", \"row_count\": 282}, {\"ae_000\": \"0\", \"au_000\": \"\", \"row_count\": 179}, {\"ae_000\": \"4\", \"au_000\": \"0\", \"row_count\": 65}, {\"ae_000\": \"8\", \"au_000\": \"0\", \"row_count\": 41}, {\"ae_000\": \"6\", \"au_000\": \"0\", \"row_count\": 36}, {\"ae_000\": \"14\", \"au_000\": \"0\", \"row_count\": 34}, {\"ae_000\": \"10\", \"au_000\": \"0\", \"row_count\": 31}, {\"ae_000\": \"18\", \"au_000\": \"0\", \"row_count\": 27}, {\"ae_000\": \"12\", \"au_000\": \"0\", \"row_count\": 23}, {\"ae_000\": \"\", \"au_000\": \"\", \"row_count\": 22}, {\"ae_000\": \"16\", \"au_000\": \"0\", \"row_count\": 20}, {\"ae_000\": \"22\", \"au_000\": \"0\", \"row_count\": 18}, {\"ae_000\": \"28\", \"au_000\": \"0\", \"row_count\": 15}, {\"ae_000\": \"26\", \"au_000\": \"0\", \"row_count\": 14}, {\"ae_000\": \"44\", \"au_000\": \"0\", \"row_count\": 13}, {\"ae_000\": \"34\", \"au_000\": \"0\", \"row_count\": 11}, {\"ae_000\": \"20\", \"au_000\": \"0\", \"row_count\": 10}, {\"ae_000\": \"206\", \"au_000\": \"0\", \"row_count\": 10}, {\"ae_000\": \"24\", \"au_000\": \"0\", \"row_count\": 10}, {\"ae_000\": \"36\", \"au_000\": \"0\", \"row_count\": 10}, {\"ae_000\": \"58\", \"au_000\": \"0\", \"row_count\": 10}, {\"ae_000\": \"180\", \"au_000\": \"0\", \"row_count\": 9}, {\"ae_000\": \"32\", \"au_000\": \"0\", \"row_count\": 9}, {\"ae_000\": \"140\", \"au_000\": \"0\", \"row_count\": 8}, {\"ae_000\": \"30\", \"au_000\": \"0\", \"row_count\": 8}, {\"ae_000\": \"38\", \"au_000\": \"0\", \"row_count\": 8}, {\"ae_000\": \"40\", \"au_000\": \"0\", \"row_count\": 8}, {\"ae_000\": \"42\", \"au_000\": \"0\", \"row_count\": 8}, {\"ae_000\": \"56\", \"au_000\": \"0\", \"row_count\": 8}, {\"ae_000\": \"76\", \"au_000\": \"0\", \"row_count\": 8}, {\"ae_000\": \"84\", \"au_000\": \"0\", \"row_count\": 8}, {\"ae_000\": \"124\", \"au_000\": \"0\", \"row_count\": 7}, {\"ae_000\": \"134\", \"au_000\": \"0\", \"row_count\": 7}, {\"ae_000\": \"172\", \"au_000\": \"0\", \"row_count\": 7}, {\"ae_000\": \"390\", \"au_000\": \"0\", \"row_count\": 7}, {\"ae_000\": \"458\", \"au_000\": \"0\", \"row_count\": 7}, {\"ae_000\": \"52\", \"au_000\": \"0\", \"row_count\": 7}, {\"ae_000\": \"54\", \"au_000\": \"0\", \"row_count\": 7}, {\"ae_000\": \"92\", \"au_000\": \"0\", \"row_count\": 7}, {\"ae_000\": \"94\", \"au_000\": \"0\", \"row_count\": 7}, {\"ae_000\": \"112\", \"au_000\": \"0\", \"row_count\": 6}, {\"ae_000\": \"160\", \"au_000\": \"0\", \"row_count\": 6}, {\"ae_000\": \"162\", \"au_000\": \"0\", \"row_count\": 6}, {\"ae_000\": \"342\", \"au_000\": \"0\", \"row_count\": 6}, {\"ae_000\": \"50\", \"au_000\": \"0\", \"row_count\": 6}, {\"ae_000\": \"60\", \"au_000\": \"0\", \"row_count\": 6}, {\"ae_000\": \"70\", \"au_000\": \"0\", \"row_count\": 6}, {\"ae_000\": \"108\", \"au_000\": \"0\", \"row_count\": 5}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 30.06}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..95044e1491a6865f383d4d341b9b412afa5b4090 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:43:06.443578+00:00", + "ended_at": "2026-05-26T00:43:40.695781+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_24c4f555f3aa49ac", + "problem_id": "v2p_n18_a0274c4940f23ed2", + "dataset_id": "n18", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=au_000.", + "bindings": { + "group_col": "ae_000", + "group_col_2": "au_000", + "predicate_col": "az_006", + "predicate_op": ">=", + "predicate_value": 1884.0, + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 117506.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=49" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_24c4f555f3aa49ac.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_24c4f555f3aa49ac", + "api_calls": 0, + "input_tokens": 45066, + "cached_input_tokens": 44416, + "output_tokens": 1555, + "total_tokens": 46621, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21771, + "estimated_output_tokens": 157, + "estimated_total_tokens": 21928, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34193.19, + "sql_execution_elapsed_ms_total": 30.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..251611cf00b11dedd4fc6a8da9ca87a7c2d6e99d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:43:40.664171+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 34193.19, "started_at": "2026-05-26T00:43:06.457987+00:00", "ended_at": "2026-05-26T00:43:40.651444+00:00", "prompt_metrics": {"chars": 68812, "bytes_utf8": 68812, "lines": 2152, "estimated_tokens": 21771}, "response_metrics": {"chars": 510, "bytes_utf8": 510, "lines": 1, "estimated_tokens": 157}, "usage": {"input_tokens": 45066, "cached_input_tokens": 44416, "output_tokens": 1555, "reasoning_output_tokens": 1392}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT\\n \\\"ae_000\\\",\\n \\\"au_000\\\",\\n COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"az_006\\\", '') IS NOT NULL\\n AND CAST(\\\"az_006\\\" AS REAL) >= 1884.0\\nGROUP BY \\\"ae_000\\\", \\\"au_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the provided filtered two-dimensional group-count template on \\\"ae_000\\\" and \\\"au_000\\\". Empty \\\"az_006\\\" values are excluded and remaining values are cast to REAL so the >= 1884.0 filter is numeric in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e0d581a0420d332ebe783294bedecc270f400eac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_24c4f555f3aa49ac", + "api_calls": 0, + "input_tokens": 45066, + "cached_input_tokens": 44416, + "output_tokens": 1555, + "total_tokens": 46621, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21771, + "estimated_output_tokens": 157, + "estimated_total_tokens": 21928, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34193.19, + "sql_execution_elapsed_ms_total": 30.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_24c4f555f3aa49ac/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e1a738e25a08b67d4520390ee7a19f46aa697d89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68588, "bytes_utf8": 68588, "lines": 2148, "estimated_tokens": 21686}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 455, "bytes_utf8": 455, "lines": 1, "estimated_tokens": 116}, "usage": {"input_tokens": 44981, "cached_input_tokens": 22912, "output_tokens": 971, "reasoning_output_tokens": 849}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8cff07dd82564de3b2a104978bf717e5337d4c9f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_25e32e651cb84f60", + "api_calls": 0, + "input_tokens": 44981, + "cached_input_tokens": 22912, + "output_tokens": 971, + "total_tokens": 45952, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21686, + "estimated_output_tokens": 116, + "estimated_total_tokens": 21802, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 24452.83, + "sql_execution_elapsed_ms_total": 104.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9d7c988e4c171a0cdaff0b2c5dee6389b3997c7f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:43:40.711642+00:00", + "ended_at": "2026-05-26T00:44:05.164700+00:00", + "elapsed_ms": 24452.83, + "prompt_metrics": { + "chars": 68588, + "bytes_utf8": 68588, + "lines": 2148, + "estimated_tokens": 21686 + }, + "stdout_metrics": { + "chars": 817, + "bytes_utf8": 817, + "lines": 4, + "estimated_tokens": 230 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 455, + "bytes_utf8": 455, + "lines": 1, + "estimated_tokens": 116 + }, + "usage": { + "input_tokens": 44981, + "cached_input_tokens": 22912, + "output_tokens": 971, + "reasoning_output_tokens": 849 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f340d72945fecdb1e8b77dfeaabf60bb10246e2c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=cf_000, measure_col=du_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cf_000", + "measure_col": "du_000", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3132440.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..024137123a9870981422e2a614989a47ff910e4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bc-c151-7810-bee1-312e9a6bde42"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"cf_000\\\",\\n AVG(CAST(NULLIF(\\\"du_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cf_000\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested Window Partition Average template with \\\"cf_000\\\" as the partition key. Because \\\"du_000\\\" is stored as TEXT, empty strings are treated as NULL and numeric values are cast to REAL before averaging.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44981,"cached_input_tokens":22912,"output_tokens":971,"reasoning_output_tokens":849}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..24695d83460f10b4b3ede3559f777dce0cda8761 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"cf_000\",\n AVG(CAST(NULLIF(\"du_000\", '') AS REAL)) OVER (PARTITION BY \"cf_000\") AS \"avg_measure\"\nFROM \"n18\"\nORDER BY \"avg_measure\" DESC;","notes":"Uses the requested Window Partition Average template with \"cf_000\" as the partition key. Because \"du_000\" is stored as TEXT, empty strings are treated as NULL and numeric values are cast to REAL before averaging."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2e91eec91d82ec8cfd86bb7fb38c876658b852d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:44:03.428070Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61bc-c151-7810-bee1-312e9a6bde42.1779756220754177000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..59eb0084481c0168a0bd04e734f80ccb11b56de7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=cf_000, measure_col=du_000. +Result preview: [{"cf_000": "23044", "avg_measure": 172174720.0}, {"cf_000": "16512", "avg_measure": 159762180.0}, {"cf_000": "223146", "avg_measure": 156252840.0}, {"cf_000": "82934", "avg_measure": 104438780.0}, {"cf_000": "3290", "avg_measure": 98579780.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..fa2366fbf94559cd856bfdfa607a57f88c37cd3f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_25e32e651cb84f60 +-- problem_id: v2p_n18_1d09d389e160e008 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "cf_000", + AVG(CAST(NULLIF("du_000", '') AS REAL)) OVER (PARTITION BY "cf_000") AS "avg_measure" +FROM "n18" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d4606a6b6f9bb117258fb140170998f752a274e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"cf_000\",\n AVG(CAST(NULLIF(\"du_000\", '') AS REAL)) OVER (PARTITION BY \"cf_000\") AS \"avg_measure\"\nFROM \"n18\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"cf_000\\\",\\n AVG(CAST(NULLIF(\\\"du_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cf_000\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"cf_000\", \"avg_measure\"], \"rows\": [{\"cf_000\": \"23044\", \"avg_measure\": 172174720.0}, {\"cf_000\": \"16512\", \"avg_measure\": 159762180.0}, {\"cf_000\": \"223146\", \"avg_measure\": 156252840.0}, {\"cf_000\": \"82934\", \"avg_measure\": 104438780.0}, {\"cf_000\": \"3290\", \"avg_measure\": 98579780.0}, {\"cf_000\": \"39800\", \"avg_measure\": 91228220.0}, {\"cf_000\": \"31218\", \"avg_measure\": 82801840.0}, {\"cf_000\": \"50800\", \"avg_measure\": 70659380.0}, {\"cf_000\": \"464\", \"avg_measure\": 61360950.0}, {\"cf_000\": \"1616\", \"avg_measure\": 55558540.0}, {\"cf_000\": \"20054\", \"avg_measure\": 49904660.0}, {\"cf_000\": \"8378\", \"avg_measure\": 46195980.0}, {\"cf_000\": \"1210\", \"avg_measure\": 38451620.0}, {\"cf_000\": \"28246\", \"avg_measure\": 37215940.0}, {\"cf_000\": \"12446\", \"avg_measure\": 35718760.0}, {\"cf_000\": \"146\", \"avg_measure\": 35315933.333333336}, {\"cf_000\": \"140934\", \"avg_measure\": 33825660.0}, {\"cf_000\": \"1506\", \"avg_measure\": 31190400.0}, {\"cf_000\": \"816\", \"avg_measure\": 30886720.0}, {\"cf_000\": \"2796\", \"avg_measure\": 30624460.0}, {\"cf_000\": \"1846\", \"avg_measure\": 27442580.0}, {\"cf_000\": \"316\", \"avg_measure\": 27124960.0}, {\"cf_000\": \"6920\", \"avg_measure\": 27084860.0}, {\"cf_000\": \"16774\", \"avg_measure\": 26939980.0}, {\"cf_000\": \"1594\", \"avg_measure\": 26878020.0}, {\"cf_000\": \"164\", \"avg_measure\": 26133848.0}, {\"cf_000\": \"416\", \"avg_measure\": 25769173.333333332}, {\"cf_000\": \"14130\", \"avg_measure\": 25747640.0}, {\"cf_000\": \"180\", \"avg_measure\": 24881020.0}, {\"cf_000\": \"6832\", \"avg_measure\": 24238340.0}, {\"cf_000\": \"3044\", \"avg_measure\": 23926960.0}, {\"cf_000\": \"2376\", \"avg_measure\": 23276780.0}, {\"cf_000\": \"11672\", \"avg_measure\": 20459420.0}, {\"cf_000\": \"692\", \"avg_measure\": 20443160.0}, {\"cf_000\": \"468\", \"avg_measure\": 19185780.0}, {\"cf_000\": \"122\", \"avg_measure\": 18888563.333333332}, {\"cf_000\": \"348\", \"avg_measure\": 18740860.0}, {\"cf_000\": \"200\", \"avg_measure\": 18665832.0}, {\"cf_000\": \"336\", \"avg_measure\": 18541980.0}, {\"cf_000\": \"112\", \"avg_measure\": 18440562.85714286}, {\"cf_000\": \"842\", \"avg_measure\": 17676600.0}, {\"cf_000\": \"90\", \"avg_measure\": 17597788.888888888}, {\"cf_000\": \"8282\", \"avg_measure\": 17490680.0}, {\"cf_000\": \"58\", \"avg_measure\": 17343164.76190476}, {\"cf_000\": \"366\", \"avg_measure\": 17123620.0}, {\"cf_000\": \"2486\", \"avg_measure\": 17065060.0}, {\"cf_000\": \"11884\", \"avg_measure\": 16859920.0}, {\"cf_000\": \"1316\", \"avg_measure\": 16137920.0}, {\"cf_000\": \"4076\", \"avg_measure\": 16107820.0}, {\"cf_000\": \"3110\", \"avg_measure\": 16052960.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 104.55}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0e462084235b880498808ef2e116bbd17357da9d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:43:40.696136+00:00", + "ended_at": "2026-05-26T00:44:05.283768+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_25e32e651cb84f60", + "problem_id": "v2p_n18_1d09d389e160e008", + "dataset_id": "n18", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=cf_000, measure_col=du_000.", + "bindings": { + "group_col": "cf_000", + "measure_col": "du_000", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3132440.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_25e32e651cb84f60.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_25e32e651cb84f60", + "api_calls": 0, + "input_tokens": 44981, + "cached_input_tokens": 22912, + "output_tokens": 971, + "total_tokens": 45952, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21686, + "estimated_output_tokens": 116, + "estimated_total_tokens": 21802, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 24452.83, + "sql_execution_elapsed_ms_total": 104.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..26df7bca726023644feeda68005a2ef4c570f2cb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:44:05.176157+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 24452.83, "started_at": "2026-05-26T00:43:40.711642+00:00", "ended_at": "2026-05-26T00:44:05.164700+00:00", "prompt_metrics": {"chars": 68588, "bytes_utf8": 68588, "lines": 2148, "estimated_tokens": 21686}, "response_metrics": {"chars": 455, "bytes_utf8": 455, "lines": 1, "estimated_tokens": 116}, "usage": {"input_tokens": 44981, "cached_input_tokens": 22912, "output_tokens": 971, "reasoning_output_tokens": 849}, "stderr_preview": "2026-05-26T00:44:03.428070Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61bc-c151-7810-bee1-312e9a6bde42.1779756220754177000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"cf_000\\\",\\n AVG(CAST(NULLIF(\\\"du_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cf_000\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested Window Partition Average template with \\\"cf_000\\\" as the partition key. Because \\\"du_000\\\" is stored as TEXT, empty strings are treated as NULL and numeric values are cast to REAL before averaging.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1395b12d98b86b29c7b415b446f3a54c7c1a1363 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_25e32e651cb84f60/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_25e32e651cb84f60", + "api_calls": 0, + "input_tokens": 44981, + "cached_input_tokens": 22912, + "output_tokens": 971, + "total_tokens": 45952, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21686, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68816, "bytes_utf8": 68816, "lines": 2152, "estimated_tokens": 21773}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 562, "bytes_utf8": 562, "lines": 1, "estimated_tokens": 156}, "usage": {"input_tokens": 45068, "cached_input_tokens": 22912, "output_tokens": 1455, "reasoning_output_tokens": 1293}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f9965dec1b6e9065cd683cae79a930cb448f5a8f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_26a1582ab3ad8f6a", + "api_calls": 0, + "input_tokens": 45068, + "cached_input_tokens": 22912, + "output_tokens": 1455, + "total_tokens": 46523, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21773, + "estimated_output_tokens": 156, + "estimated_total_tokens": 21929, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30775.55, + "sql_execution_elapsed_ms_total": 29.02, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..993d3b683fd3f605e27f00d9ba1bb9423d86a9b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:44:05.298834+00:00", + "ended_at": "2026-05-26T00:44:36.074623+00:00", + "elapsed_ms": 30775.55, + "prompt_metrics": { + "chars": 68816, + "bytes_utf8": 68816, + "lines": 2152, + "estimated_tokens": 21773 + }, + "stdout_metrics": { + "chars": 940, + "bytes_utf8": 940, + "lines": 4, + "estimated_tokens": 281 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 562, + "bytes_utf8": 562, + "lines": 1, + "estimated_tokens": 156 + }, + "usage": { + "input_tokens": 45068, + "cached_input_tokens": 22912, + "output_tokens": 1455, + "reasoning_output_tokens": 1293 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d0c232a4dd55e185f01b1b650d36f3325b568e6a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2152 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=cd_000.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "ae_000", + "group_col_2": "cd_000", + "predicate_col": "ba_000", + "predicate_op": ">=", + "predicate_value": 1052220.0, + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3031738.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d048ce3c4ee6283e416997f57dbd3760bf19b7c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bd-2159-7371-adf0-2e92e4ffa85b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"cd_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"ba_000\\\", '') AS REAL) >= 1052220.0\\nGROUP BY \\\"ae_000\\\", \\\"cd_000\\\"\\nORDER BY \\\"row_count\\\" DESC\\nLIMIT 13;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with \\\"ae_000\\\" and \\\"cd_000\\\" as the grouping columns. \\\"ba_000\\\" is cast to REAL via NULLIF because the SQLite schema stores values as TEXT and missing values appear as empty strings. LIMIT 13 applies the provided top_k binding.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45068,"cached_input_tokens":22912,"output_tokens":1455,"reasoning_output_tokens":1293}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f70d9eb48c3a0bfbc8126e6e9c701d4beae8423f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"ae_000\", \"cd_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nWHERE CAST(NULLIF(\"ba_000\", '') AS REAL) >= 1052220.0\nGROUP BY \"ae_000\", \"cd_000\"\nORDER BY \"row_count\" DESC\nLIMIT 13;","notes":"Uses the planned filtered two-dimensional group count template with \"ae_000\" and \"cd_000\" as the grouping columns. \"ba_000\" is cast to REAL via NULLIF because the SQLite schema stores values as TEXT and missing values appear as empty strings. LIMIT 13 applies the provided top_k binding."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a6a4a45b4f6ee34552b9d9eec86a1df1f57395c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=cd_000. +Result preview: [{"ae_000": "0", "cd_000": "1209600", "row_count": 21193}, {"ae_000": "", "cd_000": "1209600", "row_count": 2103}, {"ae_000": "", "cd_000": "", "row_count": 180}, {"ae_000": "0", "cd_000": "", "row_count": 78}, {"ae_000": "134", "cd_000": "1209600", "row_count": 7}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c3e95ccf50cdf50940bbec430bb83029de3ab75a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n18_26a1582ab3ad8f6a +-- problem_id: v2p_n18_851b86c4f2b2ab53 +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", "cd_000", COUNT(*) AS "row_count" +FROM "n18" +WHERE CAST(NULLIF("ba_000", '') AS REAL) >= 1052220.0 +GROUP BY "ae_000", "cd_000" +ORDER BY "row_count" DESC +LIMIT 13; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..64ae94070a24b34994393b95db72869f3956b18c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"ae_000\", \"cd_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nWHERE CAST(NULLIF(\"ba_000\", '') AS REAL) >= 1052220.0\nGROUP BY \"ae_000\", \"cd_000\"\nORDER BY \"row_count\" DESC\nLIMIT 13;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"cd_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"ba_000\\\", '') AS REAL) >= 1052220.0\\nGROUP BY \\\"ae_000\\\", \\\"cd_000\\\"\\nORDER BY \\\"row_count\\\" DESC\\nLIMIT 13;\", \"columns\": [\"ae_000\", \"cd_000\", \"row_count\"], \"rows\": [{\"ae_000\": \"0\", \"cd_000\": \"1209600\", \"row_count\": 21193}, {\"ae_000\": \"\", \"cd_000\": \"1209600\", \"row_count\": 2103}, {\"ae_000\": \"\", \"cd_000\": \"\", \"row_count\": 180}, {\"ae_000\": \"0\", \"cd_000\": \"\", \"row_count\": 78}, {\"ae_000\": \"134\", \"cd_000\": \"1209600\", \"row_count\": 7}, {\"ae_000\": \"180\", \"cd_000\": \"1209600\", \"row_count\": 7}, {\"ae_000\": \"342\", \"cd_000\": \"1209600\", \"row_count\": 7}, {\"ae_000\": \"206\", \"cd_000\": \"1209600\", \"row_count\": 6}, {\"ae_000\": \"36\", \"cd_000\": \"1209600\", \"row_count\": 6}, {\"ae_000\": \"50\", \"cd_000\": \"1209600\", \"row_count\": 6}, {\"ae_000\": \"92\", \"cd_000\": \"1209600\", \"row_count\": 6}, {\"ae_000\": \"160\", \"cd_000\": \"1209600\", \"row_count\": 5}, {\"ae_000\": \"164\", \"cd_000\": \"1209600\", \"row_count\": 5}], \"row_count_returned\": 13, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 29.02}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..afd67341d396dc86328f10e38b357e15abb1fda5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:44:05.284530+00:00", + "ended_at": "2026-05-26T00:44:36.118435+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_26a1582ab3ad8f6a", + "problem_id": "v2p_n18_851b86c4f2b2ab53", + "dataset_id": "n18", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=cd_000.", + "bindings": { + "group_col": "ae_000", + "group_col_2": "cd_000", + "predicate_col": "ba_000", + "predicate_op": ">=", + "predicate_value": 1052220.0, + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3031738.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=53" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_26a1582ab3ad8f6a.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_26a1582ab3ad8f6a", + "api_calls": 0, + "input_tokens": 45068, + "cached_input_tokens": 22912, + "output_tokens": 1455, + "total_tokens": 46523, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21773, + "estimated_output_tokens": 156, + "estimated_total_tokens": 21929, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30775.55, + "sql_execution_elapsed_ms_total": 29.02, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..32ab7b5b1f79f1f0017995c2253f50b5d71f6de5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:44:36.087553+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 30775.55, "started_at": "2026-05-26T00:44:05.298834+00:00", "ended_at": "2026-05-26T00:44:36.074623+00:00", "prompt_metrics": {"chars": 68816, "bytes_utf8": 68816, "lines": 2152, "estimated_tokens": 21773}, "response_metrics": {"chars": 562, "bytes_utf8": 562, "lines": 1, "estimated_tokens": 156}, "usage": {"input_tokens": 45068, "cached_input_tokens": 22912, "output_tokens": 1455, "reasoning_output_tokens": 1293}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"cd_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"ba_000\\\", '') AS REAL) >= 1052220.0\\nGROUP BY \\\"ae_000\\\", \\\"cd_000\\\"\\nORDER BY \\\"row_count\\\" DESC\\nLIMIT 13;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with \\\"ae_000\\\" and \\\"cd_000\\\" as the grouping columns. \\\"ba_000\\\" is cast to REAL via NULLIF because the SQLite schema stores values as TEXT and missing values appear as empty strings. LIMIT 13 applies the provided top_k binding.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..900c71bf7e3cb03b990c11f6b0c06c4277c5b4ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_26a1582ab3ad8f6a", + "api_calls": 0, + "input_tokens": 45068, + "cached_input_tokens": 22912, + "output_tokens": 1455, + "total_tokens": 46523, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21773, + "estimated_output_tokens": 156, + "estimated_total_tokens": 21929, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30775.55, + "sql_execution_elapsed_ms_total": 29.02, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26a1582ab3ad8f6a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e06acfbee51439c97a24473b97094178f2bf480e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68503, "bytes_utf8": 68503, "lines": 2148, "estimated_tokens": 21674}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 443, "bytes_utf8": 443, "lines": 1, "estimated_tokens": 114}, "usage": {"input_tokens": 44969, "cached_input_tokens": 44416, "output_tokens": 578, "reasoning_output_tokens": 458}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5f409a2fe023232615fd7bf4c3b58bf3682a9cd5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_26ce3aba9541bd5e", + "api_calls": 0, + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 578, + "total_tokens": 45547, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21674, + "estimated_output_tokens": 114, + "estimated_total_tokens": 21788, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14687.0, + "sql_execution_elapsed_ms_total": 34.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9b3162a574f38ca8a34f77a26a8df535c3b678d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:44:36.134159+00:00", + "ended_at": "2026-05-26T00:44:50.821309+00:00", + "elapsed_ms": 14687.0, + "prompt_metrics": { + "chars": 68503, + "bytes_utf8": 68503, + "lines": 2148, + "estimated_tokens": 21674 + }, + "stdout_metrics": { + "chars": 805, + "bytes_utf8": 805, + "lines": 4, + "estimated_tokens": 231 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 105 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 443, + "bytes_utf8": 443, + "lines": 1, + "estimated_tokens": 114 + }, + "usage": { + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 578, + "reasoning_output_tokens": 458 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d486e5b21629b4b317f466ad8b34a4c6848eb36e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=au_000, measure_col=ag_003.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "au_000", + "measure_col": "ag_003", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3466.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d0e7d5a7b46c0076078319a1e8561d85ac781fce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bd-99da-7323-ad6c-7f3d6b8009a2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"au_000\\\", SUM(CAST(NULLIF(\\\"ag_003\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"au_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applied the grouped numeric sum template with \\\"au_000\\\" as the grouping column and \\\"ag_003\\\" as the measure. Since the SQLite schema stores columns as TEXT, NULLIF handles empty strings and CAST converts values for numeric aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44969,"cached_input_tokens":44416,"output_tokens":578,"reasoning_output_tokens":458}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e0bf8989ac765dda5d0469c3815dadc4852ebef1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"au_000\", SUM(CAST(NULLIF(\"ag_003\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"au_000\"\nORDER BY \"total_measure\" DESC;","notes":"Applied the grouped numeric sum template with \"au_000\" as the grouping column and \"ag_003\" as the measure. Since the SQLite schema stores columns as TEXT, NULLIF handles empty strings and CAST converts values for numeric aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ee900e1ea3d86253c21e584420976d35d217ee11 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:44:49.819934Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61bd-99da-7323-ad6c-7f3d6b8009a2.1779756276186826000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea5bd8ae61d7db3dfb3ece0ccca0f325ed063d0d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=au_000, measure_col=ag_003. +Result preview: [{"au_000": "0", "total_measure": 6721298410.0}, {"au_000": "", "total_measure": 158474786.0}, {"au_000": "96986", "total_measure": 18206220.0}, {"au_000": "1299622", "total_measure": 13233028.0}, {"au_000": "265264", "total_measure": 10816510.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7043ef72af8a6ee1f7d3733d8b98948d8157e8fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_26ce3aba9541bd5e +-- problem_id: v2p_n18_08cb609c44311933 +-- realization_mode: agent +-- source_kind: agent +SELECT "au_000", SUM(CAST(NULLIF("ag_003", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "au_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6905cd40c6ae75ce5ee753cfffda2b634d90dbee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"au_000\", SUM(CAST(NULLIF(\"ag_003\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"au_000\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"au_000\\\", SUM(CAST(NULLIF(\\\"ag_003\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"au_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"au_000\", \"total_measure\"], \"rows\": [{\"au_000\": \"0\", \"total_measure\": 6721298410.0}, {\"au_000\": \"\", \"total_measure\": 158474786.0}, {\"au_000\": \"96986\", \"total_measure\": 18206220.0}, {\"au_000\": \"1299622\", \"total_measure\": 13233028.0}, {\"au_000\": \"265264\", \"total_measure\": 10816510.0}, {\"au_000\": \"205016\", \"total_measure\": 8581212.0}, {\"au_000\": \"11174\", \"total_measure\": 8049172.0}, {\"au_000\": \"245306\", \"total_measure\": 7851370.0}, {\"au_000\": \"475950\", \"total_measure\": 7820828.0}, {\"au_000\": \"1509122\", \"total_measure\": 6747270.0}, {\"au_000\": \"729144\", \"total_measure\": 5478784.0}, {\"au_000\": \"2698\", \"total_measure\": 5448530.0}, {\"au_000\": \"2068\", \"total_measure\": 5287394.0}, {\"au_000\": \"20738\", \"total_measure\": 4815940.0}, {\"au_000\": \"38998\", \"total_measure\": 4760320.0}, {\"au_000\": \"5711474\", \"total_measure\": 4426184.0}, {\"au_000\": \"466\", \"total_measure\": 4352498.0}, {\"au_000\": \"292312\", \"total_measure\": 4126950.0}, {\"au_000\": \"748658\", \"total_measure\": 3735166.0}, {\"au_000\": \"10292\", \"total_measure\": 3694288.0}, {\"au_000\": \"2626676\", \"total_measure\": 3618276.0}, {\"au_000\": \"26212\", \"total_measure\": 3572346.0}, {\"au_000\": \"588396\", \"total_measure\": 2505972.0}, {\"au_000\": \"249166\", \"total_measure\": 2342290.0}, {\"au_000\": \"143446\", \"total_measure\": 2321416.0}, {\"au_000\": \"720126\", \"total_measure\": 2151482.0}, {\"au_000\": \"7440\", \"total_measure\": 1857666.0}, {\"au_000\": \"1134798\", \"total_measure\": 1843474.0}, {\"au_000\": \"6132\", \"total_measure\": 1832492.0}, {\"au_000\": \"1248\", \"total_measure\": 1690868.0}, {\"au_000\": \"793618\", \"total_measure\": 1664206.0}, {\"au_000\": \"11112\", \"total_measure\": 1458190.0}, {\"au_000\": \"4448\", \"total_measure\": 776262.0}, {\"au_000\": \"862024\", \"total_measure\": 698034.0}, {\"au_000\": \"966\", \"total_measure\": 422744.0}, {\"au_000\": \"219766\", \"total_measure\": 326052.0}, {\"au_000\": \"3784\", \"total_measure\": 144780.0}, {\"au_000\": \"15014\", \"total_measure\": 124124.0}, {\"au_000\": \"2376\", \"total_measure\": 55388.0}, {\"au_000\": \"1980\", \"total_measure\": 52276.0}, {\"au_000\": \"351304\", \"total_measure\": 35098.0}, {\"au_000\": \"1094074\", \"total_measure\": 24806.0}, {\"au_000\": \"5444\", \"total_measure\": 18548.0}, {\"au_000\": \"634638\", \"total_measure\": 15958.0}, {\"au_000\": \"10082\", \"total_measure\": 9394.0}, {\"au_000\": \"139982\", \"total_measure\": 9124.0}, {\"au_000\": \"1324\", \"total_measure\": 3972.0}, {\"au_000\": \"42176\", \"total_measure\": 2618.0}, {\"au_000\": \"76044\", \"total_measure\": 2256.0}, {\"au_000\": \"97978\", \"total_measure\": 1984.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 34.54}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..92c4352f2e3275941722efcbb849f8a8ebde011c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:44:36.118827+00:00", + "ended_at": "2026-05-26T00:44:50.871440+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_26ce3aba9541bd5e", + "problem_id": "v2p_n18_08cb609c44311933", + "dataset_id": "n18", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_conditional_contrast", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=au_000, measure_col=ag_003.", + "bindings": { + "group_col": "au_000", + "measure_col": "ag_003", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3466.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=7" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_26ce3aba9541bd5e.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_26ce3aba9541bd5e", + "api_calls": 0, + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 578, + "total_tokens": 45547, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21674, + "estimated_output_tokens": 114, + "estimated_total_tokens": 21788, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14687.0, + "sql_execution_elapsed_ms_total": 34.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..515c4dc0570814f864749dd742cc3edb20c05c5b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:44:50.834621+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14687.0, "started_at": "2026-05-26T00:44:36.134159+00:00", "ended_at": "2026-05-26T00:44:50.821309+00:00", "prompt_metrics": {"chars": 68503, "bytes_utf8": 68503, "lines": 2148, "estimated_tokens": 21674}, "response_metrics": {"chars": 443, "bytes_utf8": 443, "lines": 1, "estimated_tokens": 114}, "usage": {"input_tokens": 44969, "cached_input_tokens": 44416, "output_tokens": 578, "reasoning_output_tokens": 458}, "stderr_preview": "2026-05-26T00:44:49.819934Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61bd-99da-7323-ad6c-7f3d6b8009a2.1779756276186826000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"au_000\\\", SUM(CAST(NULLIF(\\\"ag_003\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"au_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applied the grouped numeric sum template with \\\"au_000\\\" as the grouping column and \\\"ag_003\\\" as the measure. Since the SQLite schema stores columns as TEXT, NULLIF handles empty strings and CAST converts values for numeric aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..eebf49bbb3bcdd9f9b75290da3e41b4cbccf9ef2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_26ce3aba9541bd5e", + "api_calls": 0, + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 578, + "total_tokens": 45547, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21674, + "estimated_output_tokens": 114, + "estimated_total_tokens": 21788, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14687.0, + "sql_execution_elapsed_ms_total": 34.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_26ce3aba9541bd5e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9a6d2566dee80e0f5996c2a5cef87243c826fe64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68585, "bytes_utf8": 68585, "lines": 2148, "estimated_tokens": 21684}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 595, "bytes_utf8": 595, "lines": 1, "estimated_tokens": 172}, "usage": {"input_tokens": 44979, "cached_input_tokens": 44416, "output_tokens": 1730, "reasoning_output_tokens": 1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bf500daaa62b60fb6249685b68cb0304f2cade03 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_291406b3e3a40b0e", + "api_calls": 0, + "input_tokens": 44979, + "cached_input_tokens": 44416, + "output_tokens": 1730, + "total_tokens": 46709, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21684, + "estimated_output_tokens": 172, + "estimated_total_tokens": 21856, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36040.67, + "sql_execution_elapsed_ms_total": 105.8, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6d2f094fc4e53e529265c62fc03539d33863f518 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:44:50.887950+00:00", + "ended_at": "2026-05-26T00:45:26.928896+00:00", + "elapsed_ms": 36040.67, + "prompt_metrics": { + "chars": 68585, + "bytes_utf8": 68585, + "lines": 2148, + "estimated_tokens": 21684 + }, + "stdout_metrics": { + "chars": 974, + "bytes_utf8": 974, + "lines": 4, + "estimated_tokens": 301 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 595, + "bytes_utf8": 595, + "lines": 1, + "estimated_tokens": 172 + }, + "usage": { + "input_tokens": 44979, + "cached_input_tokens": 44416, + "output_tokens": 1730, + "reasoning_output_tokens": 1552 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ab8d29d4549d4c89015e83ea32d4d61c68f30ee2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=cs_009, measure_col=ec_00.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cs_009", + "measure_col": "ec_00", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 539.744, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..151fa2df9d3180ed1c0ebecc423d50e3e3c92295 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bd-d371-7de2-9ed6-5f986365b9b8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"cs_009\\\",\\n AVG(CAST(NULLIF(NULLIF(\\\"ec_00\\\", ''), 'na') AS REAL)) OVER (PARTITION BY \\\"cs_009\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(NULLIF(\\\"cs_009\\\", ''), 'na') IS NOT NULL\\n AND NULLIF(NULLIF(\\\"ec_00\\\", ''), 'na') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned window-partition-average template with \\\"cs_009\\\" as the partition key and \\\"ec_00\\\" as the measure. Filters common missing-value text sentinels before casting \\\"ec_00\\\" from TEXT to REAL for a stable SQLite average.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44979,"cached_input_tokens":44416,"output_tokens":1730,"reasoning_output_tokens":1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cda76d5939e340f825082bb018863f0e2427b644 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"cs_009\",\n AVG(CAST(NULLIF(NULLIF(\"ec_00\", ''), 'na') AS REAL)) OVER (PARTITION BY \"cs_009\") AS \"avg_measure\"\nFROM \"n18\"\nWHERE NULLIF(NULLIF(\"cs_009\", ''), 'na') IS NOT NULL\n AND NULLIF(NULLIF(\"ec_00\", ''), 'na') IS NOT NULL\nORDER BY \"avg_measure\" DESC;","notes":"Uses the planned window-partition-average template with \"cs_009\" as the partition key and \"ec_00\" as the measure. Filters common missing-value text sentinels before casting \"ec_00\" from TEXT to REAL for a stable SQLite average."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..385d4f9caa6f895b97c7e3b9185426336b38b07f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=cs_009, measure_col=ec_00. +Result preview: [{"cs_009": "194", "avg_measure": 45123.04}, {"cs_009": "84", "avg_measure": 33283.72}, {"cs_009": "82200", "avg_measure": 27172.4}, {"cs_009": "30696802", "avg_measure": 21309.7}, {"cs_009": "152", "avg_measure": 20398.04}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..91ed74023a36d4da704b453edeafc6b81775534f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_291406b3e3a40b0e +-- problem_id: v2p_n18_e35700d07cae6e58 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "cs_009", + AVG(CAST(NULLIF(NULLIF("ec_00", ''), 'na') AS REAL)) OVER (PARTITION BY "cs_009") AS "avg_measure" +FROM "n18" +WHERE NULLIF(NULLIF("cs_009", ''), 'na') IS NOT NULL + AND NULLIF(NULLIF("ec_00", ''), 'na') IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..16f90b66672babff7f9b14bb9b2ff55b0714ea7b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"cs_009\",\n AVG(CAST(NULLIF(NULLIF(\"ec_00\", ''), 'na') AS REAL)) OVER (PARTITION BY \"cs_009\") AS \"avg_measure\"\nFROM \"n18\"\nWHERE NULLIF(NULLIF(\"cs_009\", ''), 'na') IS NOT NULL\n AND NULLIF(NULLIF(\"ec_00\", ''), 'na') IS NOT NULL\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"cs_009\\\",\\n AVG(CAST(NULLIF(NULLIF(\\\"ec_00\\\", ''), 'na') AS REAL)) OVER (PARTITION BY \\\"cs_009\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(NULLIF(\\\"cs_009\\\", ''), 'na') IS NOT NULL\\n AND NULLIF(NULLIF(\\\"ec_00\\\", ''), 'na') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"cs_009\", \"avg_measure\"], \"rows\": [{\"cs_009\": \"194\", \"avg_measure\": 45123.04}, {\"cs_009\": \"84\", \"avg_measure\": 33283.72}, {\"cs_009\": \"82200\", \"avg_measure\": 27172.4}, {\"cs_009\": \"30696802\", \"avg_measure\": 21309.7}, {\"cs_009\": \"152\", \"avg_measure\": 20398.04}, {\"cs_009\": \"116\", \"avg_measure\": 20129.4}, {\"cs_009\": \"9442\", \"avg_measure\": 13705.56}, {\"cs_009\": \"26\", \"avg_measure\": 9720.36}, {\"cs_009\": \"38\", \"avg_measure\": 8779.24}, {\"cs_009\": \"24\", \"avg_measure\": 8545.826666666668}, {\"cs_009\": \"20\", \"avg_measure\": 5956.900000000001}, {\"cs_009\": \"62\", \"avg_measure\": 4667.28}, {\"cs_009\": \"12\", \"avg_measure\": 4565.713924050633}, {\"cs_009\": \"30106\", \"avg_measure\": 4064.3}, {\"cs_009\": \"2074\", \"avg_measure\": 3921.04}, {\"cs_009\": \"14\", \"avg_measure\": 3384.9187096774194}, {\"cs_009\": \"2322\", \"avg_measure\": 3181.48}, {\"cs_009\": \"10\", \"avg_measure\": 3055.0420833333333}, {\"cs_009\": \"30\", \"avg_measure\": 3047.5285714285715}, {\"cs_009\": \"54\", \"avg_measure\": 2822.16}, {\"cs_009\": \"34\", \"avg_measure\": 2759.87}, {\"cs_009\": \"5156\", \"avg_measure\": 2724.64}, {\"cs_009\": \"22\", \"avg_measure\": 2229.308571428571}, {\"cs_009\": \"4\", \"avg_measure\": 1737.6463483146067}, {\"cs_009\": \"6\", \"avg_measure\": 1703.2015584415583}, {\"cs_009\": \"8\", \"avg_measure\": 1700.3216049382715}, {\"cs_009\": \"2\", \"avg_measure\": 1516.3426834170855}, {\"cs_009\": \"28\", \"avg_measure\": 1451.3266666666666}, {\"cs_009\": \"0\", \"avg_measure\": 1333.1810055979302}, {\"cs_009\": \"62520\", \"avg_measure\": 1309.0}, {\"cs_009\": \"68\", \"avg_measure\": 1135.96}, {\"cs_009\": \"18\", \"avg_measure\": 1133.539}, {\"cs_009\": \"16\", \"avg_measure\": 1017.8149999999999}, {\"cs_009\": \"52\", \"avg_measure\": 991.48}, {\"cs_009\": \"60\", \"avg_measure\": 925.2}, {\"cs_009\": \"190328\", \"avg_measure\": 894.96}, {\"cs_009\": \"32\", \"avg_measure\": 885.7239999999999}, {\"cs_009\": \"17786\", \"avg_measure\": 800.08}, {\"cs_009\": \"44\", \"avg_measure\": 785.72}, {\"cs_009\": \"166\", \"avg_measure\": 624.8}, {\"cs_009\": \"40\", \"avg_measure\": 448.8333333333333}, {\"cs_009\": \"15216\", \"avg_measure\": 439.36}, {\"cs_009\": \"36\", \"avg_measure\": 371.81}, {\"cs_009\": \"25624\", \"avg_measure\": 160.42}, {\"cs_009\": \"15548\", \"avg_measure\": 141.06}, {\"cs_009\": \"42\", \"avg_measure\": 131.48}, {\"cs_009\": \"68912\", \"avg_measure\": 76.0}, {\"cs_009\": \"20938\", \"avg_measure\": 2.68}], \"row_count_returned\": 48, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 105.8}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..16259d01b68dc71cb583ebd78e7bb866e0e25c8d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:44:50.871944+00:00", + "ended_at": "2026-05-26T00:45:27.049230+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_291406b3e3a40b0e", + "problem_id": "v2p_n18_e35700d07cae6e58", + "dataset_id": "n18", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=cs_009, measure_col=ec_00.", + "bindings": { + "group_col": "cs_009", + "measure_col": "ec_00", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 539.744, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=137" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_291406b3e3a40b0e.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_291406b3e3a40b0e", + "api_calls": 0, + "input_tokens": 44979, + "cached_input_tokens": 44416, + "output_tokens": 1730, + "total_tokens": 46709, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21684, + "estimated_output_tokens": 172, + "estimated_total_tokens": 21856, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36040.67, + "sql_execution_elapsed_ms_total": 105.8, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..52ada72cbe6911e04a3e05427bb18b67024bf4e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:45:26.941239+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 36040.67, "started_at": "2026-05-26T00:44:50.887950+00:00", "ended_at": "2026-05-26T00:45:26.928896+00:00", "prompt_metrics": {"chars": 68585, "bytes_utf8": 68585, "lines": 2148, "estimated_tokens": 21684}, "response_metrics": {"chars": 595, "bytes_utf8": 595, "lines": 1, "estimated_tokens": 172}, "usage": {"input_tokens": 44979, "cached_input_tokens": 44416, "output_tokens": 1730, "reasoning_output_tokens": 1552}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"cs_009\\\",\\n AVG(CAST(NULLIF(NULLIF(\\\"ec_00\\\", ''), 'na') AS REAL)) OVER (PARTITION BY \\\"cs_009\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(NULLIF(\\\"cs_009\\\", ''), 'na') IS NOT NULL\\n AND NULLIF(NULLIF(\\\"ec_00\\\", ''), 'na') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned window-partition-average template with \\\"cs_009\\\" as the partition key and \\\"ec_00\\\" as the measure. Filters common missing-value text sentinels before casting \\\"ec_00\\\" from TEXT to REAL for a stable SQLite average.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2e78b1fe6320ae1ca059ab1f5be5fd3e5237b59f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_291406b3e3a40b0e", + "api_calls": 0, + "input_tokens": 44979, + "cached_input_tokens": 44416, + "output_tokens": 1730, + "total_tokens": 46709, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21684, + "estimated_output_tokens": 172, + "estimated_total_tokens": 21856, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36040.67, + "sql_execution_elapsed_ms_total": 105.8, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_291406b3e3a40b0e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..33602c1066ff2194c61f31af5067b668c3f3615c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68413, "bytes_utf8": 68413, "lines": 2146, "estimated_tokens": 21645}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 302, "bytes_utf8": 302, "lines": 1, "estimated_tokens": 81}, "usage": {"input_tokens": 44940, "cached_input_tokens": 44416, "output_tokens": 603, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3bc12b3939465533ede78f2a7dc7bf40be5c9fc6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_29bb9969f4670b58", + "api_calls": 0, + "input_tokens": 44940, + "cached_input_tokens": 44416, + "output_tokens": 603, + "total_tokens": 45543, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21645, + "estimated_output_tokens": 81, + "estimated_total_tokens": 21726, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14757.89, + "sql_execution_elapsed_ms_total": 32.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e037f931ec8373d2bcb8d474c8c45f15ac2ac382 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:45:27.064608+00:00", + "ended_at": "2026-05-26T00:45:41.822642+00:00", + "elapsed_ms": 14757.89, + "prompt_metrics": { + "chars": 68413, + "bytes_utf8": 68413, + "lines": 2146, + "estimated_tokens": 21645 + }, + "stdout_metrics": { + "chars": 660, + "bytes_utf8": 660, + "lines": 4, + "estimated_tokens": 195 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 302, + "bytes_utf8": 302, + "lines": 1, + "estimated_tokens": 81 + }, + "usage": { + "input_tokens": 44940, + "cached_input_tokens": 44416, + "output_tokens": 603, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..87472f01ae57eaee4e472e87edc1030a94988441 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cs_009.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "cs_009", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5610.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..dd81d309918d562a3cae040a695b8c0c55bd1980 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61be-60c1-7b61-b9f2-ff2eb0018e39"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"cs_009\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"cs_009\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the provided grouped-count template to show the count distribution across values of \\\"cs_009\\\" in the single table \\\"n18\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44940,"cached_input_tokens":44416,"output_tokens":603,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3def35a75cf45b236b93d62a8bd2301d1fbd37c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"cs_009\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nGROUP BY \"cs_009\"\nORDER BY \"row_count\" DESC;","notes":"Uses the provided grouped-count template to show the count distribution across values of \"cs_009\" in the single table \"n18\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e7bef7a8b098f627a008a83953aed54a8a32ad44 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cs_009. +Result preview: [{"cs_009": "0", "row_count": 71459}, {"cs_009": "2", "row_count": 2048}, {"cs_009": "", "row_count": 858}, {"cs_009": "4", "row_count": 732}, {"cs_009": "6", "row_count": 318}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2e54374a7b7094c65ea8b7b1035c5afd448d07b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n18_29bb9969f4670b58 +-- problem_id: v2p_n18_e129b8c1dd0769f8 +-- realization_mode: agent +-- source_kind: agent +SELECT "cs_009", COUNT(*) AS "row_count" +FROM "n18" +GROUP BY "cs_009" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..316b63e70669a0ca17aebc2e0cc171759593e1c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"cs_009\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nGROUP BY \"cs_009\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"cs_009\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"cs_009\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"cs_009\", \"row_count\"], \"rows\": [{\"cs_009\": \"0\", \"row_count\": 71459}, {\"cs_009\": \"2\", \"row_count\": 2048}, {\"cs_009\": \"\", \"row_count\": 858}, {\"cs_009\": \"4\", \"row_count\": 732}, {\"cs_009\": \"6\", \"row_count\": 318}, {\"cs_009\": \"8\", \"row_count\": 171}, {\"cs_009\": \"10\", \"row_count\": 103}, {\"cs_009\": \"12\", \"row_count\": 81}, {\"cs_009\": \"16\", \"row_count\": 43}, {\"cs_009\": \"14\", \"row_count\": 32}, {\"cs_009\": \"18\", \"row_count\": 20}, {\"cs_009\": \"20\", \"row_count\": 17}, {\"cs_009\": \"22\", \"row_count\": 15}, {\"cs_009\": \"26\", \"row_count\": 11}, {\"cs_009\": \"24\", \"row_count\": 9}, {\"cs_009\": \"30\", \"row_count\": 7}, {\"cs_009\": \"28\", \"row_count\": 6}, {\"cs_009\": \"32\", \"row_count\": 5}, {\"cs_009\": \"38\", \"row_count\": 4}, {\"cs_009\": \"34\", \"row_count\": 4}, {\"cs_009\": \"42\", \"row_count\": 3}, {\"cs_009\": \"40\", \"row_count\": 3}, {\"cs_009\": \"82200\", \"row_count\": 2}, {\"cs_009\": \"60\", \"row_count\": 2}, {\"cs_009\": \"54\", \"row_count\": 2}, {\"cs_009\": \"52\", \"row_count\": 2}, {\"cs_009\": \"36\", \"row_count\": 2}, {\"cs_009\": \"2074\", \"row_count\": 2}, {\"cs_009\": \"190328\", \"row_count\": 2}, {\"cs_009\": \"17786\", \"row_count\": 2}, {\"cs_009\": \"978\", \"row_count\": 1}, {\"cs_009\": \"95968\", \"row_count\": 1}, {\"cs_009\": \"958\", \"row_count\": 1}, {\"cs_009\": \"9442\", \"row_count\": 1}, {\"cs_009\": \"84\", \"row_count\": 1}, {\"cs_009\": \"808\", \"row_count\": 1}, {\"cs_009\": \"68912\", \"row_count\": 1}, {\"cs_009\": \"68\", \"row_count\": 1}, {\"cs_009\": \"668\", \"row_count\": 1}, {\"cs_009\": \"62520\", \"row_count\": 1}, {\"cs_009\": \"62\", \"row_count\": 1}, {\"cs_009\": \"528\", \"row_count\": 1}, {\"cs_009\": \"5156\", \"row_count\": 1}, {\"cs_009\": \"44902992\", \"row_count\": 1}, {\"cs_009\": \"44\", \"row_count\": 1}, {\"cs_009\": \"420\", \"row_count\": 1}, {\"cs_009\": \"416\", \"row_count\": 1}, {\"cs_009\": \"402502\", \"row_count\": 1}, {\"cs_009\": \"30696802\", \"row_count\": 1}, {\"cs_009\": \"30106\", \"row_count\": 1}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 32.68}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..cbea78e9cd2206abbbf7c7d913e5369b9b7b4557 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:45:27.049639+00:00", + "ended_at": "2026-05-26T00:45:41.869458+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_29bb9969f4670b58", + "problem_id": "v2p_n18_e129b8c1dd0769f8", + "dataset_id": "n18", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cs_009.", + "bindings": { + "group_col": "cs_009", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5610.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=17" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_29bb9969f4670b58.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_29bb9969f4670b58", + "api_calls": 0, + "input_tokens": 44940, + "cached_input_tokens": 44416, + "output_tokens": 603, + "total_tokens": 45543, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21645, + "estimated_output_tokens": 81, + "estimated_total_tokens": 21726, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14757.89, + "sql_execution_elapsed_ms_total": 32.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..69926a4beb9d0a98f1f095404c1e74f91a3ecdb3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:45:41.835036+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14757.89, "started_at": "2026-05-26T00:45:27.064608+00:00", "ended_at": "2026-05-26T00:45:41.822642+00:00", "prompt_metrics": {"chars": 68413, "bytes_utf8": 68413, "lines": 2146, "estimated_tokens": 21645}, "response_metrics": {"chars": 302, "bytes_utf8": 302, "lines": 1, "estimated_tokens": 81}, "usage": {"input_tokens": 44940, "cached_input_tokens": 44416, "output_tokens": 603, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"cs_009\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"cs_009\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the provided grouped-count template to show the count distribution across values of \\\"cs_009\\\" in the single table \\\"n18\\\".\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5ff17a562022dc92a8a00854ac8adfed75e19aa1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_29bb9969f4670b58", + "api_calls": 0, + "input_tokens": 44940, + "cached_input_tokens": 44416, + "output_tokens": 603, + "total_tokens": 45543, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21645, + "estimated_output_tokens": 81, + "estimated_total_tokens": 21726, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14757.89, + "sql_execution_elapsed_ms_total": 32.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_29bb9969f4670b58/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a9965a8b22a1ae4f0d320798840a1b48d7b99e40 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68584, "bytes_utf8": 68584, "lines": 2148, "estimated_tokens": 21685}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 482, "bytes_utf8": 482, "lines": 1, "estimated_tokens": 121}, "usage": {"input_tokens": 44980, "cached_input_tokens": 22912, "output_tokens": 623, "reasoning_output_tokens": 496}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0a4f24bc1d21561c56844c77bee37708c2a2bf93 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_2eec87e074c0f745", + "api_calls": 0, + "input_tokens": 44980, + "cached_input_tokens": 22912, + "output_tokens": 623, + "total_tokens": 45603, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21685, + "estimated_output_tokens": 121, + "estimated_total_tokens": 21806, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14897.17, + "sql_execution_elapsed_ms_total": 104.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..64d4101191a704d4443044b2b8657bd387fdf35b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:45:41.885054+00:00", + "ended_at": "2026-05-26T00:45:56.782399+00:00", + "elapsed_ms": 14897.17, + "prompt_metrics": { + "chars": 68584, + "bytes_utf8": 68584, + "lines": 2148, + "estimated_tokens": 21685 + }, + "stdout_metrics": { + "chars": 844, + "bytes_utf8": 844, + "lines": 4, + "estimated_tokens": 237 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 482, + "bytes_utf8": 482, + "lines": 1, + "estimated_tokens": 121 + }, + "usage": { + "input_tokens": 44980, + "cached_input_tokens": 22912, + "output_tokens": 623, + "reasoning_output_tokens": 496 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..caa340acc2a4e7af8a812118967575f2600d6332 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=cg_000, measure_col=dv_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cg_000", + "measure_col": "dv_000", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1354532.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..585a77c88a754633236e23ae50a4d95d68e50a0d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61be-9aa4-7a80-9d47-b53c37895eaf"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"cg_000\\\",\\n AVG(CAST(NULLIF(\\\"dv_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cg_000\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the requested Window Partition Average template with \\\"cg_000\\\" as the partition key. Since the schema stores values as TEXT, \\\"dv_000\\\" is converted to REAL and empty strings are treated as NULL so SQLite computes the average correctly.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44980,"cached_input_tokens":22912,"output_tokens":623,"reasoning_output_tokens":496}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3e022c679c351b563e446c399737f982a8f17867 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"cg_000\",\n AVG(CAST(NULLIF(\"dv_000\", '') AS REAL)) OVER (PARTITION BY \"cg_000\") AS \"avg_measure\"\nFROM \"n18\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the requested Window Partition Average template with \"cg_000\" as the partition key. Since the schema stores values as TEXT, \"dv_000\" is converted to REAL and empty strings are treated as NULL so SQLite computes the average correctly."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6970a0b111bfc5550de2adb8fca542a7834deb96 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:45:56.262795Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61be-9aa4-7a80-9d47-b53c37895eaf.1779756341925351000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a6e1bf09be2be4eb9b78f62f3450f4523f99af5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=cg_000, measure_col=dv_000. +Result preview: [{"cg_000": "15616", "avg_measure": 38531860.0}, {"cg_000": "1680", "avg_measure": 27828454.0}, {"cg_000": "954", "avg_measure": 26549348.0}, {"cg_000": "11408", "avg_measure": 24239330.0}, {"cg_000": "9026", "avg_measure": 24183026.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..8a8ef4b6dce6e92549f210ccdef410b3a747593a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_2eec87e074c0f745 +-- problem_id: v2p_n18_57050ab3d4f2a975 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "cg_000", + AVG(CAST(NULLIF("dv_000", '') AS REAL)) OVER (PARTITION BY "cg_000") AS "avg_measure" +FROM "n18" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3bceedee795f5444eb9e2f9f002dc821a8aa76d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"cg_000\",\n AVG(CAST(NULLIF(\"dv_000\", '') AS REAL)) OVER (PARTITION BY \"cg_000\") AS \"avg_measure\"\nFROM \"n18\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"cg_000\\\",\\n AVG(CAST(NULLIF(\\\"dv_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cg_000\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"cg_000\", \"avg_measure\"], \"rows\": [{\"cg_000\": \"15616\", \"avg_measure\": 38531860.0}, {\"cg_000\": \"1680\", \"avg_measure\": 27828454.0}, {\"cg_000\": \"954\", \"avg_measure\": 26549348.0}, {\"cg_000\": \"11408\", 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\"1152\", \"avg_measure\": 6659870.0}, {\"cg_000\": \"2342\", \"avg_measure\": 6237148.0}, {\"cg_000\": \"1186\", \"avg_measure\": 5880903.0}, {\"cg_000\": \"1270\", \"avg_measure\": 5621982.0}, {\"cg_000\": \"2064\", \"avg_measure\": 5602044.0}, {\"cg_000\": \"13266\", \"avg_measure\": 5272166.0}, {\"cg_000\": \"2278\", \"avg_measure\": 5198244.0}, {\"cg_000\": \"1796\", \"avg_measure\": 5197796.0}, {\"cg_000\": \"696\", \"avg_measure\": 5126370.0}, {\"cg_000\": \"17362\", \"avg_measure\": 4965648.0}, {\"cg_000\": \"5916\", \"avg_measure\": 4919428.0}, {\"cg_000\": \"1888\", \"avg_measure\": 4865690.0}, {\"cg_000\": \"1278\", \"avg_measure\": 4863694.0}, {\"cg_000\": \"14838\", \"avg_measure\": 4825974.0}, {\"cg_000\": \"706\", \"avg_measure\": 4761720.0}, {\"cg_000\": \"1652\", \"avg_measure\": 4542860.0}, {\"cg_000\": \"454\", \"avg_measure\": 4523915.0}, {\"cg_000\": \"604\", \"avg_measure\": 4489516.0}, {\"cg_000\": \"486\", \"avg_measure\": 4369584.0}, {\"cg_000\": \"848\", \"avg_measure\": 4208312.0}, {\"cg_000\": \"3280\", \"avg_measure\": 4082596.0}, {\"cg_000\": \"942\", \"avg_measure\": 4000530.0}, {\"cg_000\": \"674\", \"avg_measure\": 3879585.0}, {\"cg_000\": \"2254\", \"avg_measure\": 3824720.0}, {\"cg_000\": \"2136\", \"avg_measure\": 3787648.0}, {\"cg_000\": \"2954\", \"avg_measure\": 3669744.0}, {\"cg_000\": \"534\", \"avg_measure\": 3659391.1428571427}, {\"cg_000\": \"2082\", \"avg_measure\": 3650656.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 104.73}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..df2e3f68672d06ba42c67e0f291c8108ebdc935b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:45:41.869827+00:00", + "ended_at": "2026-05-26T00:45:56.901604+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_2eec87e074c0f745", + "problem_id": "v2p_n18_57050ab3d4f2a975", + "dataset_id": "n18", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=cg_000, measure_col=dv_000.", + "bindings": { + "group_col": "cg_000", + "measure_col": "dv_000", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1354532.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=133" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_2eec87e074c0f745.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_2eec87e074c0f745", + "api_calls": 0, + "input_tokens": 44980, + "cached_input_tokens": 22912, + "output_tokens": 623, + "total_tokens": 45603, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21685, + "estimated_output_tokens": 121, + "estimated_total_tokens": 21806, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14897.17, + "sql_execution_elapsed_ms_total": 104.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..05b99f48ac0a33d7c390ec77780a4ea163960340 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:45:56.794669+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14897.17, "started_at": "2026-05-26T00:45:41.885054+00:00", "ended_at": "2026-05-26T00:45:56.782399+00:00", "prompt_metrics": {"chars": 68584, "bytes_utf8": 68584, "lines": 2148, "estimated_tokens": 21685}, "response_metrics": {"chars": 482, "bytes_utf8": 482, "lines": 1, "estimated_tokens": 121}, "usage": {"input_tokens": 44980, "cached_input_tokens": 22912, "output_tokens": 623, "reasoning_output_tokens": 496}, "stderr_preview": "2026-05-26T00:45:56.262795Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61be-9aa4-7a80-9d47-b53c37895eaf.1779756341925351000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"cg_000\\\",\\n AVG(CAST(NULLIF(\\\"dv_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cg_000\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the requested Window Partition Average template with \\\"cg_000\\\" as the partition key. Since the schema stores values as TEXT, \\\"dv_000\\\" is converted to REAL and empty strings are treated as NULL so SQLite computes the average correctly.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3b26186726eeb13ea20f308639fa183ce8fa8624 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_2eec87e074c0f745", + "api_calls": 0, + "input_tokens": 44980, + "cached_input_tokens": 22912, + "output_tokens": 623, + "total_tokens": 45603, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21685, + "estimated_output_tokens": 121, + "estimated_total_tokens": 21806, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14897.17, + "sql_execution_elapsed_ms_total": 104.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_2eec87e074c0f745/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c340f6cb037c64d388bd0998c953ad1a092d7465 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68811, "bytes_utf8": 68811, "lines": 2152, "estimated_tokens": 21770}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 423, "bytes_utf8": 423, "lines": 1, "estimated_tokens": 129}, "usage": {"input_tokens": 45065, "cached_input_tokens": 22912, "output_tokens": 1169, "reasoning_output_tokens": 1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d82f065d5d39b6600e36246f4e796ebe68aac5b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_320b34a429cbd034", + "api_calls": 0, + "input_tokens": 45065, + "cached_input_tokens": 22912, + "output_tokens": 1169, + "total_tokens": 46234, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21770, + "estimated_output_tokens": 129, + "estimated_total_tokens": 21899, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 24721.42, + "sql_execution_elapsed_ms_total": 167.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..48ba426699d5ea63f444259297e1daa3e3c54cc2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:45:56.916543+00:00", + "ended_at": "2026-05-26T00:46:21.638180+00:00", + "elapsed_ms": 24721.42, + "prompt_metrics": { + "chars": 68811, + "bytes_utf8": 68811, + "lines": 2152, + "estimated_tokens": 21770 + }, + "stdout_metrics": { + "chars": 800, + "bytes_utf8": 800, + "lines": 4, + "estimated_tokens": 254 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 423, + "bytes_utf8": 423, + "lines": 1, + "estimated_tokens": 129 + }, + "usage": { + "input_tokens": 45065, + "cached_input_tokens": 22912, + "output_tokens": 1169, + "reasoning_output_tokens": 1034 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3402c037dc85aba3a96db156dd5edad81a103970 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2152 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=cg_000.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "ae_000", + "group_col_2": "cg_000", + "predicate_col": "ba_002", + "predicate_op": ">=", + "predicate_value": 323232.0, + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 876.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c0e8b3113ce466bc5792442e9a48e844f43fce4c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61be-d56a-7fb2-ac80-07de3d9c2d82"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"cg_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"ba_002\\\", '') AS REAL) >= 323232.0\\nGROUP BY \\\"ae_000\\\", \\\"cg_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template with bound groups \\\"ae_000\\\" and \\\"cg_000\\\"; casts text-typed \\\"ba_002\\\" to REAL and treats empty strings as NULL via NULLIF.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45065,"cached_input_tokens":22912,"output_tokens":1169,"reasoning_output_tokens":1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..89a9eb39d59424bce4c2de62b635b0f619ddb234 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"ae_000\", \"cg_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nWHERE CAST(NULLIF(\"ba_002\", '') AS REAL) >= 323232.0\nGROUP BY \"ae_000\", \"cg_000\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned grouped-count template with bound groups \"ae_000\" and \"cg_000\"; casts text-typed \"ba_002\" to REAL and treats empty strings as NULL via NULLIF."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d756a3ba886f09abf488b4e139f4b588a4931c73 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=cg_000. +Result preview: [{"ae_000": "0", "cg_000": "", "row_count": 4434}, {"ae_000": "", "cg_000": "", "row_count": 2146}, {"ae_000": "0", "cg_000": "0", "row_count": 414}, {"ae_000": "0", "cg_000": "88", "row_count": 203}, {"ae_000": "0", "cg_000": "90", "row_count": 199}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..65181b3d3355921dc054ad4420306909ab494fd1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n18_320b34a429cbd034 +-- problem_id: v2p_n18_d3db658087bb45ff +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", "cg_000", COUNT(*) AS "row_count" +FROM "n18" +WHERE CAST(NULLIF("ba_002", '') AS REAL) >= 323232.0 +GROUP BY "ae_000", "cg_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1f6cf47d42aa4ed75cb0e1c82f194aba0c6099e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"ae_000\", \"cg_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nWHERE CAST(NULLIF(\"ba_002\", '') AS REAL) >= 323232.0\nGROUP BY \"ae_000\", \"cg_000\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"cg_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"ba_002\\\", '') AS REAL) >= 323232.0\\nGROUP BY \\\"ae_000\\\", \\\"cg_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"ae_000\", \"cg_000\", \"row_count\"], \"rows\": [{\"ae_000\": \"0\", \"cg_000\": \"\", \"row_count\": 4434}, {\"ae_000\": \"\", \"cg_000\": \"\", \"row_count\": 2146}, {\"ae_000\": \"0\", \"cg_000\": \"0\", \"row_count\": 414}, {\"ae_000\": \"0\", \"cg_000\": \"88\", \"row_count\": 203}, {\"ae_000\": \"0\", \"cg_000\": \"90\", \"row_count\": 199}, {\"ae_000\": \"0\", \"cg_000\": \"84\", \"row_count\": 178}, {\"ae_000\": \"0\", \"cg_000\": \"74\", \"row_count\": 169}, {\"ae_000\": \"0\", \"cg_000\": \"76\", \"row_count\": 168}, {\"ae_000\": \"0\", \"cg_000\": \"82\", \"row_count\": 168}, {\"ae_000\": \"0\", \"cg_000\": \"106\", \"row_count\": 167}, {\"ae_000\": \"0\", \"cg_000\": \"66\", \"row_count\": 166}, {\"ae_000\": \"0\", \"cg_000\": \"98\", \"row_count\": 166}, {\"ae_000\": \"0\", \"cg_000\": \"116\", \"row_count\": 165}, {\"ae_000\": \"0\", \"cg_000\": \"96\", \"row_count\": 164}, {\"ae_000\": \"0\", \"cg_000\": \"70\", \"row_count\": 160}, {\"ae_000\": \"0\", \"cg_000\": \"86\", \"row_count\": 160}, {\"ae_000\": \"0\", \"cg_000\": \"94\", \"row_count\": 159}, {\"ae_000\": \"0\", \"cg_000\": \"80\", \"row_count\": 158}, {\"ae_000\": \"0\", \"cg_000\": \"102\", \"row_count\": 157}, {\"ae_000\": \"0\", \"cg_000\": \"92\", \"row_count\": 157}, {\"ae_000\": \"0\", \"cg_000\": \"78\", \"row_count\": 155}, {\"ae_000\": \"0\", \"cg_000\": \"72\", \"row_count\": 153}, {\"ae_000\": \"0\", \"cg_000\": \"104\", \"row_count\": 152}, {\"ae_000\": \"0\", \"cg_000\": \"110\", \"row_count\": 149}, {\"ae_000\": \"0\", \"cg_000\": \"108\", \"row_count\": 148}, {\"ae_000\": \"0\", \"cg_000\": \"118\", \"row_count\": 145}, {\"ae_000\": \"0\", \"cg_000\": \"64\", \"row_count\": 143}, {\"ae_000\": \"0\", \"cg_000\": \"68\", \"row_count\": 143}, {\"ae_000\": \"0\", \"cg_000\": \"100\", \"row_count\": 140}, {\"ae_000\": \"0\", \"cg_000\": \"114\", \"row_count\": 139}, {\"ae_000\": \"0\", \"cg_000\": \"122\", \"row_count\": 139}, {\"ae_000\": \"0\", \"cg_000\": \"112\", \"row_count\": 137}, {\"ae_000\": \"0\", \"cg_000\": \"128\", \"row_count\": 133}, {\"ae_000\": \"0\", \"cg_000\": \"120\", \"row_count\": 131}, {\"ae_000\": \"0\", \"cg_000\": \"140\", \"row_count\": 126}, {\"ae_000\": \"0\", \"cg_000\": \"132\", \"row_count\": 123}, {\"ae_000\": \"0\", \"cg_000\": \"58\", \"row_count\": 123}, {\"ae_000\": \"0\", \"cg_000\": \"54\", \"row_count\": 121}, {\"ae_000\": \"0\", \"cg_000\": \"60\", \"row_count\": 121}, {\"ae_000\": \"0\", \"cg_000\": \"138\", \"row_count\": 120}, {\"ae_000\": \"0\", \"cg_000\": \"50\", \"row_count\": 117}, {\"ae_000\": \"0\", \"cg_000\": \"126\", \"row_count\": 116}, {\"ae_000\": \"0\", \"cg_000\": \"124\", \"row_count\": 115}, {\"ae_000\": \"0\", \"cg_000\": \"134\", \"row_count\": 111}, {\"ae_000\": \"0\", \"cg_000\": \"62\", \"row_count\": 110}, {\"ae_000\": \"0\", \"cg_000\": \"130\", \"row_count\": 109}, {\"ae_000\": \"0\", \"cg_000\": \"52\", \"row_count\": 109}, {\"ae_000\": \"0\", \"cg_000\": \"136\", \"row_count\": 107}, {\"ae_000\": \"0\", \"cg_000\": \"146\", \"row_count\": 105}, {\"ae_000\": \"0\", \"cg_000\": \"150\", \"row_count\": 104}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 167.23}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..57e2d13c0c6c5a24794738a6c5b0da5386e4ce25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:45:56.901962+00:00", + "ended_at": "2026-05-26T00:46:21.818648+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_320b34a429cbd034", + "problem_id": "v2p_n18_d3db658087bb45ff", + "dataset_id": "n18", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=cg_000.", + "bindings": { + "group_col": "ae_000", + "group_col_2": "cg_000", + "predicate_col": "ba_002", + "predicate_op": ">=", + "predicate_value": 323232.0, + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 876.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=55" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_320b34a429cbd034.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_320b34a429cbd034", + "api_calls": 0, + "input_tokens": 45065, + "cached_input_tokens": 22912, + "output_tokens": 1169, + "total_tokens": 46234, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21770, + "estimated_output_tokens": 129, + "estimated_total_tokens": 21899, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 24721.42, + "sql_execution_elapsed_ms_total": 167.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..87d405411d53d17d0f853e556f42aec10393eb19 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:46:21.649777+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 24721.42, "started_at": "2026-05-26T00:45:56.916543+00:00", "ended_at": "2026-05-26T00:46:21.638180+00:00", "prompt_metrics": {"chars": 68811, "bytes_utf8": 68811, "lines": 2152, "estimated_tokens": 21770}, "response_metrics": {"chars": 423, "bytes_utf8": 423, "lines": 1, "estimated_tokens": 129}, "usage": {"input_tokens": 45065, "cached_input_tokens": 22912, "output_tokens": 1169, "reasoning_output_tokens": 1034}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"cg_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"ba_002\\\", '') AS REAL) >= 323232.0\\nGROUP BY \\\"ae_000\\\", \\\"cg_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template with bound groups \\\"ae_000\\\" and \\\"cg_000\\\"; casts text-typed \\\"ba_002\\\" to REAL and treats empty strings as NULL via NULLIF.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..14c3775e642a40dbcf235d173bacf2fde81c946f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_320b34a429cbd034", + "api_calls": 0, + "input_tokens": 45065, + "cached_input_tokens": 22912, + "output_tokens": 1169, + "total_tokens": 46234, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21770, + "estimated_output_tokens": 129, + "estimated_total_tokens": 21899, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 24721.42, + "sql_execution_elapsed_ms_total": 167.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_320b34a429cbd034/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9272ee6732d5bfa83b5b425e9144f2bcf950d35f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68811, "bytes_utf8": 68811, "lines": 2152, "estimated_tokens": 21771}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 489, "bytes_utf8": 489, "lines": 1, "estimated_tokens": 138}, "usage": {"input_tokens": 45066, "cached_input_tokens": 22912, "output_tokens": 660, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b78fe8e296a0f608245a926c107af8144dc7eb84 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_3597517e34a0b609", + "api_calls": 0, + "input_tokens": 45066, + "cached_input_tokens": 22912, + "output_tokens": 660, + "total_tokens": 45726, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21771, + "estimated_output_tokens": 138, + "estimated_total_tokens": 21909, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16354.59, + "sql_execution_elapsed_ms_total": 20.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a6a84e2973484a04167853ffc257033f44754234 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:46:21.834382+00:00", + "ended_at": "2026-05-26T00:46:38.189144+00:00", + "elapsed_ms": 16354.59, + "prompt_metrics": { + "chars": 68811, + "bytes_utf8": 68811, + "lines": 2152, + "estimated_tokens": 21771 + }, + "stdout_metrics": { + "chars": 864, + "bytes_utf8": 864, + "lines": 4, + "estimated_tokens": 260 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 489, + "bytes_utf8": 489, + "lines": 1, + "estimated_tokens": 138 + }, + "usage": { + "input_tokens": 45066, + "cached_input_tokens": 22912, + "output_tokens": 660, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ce8d58cdcc5db2468a30578747ca3363a4d73944 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2152 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=az_009.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "ae_000", + "group_col_2": "az_009", + "predicate_col": "az_008", + "predicate_op": ">=", + "predicate_value": 2998.0, + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 38636.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..50af21e33095478d37f7890f81688c6e380cd23c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bf-36b2-7080-80bb-7dfade47ed84"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"az_009\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"az_008\\\", '') AS REAL) >= 2998.0\\nGROUP BY \\\"ae_000\\\", \\\"az_009\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned filtered two-dimensional group-count template with group columns \\\"ae_000\\\" and \\\"az_009\\\". Used CAST(NULLIF(\\\"az_008\\\", '') AS REAL) because the schema stores values as TEXT and sample rows include empty strings.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45066,"cached_input_tokens":22912,"output_tokens":660,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8875f929b15bedece20731dcdf041cbce7168867 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"ae_000\", \"az_009\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nWHERE CAST(NULLIF(\"az_008\", '') AS REAL) >= 2998.0\nGROUP BY \"ae_000\", \"az_009\"\nORDER BY \"row_count\" DESC;","notes":"Applied the planned filtered two-dimensional group-count template with group columns \"ae_000\" and \"az_009\". Used CAST(NULLIF(\"az_008\", '') AS REAL) because the schema stores values as TEXT and sample rows include empty strings."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..306ec2b250559f95401f319f2e150c0ec4eac212 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=az_009. +Result preview: [{"ae_000": "0", "az_009": "0", "row_count": 817}, {"ae_000": "0", "az_009": "2", "row_count": 22}, {"ae_000": "2", "az_009": "0", "row_count": 17}, {"ae_000": "", "az_009": "20", "row_count": 5}, {"ae_000": "0", "az_009": "10", "row_count": 4}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d804b6e88a881e330c2842fb0f9237577e3d4d6b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n18_3597517e34a0b609 +-- problem_id: v2p_n18_2d729e73086cab10 +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", "az_009", COUNT(*) AS "row_count" +FROM "n18" +WHERE CAST(NULLIF("az_008", '') AS REAL) >= 2998.0 +GROUP BY "ae_000", "az_009" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f5f09988ccc552e2e284584bc364cb06077f8615 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"ae_000\", \"az_009\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nWHERE CAST(NULLIF(\"az_008\", '') AS REAL) >= 2998.0\nGROUP BY \"ae_000\", \"az_009\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"az_009\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"az_008\\\", '') AS REAL) >= 2998.0\\nGROUP BY \\\"ae_000\\\", \\\"az_009\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"ae_000\", \"az_009\", \"row_count\"], \"rows\": [{\"ae_000\": \"0\", \"az_009\": \"0\", \"row_count\": 817}, {\"ae_000\": \"0\", \"az_009\": \"2\", \"row_count\": 22}, {\"ae_000\": \"2\", \"az_009\": \"0\", \"row_count\": 17}, {\"ae_000\": \"\", \"az_009\": \"20\", \"row_count\": 5}, {\"ae_000\": \"0\", \"az_009\": \"10\", \"row_count\": 4}, {\"ae_000\": \"0\", \"az_009\": \"6\", \"row_count\": 4}, {\"ae_000\": \"206\", \"az_009\": \"0\", \"row_count\": 4}, {\"ae_000\": \"0\", \"az_009\": \"4\", \"row_count\": 3}, {\"ae_000\": \"18\", \"az_009\": \"0\", \"row_count\": 3}, {\"ae_000\": \"0\", \"az_009\": \"256294\", \"row_count\": 2}, {\"ae_000\": \"0\", \"az_009\": \"328\", \"row_count\": 2}, {\"ae_000\": \"14\", \"az_009\": \"0\", \"row_count\": 2}, {\"ae_000\": \"142\", \"az_009\": \"0\", \"row_count\": 2}, {\"ae_000\": \"160\", \"az_009\": \"0\", \"row_count\": 2}, {\"ae_000\": \"22\", \"az_009\": \"0\", \"row_count\": 2}, {\"ae_000\": \"256\", \"az_009\": \"0\", \"row_count\": 2}, {\"ae_000\": \"310\", \"az_009\": \"0\", \"row_count\": 2}, {\"ae_000\": \"314\", \"az_009\": \"0\", \"row_count\": 2}, {\"ae_000\": \"34\", \"az_009\": \"0\", \"row_count\": 2}, {\"ae_000\": \"390\", \"az_009\": \"0\", \"row_count\": 2}, {\"ae_000\": \"396\", \"az_009\": \"0\", \"row_count\": 2}, {\"ae_000\": \"44\", \"az_009\": \"0\", \"row_count\": 2}, {\"ae_000\": \"54\", \"az_009\": \"0\", \"row_count\": 2}, {\"ae_000\": \"60\", \"az_009\": \"0\", \"row_count\": 2}, {\"ae_000\": \"66\", \"az_009\": \"0\", \"row_count\": 2}, {\"ae_000\": \"666\", \"az_009\": \"0\", \"row_count\": 2}, {\"ae_000\": \"752\", \"az_009\": \"0\", \"row_count\": 2}, {\"ae_000\": \"94\", \"az_009\": \"364\", \"row_count\": 2}, {\"ae_000\": \"\", \"az_009\": \"0\", \"row_count\": 1}, {\"ae_000\": \"\", \"az_009\": \"18526\", \"row_count\": 1}, {\"ae_000\": \"\", \"az_009\": \"324\", \"row_count\": 1}, {\"ae_000\": \"\", \"az_009\": \"418\", \"row_count\": 1}, {\"ae_000\": \"\", \"az_009\": \"55516\", \"row_count\": 1}, {\"ae_000\": \"\", \"az_009\": \"560\", \"row_count\": 1}, {\"ae_000\": \"\", \"az_009\": \"6008\", \"row_count\": 1}, {\"ae_000\": \"\", \"az_009\": \"654\", \"row_count\": 1}, {\"ae_000\": \"\", \"az_009\": \"74\", \"row_count\": 1}, {\"ae_000\": \"0\", \"az_009\": \"1060\", \"row_count\": 1}, {\"ae_000\": \"0\", \"az_009\": \"11336\", \"row_count\": 1}, {\"ae_000\": \"0\", \"az_009\": \"12\", \"row_count\": 1}, {\"ae_000\": \"0\", \"az_009\": \"125288\", \"row_count\": 1}, {\"ae_000\": \"0\", \"az_009\": \"14\", \"row_count\": 1}, {\"ae_000\": \"0\", \"az_009\": \"1478\", \"row_count\": 1}, {\"ae_000\": \"0\", \"az_009\": \"153712\", \"row_count\": 1}, {\"ae_000\": \"0\", \"az_009\": \"153934\", \"row_count\": 1}, {\"ae_000\": \"0\", \"az_009\": \"16550\", \"row_count\": 1}, {\"ae_000\": \"0\", \"az_009\": \"16774\", \"row_count\": 1}, {\"ae_000\": \"0\", \"az_009\": \"1746\", \"row_count\": 1}, {\"ae_000\": \"0\", \"az_009\": \"200\", \"row_count\": 1}, {\"ae_000\": \"0\", \"az_009\": \"212\", \"row_count\": 1}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 20.96}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0a784a7fe8c29d3246463e6cb484012ac4e731ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:46:21.819236+00:00", + "ended_at": "2026-05-26T00:46:38.223513+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_3597517e34a0b609", + "problem_id": "v2p_n18_2d729e73086cab10", + "dataset_id": "n18", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=az_009.", + "bindings": { + "group_col": "ae_000", + "group_col_2": "az_009", + "predicate_col": "az_008", + "predicate_op": ">=", + "predicate_value": 2998.0, + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 38636.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=51" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_3597517e34a0b609.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_3597517e34a0b609", + "api_calls": 0, + "input_tokens": 45066, + "cached_input_tokens": 22912, + "output_tokens": 660, + "total_tokens": 45726, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21771, + "estimated_output_tokens": 138, + "estimated_total_tokens": 21909, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16354.59, + "sql_execution_elapsed_ms_total": 20.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..427f9c7cc6735e55b016faa3a9cbee8a9dccf98f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:46:38.200914+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16354.59, "started_at": "2026-05-26T00:46:21.834382+00:00", "ended_at": "2026-05-26T00:46:38.189144+00:00", "prompt_metrics": {"chars": 68811, "bytes_utf8": 68811, "lines": 2152, "estimated_tokens": 21771}, "response_metrics": {"chars": 489, "bytes_utf8": 489, "lines": 1, "estimated_tokens": 138}, "usage": {"input_tokens": 45066, "cached_input_tokens": 22912, "output_tokens": 660, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"az_009\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"az_008\\\", '') AS REAL) >= 2998.0\\nGROUP BY \\\"ae_000\\\", \\\"az_009\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned filtered two-dimensional group-count template with group columns \\\"ae_000\\\" and \\\"az_009\\\". Used CAST(NULLIF(\\\"az_008\\\", '') AS REAL) because the schema stores values as TEXT and sample rows include empty strings.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..69fb808552678ac11241a8f09b58e764b82931ab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_3597517e34a0b609", + "api_calls": 0, + "input_tokens": 45066, + "cached_input_tokens": 22912, + "output_tokens": 660, + "total_tokens": 45726, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21771, + "estimated_output_tokens": 138, + "estimated_total_tokens": 21909, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16354.59, + "sql_execution_elapsed_ms_total": 20.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3597517e34a0b609/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2d2595e10ef6cabd0f00819e305d53c99edfcc3d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68578, "bytes_utf8": 68578, "lines": 2148, "estimated_tokens": 21683}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 426, "bytes_utf8": 426, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 44978, "cached_input_tokens": 3456, "output_tokens": 485, "reasoning_output_tokens": 369}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f5dba88dfc5ce6f6b5a696c067ad7ade491ef225 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_37d8232585ba708e", + "api_calls": 0, + "input_tokens": 44978, + "cached_input_tokens": 3456, + "output_tokens": 485, + "total_tokens": 45463, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21683, + "estimated_output_tokens": 110, + "estimated_total_tokens": 21793, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14435.57, + "sql_execution_elapsed_ms_total": 111.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..25863d6ac84fb01c7d36b24572655a417d8b7bbf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:46:38.239492+00:00", + "ended_at": "2026-05-26T00:46:52.675241+00:00", + "elapsed_ms": 14435.57, + "prompt_metrics": { + "chars": 68578, + "bytes_utf8": 68578, + "lines": 2148, + "estimated_tokens": 21683 + }, + "stdout_metrics": { + "chars": 780, + "bytes_utf8": 780, + "lines": 4, + "estimated_tokens": 224 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 426, + "bytes_utf8": 426, + "lines": 1, + "estimated_tokens": 110 + }, + "usage": { + "input_tokens": 44978, + "cached_input_tokens": 3456, + "output_tokens": 485, + "reasoning_output_tokens": 369 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f93d73dce1f01835271b976799aab9f082c4a0e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=cs_009, measure_col=ec_00.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cs_009", + "measure_col": "ec_00", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 687.2, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..631a2c3c978d39904623ccf9bc5284bd23c7ab70 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bf-76c7-7591-9788-159a251ac4d5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"cs_009\\\",\\n AVG(CAST(NULLIF(\\\"ec_00\\\", '') AS REAL)) OVER (PARTITION BY \\\"cs_009\\\") AS avg_measure\\nFROM \\\"n18\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the requested Window Partition Average template with group_col=\\\"cs_009\\\" and measure_col=\\\"ec_00\\\". NULLIF and CAST handle TEXT storage and empty-string missing values for the numeric measure.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44978,"cached_input_tokens":3456,"output_tokens":485,"reasoning_output_tokens":369}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0df190383b2224f9b479d469d465578f4b1596b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"cs_009\",\n AVG(CAST(NULLIF(\"ec_00\", '') AS REAL)) OVER (PARTITION BY \"cs_009\") AS avg_measure\nFROM \"n18\"\nORDER BY avg_measure DESC;","notes":"Uses the requested Window Partition Average template with group_col=\"cs_009\" and measure_col=\"ec_00\". NULLIF and CAST handle TEXT storage and empty-string missing values for the numeric measure."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b245d6c5478225d97fda7677473e40c713c1befa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=cs_009, measure_col=ec_00. +Result preview: [{"cs_009": "194", "avg_measure": 45123.04}, {"cs_009": "84", "avg_measure": 33283.72}, {"cs_009": "82200", "avg_measure": 27172.4}, {"cs_009": "30696802", "avg_measure": 21309.7}, {"cs_009": "152", "avg_measure": 20398.04}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b5ad24dfc9d044065f1851d8717f90166d858992 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_37d8232585ba708e +-- problem_id: v2p_n18_6c9e721adf79910c +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "cs_009", + AVG(CAST(NULLIF("ec_00", '') AS REAL)) OVER (PARTITION BY "cs_009") AS avg_measure +FROM "n18" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6cba50a4c2b3c8ac437b550ca4ad8b694a314d06 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"cs_009\",\n AVG(CAST(NULLIF(\"ec_00\", '') AS REAL)) OVER (PARTITION BY \"cs_009\") AS avg_measure\nFROM \"n18\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"cs_009\\\",\\n AVG(CAST(NULLIF(\\\"ec_00\\\", '') AS REAL)) OVER (PARTITION BY \\\"cs_009\\\") AS avg_measure\\nFROM \\\"n18\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"cs_009\", \"avg_measure\"], \"rows\": [{\"cs_009\": \"194\", \"avg_measure\": 45123.04}, {\"cs_009\": \"84\", \"avg_measure\": 33283.72}, {\"cs_009\": \"82200\", \"avg_measure\": 27172.4}, {\"cs_009\": \"30696802\", \"avg_measure\": 21309.7}, {\"cs_009\": \"152\", \"avg_measure\": 20398.04}, {\"cs_009\": \"116\", \"avg_measure\": 20129.4}, {\"cs_009\": \"9442\", \"avg_measure\": 13705.56}, {\"cs_009\": \"26\", \"avg_measure\": 9720.36}, {\"cs_009\": \"38\", \"avg_measure\": 8779.24}, {\"cs_009\": \"24\", \"avg_measure\": 8545.826666666668}, {\"cs_009\": \"20\", \"avg_measure\": 5956.900000000001}, {\"cs_009\": \"62\", \"avg_measure\": 4667.28}, {\"cs_009\": \"12\", \"avg_measure\": 4565.713924050633}, {\"cs_009\": \"30106\", \"avg_measure\": 4064.3}, {\"cs_009\": \"2074\", \"avg_measure\": 3921.04}, {\"cs_009\": \"14\", \"avg_measure\": 3384.9187096774194}, {\"cs_009\": \"2322\", \"avg_measure\": 3181.48}, {\"cs_009\": \"10\", \"avg_measure\": 3055.0420833333333}, {\"cs_009\": \"30\", \"avg_measure\": 3047.5285714285715}, {\"cs_009\": \"54\", \"avg_measure\": 2822.16}, {\"cs_009\": \"34\", \"avg_measure\": 2759.87}, {\"cs_009\": \"5156\", \"avg_measure\": 2724.64}, {\"cs_009\": \"22\", \"avg_measure\": 2229.308571428571}, {\"cs_009\": \"4\", \"avg_measure\": 1737.6463483146067}, {\"cs_009\": \"6\", \"avg_measure\": 1703.2015584415583}, {\"cs_009\": \"8\", \"avg_measure\": 1700.3216049382715}, {\"cs_009\": \"2\", \"avg_measure\": 1516.3426834170855}, {\"cs_009\": \"28\", \"avg_measure\": 1451.3266666666666}, {\"cs_009\": \"0\", \"avg_measure\": 1333.1810055979302}, {\"cs_009\": \"62520\", \"avg_measure\": 1309.0}, {\"cs_009\": \"68\", \"avg_measure\": 1135.96}, {\"cs_009\": \"18\", \"avg_measure\": 1133.539}, {\"cs_009\": \"16\", \"avg_measure\": 1017.8149999999999}, {\"cs_009\": \"52\", \"avg_measure\": 991.48}, {\"cs_009\": \"60\", \"avg_measure\": 925.2}, {\"cs_009\": \"\", \"avg_measure\": 900.1569124423962}, {\"cs_009\": \"190328\", \"avg_measure\": 894.96}, {\"cs_009\": \"32\", \"avg_measure\": 885.7239999999999}, {\"cs_009\": \"17786\", \"avg_measure\": 800.08}, {\"cs_009\": \"44\", \"avg_measure\": 785.72}, {\"cs_009\": \"166\", \"avg_measure\": 624.8}, {\"cs_009\": \"40\", \"avg_measure\": 448.8333333333333}, {\"cs_009\": \"15216\", \"avg_measure\": 439.36}, {\"cs_009\": \"36\", \"avg_measure\": 371.81}, {\"cs_009\": \"25624\", \"avg_measure\": 160.42}, {\"cs_009\": \"15548\", \"avg_measure\": 141.06}, {\"cs_009\": \"42\", \"avg_measure\": 131.48}, {\"cs_009\": \"68912\", \"avg_measure\": 76.0}, {\"cs_009\": \"20938\", \"avg_measure\": 2.68}, {\"cs_009\": \"104\", \"avg_measure\": null}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 111.44}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e7ffeacfdcd23a9b33984c200067fe44e6ff6a0a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:46:38.223921+00:00", + "ended_at": "2026-05-26T00:46:52.800987+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_37d8232585ba708e", + "problem_id": "v2p_n18_6c9e721adf79910c", + "dataset_id": "n18", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=cs_009, measure_col=ec_00.", + "bindings": { + "group_col": "cs_009", + "measure_col": "ec_00", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 687.2, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=137" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_37d8232585ba708e.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_37d8232585ba708e", + "api_calls": 0, + "input_tokens": 44978, + "cached_input_tokens": 3456, + "output_tokens": 485, + "total_tokens": 45463, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21683, + "estimated_output_tokens": 110, + "estimated_total_tokens": 21793, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14435.57, + "sql_execution_elapsed_ms_total": 111.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..972be50b0cfa357c215c56f3e9bce890d0ff32d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:46:52.686959+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14435.57, "started_at": "2026-05-26T00:46:38.239492+00:00", "ended_at": "2026-05-26T00:46:52.675241+00:00", "prompt_metrics": {"chars": 68578, "bytes_utf8": 68578, "lines": 2148, "estimated_tokens": 21683}, "response_metrics": {"chars": 426, "bytes_utf8": 426, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 44978, "cached_input_tokens": 3456, "output_tokens": 485, "reasoning_output_tokens": 369}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"cs_009\\\",\\n AVG(CAST(NULLIF(\\\"ec_00\\\", '') AS REAL)) OVER (PARTITION BY \\\"cs_009\\\") AS avg_measure\\nFROM \\\"n18\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the requested Window Partition Average template with group_col=\\\"cs_009\\\" and measure_col=\\\"ec_00\\\". NULLIF and CAST handle TEXT storage and empty-string missing values for the numeric measure.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..df89de1ef7c064a01be65f2cb9063b6d7bace9ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_37d8232585ba708e", + "api_calls": 0, + "input_tokens": 44978, + "cached_input_tokens": 3456, + "output_tokens": 485, + "total_tokens": 45463, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21683, + "estimated_output_tokens": 110, + "estimated_total_tokens": 21793, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14435.57, + "sql_execution_elapsed_ms_total": 111.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_37d8232585ba708e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cc5701e52fdacdd83955ffdb4dcc836f0615196d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68753, "bytes_utf8": 68753, "lines": 2151, "estimated_tokens": 21731}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 407, "bytes_utf8": 407, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 45026, "cached_input_tokens": 3456, "output_tokens": 632, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..431e1594eb2c85f7e60d31921aebded2b4ba5b9c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_3883dc559cc3931c", + "api_calls": 0, + "input_tokens": 45026, + "cached_input_tokens": 3456, + "output_tokens": 632, + "total_tokens": 45658, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21731, + "estimated_output_tokens": 110, + "estimated_total_tokens": 21841, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17115.76, + "sql_execution_elapsed_ms_total": 182.27, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c0ef3d9ef4d0d19d065954294a893f0beec46c55 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:46:52.815744+00:00", + "ended_at": "2026-05-26T00:47:09.931652+00:00", + "elapsed_ms": 17115.76, + "prompt_metrics": { + "chars": 68753, + "bytes_utf8": 68753, + "lines": 2151, + "estimated_tokens": 21731 + }, + "stdout_metrics": { + "chars": 769, + "bytes_utf8": 769, + "lines": 4, + "estimated_tokens": 226 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 407, + "bytes_utf8": 407, + "lines": 1, + "estimated_tokens": 110 + }, + "usage": { + "input_tokens": 45026, + "cached_input_tokens": 3456, + "output_tokens": 632, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..960356430867e70c13edcc33ac95ce4c10432bef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=aj_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "aj_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 230.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..056457692536883a5c3eb46b8349a05dfcab63a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bf-afba-7c53-9d92-430da1f61163"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"aj_000\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'neg' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"aj_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the provided Grouped Condition Rate template with group_col=\\\"aj_000\\\" and condition_col=\\\"class\\\", measuring the within-group proportion of rows where class = 'neg'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45026,"cached_input_tokens":3456,"output_tokens":632,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c06f8248186d90a709ba227d6d94e0a23580a7aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"aj_000\",\n AVG(CASE WHEN \"class\" = 'neg' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"aj_000\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the provided Grouped Condition Rate template with group_col=\"aj_000\" and condition_col=\"class\", measuring the within-group proportion of rows where class = 'neg'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d60e1d22e7179b35e0b099abf05ed73b76fcdfd2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=aj_000, condition_col=class. +Result preview: [{"aj_000": "998", "condition_rate": 1.0}, {"aj_000": "9956", "condition_rate": 1.0}, {"aj_000": "9948", "condition_rate": 1.0}, {"aj_000": "9936", "condition_rate": 1.0}, {"aj_000": "992", "condition_rate": 1.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4d1078f44446a84d453dd25425338298da1fe92c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_3883dc559cc3931c +-- problem_id: v2p_n18_aa3e5c85caf02cd7 +-- realization_mode: agent +-- source_kind: agent +SELECT "aj_000", + AVG(CASE WHEN "class" = 'neg' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n18" +GROUP BY "aj_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ccf1627fe2a16ade74545dd1aec879182b123a4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"aj_000\",\n AVG(CASE WHEN \"class\" = 'neg' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"aj_000\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"aj_000\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'neg' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"aj_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"aj_000\", \"condition_rate\"], \"rows\": [{\"aj_000\": \"998\", \"condition_rate\": 1.0}, {\"aj_000\": \"9956\", \"condition_rate\": 1.0}, {\"aj_000\": \"9948\", \"condition_rate\": 1.0}, {\"aj_000\": \"9936\", \"condition_rate\": 1.0}, {\"aj_000\": \"992\", \"condition_rate\": 1.0}, {\"aj_000\": \"990\", \"condition_rate\": 1.0}, {\"aj_000\": \"989982\", \"condition_rate\": 1.0}, {\"aj_000\": \"9876\", \"condition_rate\": 1.0}, {\"aj_000\": \"986\", \"condition_rate\": 1.0}, {\"aj_000\": \"984\", \"condition_rate\": 1.0}, {\"aj_000\": \"982\", \"condition_rate\": 1.0}, {\"aj_000\": \"978\", \"condition_rate\": 1.0}, {\"aj_000\": \"970\", \"condition_rate\": 1.0}, {\"aj_000\": \"968\", \"condition_rate\": 1.0}, {\"aj_000\": \"96784\", \"condition_rate\": 1.0}, {\"aj_000\": \"967140\", \"condition_rate\": 1.0}, {\"aj_000\": \"966\", \"condition_rate\": 1.0}, {\"aj_000\": \"9652\", \"condition_rate\": 1.0}, {\"aj_000\": \"9586\", \"condition_rate\": 1.0}, {\"aj_000\": \"958\", \"condition_rate\": 1.0}, {\"aj_000\": \"954\", \"condition_rate\": 1.0}, {\"aj_000\": \"952168\", \"condition_rate\": 1.0}, {\"aj_000\": \"950\", \"condition_rate\": 1.0}, {\"aj_000\": \"9400\", \"condition_rate\": 1.0}, {\"aj_000\": \"930\", \"condition_rate\": 1.0}, {\"aj_000\": \"928\", \"condition_rate\": 1.0}, {\"aj_000\": \"9276\", \"condition_rate\": 1.0}, {\"aj_000\": \"924\", \"condition_rate\": 1.0}, {\"aj_000\": \"922\", \"condition_rate\": 1.0}, {\"aj_000\": \"918\", \"condition_rate\": 1.0}, {\"aj_000\": \"916\", \"condition_rate\": 1.0}, {\"aj_000\": \"9116\", \"condition_rate\": 1.0}, {\"aj_000\": \"910\", \"condition_rate\": 1.0}, {\"aj_000\": \"908\", \"condition_rate\": 1.0}, {\"aj_000\": \"9064\", \"condition_rate\": 1.0}, {\"aj_000\": \"900\", \"condition_rate\": 1.0}, {\"aj_000\": \"90\", \"condition_rate\": 1.0}, {\"aj_000\": \"89778\", \"condition_rate\": 1.0}, {\"aj_000\": \"894\", \"condition_rate\": 1.0}, {\"aj_000\": \"8930\", \"condition_rate\": 1.0}, {\"aj_000\": \"8924\", \"condition_rate\": 1.0}, {\"aj_000\": \"890\", \"condition_rate\": 1.0}, {\"aj_000\": \"8886\", \"condition_rate\": 1.0}, {\"aj_000\": \"8832\", \"condition_rate\": 1.0}, {\"aj_000\": \"882\", \"condition_rate\": 1.0}, {\"aj_000\": \"880\", \"condition_rate\": 1.0}, {\"aj_000\": \"878\", \"condition_rate\": 1.0}, {\"aj_000\": \"8740\", \"condition_rate\": 1.0}, {\"aj_000\": \"874\", \"condition_rate\": 1.0}, {\"aj_000\": \"8716\", \"condition_rate\": 1.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 182.27}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..16dc3ce5619299f398dc9322c43c56c90f2235ab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:46:52.801335+00:00", + "ended_at": "2026-05-26T00:47:10.129660+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_3883dc559cc3931c", + "problem_id": "v2p_n18_aa3e5c85caf02cd7", + "dataset_id": "n18", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=aj_000, condition_col=class.", + "bindings": { + "group_col": "aj_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 230.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=100" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_3883dc559cc3931c.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_3883dc559cc3931c", + "api_calls": 0, + "input_tokens": 45026, + "cached_input_tokens": 3456, + "output_tokens": 632, + "total_tokens": 45658, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21731, + "estimated_output_tokens": 110, + "estimated_total_tokens": 21841, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17115.76, + "sql_execution_elapsed_ms_total": 182.27, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c35c089e4e106aa7113b3e89e73ce093798b158f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:47:09.945728+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17115.76, "started_at": "2026-05-26T00:46:52.815744+00:00", "ended_at": "2026-05-26T00:47:09.931652+00:00", "prompt_metrics": {"chars": 68753, "bytes_utf8": 68753, "lines": 2151, "estimated_tokens": 21731}, "response_metrics": {"chars": 407, "bytes_utf8": 407, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 45026, "cached_input_tokens": 3456, "output_tokens": 632, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"aj_000\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'neg' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"aj_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the provided Grouped Condition Rate template with group_col=\\\"aj_000\\\" and condition_col=\\\"class\\\", measuring the within-group proportion of rows where class = 'neg'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..de968b48c0ed07f4a9d2877727497ff6403ffdb3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_3883dc559cc3931c", + "api_calls": 0, + "input_tokens": 45026, + "cached_input_tokens": 3456, + "output_tokens": 632, + "total_tokens": 45658, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21731, + "estimated_output_tokens": 110, + "estimated_total_tokens": 21841, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17115.76, + "sql_execution_elapsed_ms_total": 182.27, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3883dc559cc3931c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bb20ab95a4e2bfc2f0793aab2aeb3f31f53e1014 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68413, "bytes_utf8": 68413, "lines": 2146, "estimated_tokens": 21645}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 286, "bytes_utf8": 286, "lines": 1, "estimated_tokens": 78}, "usage": {"input_tokens": 44940, "cached_input_tokens": 44416, "output_tokens": 454, "reasoning_output_tokens": 370}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..75bd246d30264e94621bb463024a752cc22c94f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_3dde2834e605827e", + "api_calls": 0, + "input_tokens": 44940, + "cached_input_tokens": 44416, + "output_tokens": 454, + "total_tokens": 45394, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21645, + "estimated_output_tokens": 78, + "estimated_total_tokens": 21723, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12044.37, + "sql_execution_elapsed_ms_total": 34.15, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a59777bde6fa00d51300f5fe68034213898fb2ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:47:10.145993+00:00", + "ended_at": "2026-05-26T00:47:22.190501+00:00", + "elapsed_ms": 12044.37, + "prompt_metrics": { + "chars": 68413, + "bytes_utf8": 68413, + "lines": 2146, + "estimated_tokens": 21645 + }, + "stdout_metrics": { + "chars": 644, + "bytes_utf8": 644, + "lines": 4, + "estimated_tokens": 189 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 286, + "bytes_utf8": 286, + "lines": 1, + "estimated_tokens": 78 + }, + "usage": { + "input_tokens": 44940, + "cached_input_tokens": 44416, + "output_tokens": 454, + "reasoning_output_tokens": 370 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cae2a7aaeb0d6e94e0b3c31192d97d6a43b0564a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=cl_000.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "cl_000", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3658.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b3a45d7eac4a82075d99c5e7b38dd6be52336482 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bf-f36c-77a0-9ef0-be07230ae33a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"cl_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"cl_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template on \\\"cl_000\\\" to show subgroup frequency distribution in table \\\"n18\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44940,"cached_input_tokens":44416,"output_tokens":454,"reasoning_output_tokens":370}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3e3fd68b723509774be282e620bde3f813163092 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count.\nSELECT \"cl_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nGROUP BY \"cl_000\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned grouped-count template on \"cl_000\" to show subgroup frequency distribution in table \"n18\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c50e55c35108496859db8494408ad90c8711b94b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cl_000. +Result preview: [{"cl_000": "0", "row_count": 46640}, {"cl_000": "", "row_count": 12012}, {"cl_000": "2", "row_count": 3262}, {"cl_000": "4", "row_count": 1752}, {"cl_000": "6", "row_count": 1048}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6fc3beb32d2ba05e5aaf516d6a4ea8ee6c6562c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n18_3dde2834e605827e +-- problem_id: v2p_n18_215b1a0fbdf9432c +-- realization_mode: agent +-- source_kind: agent +SELECT "cl_000", COUNT(*) AS "row_count" +FROM "n18" +GROUP BY "cl_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fe626e603783f9b9b11e46862b0adb106372c726 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count.\nSELECT \"cl_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nGROUP BY \"cl_000\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"cl_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"cl_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"cl_000\", \"row_count\"], \"rows\": [{\"cl_000\": \"0\", \"row_count\": 46640}, {\"cl_000\": \"\", \"row_count\": 12012}, {\"cl_000\": \"2\", \"row_count\": 3262}, {\"cl_000\": \"4\", \"row_count\": 1752}, {\"cl_000\": \"6\", \"row_count\": 1048}, {\"cl_000\": \"8\", \"row_count\": 802}, {\"cl_000\": \"10\", \"row_count\": 622}, {\"cl_000\": \"12\", \"row_count\": 530}, {\"cl_000\": \"14\", \"row_count\": 424}, {\"cl_000\": \"16\", \"row_count\": 389}, {\"cl_000\": \"18\", \"row_count\": 324}, {\"cl_000\": \"20\", \"row_count\": 293}, {\"cl_000\": \"22\", \"row_count\": 282}, {\"cl_000\": \"24\", \"row_count\": 265}, {\"cl_000\": \"28\", \"row_count\": 247}, {\"cl_000\": \"32\", \"row_count\": 194}, {\"cl_000\": \"30\", \"row_count\": 194}, {\"cl_000\": \"26\", \"row_count\": 189}, {\"cl_000\": \"34\", \"row_count\": 180}, {\"cl_000\": \"42\", \"row_count\": 162}, {\"cl_000\": \"38\", \"row_count\": 158}, {\"cl_000\": \"36\", \"row_count\": 155}, {\"cl_000\": \"40\", \"row_count\": 149}, {\"cl_000\": \"46\", \"row_count\": 144}, {\"cl_000\": \"44\", \"row_count\": 127}, {\"cl_000\": \"48\", \"row_count\": 117}, {\"cl_000\": \"54\", \"row_count\": 115}, {\"cl_000\": \"50\", \"row_count\": 110}, {\"cl_000\": \"56\", \"row_count\": 105}, {\"cl_000\": \"52\", \"row_count\": 99}, {\"cl_000\": \"62\", \"row_count\": 95}, {\"cl_000\": \"60\", \"row_count\": 90}, {\"cl_000\": \"58\", \"row_count\": 82}, {\"cl_000\": \"68\", \"row_count\": 76}, {\"cl_000\": \"66\", \"row_count\": 74}, {\"cl_000\": \"80\", \"row_count\": 69}, {\"cl_000\": \"70\", \"row_count\": 65}, {\"cl_000\": \"86\", \"row_count\": 63}, {\"cl_000\": \"64\", \"row_count\": 61}, {\"cl_000\": \"88\", \"row_count\": 59}, {\"cl_000\": \"72\", \"row_count\": 58}, {\"cl_000\": \"100\", \"row_count\": 57}, {\"cl_000\": \"74\", \"row_count\": 56}, {\"cl_000\": \"90\", \"row_count\": 55}, {\"cl_000\": \"82\", \"row_count\": 51}, {\"cl_000\": \"84\", \"row_count\": 50}, {\"cl_000\": \"76\", \"row_count\": 49}, {\"cl_000\": \"106\", \"row_count\": 40}, {\"cl_000\": \"110\", \"row_count\": 39}, {\"cl_000\": \"98\", \"row_count\": 38}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 34.15}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c0993772c4c742b9166a3d3b2a5034f541806b8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:47:10.130185+00:00", + "ended_at": "2026-05-26T00:47:22.238387+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_3dde2834e605827e", + "problem_id": "v2p_n18_215b1a0fbdf9432c", + "dataset_id": "n18", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cl_000.", + "bindings": { + "group_col": "cl_000", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3658.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=15" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_3dde2834e605827e.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_3dde2834e605827e", + "api_calls": 0, + "input_tokens": 44940, + "cached_input_tokens": 44416, + "output_tokens": 454, + "total_tokens": 45394, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21645, + "estimated_output_tokens": 78, + "estimated_total_tokens": 21723, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12044.37, + "sql_execution_elapsed_ms_total": 34.15, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fce8d4736c5645dfc22e6659178d8e4eacf7f335 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:47:22.202459+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12044.37, "started_at": "2026-05-26T00:47:10.145993+00:00", "ended_at": "2026-05-26T00:47:22.190501+00:00", "prompt_metrics": {"chars": 68413, "bytes_utf8": 68413, "lines": 2146, "estimated_tokens": 21645}, "response_metrics": {"chars": 286, "bytes_utf8": 286, "lines": 1, "estimated_tokens": 78}, "usage": {"input_tokens": 44940, "cached_input_tokens": 44416, "output_tokens": 454, "reasoning_output_tokens": 370}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"cl_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"cl_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template on \\\"cl_000\\\" to show subgroup frequency distribution in table \\\"n18\\\".\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2e0a7467ff9ab28836513047b72350220231538f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_3dde2834e605827e", + "api_calls": 0, + "input_tokens": 44940, + "cached_input_tokens": 44416, + "output_tokens": 454, + "total_tokens": 45394, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21645, + "estimated_output_tokens": 78, + "estimated_total_tokens": 21723, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12044.37, + "sql_execution_elapsed_ms_total": 34.15, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_3dde2834e605827e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3a8746634b8b6f881fcc9e502142e8d6c88cbd89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68906, "bytes_utf8": 68906, "lines": 2150, "estimated_tokens": 21790}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 633, "bytes_utf8": 633, "lines": 1, "estimated_tokens": 201}, "usage": {"input_tokens": 45085, "cached_input_tokens": 44416, "output_tokens": 3301, "reasoning_output_tokens": 3094}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9e09c416d7b6ad5ea9b50198151cadd50517bd55 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_43a3fa9b0bffb904", + "api_calls": 0, + "input_tokens": 45085, + "cached_input_tokens": 44416, + "output_tokens": 3301, + "total_tokens": 48386, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21790, + "estimated_output_tokens": 201, + "estimated_total_tokens": 21991, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 63167.81, + "sql_execution_elapsed_ms_total": 258.93, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..72cb11c27d59ee6f3f4ddead9a82fe60adc0f70c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:47:22.254169+00:00", + "ended_at": "2026-05-26T00:48:25.422433+00:00", + "elapsed_ms": 63167.81, + "prompt_metrics": { + "chars": 68906, + "bytes_utf8": 68906, + "lines": 2150, + "estimated_tokens": 21790 + }, + "stdout_metrics": { + "chars": 1075, + "bytes_utf8": 1075, + "lines": 4, + "estimated_tokens": 371 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 633, + "bytes_utf8": 633, + "lines": 1, + "estimated_tokens": 201 + }, + "usage": { + "input_tokens": 45085, + "cached_input_tokens": 44416, + "output_tokens": 3301, + "reasoning_output_tokens": 3094 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b2c483912ef3cec1602162178f79d84fcc3fa7f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=class, measure_col=at_000.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "class", + "measure_col": "at_000", + "item_col": "aq_000", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2968.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9ee7042a0e0f8a3932c9713d92fca7b405a5ea07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c0-22b4-7b33-bb49-06aa85b2406c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"g\\\".\\\"class\\\",\\n \\\"g\\\".\\\"aq_000\\\",\\n \\\"g\\\".\\\"total_measure\\\",\\n \\\"g\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"g\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"g\\\".\\\"class\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"class\\\",\\n \\\"aq_000\\\",\\n SUM(CAST(NULLIF(\\\"at_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n GROUP BY \\\"class\\\", \\\"aq_000\\\"\\n) AS \\\"g\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses \\\"class\\\" as the group, \\\"aq_000\\\" as the item bucket, and sums \\\"at_000\\\" after converting empty TEXT values to NULL and casting to REAL.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45085,"cached_input_tokens":44416,"output_tokens":3301,"reasoning_output_tokens":3094}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2007673f425c8bd53b0d679b6a46b6162488faf3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"g\".\"class\",\n \"g\".\"aq_000\",\n \"g\".\"total_measure\",\n \"g\".\"total_measure\" * 100.0 / SUM(\"g\".\"total_measure\") OVER (PARTITION BY \"g\".\"class\") AS \"share_within_group\"\nFROM (\n SELECT\n \"class\",\n \"aq_000\",\n SUM(CAST(NULLIF(\"at_000\", '') AS REAL)) AS \"total_measure\"\n FROM \"n18\"\n GROUP BY \"class\", \"aq_000\"\n) AS \"g\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses \"class\" as the group, \"aq_000\" as the item bucket, and sums \"at_000\" after converting empty TEXT values to NULL and casting to REAL."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2d650aa1307f564291fb76a4baef8054235c7f1e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=class, measure_col=at_000. +Result preview: [{"class": "pos", "aq_000": "8910462", "total_measure": 27711750.0, "share_within_group": 16.797018085372876}, {"class": "pos", "aq_000": "10012312", "total_measure": 10654346.0, "share_within_group": 6.4579552879128945}, {"class": "pos", "aq_000": "8299058", "total_measure": 10400504.0, "share_within_group": 6.304093165714649}, {"class": "pos", "aq_000": "9672896", "total_measure": 8212016.0, "share_within_group": 4.9775774272419255}, {"class": "pos", "aq_000": "6867538", "total_measure": 8055026.0, "share_within_group": 4.8824205400290035}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b559abc20f349228c1c51eab54b2f41cd0ed4b24 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/generated_sql.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_43a3fa9b0bffb904 +-- problem_id: v2p_n18_9ef68e9261996626 +-- realization_mode: agent +-- source_kind: agent +SELECT + "g"."class", + "g"."aq_000", + "g"."total_measure", + "g"."total_measure" * 100.0 / SUM("g"."total_measure") OVER (PARTITION BY "g"."class") AS "share_within_group" +FROM ( + SELECT + "class", + "aq_000", + SUM(CAST(NULLIF("at_000", '') AS REAL)) AS "total_measure" + FROM "n18" + GROUP BY "class", "aq_000" +) AS "g" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0e59fe8bbd62297350cf3d31776c811474ac72ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"g\".\"class\",\n \"g\".\"aq_000\",\n \"g\".\"total_measure\",\n \"g\".\"total_measure\" * 100.0 / SUM(\"g\".\"total_measure\") OVER (PARTITION BY \"g\".\"class\") AS \"share_within_group\"\nFROM (\n SELECT\n \"class\",\n \"aq_000\",\n SUM(CAST(NULLIF(\"at_000\", '') AS REAL)) AS \"total_measure\"\n FROM \"n18\"\n GROUP BY \"class\", \"aq_000\"\n) AS \"g\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"g\\\".\\\"class\\\",\\n \\\"g\\\".\\\"aq_000\\\",\\n \\\"g\\\".\\\"total_measure\\\",\\n \\\"g\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"g\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"g\\\".\\\"class\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"class\\\",\\n \\\"aq_000\\\",\\n SUM(CAST(NULLIF(\\\"at_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n GROUP BY \\\"class\\\", \\\"aq_000\\\"\\n) AS \\\"g\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"class\", \"aq_000\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"class\": \"pos\", 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\"total_measure\": 6178524.0, \"share_within_group\": 3.74500994592223}, {\"class\": \"pos\", \"aq_000\": \"3150326\", \"total_measure\": 6074804.0, \"share_within_group\": 3.6821417865380384}, {\"class\": \"pos\", \"aq_000\": \"4042194\", \"total_measure\": 5270110.0, \"share_within_group\": 3.194389852026828}, {\"class\": \"pos\", \"aq_000\": \"2864752\", \"total_measure\": 4995208.0, \"share_within_group\": 3.027762559787789}, {\"class\": \"neg\", \"aq_000\": \"1492772\", \"total_measure\": 5612844.0, \"share_within_group\": 2.485153925139859}, {\"class\": \"pos\", \"aq_000\": \"6881790\", \"total_measure\": 3937842.0, \"share_within_group\": 2.386857679191711}, {\"class\": \"pos\", \"aq_000\": \"4597334\", \"total_measure\": 3394398.0, \"share_within_group\": 2.057458103329942}, {\"class\": \"pos\", \"aq_000\": \"2461906\", \"total_measure\": 2916032.0, \"share_within_group\": 1.7675044788411427}, {\"class\": \"pos\", \"aq_000\": \"2883128\", \"total_measure\": 2779104.0, 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{\"class\": \"neg\", \"aq_000\": \"8494840\", \"total_measure\": 2044976.0, \"share_within_group\": 0.9054376236390692}, {\"class\": \"neg\", \"aq_000\": \"11698314\", \"total_measure\": 2036220.0, \"share_within_group\": 0.90156079973865}, {\"class\": \"neg\", \"aq_000\": \"3702882\", \"total_measure\": 2002016.0, \"share_within_group\": 0.8864165689609046}, {\"class\": \"neg\", \"aq_000\": \"1063666\", \"total_measure\": 1958864.0, \"share_within_group\": 0.8673105039825023}, {\"class\": \"neg\", \"aq_000\": \"17733416\", \"total_measure\": 1908492.0, \"share_within_group\": 0.8450076975055817}, {\"class\": \"neg\", \"aq_000\": \"13869946\", \"total_measure\": 1887514.0, \"share_within_group\": 0.8357194366806623}, {\"class\": \"neg\", \"aq_000\": \"1059398\", \"total_measure\": 1809898.0, \"share_within_group\": 0.8013540228096095}, {\"class\": \"pos\", \"aq_000\": \"7673782\", \"total_measure\": 1313210.0, \"share_within_group\": 0.7959804819216583}, {\"class\": \"neg\", \"aq_000\": \"865040\", \"total_measure\": 1782152.0, \"share_within_group\": 0.7890691489013145}, {\"class\": \"neg\", \"aq_000\": \"4077962\", \"total_measure\": 1735536.0, \"share_within_group\": 0.7684293564227921}, {\"class\": \"neg\", \"aq_000\": \"8471586\", \"total_measure\": 1710818.0, \"share_within_group\": 0.757485165791161}, {\"class\": \"pos\", \"aq_000\": \"3710182\", \"total_measure\": 1193866.0, \"share_within_group\": 0.7236420938234421}, {\"class\": \"neg\", \"aq_000\": \"3927008\", \"total_measure\": 1603932.0, \"share_within_group\": 0.7101601087536771}, {\"class\": \"neg\", \"aq_000\": \"6180312\", \"total_measure\": 1596932.0, \"share_within_group\": 0.7070607748908476}, {\"class\": \"neg\", \"aq_000\": \"1362094\", \"total_measure\": 1594228.0, \"share_within_group\": 0.7058635464958347}, {\"class\": \"pos\", \"aq_000\": \"2204958\", \"total_measure\": 1161742.0, \"share_within_group\": 0.7041706635105056}, {\"class\": \"pos\", \"aq_000\": \"3764188\", \"total_measure\": 1116060.0, \"share_within_group\": 0.6764812761504145}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 258.93}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..99f71955b88f9e7ab15e06cde4bed7297fc596c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:47:22.238844+00:00", + "ended_at": "2026-05-26T00:48:25.698815+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_43a3fa9b0bffb904", + "problem_id": "v2p_n18_9ef68e9261996626", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=class, measure_col=at_000.", + "bindings": { + "group_col": "class", + "measure_col": "at_000", + "item_col": "aq_000", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2968.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=24" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_43a3fa9b0bffb904.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_43a3fa9b0bffb904", + "api_calls": 0, + "input_tokens": 45085, + "cached_input_tokens": 44416, + "output_tokens": 3301, + "total_tokens": 48386, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21790, + "estimated_output_tokens": 201, + "estimated_total_tokens": 21991, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 63167.81, + "sql_execution_elapsed_ms_total": 258.93, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a8c05aff59008683b838f91f00b771691a8211ca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:48:25.433694+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 63167.81, "started_at": "2026-05-26T00:47:22.254169+00:00", "ended_at": "2026-05-26T00:48:25.422433+00:00", "prompt_metrics": {"chars": 68906, "bytes_utf8": 68906, "lines": 2150, "estimated_tokens": 21790}, "response_metrics": {"chars": 633, "bytes_utf8": 633, "lines": 1, "estimated_tokens": 201}, "usage": {"input_tokens": 45085, "cached_input_tokens": 44416, "output_tokens": 3301, "reasoning_output_tokens": 3094}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"g\\\".\\\"class\\\",\\n \\\"g\\\".\\\"aq_000\\\",\\n \\\"g\\\".\\\"total_measure\\\",\\n \\\"g\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"g\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"g\\\".\\\"class\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"class\\\",\\n \\\"aq_000\\\",\\n SUM(CAST(NULLIF(\\\"at_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n GROUP BY \\\"class\\\", \\\"aq_000\\\"\\n) AS \\\"g\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses \\\"class\\\" as the group, \\\"aq_000\\\" as the item bucket, and sums \\\"at_000\\\" after converting empty TEXT values to NULL and casting to REAL.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_43a3fa9b0bffb904/usage_summary.json new file mode 100644 index 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AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b21199d19efb357019dc8d88a79003cc23221a26 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68812, "bytes_utf8": 68812, "lines": 2152, "estimated_tokens": 21770}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 605, "bytes_utf8": 605, "lines": 1, "estimated_tokens": 159}, "usage": {"input_tokens": 45065, "cached_input_tokens": 22912, "output_tokens": 1483, "reasoning_output_tokens": 1318}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..046dd238ed84a342e0455640101eaad3c134e810 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_48dde16621e34147", + "api_calls": 0, + "input_tokens": 45065, + "cached_input_tokens": 22912, + "output_tokens": 1483, + "total_tokens": 46548, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21770, + "estimated_output_tokens": 159, + "estimated_total_tokens": 21929, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 31205.03, + "sql_execution_elapsed_ms_total": 168.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..47557e7c4337c957ad8652f793fb641263fc6f91 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:48:25.714775+00:00", + "ended_at": "2026-05-26T00:48:56.920049+00:00", + "elapsed_ms": 31205.03, + "prompt_metrics": { + "chars": 68812, + "bytes_utf8": 68812, + "lines": 2152, + "estimated_tokens": 21770 + }, + "stdout_metrics": { + "chars": 982, + "bytes_utf8": 982, + "lines": 4, + "estimated_tokens": 286 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 605, + "bytes_utf8": 605, + "lines": 1, + "estimated_tokens": 159 + }, + "usage": { + "input_tokens": 45065, + "cached_input_tokens": 22912, + "output_tokens": 1483, + "reasoning_output_tokens": 1318 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..938fc8596adc3ce499ea3feabf98a6d2e567f655 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2152 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=ch_000.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "ae_000", + "group_col_2": "ch_000", + "predicate_col": "ba_003", + "predicate_op": ">=", + "predicate_value": 220220.0, + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 260.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a22d02d2095f43f9d706842402dee55216c23568 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c1-1a9d-7442-a811-b9cf617b58bd"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"ch_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"ba_003\\\", '') AS REAL) >= 220220.0\\nGROUP BY \\\"ae_000\\\", \\\"ch_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Follows the provided filtered two-dimensional group-count template with group_col=\\\"ae_000\\\", group_col_2=\\\"ch_000\\\", and predicate_col=\\\"ba_003\\\". Because the SQLite snapshot stores columns as TEXT and uses empty strings for missing values, the filter converts empty strings to NULL and casts ba_003 to REAL before applying the numeric threshold.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45065,"cached_input_tokens":22912,"output_tokens":1483,"reasoning_output_tokens":1318}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..23bf7d45255b57ee3a6314d67025de83b10cd935 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"ae_000\", \"ch_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nWHERE CAST(NULLIF(\"ba_003\", '') AS REAL) >= 220220.0\nGROUP BY \"ae_000\", \"ch_000\"\nORDER BY \"row_count\" DESC;","notes":"Follows the provided filtered two-dimensional group-count template with group_col=\"ae_000\", group_col_2=\"ch_000\", and predicate_col=\"ba_003\". Because the SQLite snapshot stores columns as TEXT and uses empty strings for missing values, the filter converts empty strings to NULL and casts ba_003 to REAL before applying the numeric threshold."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f8a3dafb669995a6cab8511378186e8d284e110 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=ch_000. +Result preview: [{"ae_000": "0", "ch_000": "0", "row_count": 14550}, {"ae_000": "0", "ch_000": "", "row_count": 4620}, {"ae_000": "", "ch_000": "", "row_count": 2154}, {"ae_000": "", "ch_000": "0", "row_count": 84}, {"ae_000": "134", "ch_000": "0", "row_count": 7}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..eefbcec33645218d9508d65c70c42c5baadc289f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n18_48dde16621e34147 +-- problem_id: v2p_n18_bccce5b59c7d2903 +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", "ch_000", COUNT(*) AS "row_count" +FROM "n18" +WHERE CAST(NULLIF("ba_003", '') AS REAL) >= 220220.0 +GROUP BY "ae_000", "ch_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a8b4a2ee4cad9e1d063b4714745eefa74d81d71d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"ae_000\", \"ch_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nWHERE CAST(NULLIF(\"ba_003\", '') AS REAL) >= 220220.0\nGROUP BY \"ae_000\", \"ch_000\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"ch_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"ba_003\\\", '') AS REAL) >= 220220.0\\nGROUP BY \\\"ae_000\\\", \\\"ch_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"ae_000\", \"ch_000\", \"row_count\"], \"rows\": [{\"ae_000\": \"0\", \"ch_000\": \"0\", \"row_count\": 14550}, {\"ae_000\": \"0\", \"ch_000\": \"\", \"row_count\": 4620}, {\"ae_000\": \"\", \"ch_000\": \"\", \"row_count\": 2154}, {\"ae_000\": \"\", \"ch_000\": \"0\", \"row_count\": 84}, {\"ae_000\": \"134\", \"ch_000\": \"0\", \"row_count\": 7}, {\"ae_000\": \"140\", \"ch_000\": \"0\", \"row_count\": 7}, {\"ae_000\": \"14\", \"ch_000\": \"0\", \"row_count\": 5}, {\"ae_000\": \"170\", \"ch_000\": \"0\", \"row_count\": 5}, {\"ae_000\": \"326\", \"ch_000\": \"0\", \"row_count\": 5}, {\"ae_000\": \"458\", \"ch_000\": \"0\", \"row_count\": 5}, {\"ae_000\": \"92\", \"ch_000\": \"0\", \"row_count\": 5}, {\"ae_000\": \"118\", \"ch_000\": \"0\", \"row_count\": 4}, {\"ae_000\": \"126\", \"ch_000\": \"0\", \"row_count\": 4}, {\"ae_000\": \"154\", \"ch_000\": \"0\", \"row_count\": 4}, {\"ae_000\": \"206\", \"ch_000\": \"0\", \"row_count\": 4}, {\"ae_000\": \"258\", \"ch_000\": \"0\", \"row_count\": 4}, {\"ae_000\": \"342\", \"ch_000\": \"0\", \"row_count\": 4}, {\"ae_000\": \"356\", \"ch_000\": \"0\", \"row_count\": 4}, {\"ae_000\": \"0\", \"ch_000\": \"2\", \"row_count\": 3}, {\"ae_000\": \"128\", \"ch_000\": \"0\", \"row_count\": 3}, {\"ae_000\": \"144\", \"ch_000\": \"0\", \"row_count\": 3}, {\"ae_000\": \"2\", \"ch_000\": \"0\", \"row_count\": 3}, {\"ae_000\": \"20\", \"ch_000\": \"0\", \"row_count\": 3}, {\"ae_000\": \"218\", \"ch_000\": \"0\", \"row_count\": 3}, {\"ae_000\": \"220\", \"ch_000\": \"0\", \"row_count\": 3}, {\"ae_000\": \"292\", \"ch_000\": \"0\", \"row_count\": 3}, {\"ae_000\": \"342\", \"ch_000\": \"\", \"row_count\": 3}, {\"ae_000\": \"352\", \"ch_000\": \"0\", \"row_count\": 3}, {\"ae_000\": \"368\", \"ch_000\": \"0\", \"row_count\": 3}, {\"ae_000\": \"378\", \"ch_000\": \"0\", \"row_count\": 3}, {\"ae_000\": \"396\", \"ch_000\": \"0\", \"row_count\": 3}, {\"ae_000\": \"406\", \"ch_000\": \"0\", \"row_count\": 3}, {\"ae_000\": \"438\", \"ch_000\": \"0\", \"row_count\": 3}, {\"ae_000\": \"530\", \"ch_000\": \"0\", \"row_count\": 3}, {\"ae_000\": \"658\", \"ch_000\": \"0\", \"row_count\": 3}, {\"ae_000\": \"668\", \"ch_000\": \"0\", \"row_count\": 3}, {\"ae_000\": \"78\", \"ch_000\": \"0\", \"row_count\": 3}, {\"ae_000\": \"100\", \"ch_000\": \"0\", \"row_count\": 2}, {\"ae_000\": \"1130\", \"ch_000\": \"0\", \"row_count\": 2}, {\"ae_000\": \"116\", \"ch_000\": \"0\", \"row_count\": 2}, {\"ae_000\": \"120\", \"ch_000\": \"0\", \"row_count\": 2}, {\"ae_000\": \"124\", \"ch_000\": \"0\", \"row_count\": 2}, {\"ae_000\": \"1270\", \"ch_000\": \"0\", \"row_count\": 2}, {\"ae_000\": \"1274\", \"ch_000\": \"0\", \"row_count\": 2}, {\"ae_000\": \"1292\", \"ch_000\": \"0\", \"row_count\": 2}, {\"ae_000\": \"1314\", \"ch_000\": \"0\", \"row_count\": 2}, {\"ae_000\": \"138\", \"ch_000\": \"0\", \"row_count\": 2}, {\"ae_000\": \"142\", \"ch_000\": \"0\", \"row_count\": 2}, {\"ae_000\": \"1452\", \"ch_000\": \"0\", \"row_count\": 2}, {\"ae_000\": \"1468\", \"ch_000\": \"\", \"row_count\": 2}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 168.91}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b90afb574cb78ede0f82a2c78ec10809ce8affa1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:48:25.699326+00:00", + "ended_at": "2026-05-26T00:48:57.103667+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_48dde16621e34147", + "problem_id": "v2p_n18_bccce5b59c7d2903", + "dataset_id": "n18", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=ch_000.", + "bindings": { + "group_col": "ae_000", + "group_col_2": "ch_000", + "predicate_col": "ba_003", + "predicate_op": ">=", + "predicate_value": 220220.0, + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 260.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/1", + "binding_index=56" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_48dde16621e34147.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_48dde16621e34147", + "api_calls": 0, + "input_tokens": 45065, + "cached_input_tokens": 22912, + "output_tokens": 1483, + "total_tokens": 46548, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21770, + "estimated_output_tokens": 159, + "estimated_total_tokens": 21929, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 31205.03, + "sql_execution_elapsed_ms_total": 168.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..62b0b30045ecda3e22f780d42221d3f27a0c618c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:48:56.932262+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 31205.03, "started_at": "2026-05-26T00:48:25.714775+00:00", "ended_at": "2026-05-26T00:48:56.920049+00:00", "prompt_metrics": {"chars": 68812, "bytes_utf8": 68812, "lines": 2152, "estimated_tokens": 21770}, "response_metrics": {"chars": 605, "bytes_utf8": 605, "lines": 1, "estimated_tokens": 159}, "usage": {"input_tokens": 45065, "cached_input_tokens": 22912, "output_tokens": 1483, "reasoning_output_tokens": 1318}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"ch_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"ba_003\\\", '') AS REAL) >= 220220.0\\nGROUP BY \\\"ae_000\\\", \\\"ch_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Follows the provided filtered two-dimensional group-count template with group_col=\\\"ae_000\\\", group_col_2=\\\"ch_000\\\", and predicate_col=\\\"ba_003\\\". Because the SQLite snapshot stores columns as TEXT and uses empty strings for missing values, the filter converts empty strings to NULL and casts ba_003 to REAL before applying the numeric threshold.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e36f5ebce711e7a33ebad698b51ad7acf057a7f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_48dde16621e34147", + "api_calls": 0, + "input_tokens": 45065, + "cached_input_tokens": 22912, + "output_tokens": 1483, + "total_tokens": 46548, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21770, + "estimated_output_tokens": 159, + "estimated_total_tokens": 21929, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 31205.03, + "sql_execution_elapsed_ms_total": 168.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48dde16621e34147/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c69f513c7b890c134324ac962a40e4065021207b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68499, "bytes_utf8": 68499, "lines": 2148, "estimated_tokens": 21670}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 302, "bytes_utf8": 302, "lines": 1, "estimated_tokens": 87}, "usage": {"input_tokens": 44965, "cached_input_tokens": 44416, "output_tokens": 547, "reasoning_output_tokens": 454}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4ecf113fdf11526d4658cc5fb413d64f3b9e4d7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_48f98b3898aac3cc", + "api_calls": 0, + "input_tokens": 44965, + "cached_input_tokens": 44416, + "output_tokens": 547, + "total_tokens": 45512, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21670, + "estimated_output_tokens": 87, + "estimated_total_tokens": 21757, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13752.44, + "sql_execution_elapsed_ms_total": 39.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3602a5aaaf811ff3b09f144607dc9f846ac17c43 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:48:57.118205+00:00", + "ended_at": "2026-05-26T00:49:10.870786+00:00", + "elapsed_ms": 13752.44, + "prompt_metrics": { + "chars": 68499, + "bytes_utf8": 68499, + "lines": 2148, + "estimated_tokens": 21670 + }, + "stdout_metrics": { + "chars": 664, + "bytes_utf8": 664, + "lines": 4, + "estimated_tokens": 204 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 302, + "bytes_utf8": 302, + "lines": 1, + "estimated_tokens": 87 + }, + "usage": { + "input_tokens": 44965, + "cached_input_tokens": 44416, + "output_tokens": 547, + "reasoning_output_tokens": 454 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e20b1d2f7070b0d36e006d2d58bc2161c3aa19b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=class, measure_col=aa_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "class", + "measure_col": "aa_000", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 37016.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d2c76bdd40402ac8eff76c46fc0caec92dc60a37 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c1-9542-79f3-bcf9-25b31b8e4add"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"class\\\", SUM(CAST(NULLIF(\\\"aa_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Casts text-backed \\\"aa_000\\\" to REAL and treats empty strings as NULL before summing by \\\"class\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44965,"cached_input_tokens":44416,"output_tokens":547,"reasoning_output_tokens":454}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8089a01355ed32c9d594245a53a0005167a634e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"class\", SUM(CAST(NULLIF(\"aa_000\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"class\"\nORDER BY \"total_measure\" DESC;","notes":"Casts text-backed \"aa_000\" to REAL and treats empty strings as NULL before summing by \"class\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..37f0c735e0663ae3ee1db462c32a6ff43fe19fcc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=class, measure_col=aa_000. +Result preview: [{"class": "neg", "total_measure": 3696618076.0}, {"class": "pos", "total_measure": 951523638.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6c4c9de3a0145295b5a231a31aa391ce7e8dca3c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_48f98b3898aac3cc +-- problem_id: v2p_n18_94b71f84f0995cf4 +-- realization_mode: agent +-- source_kind: agent +SELECT "class", SUM(CAST(NULLIF("aa_000", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "class" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6c1f238b16e68868cabab5ed6a4e37ecb3e472f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"class\", SUM(CAST(NULLIF(\"aa_000\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"class\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"class\\\", SUM(CAST(NULLIF(\\\"aa_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"class\", \"total_measure\"], \"rows\": [{\"class\": \"neg\", \"total_measure\": 3696618076.0}, {\"class\": \"pos\", \"total_measure\": 951523638.0}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 39.82}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8064482d90c93ab48c32679e48f57878866d9749 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:48:57.104090+00:00", + "ended_at": "2026-05-26T00:49:10.928843+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_48f98b3898aac3cc", + "problem_id": "v2p_n18_94b71f84f0995cf4", + "dataset_id": "n18", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=class, measure_col=aa_000.", + "bindings": { + "group_col": "class", + "measure_col": "aa_000", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 37016.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=0" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_48f98b3898aac3cc.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_48f98b3898aac3cc", + "api_calls": 0, + "input_tokens": 44965, + "cached_input_tokens": 44416, + "output_tokens": 547, + "total_tokens": 45512, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21670, + "estimated_output_tokens": 87, + "estimated_total_tokens": 21757, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13752.44, + "sql_execution_elapsed_ms_total": 39.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a400d22943384feecf00724a4ecfebc8521ca371 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:49:10.887225+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13752.44, "started_at": "2026-05-26T00:48:57.118205+00:00", "ended_at": "2026-05-26T00:49:10.870786+00:00", "prompt_metrics": {"chars": 68499, "bytes_utf8": 68499, "lines": 2148, "estimated_tokens": 21670}, "response_metrics": {"chars": 302, "bytes_utf8": 302, "lines": 1, "estimated_tokens": 87}, "usage": {"input_tokens": 44965, "cached_input_tokens": 44416, "output_tokens": 547, "reasoning_output_tokens": 454}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"class\\\", SUM(CAST(NULLIF(\\\"aa_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Casts text-backed \\\"aa_000\\\" to REAL and treats empty strings as NULL before summing by \\\"class\\\".\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fce8dde1625ab3500c36dcc6d180d0bfbb3de2b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_48f98b3898aac3cc", + "api_calls": 0, + "input_tokens": 44965, + "cached_input_tokens": 44416, + "output_tokens": 547, + "total_tokens": 45512, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21670, + "estimated_output_tokens": 87, + "estimated_total_tokens": 21757, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13752.44, + "sql_execution_elapsed_ms_total": 39.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_48f98b3898aac3cc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..245926cbf935ec619ac28edca03d732a8fb55ee5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68584, "bytes_utf8": 68584, "lines": 2148, "estimated_tokens": 21684}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 959, "bytes_utf8": 959, "lines": 1, "estimated_tokens": 302}, "usage": {"input_tokens": 44979, "cached_input_tokens": 44416, "output_tokens": 1860, "reasoning_output_tokens": 1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..632cdde17c533753fa29d9c37f2bc6cf67a61109 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_497b778ea0016b04", + "api_calls": 0, + "input_tokens": 44979, + "cached_input_tokens": 44416, + "output_tokens": 1860, + "total_tokens": 46839, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21684, + "estimated_output_tokens": 302, + "estimated_total_tokens": 21986, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 37898.99, + "sql_execution_elapsed_ms_total": 372.27, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a22220811995eff21464f37a5b684c012c3126dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:49:10.947535+00:00", + "ended_at": "2026-05-26T00:49:48.846817+00:00", + "elapsed_ms": 37898.99, + "prompt_metrics": { + "chars": 68584, + "bytes_utf8": 68584, + "lines": 2148, + "estimated_tokens": 21684 + }, + "stdout_metrics": { + "chars": 1428, + "bytes_utf8": 1428, + "lines": 4, + "estimated_tokens": 490 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 103 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 959, + "bytes_utf8": 959, + "lines": 1, + "estimated_tokens": 302 + }, + "usage": { + "input_tokens": 44979, + "cached_input_tokens": 44416, + "output_tokens": 1860, + "reasoning_output_tokens": 1552 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a71c080115869aea2767f2d83f56a7e4d0246de5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"cs_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ct_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cy_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cz_000", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=cl_000, measure_col=dy_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cl_000", + "measure_col": "dy_000", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 58.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6769bc3322a5a9fdf789971fcd5072af78b71dc3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c1-cb4e-7642-875e-c76eb8c34160"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nWITH \\\"filtered_stable_view\\\" AS (\\n SELECT\\n CAST(NULLIF(TRIM(\\\"cl_000\\\"), '') AS INTEGER) AS \\\"cl_000\\\",\\n CAST(NULLIF(TRIM(\\\"dy_000\\\"), '') AS REAL) AS \\\"dy_000\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(TRIM(\\\"cl_000\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"dy_000\\\"), '') IS NOT NULL\\n),\\n\\\"stable_groups\\\" AS (\\n SELECT \\\"cl_000\\\"\\n FROM \\\"filtered_stable_view\\\"\\n GROUP BY \\\"cl_000\\\"\\n HAVING COUNT(*) >= 5\\n)\\nSELECT DISTINCT\\n \\\"f\\\".\\\"cl_000\\\",\\n AVG(\\\"f\\\".\\\"dy_000\\\") OVER (PARTITION BY \\\"f\\\".\\\"cl_000\\\") AS \\\"avg_measure\\\"\\nFROM \\\"filtered_stable_view\\\" AS \\\"f\\\"\\nJOIN \\\"stable_groups\\\" AS \\\"s\\\"\\n ON \\\"f\\\".\\\"cl_000\\\" = \\\"s\\\".\\\"cl_000\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested window-partition-average template with group_col=\\\"cl_000\\\" and measure_col=\\\"dy_000\\\", casting both from TEXT, filtering blank values, and keeping only stable groups with at least 5 rows.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44979,"cached_input_tokens":44416,"output_tokens":1860,"reasoning_output_tokens":1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..23f1e1e5dc46c99c73c4d6d03ee8481e923e7e30 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nWITH \"filtered_stable_view\" AS (\n SELECT\n CAST(NULLIF(TRIM(\"cl_000\"), '') AS INTEGER) AS \"cl_000\",\n CAST(NULLIF(TRIM(\"dy_000\"), '') AS REAL) AS \"dy_000\"\n FROM \"n18\"\n WHERE NULLIF(TRIM(\"cl_000\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"dy_000\"), '') IS NOT NULL\n),\n\"stable_groups\" AS (\n SELECT \"cl_000\"\n FROM \"filtered_stable_view\"\n GROUP BY \"cl_000\"\n HAVING COUNT(*) >= 5\n)\nSELECT DISTINCT\n \"f\".\"cl_000\",\n AVG(\"f\".\"dy_000\") OVER (PARTITION BY \"f\".\"cl_000\") AS \"avg_measure\"\nFROM \"filtered_stable_view\" AS \"f\"\nJOIN \"stable_groups\" AS \"s\"\n ON \"f\".\"cl_000\" = \"s\".\"cl_000\"\nORDER BY \"avg_measure\" DESC;","notes":"Uses the requested window-partition-average template with group_col=\"cl_000\" and measure_col=\"dy_000\", casting both from TEXT, filtering blank values, and keeping only stable groups with at least 5 rows."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5fc082aa857d557c6b11bc3f9d1a076cf2323a3e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:49:48.028514Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c1-cb4e-7642-875e-c76eb8c34160.1779756550991315000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..793a9bdd354d6a72e8fcfc4c095abda115e6fde5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=cl_000, measure_col=dy_000. +Result preview: [{"cl_000": 786, "avg_measure": 441922.6666666667}, {"cl_000": 398, "avg_measure": 322237.0}, {"cl_000": 540, "avg_measure": 264022.0}, {"cl_000": 402, "avg_measure": 246898.8}, {"cl_000": 274, "avg_measure": 243599.7142857143}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e3bb56f37ca2ba18ced513d5e7f52593e85bdfc2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/generated_sql.sql @@ -0,0 +1,34 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_497b778ea0016b04 +-- problem_id: v2p_n18_3b4f8efe0ac5b3d6 +-- realization_mode: agent +-- source_kind: agent +WITH "filtered_stable_view" AS ( + SELECT + CAST(NULLIF(TRIM("cl_000"), '') AS INTEGER) AS "cl_000", + CAST(NULLIF(TRIM("dy_000"), '') AS REAL) AS "dy_000" + FROM "n18" + WHERE NULLIF(TRIM("cl_000"), '') IS NOT NULL + AND NULLIF(TRIM("dy_000"), '') IS NOT NULL +), +"stable_groups" AS ( + SELECT "cl_000" + FROM "filtered_stable_view" + GROUP BY "cl_000" + HAVING COUNT(*) >= 5 +) +SELECT DISTINCT + "f"."cl_000", + AVG("f"."dy_000") OVER (PARTITION BY "f"."cl_000") AS "avg_measure" +FROM "filtered_stable_view" AS "f" +JOIN "stable_groups" AS "s" + ON "f"."cl_000" = "s"."cl_000" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..abef135782e1dd2aac082bb899827b7fbb1ad3da --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nWITH \"filtered_stable_view\" AS (\n SELECT\n CAST(NULLIF(TRIM(\"cl_000\"), '') AS INTEGER) AS \"cl_000\",\n CAST(NULLIF(TRIM(\"dy_000\"), '') AS REAL) AS \"dy_000\"\n FROM \"n18\"\n WHERE NULLIF(TRIM(\"cl_000\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"dy_000\"), '') IS NOT NULL\n),\n\"stable_groups\" AS (\n SELECT \"cl_000\"\n FROM \"filtered_stable_view\"\n GROUP BY \"cl_000\"\n HAVING COUNT(*) >= 5\n)\nSELECT DISTINCT\n \"f\".\"cl_000\",\n AVG(\"f\".\"dy_000\") OVER (PARTITION BY \"f\".\"cl_000\") AS \"avg_measure\"\nFROM \"filtered_stable_view\" AS \"f\"\nJOIN \"stable_groups\" AS \"s\"\n ON \"f\".\"cl_000\" = \"s\".\"cl_000\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nWITH \\\"filtered_stable_view\\\" AS (\\n SELECT\\n CAST(NULLIF(TRIM(\\\"cl_000\\\"), '') AS INTEGER) AS \\\"cl_000\\\",\\n CAST(NULLIF(TRIM(\\\"dy_000\\\"), '') AS REAL) AS \\\"dy_000\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(TRIM(\\\"cl_000\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"dy_000\\\"), '') IS NOT NULL\\n),\\n\\\"stable_groups\\\" AS (\\n SELECT \\\"cl_000\\\"\\n FROM \\\"filtered_stable_view\\\"\\n GROUP BY \\\"cl_000\\\"\\n HAVING COUNT(*) >= 5\\n)\\nSELECT DISTINCT\\n \\\"f\\\".\\\"cl_000\\\",\\n AVG(\\\"f\\\".\\\"dy_000\\\") OVER (PARTITION BY \\\"f\\\".\\\"cl_000\\\") AS \\\"avg_measure\\\"\\nFROM \\\"filtered_stable_view\\\" AS \\\"f\\\"\\nJOIN \\\"stable_groups\\\" AS \\\"s\\\"\\n ON \\\"f\\\".\\\"cl_000\\\" = \\\"s\\\".\\\"cl_000\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"cl_000\", \"avg_measure\"], \"rows\": [{\"cl_000\": 786, \"avg_measure\": 441922.6666666667}, {\"cl_000\": 398, \"avg_measure\": 322237.0}, {\"cl_000\": 540, \"avg_measure\": 264022.0}, {\"cl_000\": 402, \"avg_measure\": 246898.8}, {\"cl_000\": 274, \"avg_measure\": 243599.7142857143}, {\"cl_000\": 1400, \"avg_measure\": 208799.0}, {\"cl_000\": 492, \"avg_measure\": 177268.66666666666}, {\"cl_000\": 332, \"avg_measure\": 169542.33333333334}, {\"cl_000\": 752, \"avg_measure\": 163596.0}, {\"cl_000\": 482, \"avg_measure\": 155283.0}, {\"cl_000\": 214, \"avg_measure\": 151862.0}, {\"cl_000\": 232, \"avg_measure\": 148950.22222222222}, {\"cl_000\": 404, \"avg_measure\": 148476.25}, {\"cl_000\": 542, \"avg_measure\": 133757.5}, {\"cl_000\": 228, \"avg_measure\": 116674.66666666667}, {\"cl_000\": 426, \"avg_measure\": 115674.5}, {\"cl_000\": 292, \"avg_measure\": 115490.30769230769}, {\"cl_000\": 178, \"avg_measure\": 113909.5}, {\"cl_000\": 724, \"avg_measure\": 107818.8}, {\"cl_000\": 494, \"avg_measure\": 104363.42857142857}, {\"cl_000\": 802, \"avg_measure\": 100339.2}, {\"cl_000\": 412, \"avg_measure\": 96482.75}, {\"cl_000\": 280, \"avg_measure\": 93752.0}, {\"cl_000\": 314, \"avg_measure\": 93737.42857142857}, {\"cl_000\": 240, \"avg_measure\": 91910.28571428571}, {\"cl_000\": 144, \"avg_measure\": 85443.0}, {\"cl_000\": 134, \"avg_measure\": 80172.93333333333}, {\"cl_000\": 234, \"avg_measure\": 78040.0}, {\"cl_000\": 260, \"avg_measure\": 76209.27272727272}, {\"cl_000\": 21504, \"avg_measure\": 74382.8}, {\"cl_000\": 270, \"avg_measure\": 73798.0}, {\"cl_000\": 486, \"avg_measure\": 71415.6}, {\"cl_000\": 256, \"avg_measure\": 63476.26666666667}, {\"cl_000\": 110, \"avg_measure\": 61723.21052631579}, {\"cl_000\": 348, \"avg_measure\": 61458.5}, {\"cl_000\": 200, \"avg_measure\": 61067.28571428572}, {\"cl_000\": 194, \"avg_measure\": 60831.11111111111}, {\"cl_000\": 360, \"avg_measure\": 58596.8}, {\"cl_000\": 320, \"avg_measure\": 58589.0}, {\"cl_000\": 160, \"avg_measure\": 58346.181818181816}, {\"cl_000\": 186, \"avg_measure\": 57844.57142857143}, {\"cl_000\": 282, \"avg_measure\": 56602.5}, {\"cl_000\": 218, \"avg_measure\": 54831.375}, {\"cl_000\": 380, \"avg_measure\": 54686.0}, {\"cl_000\": 250, \"avg_measure\": 54664.333333333336}, {\"cl_000\": 120, \"avg_measure\": 54602.47368421053}, {\"cl_000\": 166, \"avg_measure\": 54195.64705882353}, {\"cl_000\": 394, \"avg_measure\": 53881.5}, {\"cl_000\": 406, \"avg_measure\": 53777.63636363636}, {\"cl_000\": 254, \"avg_measure\": 53179.11111111111}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 372.27}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..eb349d54be8fa24df541fed902a978b5a3b94098 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:49:10.929571+00:00", + "ended_at": "2026-05-26T00:49:49.234699+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_497b778ea0016b04", + "problem_id": "v2p_n18_3b4f8efe0ac5b3d6", + "dataset_id": "n18", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=cl_000, measure_col=dy_000.", + "bindings": { + "group_col": "cl_000", + "measure_col": "dy_000", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 58.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=135" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_497b778ea0016b04.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_497b778ea0016b04", + "api_calls": 0, + "input_tokens": 44979, + "cached_input_tokens": 44416, + "output_tokens": 1860, + "total_tokens": 46839, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21684, + "estimated_output_tokens": 302, + "estimated_total_tokens": 21986, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 37898.99, + "sql_execution_elapsed_ms_total": 372.27, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..32d6688feec67b1d6048cc36d41812332bcf8931 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:49:48.859309+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 37898.99, "started_at": "2026-05-26T00:49:10.947535+00:00", "ended_at": "2026-05-26T00:49:48.846817+00:00", "prompt_metrics": {"chars": 68584, "bytes_utf8": 68584, "lines": 2148, "estimated_tokens": 21684}, "response_metrics": {"chars": 959, "bytes_utf8": 959, "lines": 1, "estimated_tokens": 302}, "usage": {"input_tokens": 44979, "cached_input_tokens": 44416, "output_tokens": 1860, "reasoning_output_tokens": 1552}, "stderr_preview": "2026-05-26T00:49:48.028514Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c1-cb4e-7642-875e-c76eb8c34160.1779756550991315000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nWITH \\\"filtered_stable_view\\\" AS (\\n SELECT\\n CAST(NULLIF(TRIM(\\\"cl_000\\\"), '') AS INTEGER) AS \\\"cl_000\\\",\\n CAST(NULLIF(TRIM(\\\"dy_000\\\"), '') AS REAL) AS \\\"dy_000\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(TRIM(\\\"cl_000\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"dy_000\\\"), '') IS NOT NULL\\n),\\n\\\"stable_groups\\\" AS (\\n SELECT \\\"cl_000\\\"\\n FROM \\\"filtered_stable_view\\\"\\n GROUP BY \\\"cl_000\\\"\\n HAVING COUNT(*) >= 5\\n)\\nSELECT DISTINCT\\n \\\"f\\\".\\\"cl_000\\\",\\n AVG(\\\"f\\\".\\\"dy_000\\\") OVER (PARTITION BY \\\"f\\\".\\\"cl_000\\\") AS \\\"avg_measure\\\"\\nFROM \\\"filtered_stable_view\\\" AS \\\"f\\\"\\nJOIN \\\"stable_groups\\\" AS \\\"s\\\"\\n ON \\\"f\\\".\\\"cl_000\\\" = \\\"s\\\".\\\"cl_000\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested window-partition-average template with group_col=\\\"cl_000\\\" and measure_col=\\\"dy_000\\\", casting both from TEXT, filtering blank values, and keeping only stable groups with at least 5 rows.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..65979a90a6554b1a42994a9770bb3ef822148a84 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_497b778ea0016b04", + "api_calls": 0, + "input_tokens": 44979, + "cached_input_tokens": 44416, + "output_tokens": 1860, + "total_tokens": 46839, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21684, + "estimated_output_tokens": 302, + "estimated_total_tokens": 21986, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 37898.99, + "sql_execution_elapsed_ms_total": 372.27, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_497b778ea0016b04/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5acfcf385384db46c033045b23da64e143c76534 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68499, "bytes_utf8": 68499, "lines": 2148, "estimated_tokens": 21673}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 368, "bytes_utf8": 368, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 44968, "cached_input_tokens": 22912, "output_tokens": 918, "reasoning_output_tokens": 805}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..48de6126aec47b5a1513fd80ac7226d117b0ace8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_49d668f92c8722cc", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 22912, + "output_tokens": 918, + "total_tokens": 45886, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 107, + "estimated_total_tokens": 21780, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22392.01, + "sql_execution_elapsed_ms_total": 96.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..678147c82d4eadbeabaeb7ec95f687d76d51e71f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:49:49.253666+00:00", + "ended_at": "2026-05-26T00:50:11.645861+00:00", + "elapsed_ms": 22392.01, + "prompt_metrics": { + "chars": 68499, + "bytes_utf8": 68499, + "lines": 2148, + "estimated_tokens": 21673 + }, + "stdout_metrics": { + "chars": 732, + "bytes_utf8": 732, + "lines": 4, + "estimated_tokens": 226 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 368, + "bytes_utf8": 368, + "lines": 1, + "estimated_tokens": 107 + }, + "usage": { + "input_tokens": 44968, + "cached_input_tokens": 22912, + "output_tokens": 918, + "reasoning_output_tokens": 805 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8c35e7c295c53fb7eb91a8ba6d99a0be74637943 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=as_000, measure_col=ag_002.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "as_000", + "measure_col": "ag_002", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 292.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4eb1b9dcea9dfdde1cc7ff08800e3cbac06b3ade --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c2-60f7-7003-8e88-1c95b362cad3"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT\\n \\\"as_000\\\",\\n SUM(CAST(NULLIF(\\\"ag_002\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"as_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the provided grouped-sum template with \\\"as_000\\\" as the group column; casts text-valued \\\"ag_002\\\" to REAL and ignores empty strings during summation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44968,"cached_input_tokens":22912,"output_tokens":918,"reasoning_output_tokens":805}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e0a6eab0f5762367b6322529b4b50980d24f9e56 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT\n \"as_000\",\n SUM(CAST(NULLIF(\"ag_002\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"as_000\"\nORDER BY \"total_measure\" DESC;","notes":"Uses the provided grouped-sum template with \"as_000\" as the group column; casts text-valued \"ag_002\" to REAL and ignores empty strings during summation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9d58e1290dca3af25bd3586789a374f96133bb41 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=as_000, measure_col=ag_002. +Result preview: [{"as_000": "0", "total_measure": 704579834.0}, {"as_000": "", "total_measure": 17649008.0}, {"as_000": "3314194", "total_measure": 2100480.0}, {"as_000": "647060", "total_measure": 1048970.0}, {"as_000": "42940", "total_measure": 569334.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..bcc2853363104ab40a798ace0d89085b25760a51 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_49d668f92c8722cc +-- problem_id: v2p_n18_ef6d9fa41feeb991 +-- realization_mode: agent +-- source_kind: agent +SELECT + "as_000", + SUM(CAST(NULLIF("ag_002", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "as_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..aaa0b7cea9ae490bcfc594bb2977890e6df1b7be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT\n \"as_000\",\n SUM(CAST(NULLIF(\"ag_002\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"as_000\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT\\n \\\"as_000\\\",\\n SUM(CAST(NULLIF(\\\"ag_002\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"as_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"as_000\", \"total_measure\"], \"rows\": [{\"as_000\": \"0\", \"total_measure\": 704579834.0}, {\"as_000\": \"\", \"total_measure\": 17649008.0}, {\"as_000\": \"3314194\", \"total_measure\": 2100480.0}, {\"as_000\": \"647060\", \"total_measure\": 1048970.0}, {\"as_000\": \"42940\", \"total_measure\": 569334.0}, {\"as_000\": \"3662\", \"total_measure\": 534910.0}, {\"as_000\": \"368184\", \"total_measure\": 443518.0}, {\"as_000\": \"1246190\", \"total_measure\": 437686.0}, {\"as_000\": \"1150508\", \"total_measure\": 277788.0}, {\"as_000\": \"1156\", \"total_measure\": 239144.0}, {\"as_000\": \"1159402\", \"total_measure\": 175462.0}, {\"as_000\": \"790\", \"total_measure\": 168158.0}, {\"as_000\": \"320346\", \"total_measure\": 146492.0}, {\"as_000\": \"6383704\", \"total_measure\": 103722.0}, {\"as_000\": \"201306\", \"total_measure\": 95910.0}, {\"as_000\": \"489122\", \"total_measure\": 39792.0}, {\"as_000\": \"1655240\", \"total_measure\": 21522.0}, {\"as_000\": \"63712\", \"total_measure\": 8952.0}, {\"as_000\": \"128844\", \"total_measure\": 8130.0}, {\"as_000\": \"357260\", \"total_measure\": 5968.0}, {\"as_000\": \"3550\", \"total_measure\": 2468.0}, {\"as_000\": \"693990\", \"total_measure\": 0.0}, {\"as_000\": \"6268\", \"total_measure\": 0.0}, {\"as_000\": \"4\", \"total_measure\": 0.0}, {\"as_000\": \"31518\", \"total_measure\": 0.0}, {\"as_000\": \"21748\", \"total_measure\": 0.0}, {\"as_000\": \"145054\", \"total_measure\": 0.0}, {\"as_000\": \"13792\", \"total_measure\": 0.0}, {\"as_000\": \"13752\", \"total_measure\": 0.0}, {\"as_000\": \"10696\", \"total_measure\": 0.0}, {\"as_000\": \"113724\", \"total_measure\": null}], \"row_count_returned\": 31, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 96.2}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1877f7e60bccac45244ee80f74195bf62932c55d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:49:49.235343+00:00", + "ended_at": "2026-05-26T00:50:11.755548+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_49d668f92c8722cc", + "problem_id": "v2p_n18_ef6d9fa41feeb991", + "dataset_id": "n18", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=as_000, measure_col=ag_002.", + "bindings": { + "group_col": "as_000", + "measure_col": "ag_002", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 292.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=6" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_49d668f92c8722cc.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_49d668f92c8722cc", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 22912, + "output_tokens": 918, + "total_tokens": 45886, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 107, + "estimated_total_tokens": 21780, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22392.01, + "sql_execution_elapsed_ms_total": 96.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..be5afec549870d88f551775f87f07e6dd8e7a0a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:50:11.657804+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 22392.01, "started_at": "2026-05-26T00:49:49.253666+00:00", "ended_at": "2026-05-26T00:50:11.645861+00:00", "prompt_metrics": {"chars": 68499, "bytes_utf8": 68499, "lines": 2148, "estimated_tokens": 21673}, "response_metrics": {"chars": 368, "bytes_utf8": 368, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 44968, "cached_input_tokens": 22912, "output_tokens": 918, "reasoning_output_tokens": 805}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT\\n \\\"as_000\\\",\\n SUM(CAST(NULLIF(\\\"ag_002\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"as_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the provided grouped-sum template with \\\"as_000\\\" as the group column; casts text-valued \\\"ag_002\\\" to REAL and ignores empty strings during summation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..938bd202b6f62d5c3bbc5e04c20a5bdd970fbcac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_49d668f92c8722cc", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 22912, + "output_tokens": 918, + "total_tokens": 45886, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 107, + "estimated_total_tokens": 21780, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22392.01, + "sql_execution_elapsed_ms_total": 96.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_49d668f92c8722cc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9ba136f7fb3cda5ef1fc8f6cb52e51d10b231621 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68589, "bytes_utf8": 68589, "lines": 2148, "estimated_tokens": 21687}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 660, "bytes_utf8": 660, "lines": 1, "estimated_tokens": 166}, "usage": {"input_tokens": 44982, "cached_input_tokens": 22912, "output_tokens": 688, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..102bd22416d4d74df978eafe5ee8c92e4d828483 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_4e2a0657d4c6978b", + "api_calls": 0, + "input_tokens": 44982, + "cached_input_tokens": 22912, + "output_tokens": 688, + "total_tokens": 45670, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21687, + "estimated_output_tokens": 166, + "estimated_total_tokens": 21853, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17580.25, + "sql_execution_elapsed_ms_total": 98.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0f1f3919387f5eb403f0685ec049a1eec71c1e26 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:50:11.769701+00:00", + "ended_at": "2026-05-26T00:50:29.350114+00:00", + "elapsed_ms": 17580.25, + "prompt_metrics": { + "chars": 68589, + "bytes_utf8": 68589, + "lines": 2148, + "estimated_tokens": 21687 + }, + "stdout_metrics": { + "chars": 1037, + "bytes_utf8": 1037, + "lines": 4, + "estimated_tokens": 293 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 660, + "bytes_utf8": 660, + "lines": 1, + "estimated_tokens": 166 + }, + "usage": { + "input_tokens": 44982, + "cached_input_tokens": 22912, + "output_tokens": 688, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..88d80aec6ddd7a5c96cb3664ecfae7d9d5af0d9c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=cs_008, measure_col=eb_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cs_008", + "measure_col": "eb_000", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1304800.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..aa6041d377b1b7c0744229f3b014f33d6ca9f012 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c2-b8e0-71a2-b85d-b57a1fc16732"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"cs_008\\\",\\n AVG(CAST(NULLIF(\\\"eb_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cs_008\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"cs_008\\\", '') IS NOT NULL\\n AND NULLIF(\\\"eb_000\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the required Window Partition Average template with \\\"cs_008\\\" as the partition/group column and \\\"eb_000\\\" as the averaged measure. Added a filtered stable view by excluding empty-string and NULL-like missing values before computing the window average, and cast \\\"eb_000\\\" from TEXT to REAL for SQLite-compatible numeric aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44982,"cached_input_tokens":22912,"output_tokens":688,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b9b3f47d1a7b201fc25e86bdcc517e9720afd793 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"cs_008\",\n AVG(CAST(NULLIF(\"eb_000\", '') AS REAL)) OVER (PARTITION BY \"cs_008\") AS \"avg_measure\"\nFROM \"n18\"\nWHERE NULLIF(\"cs_008\", '') IS NOT NULL\n AND NULLIF(\"eb_000\", '') IS NOT NULL\nORDER BY \"avg_measure\" DESC;","notes":"Used the required Window Partition Average template with \"cs_008\" as the partition/group column and \"eb_000\" as the averaged measure. Added a filtered stable view by excluding empty-string and NULL-like missing values before computing the window average, and cast \"eb_000\" from TEXT to REAL for SQLite-compatible numeric aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e3f9022fe190a93df39d2cef4210b07d6d94ded5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=cs_008, measure_col=eb_000. +Result preview: [{"cs_008": "1065342", "avg_measure": 740721590.0}, {"cs_008": "1332", "avg_measure": 495283185.0}, {"cs_008": "1518", "avg_measure": 408215370.0}, {"cs_008": "1190", "avg_measure": 343409110.0}, {"cs_008": "2474", "avg_measure": 294013920.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f024e42c8647c67593932738c650da80ecc133a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_4e2a0657d4c6978b +-- problem_id: v2p_n18_3438cd70c7e64107 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "cs_008", + AVG(CAST(NULLIF("eb_000", '') AS REAL)) OVER (PARTITION BY "cs_008") AS "avg_measure" +FROM "n18" +WHERE NULLIF("cs_008", '') IS NOT NULL + AND NULLIF("eb_000", '') IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b20bf0d0f7fc8dead9ffe8045e44dd488e320baa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"cs_008\",\n AVG(CAST(NULLIF(\"eb_000\", '') AS REAL)) OVER (PARTITION BY \"cs_008\") AS \"avg_measure\"\nFROM \"n18\"\nWHERE NULLIF(\"cs_008\", '') IS NOT NULL\n AND NULLIF(\"eb_000\", '') IS NOT NULL\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"cs_008\\\",\\n AVG(CAST(NULLIF(\\\"eb_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cs_008\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"cs_008\\\", '') IS NOT NULL\\n AND NULLIF(\\\"eb_000\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"cs_008\", \"avg_measure\"], \"rows\": [{\"cs_008\": \"1065342\", \"avg_measure\": 740721590.0}, {\"cs_008\": \"1332\", \"avg_measure\": 495283185.0}, {\"cs_008\": \"1518\", \"avg_measure\": 408215370.0}, {\"cs_008\": \"1190\", \"avg_measure\": 343409110.0}, {\"cs_008\": \"2474\", \"avg_measure\": 294013920.0}, {\"cs_008\": \"1090\", \"avg_measure\": 272769775.0}, {\"cs_008\": \"1186\", \"avg_measure\": 268730280.0}, {\"cs_008\": \"3274\", \"avg_measure\": 221061120.0}, {\"cs_008\": \"2156\", \"avg_measure\": 205626270.0}, {\"cs_008\": \"2310\", \"avg_measure\": 199840520.0}, {\"cs_008\": \"1094\", \"avg_measure\": 196871910.0}, {\"cs_008\": \"2150\", \"avg_measure\": 186058390.0}, {\"cs_008\": \"2120\", \"avg_measure\": 170599790.0}, {\"cs_008\": \"1210\", \"avg_measure\": 167770910.0}, {\"cs_008\": \"2616\", \"avg_measure\": 146802370.0}, {\"cs_008\": \"880\", \"avg_measure\": 145525650.0}, {\"cs_008\": \"948\", \"avg_measure\": 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{\"cs_008\": \"990\", \"avg_measure\": 67115110.0}, {\"cs_008\": \"760\", \"avg_measure\": 66657943.333333336}, {\"cs_008\": \"840\", \"avg_measure\": 66539924.0}, {\"cs_008\": \"874\", \"avg_measure\": 64458962.0}, {\"cs_008\": \"1724\", \"avg_measure\": 63373150.0}, {\"cs_008\": \"1638\", \"avg_measure\": 62056300.0}, {\"cs_008\": \"1936\", \"avg_measure\": 61772175.0}, {\"cs_008\": \"814\", \"avg_measure\": 60788825.0}, {\"cs_008\": \"1436\", \"avg_measure\": 60419710.0}, {\"cs_008\": \"1558\", \"avg_measure\": 59835046.666666664}, {\"cs_008\": \"662\", \"avg_measure\": 58854580.0}, {\"cs_008\": \"8532\", \"avg_measure\": 56318750.0}, {\"cs_008\": \"620\", \"avg_measure\": 55651109.166666664}, {\"cs_008\": \"1072\", \"avg_measure\": 55329164.44444445}, {\"cs_008\": \"898\", \"avg_measure\": 54607918.333333336}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 98.31}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1ab42d4432124f1091940e55bc25007d9eb2b2c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:50:11.755978+00:00", + "ended_at": "2026-05-26T00:50:29.462968+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_4e2a0657d4c6978b", + "problem_id": "v2p_n18_3438cd70c7e64107", + "dataset_id": "n18", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=cs_008, measure_col=eb_000.", + "bindings": { + "group_col": "cs_008", + "measure_col": "eb_000", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1304800.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=136" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_4e2a0657d4c6978b.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_4e2a0657d4c6978b", + "api_calls": 0, + "input_tokens": 44982, + "cached_input_tokens": 22912, + "output_tokens": 688, + "total_tokens": 45670, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21687, + "estimated_output_tokens": 166, + "estimated_total_tokens": 21853, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17580.25, + "sql_execution_elapsed_ms_total": 98.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fe394e14156ad7b6ae6f0e8d1f64bfe0a1c0e07b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:50:29.362283+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17580.25, "started_at": "2026-05-26T00:50:11.769701+00:00", "ended_at": "2026-05-26T00:50:29.350114+00:00", "prompt_metrics": {"chars": 68589, "bytes_utf8": 68589, "lines": 2148, "estimated_tokens": 21687}, "response_metrics": {"chars": 660, "bytes_utf8": 660, "lines": 1, "estimated_tokens": 166}, "usage": {"input_tokens": 44982, "cached_input_tokens": 22912, "output_tokens": 688, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"cs_008\\\",\\n AVG(CAST(NULLIF(\\\"eb_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cs_008\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"cs_008\\\", '') IS NOT NULL\\n AND NULLIF(\\\"eb_000\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the required Window Partition Average template with \\\"cs_008\\\" as the partition/group column and \\\"eb_000\\\" as the averaged measure. Added a filtered stable view by excluding empty-string and NULL-like missing values before computing the window average, and cast \\\"eb_000\\\" from TEXT to REAL for SQLite-compatible numeric aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..33584b64c18427867c81cfe39f858ce3c61cd9d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_4e2a0657d4c6978b", + "api_calls": 0, + "input_tokens": 44982, + "cached_input_tokens": 22912, + "output_tokens": 688, + "total_tokens": 45670, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21687, + "estimated_output_tokens": 166, + "estimated_total_tokens": 21853, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17580.25, + "sql_execution_elapsed_ms_total": 98.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4e2a0657d4c6978b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0cdb7ac99162d7d4ab112370fc80cda17e15e415 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 69308, "bytes_utf8": 69308, "lines": 2151, "estimated_tokens": 21884}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 759, "bytes_utf8": 759, "lines": 1, "estimated_tokens": 214}, "usage": {"input_tokens": 45179, "cached_input_tokens": 22912, "output_tokens": 736, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4ed9c66548461ffd3ecffe8f430abc1f0c0f89fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_4f1ecaf386ed5b64", + "api_calls": 0, + "input_tokens": 45179, + "cached_input_tokens": 22912, + "output_tokens": 736, + "total_tokens": 45915, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21884, + "estimated_output_tokens": 214, + "estimated_total_tokens": 22098, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19815.66, + "sql_execution_elapsed_ms_total": 39.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..82228f1829a0658e12996f652d1cbd0baf855ac7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:50:29.478224+00:00", + "ended_at": "2026-05-26T00:50:49.294091+00:00", + "elapsed_ms": 19815.66, + "prompt_metrics": { + "chars": 69308, + "bytes_utf8": 69308, + "lines": 2151, + "estimated_tokens": 21884 + }, + "stdout_metrics": { + "chars": 1131, + "bytes_utf8": 1131, + "lines": 4, + "estimated_tokens": 341 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 759, + "bytes_utf8": 759, + "lines": 1, + "estimated_tokens": 214 + }, + "usage": { + "input_tokens": 45179, + "cached_input_tokens": 22912, + "output_tokens": 736, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..db4c8a0ed370043511fbe9e46ae622191542944f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cg_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "cg_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1839284.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7edeedc264e50184d450db1c0b24c92fe29d0def --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c2-fe0b-7753-84bb-2f92946b4d03"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n SELECT\\n \\\"cg_000\\\",\\n SUM(CASE WHEN \\\"ch_000\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"ch_000\\\" = '2' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n18\\\"\\n GROUP BY \\\"cg_000\\\"\\n)\\nSELECT\\n \\\"cg_000\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC\\nLIMIT 12;\",\"notes\":\"Instantiated the provided grouped-ratio template with group_col=\\\"cg_000\\\" and condition_col=\\\"ch_000\\\", using positive_value='0' and negative_value='2'. Added LIMIT 12 from the provided top_k binding; NULLIF prevents division-by-zero when a group has no '2' rows.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45179,"cached_input_tokens":22912,"output_tokens":736,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..499ac40004d9380af585997a21d5a7f441b46cc0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH grouped AS (\n SELECT\n \"cg_000\",\n SUM(CASE WHEN \"ch_000\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"ch_000\" = '2' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n18\"\n GROUP BY \"cg_000\"\n)\nSELECT\n \"cg_000\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC\nLIMIT 12;","notes":"Instantiated the provided grouped-ratio template with group_col=\"cg_000\" and condition_col=\"ch_000\", using positive_value='0' and negative_value='2'. Added LIMIT 12 from the provided top_k binding; NULLIF prevents division-by-zero when a group has no '2' rows."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..7cc3e6ce434e30e34bc98758f19f02adf66d158a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cg_000, condition_col=ch_000. +Result preview: [{"cg_000": "4", "condition_ratio": 3685.0}, {"cg_000": "0", "condition_ratio": 3650.0}, {"cg_000": "6", "condition_ratio": 3125.0}, {"cg_000": "2", "condition_ratio": 1785.0}, {"cg_000": "14", "condition_ratio": 1169.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..daf451fb32c0734d4dcb0f3babcaa27e0feca55b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/generated_sql.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n18_4f1ecaf386ed5b64 +-- problem_id: v2p_n18_fc33da16688dd958 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT + "cg_000", + SUM(CASE WHEN "ch_000" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "ch_000" = '2' THEN 1 ELSE 0 END) AS denominator_count + FROM "n18" + GROUP BY "cg_000" +) +SELECT + "cg_000", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1aef35d92a9771f42eb79d7c8a81809c2048c915 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH grouped AS (\n SELECT\n \"cg_000\",\n SUM(CASE WHEN \"ch_000\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"ch_000\" = '2' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n18\"\n GROUP BY \"cg_000\"\n)\nSELECT\n \"cg_000\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC\nLIMIT 12;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n SELECT\\n \\\"cg_000\\\",\\n SUM(CASE WHEN \\\"ch_000\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"ch_000\\\" = '2' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n18\\\"\\n GROUP BY \\\"cg_000\\\"\\n)\\nSELECT\\n \\\"cg_000\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC\\nLIMIT 12;\", \"columns\": [\"cg_000\", \"condition_ratio\"], \"rows\": [{\"cg_000\": \"4\", \"condition_ratio\": 3685.0}, {\"cg_000\": \"0\", \"condition_ratio\": 3650.0}, {\"cg_000\": \"6\", \"condition_ratio\": 3125.0}, {\"cg_000\": \"2\", \"condition_ratio\": 1785.0}, {\"cg_000\": \"14\", \"condition_ratio\": 1169.0}, {\"cg_000\": \"24\", \"condition_ratio\": 487.0}, {\"cg_000\": \"102\", \"condition_ratio\": 188.5}, {\"cg_000\": \"322\", \"condition_ratio\": 12.0}, {\"cg_000\": \"310\", \"condition_ratio\": 7.333333333333333}, {\"cg_000\": \"\", \"condition_ratio\": null}, {\"cg_000\": \"10\", \"condition_ratio\": null}, {\"cg_000\": \"100\", \"condition_ratio\": null}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 39.0}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..af40663b0b8341a7d6289eaef31ed43404a0e333 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:50:29.463390+00:00", + "ended_at": "2026-05-26T00:50:49.346627+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_4f1ecaf386ed5b64", + "problem_id": "v2p_n18_fc33da16688dd958", + "dataset_id": "n18", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cg_000, condition_col=ch_000.", + "bindings": { + "group_col": "cg_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1839284.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=37" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_4f1ecaf386ed5b64.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_4f1ecaf386ed5b64", + "api_calls": 0, + "input_tokens": 45179, + "cached_input_tokens": 22912, + "output_tokens": 736, + "total_tokens": 45915, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21884, + "estimated_output_tokens": 214, + "estimated_total_tokens": 22098, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19815.66, + "sql_execution_elapsed_ms_total": 39.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e7ab591674a0430b49bc84c0d27f603d8802fb58 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:50:49.306016+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 19815.66, "started_at": "2026-05-26T00:50:29.478224+00:00", "ended_at": "2026-05-26T00:50:49.294091+00:00", "prompt_metrics": {"chars": 69308, "bytes_utf8": 69308, "lines": 2151, "estimated_tokens": 21884}, "response_metrics": {"chars": 759, "bytes_utf8": 759, "lines": 1, "estimated_tokens": 214}, "usage": {"input_tokens": 45179, "cached_input_tokens": 22912, "output_tokens": 736, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n SELECT\\n \\\"cg_000\\\",\\n SUM(CASE WHEN \\\"ch_000\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"ch_000\\\" = '2' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n18\\\"\\n GROUP BY \\\"cg_000\\\"\\n)\\nSELECT\\n \\\"cg_000\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC\\nLIMIT 12;\",\"notes\":\"Instantiated the provided grouped-ratio template with group_col=\\\"cg_000\\\" and condition_col=\\\"ch_000\\\", using positive_value='0' and negative_value='2'. Added LIMIT 12 from the provided top_k binding; NULLIF prevents division-by-zero when a group has no '2' rows.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d39606aedb592d38198a264aebad00e511fe7fb3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_4f1ecaf386ed5b64/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_4f1ecaf386ed5b64", + "api_calls": 0, + "input_tokens": 45179, + "cached_input_tokens": 22912, + "output_tokens": 736, + "total_tokens": 45915, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21884, + "estimated_output_tokens": 214, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68753, "bytes_utf8": 68753, "lines": 2151, "estimated_tokens": 21728}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 481, "bytes_utf8": 481, "lines": 1, "estimated_tokens": 128}, "usage": {"input_tokens": 45023, "cached_input_tokens": 44416, "output_tokens": 539, "reasoning_output_tokens": 405}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..99cc34d5737027d05f0ee640d7703323db563a5d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_5166a63678be318b", + "api_calls": 0, + "input_tokens": 45023, + "cached_input_tokens": 44416, + "output_tokens": 539, + "total_tokens": 45562, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21728, + "estimated_output_tokens": 128, + "estimated_total_tokens": 21856, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13708.87, + "sql_execution_elapsed_ms_total": 23.61, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b0b1e7465a504551f6946fc774fcefdd8fb52304 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:50:49.361575+00:00", + "ended_at": "2026-05-26T00:51:03.070544+00:00", + "elapsed_ms": 13708.87, + "prompt_metrics": { + "chars": 68753, + "bytes_utf8": 68753, + "lines": 2151, + "estimated_tokens": 21728 + }, + "stdout_metrics": { + "chars": 848, + "bytes_utf8": 848, + "lines": 4, + "estimated_tokens": 251 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 107 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 481, + "bytes_utf8": 481, + "lines": 1, + "estimated_tokens": 128 + }, + "usage": { + "input_tokens": 45023, + "cached_input_tokens": 44416, + "output_tokens": 539, + "reasoning_output_tokens": 405 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d2bdd376dc9884c0f97e8acf3ae35ffe253da390 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=class, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "class", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 34492.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cb99932d0bcd7e7d0556cbfed703b8bf9b6818ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c3-4bb6-7df0-8537-e7b68b3d10c3"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"class\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'neg' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Used the requested template with group_col=\\\"class\\\" and condition_col=\\\"class\\\". Because the grouping column and condition column are the same, each group's rate is deterministic: the \\\"neg\\\" group yields 1.0 and other class groups yield 0.0.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45023,"cached_input_tokens":44416,"output_tokens":539,"reasoning_output_tokens":405}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9146eef1300b23a21fbddf839206d9a879f6c4de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"class\",\n AVG(CASE WHEN \"class\" = 'neg' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"class\"\nORDER BY \"condition_rate\" DESC;","notes":"Used the requested template with group_col=\"class\" and condition_col=\"class\". Because the grouping column and condition column are the same, each group's rate is deterministic: the \"neg\" group yields 1.0 and other class groups yield 0.0."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..22977f6053f289c49d4647fbe1a34184f94772a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:51:02.077412Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c3-4bb6-7df0-8537-e7b68b3d10c3.1779756649399186000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..bdd96fa8c2f3509fe3f004029ca5a98d7dcd6873 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=class, condition_col=class. +Result preview: [{"class": "neg", "condition_rate": 1.0}, {"class": "pos", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..67b26730b6943079af494546ec1fda7465a16b45 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_5166a63678be318b +-- problem_id: v2p_n18_39f14351faf9843d +-- realization_mode: agent +-- source_kind: agent +SELECT "class", + AVG(CASE WHEN "class" = 'neg' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n18" +GROUP BY "class" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5842d21ac57492da6c1e67c0da13ada44109d355 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"class\",\n AVG(CASE WHEN \"class\" = 'neg' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"class\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"class\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'neg' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"class\", \"condition_rate\"], \"rows\": [{\"class\": \"neg\", \"condition_rate\": 1.0}, {\"class\": \"pos\", \"condition_rate\": 0.0}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 23.61}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a8fa8fdf4731aa4dbe1b977887e0b7e0979d321b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:50:49.347000+00:00", + "ended_at": "2026-05-26T00:51:03.108629+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_5166a63678be318b", + "problem_id": "v2p_n18_39f14351faf9843d", + "dataset_id": "n18", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=class, condition_col=class.", + "bindings": { + "group_col": "class", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 34492.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_5166a63678be318b.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_5166a63678be318b", + "api_calls": 0, + "input_tokens": 45023, + "cached_input_tokens": 44416, + "output_tokens": 539, + "total_tokens": 45562, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21728, + "estimated_output_tokens": 128, + "estimated_total_tokens": 21856, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13708.87, + "sql_execution_elapsed_ms_total": 23.61, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1319ceba30f465c0642ee1af1af56e6172ad54c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:51:03.083354+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13708.87, "started_at": "2026-05-26T00:50:49.361575+00:00", "ended_at": "2026-05-26T00:51:03.070544+00:00", "prompt_metrics": {"chars": 68753, "bytes_utf8": 68753, "lines": 2151, "estimated_tokens": 21728}, "response_metrics": {"chars": 481, "bytes_utf8": 481, "lines": 1, "estimated_tokens": 128}, "usage": {"input_tokens": 45023, "cached_input_tokens": 44416, "output_tokens": 539, "reasoning_output_tokens": 405}, "stderr_preview": "2026-05-26T00:51:02.077412Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c3-4bb6-7df0-8537-e7b68b3d10c3.1779756649399186000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"class\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'neg' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Used the requested template with group_col=\\\"class\\\" and condition_col=\\\"class\\\". Because the grouping column and condition column are the same, each group's rate is deterministic: the \\\"neg\\\" group yields 1.0 and other class groups yield 0.0.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..672a9c33e2a0b7fe188e81da481fd4d24a748b82 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_5166a63678be318b", + "api_calls": 0, + "input_tokens": 45023, + "cached_input_tokens": 44416, + "output_tokens": 539, + "total_tokens": 45562, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21728, + "estimated_output_tokens": 128, + "estimated_total_tokens": 21856, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13708.87, + "sql_execution_elapsed_ms_total": 23.61, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_5166a63678be318b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2326e7e4c585be19038e3463d0f1f5fb737e207b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68903, "bytes_utf8": 68903, "lines": 2150, "estimated_tokens": 21793}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 680, "bytes_utf8": 680, "lines": 1, "estimated_tokens": 206}, "usage": {"input_tokens": 45088, "cached_input_tokens": 44416, "output_tokens": 728, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..81275de3995a27666ebfcf0419fb5d7509bf321c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_573248433566da47", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 728, + "total_tokens": 45816, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 206, + "estimated_total_tokens": 21999, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17009.43, + "sql_execution_elapsed_ms_total": 55.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7449a87e9620da0ade5b9a2aa7a8469a76db6956 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:51:03.124050+00:00", + "ended_at": "2026-05-26T00:51:20.133640+00:00", + "elapsed_ms": 17009.43, + "prompt_metrics": { + "chars": 68903, + "bytes_utf8": 68903, + "lines": 2150, + "estimated_tokens": 21793 + }, + "stdout_metrics": { + "chars": 1068, + "bytes_utf8": 1068, + "lines": 4, + "estimated_tokens": 344 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 680, + "bytes_utf8": 680, + "lines": 1, + "estimated_tokens": 206 + }, + "usage": { + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 728, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cfccfe2390deefd338a65f84a6c897c9daa32280 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=az_009, measure_col=az_000.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "az_009", + "measure_col": "az_000", + "item_col": "ay_002", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2258.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1d48d5e8bd5f9685eb38220fe9eeabdac3a78a5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c3-817c-7181-96a8-b46d2239da1d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"az_009\\\",\\n \\\"ay_002\\\",\\n SUM(CAST(NULLIF(\\\"az_000\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"az_000\\\", '') AS REAL)) * 100.0 /\\n SUM(SUM(CAST(NULLIF(\\\"az_000\\\", '') AS REAL))) OVER (PARTITION BY \\\"az_009\\\") AS share_within_group\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"az_000\\\", '') IS NOT NULL\\nGROUP BY \\\"az_009\\\", \\\"ay_002\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the planned Within-Group Share of Total template with group_col=\\\"az_009\\\", item_col=\\\"ay_002\\\", and measure_col=\\\"az_000\\\". Since the schema stores fields as TEXT, the measure is cast to REAL and blank strings are excluded.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45088,"cached_input_tokens":44416,"output_tokens":728,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e78297995f06510cf13d64d084c4766aa58a4333 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"az_009\",\n \"ay_002\",\n SUM(CAST(NULLIF(\"az_000\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"az_000\", '') AS REAL)) * 100.0 /\n SUM(SUM(CAST(NULLIF(\"az_000\", '') AS REAL))) OVER (PARTITION BY \"az_009\") AS share_within_group\nFROM \"n18\"\nWHERE NULLIF(\"az_000\", '') IS NOT NULL\nGROUP BY \"az_009\", \"ay_002\"\nORDER BY share_within_group DESC;","notes":"Used the planned Within-Group Share of Total template with group_col=\"az_009\", item_col=\"ay_002\", and measure_col=\"az_000\". Since the schema stores fields as TEXT, the measure is cast to REAL and blank strings are excluded."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..443e1831155b58882b55ecf140c9cbbdfc9f4287 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=az_009, measure_col=az_000. +Result preview: [{"az_009": "10", "ay_002": "0", "total_measure": 2329258.0, "share_within_group": 100.0}, {"az_009": "100", "ay_002": "0", "total_measure": 3744.0, "share_within_group": 100.0}, {"az_009": "1002", "ay_002": "0", "total_measure": 356.0, "share_within_group": 100.0}, {"az_009": "102", "ay_002": "0", "total_measure": 1588.0, "share_within_group": 100.0}, {"az_009": "1022", "ay_002": "0", "total_measure": 5760.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..00e716d6906318ef3cd33da259071edfe39f6e75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/generated_sql.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_573248433566da47 +-- problem_id: v2p_n18_391c2dfaf5fd29a6 +-- realization_mode: agent +-- source_kind: agent +SELECT + "az_009", + "ay_002", + SUM(CAST(NULLIF("az_000", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("az_000", '') AS REAL)) * 100.0 / + SUM(SUM(CAST(NULLIF("az_000", '') AS REAL))) OVER (PARTITION BY "az_009") AS share_within_group +FROM "n18" +WHERE NULLIF("az_000", '') IS NOT NULL +GROUP BY "az_009", "ay_002" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e07f7d834d1dbb4a18c79631b8e0578e2798a738 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"az_009\",\n \"ay_002\",\n SUM(CAST(NULLIF(\"az_000\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"az_000\", '') AS REAL)) * 100.0 /\n SUM(SUM(CAST(NULLIF(\"az_000\", '') AS REAL))) OVER (PARTITION BY \"az_009\") AS share_within_group\nFROM \"n18\"\nWHERE NULLIF(\"az_000\", '') IS NOT NULL\nGROUP BY \"az_009\", \"ay_002\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"az_009\\\",\\n \\\"ay_002\\\",\\n SUM(CAST(NULLIF(\\\"az_000\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"az_000\\\", '') AS REAL)) * 100.0 /\\n SUM(SUM(CAST(NULLIF(\\\"az_000\\\", '') AS REAL))) OVER (PARTITION BY \\\"az_009\\\") AS share_within_group\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"az_000\\\", '') IS NOT NULL\\nGROUP BY \\\"az_009\\\", \\\"ay_002\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"az_009\", \"ay_002\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"az_009\": \"10\", \"ay_002\": \"0\", \"total_measure\": 2329258.0, \"share_within_group\": 100.0}, {\"az_009\": \"100\", \"ay_002\": \"0\", \"total_measure\": 3744.0, \"share_within_group\": 100.0}, {\"az_009\": \"1002\", \"ay_002\": \"0\", \"total_measure\": 356.0, \"share_within_group\": 100.0}, {\"az_009\": \"102\", \"ay_002\": \"0\", \"total_measure\": 1588.0, \"share_within_group\": 100.0}, {\"az_009\": \"1022\", \"ay_002\": \"0\", \"total_measure\": 5760.0, \"share_within_group\": 100.0}, {\"az_009\": \"1024\", \"ay_002\": \"4182\", \"total_measure\": 3874.0, \"share_within_group\": 100.0}, {\"az_009\": \"1026\", \"ay_002\": \"0\", \"total_measure\": 2444.0, \"share_within_group\": 100.0}, {\"az_009\": \"1028\", \"ay_002\": \"0\", \"total_measure\": 3354.0, \"share_within_group\": 100.0}, {\"az_009\": \"10328\", \"ay_002\": \"0\", \"total_measure\": 3454.0, \"share_within_group\": 100.0}, {\"az_009\": \"1034\", \"ay_002\": \"0\", \"total_measure\": 2422.0, \"share_within_group\": 100.0}, {\"az_009\": \"1036\", \"ay_002\": \"0\", \"total_measure\": 262.0, \"share_within_group\": 100.0}, {\"az_009\": \"1042\", \"ay_002\": \"0\", \"total_measure\": 3046.0, \"share_within_group\": 100.0}, {\"az_009\": \"1048\", \"ay_002\": \"0\", \"total_measure\": 3642.0, \"share_within_group\": 100.0}, {\"az_009\": \"1052\", \"ay_002\": \"0\", \"total_measure\": 10204.0, \"share_within_group\": 100.0}, {\"az_009\": \"1056\", \"ay_002\": \"4548\", \"total_measure\": 8962.0, \"share_within_group\": 100.0}, {\"az_009\": \"1058\", \"ay_002\": \"0\", \"total_measure\": 14214.0, \"share_within_group\": 100.0}, {\"az_009\": \"106\", \"ay_002\": \"0\", \"total_measure\": 8556.0, \"share_within_group\": 100.0}, {\"az_009\": \"1060\", \"ay_002\": \"0\", \"total_measure\": 4020.0, \"share_within_group\": 100.0}, {\"az_009\": \"1062\", \"ay_002\": \"0\", \"total_measure\": 4766.0, \"share_within_group\": 100.0}, {\"az_009\": \"1068\", \"ay_002\": \"0\", \"total_measure\": 153860.0, \"share_within_group\": 100.0}, {\"az_009\": \"1072\", \"ay_002\": \"0\", \"total_measure\": 528.0, \"share_within_group\": 100.0}, {\"az_009\": \"1078\", \"ay_002\": \"0\", \"total_measure\": 25398.0, \"share_within_group\": 100.0}, {\"az_009\": \"1092\", \"ay_002\": \"5964\", \"total_measure\": 754.0, \"share_within_group\": 100.0}, {\"az_009\": \"1096\", \"ay_002\": \"0\", \"total_measure\": 5790.0, \"share_within_group\": 100.0}, {\"az_009\": \"1098\", \"ay_002\": \"0\", \"total_measure\": 3494.0, \"share_within_group\": 100.0}, {\"az_009\": \"110\", \"ay_002\": \"0\", \"total_measure\": 38736.0, \"share_within_group\": 100.0}, {\"az_009\": \"1102\", \"ay_002\": \"0\", \"total_measure\": 3138.0, \"share_within_group\": 100.0}, {\"az_009\": \"1106\", \"ay_002\": \"0\", \"total_measure\": 12334.0, \"share_within_group\": 100.0}, {\"az_009\": \"1108\", \"ay_002\": \"0\", \"total_measure\": 3072.0, \"share_within_group\": 100.0}, {\"az_009\": \"1114\", \"ay_002\": \"0\", \"total_measure\": 2540.0, \"share_within_group\": 100.0}, {\"az_009\": \"1116\", \"ay_002\": \"0\", \"total_measure\": 12070.0, \"share_within_group\": 100.0}, {\"az_009\": \"1118\", \"ay_002\": \"0\", \"total_measure\": 834.0, \"share_within_group\": 100.0}, {\"az_009\": \"112\", \"ay_002\": \"0\", \"total_measure\": 356596.0, \"share_within_group\": 100.0}, {\"az_009\": \"1122\", \"ay_002\": \"0\", \"total_measure\": 1860.0, \"share_within_group\": 100.0}, {\"az_009\": \"1124\", \"ay_002\": \"0\", \"total_measure\": 10216.0, \"share_within_group\": 100.0}, {\"az_009\": \"1132\", \"ay_002\": \"8852\", \"total_measure\": 25424.0, \"share_within_group\": 100.0}, {\"az_009\": \"11336\", \"ay_002\": \"0\", \"total_measure\": 1534.0, \"share_within_group\": 100.0}, {\"az_009\": \"1138\", \"ay_002\": \"0\", \"total_measure\": 162.0, \"share_within_group\": 100.0}, {\"az_009\": \"114\", \"ay_002\": \"0\", \"total_measure\": 99864.0, \"share_within_group\": 100.0}, {\"az_009\": \"1148\", \"ay_002\": \"0\", \"total_measure\": 5374.0, \"share_within_group\": 100.0}, {\"az_009\": \"1154\", \"ay_002\": \"0\", \"total_measure\": 1886.0, \"share_within_group\": 100.0}, {\"az_009\": \"116\", \"ay_002\": \"0\", \"total_measure\": 7894.0, \"share_within_group\": 100.0}, {\"az_009\": \"1168\", \"ay_002\": \"0\", \"total_measure\": 1932.0, \"share_within_group\": 100.0}, {\"az_009\": \"1170\", \"ay_002\": \"0\", \"total_measure\": 172.0, \"share_within_group\": 100.0}, {\"az_009\": \"1172\", \"ay_002\": \"0\", \"total_measure\": 162.0, \"share_within_group\": 100.0}, {\"az_009\": \"1174\", \"ay_002\": \"0\", \"total_measure\": 52696.0, \"share_within_group\": 100.0}, {\"az_009\": \"1176\", \"ay_002\": \"0\", \"total_measure\": 6824.0, \"share_within_group\": 100.0}, {\"az_009\": \"1178\", \"ay_002\": \"0\", \"total_measure\": 1652.0, \"share_within_group\": 100.0}, {\"az_009\": \"118\", \"ay_002\": \"0\", \"total_measure\": 61354.0, \"share_within_group\": 100.0}, {\"az_009\": \"1180\", \"ay_002\": \"0\", \"total_measure\": 4314.0, \"share_within_group\": 100.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 55.98}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..dd85e07bfdca1ad14f39d973503d1458fcc605e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:51:03.109061+00:00", + "ended_at": "2026-05-26T00:51:20.204724+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_573248433566da47", + "problem_id": "v2p_n18_391c2dfaf5fd29a6", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=az_009, measure_col=az_000.", + "bindings": { + "group_col": "az_009", + "measure_col": "az_000", + "item_col": "ay_002", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2258.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=1/2", + "binding_index=33" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 10, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_573248433566da47.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_573248433566da47", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 728, + "total_tokens": 45816, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 206, + "estimated_total_tokens": 21999, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17009.43, + "sql_execution_elapsed_ms_total": 55.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b695de164af1a62995cb70fcae742012aa5bc326 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:51:20.145413+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17009.43, "started_at": "2026-05-26T00:51:03.124050+00:00", "ended_at": "2026-05-26T00:51:20.133640+00:00", "prompt_metrics": {"chars": 68903, "bytes_utf8": 68903, "lines": 2150, "estimated_tokens": 21793}, "response_metrics": {"chars": 680, "bytes_utf8": 680, "lines": 1, "estimated_tokens": 206}, "usage": {"input_tokens": 45088, "cached_input_tokens": 44416, "output_tokens": 728, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"az_009\\\",\\n \\\"ay_002\\\",\\n SUM(CAST(NULLIF(\\\"az_000\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"az_000\\\", '') AS REAL)) * 100.0 /\\n SUM(SUM(CAST(NULLIF(\\\"az_000\\\", '') AS REAL))) OVER (PARTITION BY \\\"az_009\\\") AS share_within_group\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"az_000\\\", '') IS NOT NULL\\nGROUP BY \\\"az_009\\\", \\\"ay_002\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the planned Within-Group Share of Total template with group_col=\\\"az_009\\\", item_col=\\\"ay_002\\\", and measure_col=\\\"az_000\\\". Since the schema stores fields as TEXT, the measure is cast to REAL and blank strings are excluded.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9162d1006a398a65fb9b283edef4ecfcbbe713d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_573248433566da47", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 728, + "total_tokens": 45816, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 206, + "estimated_total_tokens": 21999, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17009.43, + "sql_execution_elapsed_ms_total": 55.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_573248433566da47/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0c308cf975c1bcc7c6bf5b3cc4503d9145c0f798 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 69310, "bytes_utf8": 69310, "lines": 2151, "estimated_tokens": 21879}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 841, "bytes_utf8": 841, "lines": 1, "estimated_tokens": 240}, "usage": {"input_tokens": 45174, "cached_input_tokens": 44416, "output_tokens": 2889, "reasoning_output_tokens": 2643}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0297b0b1f03cdcef88373d368accd1462b8f4f1c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_592510edbf4d6e77", + "api_calls": 0, + "input_tokens": 45174, + "cached_input_tokens": 44416, + "output_tokens": 2889, + "total_tokens": 48063, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21879, + "estimated_output_tokens": 240, + "estimated_total_tokens": 22119, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 56128.9, + "sql_execution_elapsed_ms_total": 183.26, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6cfcba9f8beb6f4783c12314c0eb6bfae8dd77b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:51:20.220156+00:00", + "ended_at": "2026-05-26T00:52:16.349446+00:00", + "elapsed_ms": 56128.9, + "prompt_metrics": { + "chars": 69310, + "bytes_utf8": 69310, + "lines": 2151, + "estimated_tokens": 21879 + }, + "stdout_metrics": { + "chars": 1233, + "bytes_utf8": 1233, + "lines": 4, + "estimated_tokens": 371 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 100 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 841, + "bytes_utf8": 841, + "lines": 1, + "estimated_tokens": 240 + }, + "usage": { + "input_tokens": 45174, + "cached_input_tokens": 44416, + "output_tokens": 2889, + "reasoning_output_tokens": 2643 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a9752629ab9952739499de3f13bebf97b2c68ee2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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contrastive_conditional_view. Focus on group_col=cs_008, condition_col=class.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "cs_008", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1760.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..801ab52ad890ac21dd369b1c5d672ba82aa196d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c3-c442-77a2-b796-41968f056043"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"cs_008\\\",\\n SUM(CASE WHEN \\\"class\\\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n18\\\"\\n WHERE \\\"cs_008\\\" IS NOT NULL\\n AND \\\"cs_008\\\" <> ''\\n AND \\\"class\\\" IN ('neg', 'pos')\\n GROUP BY \\\"cs_008\\\"\\n HAVING COUNT(*) >= 5\\n)\\nSELECT \\\"cs_008\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC, \\\"cs_008\\\" ASC\\nLIMIT 10;\",\"notes\":\"Uses the grouped ratio template for \\\"cs_008\\\" against \\\"class\\\", computing the neg-to-pos ratio per group, excluding blank group values, requiring at least 5 rows per group, and returning the top 10 groups.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45174,"cached_input_tokens":44416,"output_tokens":2889,"reasoning_output_tokens":2643}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4032ba4506a500f7e8258ebb31746a7b86fe95d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"cs_008\",\n SUM(CASE WHEN \"class\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"class\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n18\"\n WHERE \"cs_008\" IS NOT NULL\n AND \"cs_008\" <> ''\n AND \"class\" IN ('neg', 'pos')\n GROUP BY \"cs_008\"\n HAVING COUNT(*) >= 5\n)\nSELECT \"cs_008\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC, \"cs_008\" ASC\nLIMIT 10;","notes":"Uses the grouped ratio template for \"cs_008\" against \"class\", computing the neg-to-pos ratio per group, excluding blank group values, requiring at least 5 rows per group, and returning the top 10 groups."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..238ee99891691f4920e400666ff1b102e6232a0c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:52:15.735838Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c3-c442-77a2-b796-41968f056043.1779756680258780000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..048e224bee77b60c95e2a7bbf198cb5af737034a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cs_008, condition_col=class. +Result preview: [{"cs_008": "88", "condition_ratio": 421.0}, {"cs_008": "96", "condition_ratio": 378.0}, {"cs_008": "102", "condition_ratio": 369.0}, {"cs_008": "112", "condition_ratio": 328.0}, {"cs_008": "134", "condition_ratio": 301.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c230fe82083b00fc2b113f50cbf8d50525bf38cb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/generated_sql.sql @@ -0,0 +1,29 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n18_592510edbf4d6e77 +-- problem_id: v2p_n18_d2ce530cd1c09595 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "cs_008", + SUM(CASE WHEN "class" = 'neg' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "class" = 'pos' THEN 1 ELSE 0 END) AS denominator_count + FROM "n18" + WHERE "cs_008" IS NOT NULL + AND "cs_008" <> '' + AND "class" IN ('neg', 'pos') + GROUP BY "cs_008" + HAVING COUNT(*) >= 5 +) +SELECT "cs_008", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC, "cs_008" ASC +LIMIT 10; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..95c7629b4c58a27f4bb6a00d9faa66f66f8a7bdb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"cs_008\",\n SUM(CASE WHEN \"class\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"class\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n18\"\n WHERE \"cs_008\" IS NOT NULL\n AND \"cs_008\" <> ''\n AND \"class\" IN ('neg', 'pos')\n GROUP BY \"cs_008\"\n HAVING COUNT(*) >= 5\n)\nSELECT \"cs_008\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC, \"cs_008\" ASC\nLIMIT 10;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"cs_008\\\",\\n SUM(CASE WHEN \\\"class\\\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n18\\\"\\n WHERE \\\"cs_008\\\" IS NOT NULL\\n AND \\\"cs_008\\\" <> ''\\n AND \\\"class\\\" IN ('neg', 'pos')\\n GROUP BY \\\"cs_008\\\"\\n HAVING COUNT(*) >= 5\\n)\\nSELECT \\\"cs_008\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC, \\\"cs_008\\\" ASC\\nLIMIT 10;\", \"columns\": [\"cs_008\", \"condition_ratio\"], \"rows\": [{\"cs_008\": \"88\", \"condition_ratio\": 421.0}, {\"cs_008\": \"96\", \"condition_ratio\": 378.0}, {\"cs_008\": \"102\", \"condition_ratio\": 369.0}, {\"cs_008\": \"112\", \"condition_ratio\": 328.0}, {\"cs_008\": \"134\", \"condition_ratio\": 301.0}, {\"cs_008\": \"126\", \"condition_ratio\": 264.0}, {\"cs_008\": \"122\", \"condition_ratio\": 260.0}, {\"cs_008\": \"156\", \"condition_ratio\": 254.0}, {\"cs_008\": \"46\", \"condition_ratio\": 243.0}, {\"cs_008\": \"78\", \"condition_ratio\": 228.0}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 183.26}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..583148c278badd1f4120530d3ea227148914331c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:51:20.205484+00:00", + "ended_at": "2026-05-26T00:52:16.546772+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_592510edbf4d6e77", + "problem_id": "v2p_n18_d2ce530cd1c09595", + "dataset_id": "n18", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cs_008, condition_col=class.", + "bindings": { + "group_col": "cs_008", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1760.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=40" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_592510edbf4d6e77.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_592510edbf4d6e77", + "api_calls": 0, + "input_tokens": 45174, + "cached_input_tokens": 44416, + "output_tokens": 2889, + "total_tokens": 48063, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21879, + "estimated_output_tokens": 240, + "estimated_total_tokens": 22119, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 56128.9, + "sql_execution_elapsed_ms_total": 183.26, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a3229142ecf24208dfda036aee1ecae85e455eb9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:52:16.361201+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 56128.9, "started_at": "2026-05-26T00:51:20.220156+00:00", "ended_at": "2026-05-26T00:52:16.349446+00:00", "prompt_metrics": {"chars": 69310, "bytes_utf8": 69310, "lines": 2151, "estimated_tokens": 21879}, "response_metrics": {"chars": 841, "bytes_utf8": 841, "lines": 1, "estimated_tokens": 240}, "usage": {"input_tokens": 45174, "cached_input_tokens": 44416, "output_tokens": 2889, "reasoning_output_tokens": 2643}, "stderr_preview": "2026-05-26T00:52:15.735838Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c3-c442-77a2-b796-41968f056043.1779756680258780000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"cs_008\\\",\\n SUM(CASE WHEN \\\"class\\\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n18\\\"\\n WHERE \\\"cs_008\\\" IS NOT NULL\\n AND \\\"cs_008\\\" <> ''\\n AND \\\"class\\\" IN ('neg', 'pos')\\n GROUP BY \\\"cs_008\\\"\\n HAVING COUNT(*) >= 5\\n)\\nSELECT \\\"cs_008\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC, \\\"cs_008\\\" ASC\\nLIMIT 10;\",\"notes\":\"Uses the grouped ratio template for \\\"cs_008\\\" against \\\"class\\\", computing the neg-to-pos ratio per group, excluding blank group values, requiring at least 5 rows per group, and returning the top 10 groups.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0548b487a26ed3b7f89311ea07dbec21c8090522 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_592510edbf4d6e77", + "api_calls": 0, + "input_tokens": 45174, + "cached_input_tokens": 44416, + "output_tokens": 2889, + "total_tokens": 48063, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21879, + "estimated_output_tokens": 240, + "estimated_total_tokens": 22119, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 56128.9, + "sql_execution_elapsed_ms_total": 183.26, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_592510edbf4d6e77/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..be4dd270e27743a81e3ed929c058445f95d4f69c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68910, "bytes_utf8": 68910, "lines": 2150, "estimated_tokens": 21794}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 664, "bytes_utf8": 664, "lines": 1, "estimated_tokens": 199}, "usage": {"input_tokens": 45089, "cached_input_tokens": 44416, "output_tokens": 1095, "reasoning_output_tokens": 890}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a9ea71bdc36f07e8a71d6ee4f77ca67d35ee5d78 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_60ab304e3b7be3d0", + "api_calls": 0, + "input_tokens": 45089, + "cached_input_tokens": 44416, + "output_tokens": 1095, + "total_tokens": 46184, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21794, + "estimated_output_tokens": 199, + "estimated_total_tokens": 21993, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23217.65, + "sql_execution_elapsed_ms_total": 47.52, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4ebd658dc53e3bce0b463eae0cde7bc408dee0ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:52:16.562692+00:00", + "ended_at": "2026-05-26T00:52:39.780525+00:00", + "elapsed_ms": 23217.65, + "prompt_metrics": { + "chars": 68910, + "bytes_utf8": 68910, + "lines": 2150, + "estimated_tokens": 21794 + }, + "stdout_metrics": { + "chars": 1048, + "bytes_utf8": 1048, + "lines": 4, + "estimated_tokens": 333 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 664, + "bytes_utf8": 664, + "lines": 1, + "estimated_tokens": 199 + }, + "usage": { + "input_tokens": 45089, + "cached_input_tokens": 44416, + "output_tokens": 1095, + "reasoning_output_tokens": 890 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ed9dc53eb41d222590588cc89695e1ea0807b8aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ay_003, measure_col=ay_008.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "ay_003", + "measure_col": "ay_008", + "item_col": "ay_001", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 315906.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ed3a999ccbd76594938f29b3c5e457040c479e4f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c4-a059-7993-a5d4-2b86317c4097"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"ay_003\\\",\\n \\\"ay_001\\\",\\n SUM(CAST(NULLIF(\\\"ay_008\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"ay_008\\\", '') AS REAL)) * 100.0 / SUM(SUM(CAST(NULLIF(\\\"ay_008\\\", '') AS REAL))) OVER (PARTITION BY \\\"ay_003\\\") AS share_within_group\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ay_003\\\", \\\"ay_001\\\"\\nORDER BY share_within_group DESC\\nLIMIT 12;\",\"notes\":\"Uses the planned template with bound roles group_col=\\\"ay_003\\\", item_col=\\\"ay_001\\\", and measure_col=\\\"ay_008\\\". Since the schema stores fields as TEXT, the measure is cast to REAL and empty strings are treated as NULL so they do not affect the sums.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45089,"cached_input_tokens":44416,"output_tokens":1095,"reasoning_output_tokens":890}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a40fb66aa4efb81ac997e1fe29f07cc43f5b2e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"ay_003\",\n \"ay_001\",\n SUM(CAST(NULLIF(\"ay_008\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"ay_008\", '') AS REAL)) * 100.0 / SUM(SUM(CAST(NULLIF(\"ay_008\", '') AS REAL))) OVER (PARTITION BY \"ay_003\") AS share_within_group\nFROM \"n18\"\nGROUP BY \"ay_003\", \"ay_001\"\nORDER BY share_within_group DESC\nLIMIT 12;","notes":"Uses the planned template with bound roles group_col=\"ay_003\", item_col=\"ay_001\", and measure_col=\"ay_008\". Since the schema stores fields as TEXT, the measure is cast to REAL and empty strings are treated as NULL so they do not affect the sums."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..fff03bedb257489c18fa79dc9375213577431f14 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ay_003, measure_col=ay_008. +Result preview: [{"ay_003": "10096", "ay_001": "324", "total_measure": 1412082.0, "share_within_group": 100.0}, {"ay_003": "10098", "ay_001": "1426", "total_measure": 1274942.0, "share_within_group": 100.0}, {"ay_003": "10173004", "ay_001": "22774", "total_measure": 146450.0, "share_within_group": 100.0}, {"ay_003": "10352", "ay_001": "1738", "total_measure": 252218.0, "share_within_group": 100.0}, {"ay_003": "103742", "ay_001": "0", "total_measure": 61734.0, "share_within_group": 100.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..26a2bcaf0b54de21e2599a3d66264029d679832d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_60ab304e3b7be3d0 +-- problem_id: v2p_n18_037672b792b00af9 +-- realization_mode: agent +-- source_kind: agent +SELECT + "ay_003", + "ay_001", + SUM(CAST(NULLIF("ay_008", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("ay_008", '') AS REAL)) * 100.0 / SUM(SUM(CAST(NULLIF("ay_008", '') AS REAL))) OVER (PARTITION BY "ay_003") AS share_within_group +FROM "n18" +GROUP BY "ay_003", "ay_001" +ORDER BY share_within_group DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..97b2f9b0d692930965a8d0f0f29babd7f81339cb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"ay_003\",\n \"ay_001\",\n SUM(CAST(NULLIF(\"ay_008\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"ay_008\", '') AS REAL)) * 100.0 / SUM(SUM(CAST(NULLIF(\"ay_008\", '') AS REAL))) OVER (PARTITION BY \"ay_003\") AS share_within_group\nFROM \"n18\"\nGROUP BY \"ay_003\", \"ay_001\"\nORDER BY share_within_group DESC\nLIMIT 12;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"ay_003\\\",\\n \\\"ay_001\\\",\\n SUM(CAST(NULLIF(\\\"ay_008\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"ay_008\\\", '') AS REAL)) * 100.0 / SUM(SUM(CAST(NULLIF(\\\"ay_008\\\", '') AS REAL))) OVER (PARTITION BY \\\"ay_003\\\") AS share_within_group\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ay_003\\\", \\\"ay_001\\\"\\nORDER BY share_within_group DESC\\nLIMIT 12;\", \"columns\": [\"ay_003\", \"ay_001\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"ay_003\": \"10096\", \"ay_001\": \"324\", \"total_measure\": 1412082.0, \"share_within_group\": 100.0}, {\"ay_003\": \"10098\", \"ay_001\": \"1426\", \"total_measure\": 1274942.0, \"share_within_group\": 100.0}, {\"ay_003\": \"10173004\", \"ay_001\": \"22774\", \"total_measure\": 146450.0, \"share_within_group\": 100.0}, {\"ay_003\": \"10352\", \"ay_001\": \"1738\", \"total_measure\": 252218.0, \"share_within_group\": 100.0}, {\"ay_003\": \"103742\", \"ay_001\": \"0\", \"total_measure\": 61734.0, \"share_within_group\": 100.0}, {\"ay_003\": \"10550\", \"ay_001\": \"238\", \"total_measure\": 2899344.0, \"share_within_group\": 100.0}, {\"ay_003\": \"10560\", \"ay_001\": \"2468\", \"total_measure\": 387506.0, \"share_within_group\": 100.0}, {\"ay_003\": \"1058754\", \"ay_001\": \"956252\", \"total_measure\": 1356408.0, \"share_within_group\": 100.0}, {\"ay_003\": \"10626\", \"ay_001\": \"508\", \"total_measure\": 485366.0, \"share_within_group\": 100.0}, {\"ay_003\": \"106298\", \"ay_001\": \"26810\", \"total_measure\": 3203032.0, \"share_within_group\": 100.0}, {\"ay_003\": \"1068532\", \"ay_001\": \"8802404\", \"total_measure\": 12756772.0, \"share_within_group\": 100.0}, {\"ay_003\": \"1069764\", \"ay_001\": \"2110652\", \"total_measure\": 16924302.0, \"share_within_group\": 100.0}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 47.52}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d00b457c146ecb5e5105b9b35fadcec856686818 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:52:16.547925+00:00", + "ended_at": "2026-05-26T00:52:39.841165+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_60ab304e3b7be3d0", + "problem_id": "v2p_n18_037672b792b00af9", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ay_003, measure_col=ay_008.", + "bindings": { + "group_col": "ay_003", + "measure_col": "ay_008", + "item_col": "ay_001", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 315906.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=32" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_60ab304e3b7be3d0.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_60ab304e3b7be3d0", + "api_calls": 0, + "input_tokens": 45089, + "cached_input_tokens": 44416, + "output_tokens": 1095, + "total_tokens": 46184, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21794, + "estimated_output_tokens": 199, + "estimated_total_tokens": 21993, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23217.65, + "sql_execution_elapsed_ms_total": 47.52, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..369d8dbac7097e421e052a34f38c15aac57fe205 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:52:39.792266+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 23217.65, "started_at": "2026-05-26T00:52:16.562692+00:00", "ended_at": "2026-05-26T00:52:39.780525+00:00", "prompt_metrics": {"chars": 68910, "bytes_utf8": 68910, "lines": 2150, "estimated_tokens": 21794}, "response_metrics": {"chars": 664, "bytes_utf8": 664, "lines": 1, "estimated_tokens": 199}, "usage": {"input_tokens": 45089, "cached_input_tokens": 44416, "output_tokens": 1095, "reasoning_output_tokens": 890}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"ay_003\\\",\\n \\\"ay_001\\\",\\n SUM(CAST(NULLIF(\\\"ay_008\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"ay_008\\\", '') AS REAL)) * 100.0 / SUM(SUM(CAST(NULLIF(\\\"ay_008\\\", '') AS REAL))) OVER (PARTITION BY \\\"ay_003\\\") AS share_within_group\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ay_003\\\", \\\"ay_001\\\"\\nORDER BY share_within_group DESC\\nLIMIT 12;\",\"notes\":\"Uses the planned template with bound roles group_col=\\\"ay_003\\\", item_col=\\\"ay_001\\\", and measure_col=\\\"ay_008\\\". Since the schema stores fields as TEXT, the measure is cast to REAL and empty strings are treated as NULL so they do not affect the sums.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9783ef34b32c12c2e5329dd55503fe09961a6623 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_60ab304e3b7be3d0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_60ab304e3b7be3d0", + "api_calls": 0, + "input_tokens": 45089, + "cached_input_tokens": 44416, + "output_tokens": 1095, + "total_tokens": 46184, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21794, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68904, "bytes_utf8": 68904, "lines": 2150, "estimated_tokens": 21793}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 811, "bytes_utf8": 811, "lines": 1, "estimated_tokens": 248}, "usage": {"input_tokens": 45088, "cached_input_tokens": 44416, "output_tokens": 2554, "reasoning_output_tokens": 2300}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..38b56c81960a7dbfc92e9e16834124d725a737d8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_6362fcee8621f148", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 2554, + "total_tokens": 47642, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 248, + "estimated_total_tokens": 22041, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 49515.49, + "sql_execution_elapsed_ms_total": 206.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b40e96d6596475fce9a1e566b3d11552d3adc132 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:52:39.856802+00:00", + "ended_at": "2026-05-26T00:53:29.372645+00:00", + "elapsed_ms": 49515.49, + "prompt_metrics": { + "chars": 68904, + "bytes_utf8": 68904, + "lines": 2150, + "estimated_tokens": 21793 + }, + "stdout_metrics": { + "chars": 1228, + "bytes_utf8": 1228, + "lines": 4, + "estimated_tokens": 403 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 811, + "bytes_utf8": 811, + "lines": 1, + "estimated_tokens": 248 + }, + "usage": { + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 2554, + "reasoning_output_tokens": 2300 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..416630266d56c6e88a23e3cc28e0242dd191ed2c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ar_000, measure_col=ay_005.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "ar_000", + "measure_col": "ay_005", + "item_col": "av_000", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 51752.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5246db28164a7487187937b1b770a9af18c48988 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c4-fb57-72d0-9dde-226fd18ee647"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"ar_000\\\",\\n \\\"av_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_005\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"ay_005\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"ay_005\\\", '') AS REAL))) OVER (PARTITION BY \\\"ar_000\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"ar_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"av_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_005\\\", '') IS NOT NULL\\nGROUP BY \\\"ar_000\\\", \\\"av_000\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 14;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"ar_000\\\", item_col=\\\"av_000\\\", and measure_col=\\\"ay_005\\\". Because the SQLite schema stores fields as TEXT, blank values are excluded and \\\"ay_005\\\" is cast to REAL before aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45088,"cached_input_tokens":44416,"output_tokens":2554,"reasoning_output_tokens":2300}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..62fbb7e58dc6991bab10beec7004d4ee66e19d39 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"ar_000\",\n \"av_000\",\n SUM(CAST(NULLIF(\"ay_005\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"ay_005\", '') AS REAL)) * 100.0\n / SUM(SUM(CAST(NULLIF(\"ay_005\", '') AS REAL))) OVER (PARTITION BY \"ar_000\") AS \"share_within_group\"\nFROM \"n18\"\nWHERE NULLIF(\"ar_000\", '') IS NOT NULL\n AND NULLIF(\"av_000\", '') IS NOT NULL\n AND NULLIF(\"ay_005\", '') IS NOT NULL\nGROUP BY \"ar_000\", \"av_000\"\nORDER BY \"share_within_group\" DESC\nLIMIT 14;","notes":"Uses the planned Within-Group Share of Total template with group_col=\"ar_000\", item_col=\"av_000\", and measure_col=\"ay_005\". Because the SQLite schema stores fields as TEXT, blank values are excluded and \"ay_005\" is cast to REAL before aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..06bca74e1acc9b28e5d6b7790f08ba3fd1299686 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:53:28.860722Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c4-fb57-72d0-9dde-226fd18ee647.1779756759895575000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..69199efed136468b62919b6edc6759d84dea6743 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ar_000, measure_col=ay_005. +Result preview: [{"ar_000": "100", "av_000": "5182", "total_measure": 4528.0, "share_within_group": 100.0}, {"ar_000": "116", "av_000": "184", "total_measure": 11834.0, "share_within_group": 100.0}, {"ar_000": "122", "av_000": "3402", "total_measure": 45752.0, "share_within_group": 100.0}, {"ar_000": "140", "av_000": "3050", "total_measure": 2518.0, "share_within_group": 100.0}, {"ar_000": "178", "av_000": "4274", "total_measure": 7922.0, "share_within_group": 100.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4a7489520cdd4d15b00525d59352d2d20479a9a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/generated_sql.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_6362fcee8621f148 +-- problem_id: v2p_n18_5c505b4337f5f93f +-- realization_mode: agent +-- source_kind: agent +SELECT + "ar_000", + "av_000", + SUM(CAST(NULLIF("ay_005", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("ay_005", '') AS REAL)) * 100.0 + / SUM(SUM(CAST(NULLIF("ay_005", '') AS REAL))) OVER (PARTITION BY "ar_000") AS "share_within_group" +FROM "n18" +WHERE NULLIF("ar_000", '') IS NOT NULL + AND NULLIF("av_000", '') IS NOT NULL + AND NULLIF("ay_005", '') IS NOT NULL +GROUP BY "ar_000", "av_000" +ORDER BY "share_within_group" DESC +LIMIT 14; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5a25eeb425072126ccff9112ad68b82d7f907834 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"ar_000\",\n \"av_000\",\n SUM(CAST(NULLIF(\"ay_005\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"ay_005\", '') AS REAL)) * 100.0\n / SUM(SUM(CAST(NULLIF(\"ay_005\", '') AS REAL))) OVER (PARTITION BY \"ar_000\") AS \"share_within_group\"\nFROM \"n18\"\nWHERE NULLIF(\"ar_000\", '') IS NOT NULL\n AND NULLIF(\"av_000\", '') IS NOT NULL\n AND NULLIF(\"ay_005\", '') IS NOT NULL\nGROUP BY \"ar_000\", \"av_000\"\nORDER BY \"share_within_group\" DESC\nLIMIT 14;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"ar_000\\\",\\n \\\"av_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_005\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"ay_005\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"ay_005\\\", '') AS REAL))) OVER (PARTITION BY \\\"ar_000\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"ar_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"av_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_005\\\", '') IS NOT NULL\\nGROUP BY \\\"ar_000\\\", \\\"av_000\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 14;\", \"columns\": [\"ar_000\", \"av_000\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"ar_000\": \"100\", \"av_000\": \"5182\", \"total_measure\": 4528.0, \"share_within_group\": 100.0}, {\"ar_000\": \"116\", \"av_000\": \"184\", \"total_measure\": 11834.0, \"share_within_group\": 100.0}, {\"ar_000\": \"122\", \"av_000\": \"3402\", \"total_measure\": 45752.0, \"share_within_group\": 100.0}, {\"ar_000\": \"140\", \"av_000\": \"3050\", \"total_measure\": 2518.0, \"share_within_group\": 100.0}, {\"ar_000\": \"178\", \"av_000\": \"4274\", \"total_measure\": 7922.0, \"share_within_group\": 100.0}, {\"ar_000\": \"218\", \"av_000\": \"5720\", \"total_measure\": 127848.0, \"share_within_group\": 100.0}, {\"ar_000\": \"244\", \"av_000\": \"28392\", \"total_measure\": 9368.0, \"share_within_group\": 100.0}, {\"ar_000\": \"350\", \"av_000\": \"2938\", \"total_measure\": 238466.0, \"share_within_group\": 100.0}, {\"ar_000\": \"36\", \"av_000\": \"3840\", \"total_measure\": 11334.0, \"share_within_group\": 100.0}, {\"ar_000\": \"44\", \"av_000\": \"646\", \"total_measure\": 21278.0, \"share_within_group\": 100.0}, {\"ar_000\": \"58\", \"av_000\": \"4748\", \"total_measure\": 4284.0, \"share_within_group\": 100.0}, {\"ar_000\": \"62\", \"av_000\": \"17914\", \"total_measure\": 62862.0, \"share_within_group\": 100.0}, {\"ar_000\": \"68\", \"av_000\": \"1240\", \"total_measure\": 135584.0, \"share_within_group\": 100.0}, {\"ar_000\": \"74\", \"av_000\": \"21410\", \"total_measure\": 1083740.0, \"share_within_group\": 100.0}], \"row_count_returned\": 14, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 206.42}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..42845337f7e77306f049a5347e1067a91ecfa287 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:52:39.841626+00:00", + "ended_at": "2026-05-26T00:53:29.593388+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_6362fcee8621f148", + "problem_id": "v2p_n18_5c505b4337f5f93f", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ar_000, measure_col=ay_005.", + "bindings": { + "group_col": "ar_000", + "measure_col": "ay_005", + "item_col": "av_000", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 51752.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=29" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6362fcee8621f148.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_6362fcee8621f148", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 2554, + "total_tokens": 47642, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 248, + "estimated_total_tokens": 22041, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 49515.49, + "sql_execution_elapsed_ms_total": 206.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7c7d7ddf612272046c98db42e21ece4c078daa60 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:53:29.385034+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 49515.49, "started_at": "2026-05-26T00:52:39.856802+00:00", "ended_at": "2026-05-26T00:53:29.372645+00:00", "prompt_metrics": {"chars": 68904, "bytes_utf8": 68904, "lines": 2150, "estimated_tokens": 21793}, "response_metrics": {"chars": 811, "bytes_utf8": 811, "lines": 1, "estimated_tokens": 248}, "usage": {"input_tokens": 45088, "cached_input_tokens": 44416, "output_tokens": 2554, "reasoning_output_tokens": 2300}, "stderr_preview": "2026-05-26T00:53:28.860722Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c4-fb57-72d0-9dde-226fd18ee647.1779756759895575000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"ar_000\\\",\\n \\\"av_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_005\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"ay_005\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"ay_005\\\", '') AS REAL))) OVER (PARTITION BY \\\"ar_000\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"ar_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"av_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_005\\\", '') IS NOT NULL\\nGROUP BY \\\"ar_000\\\", \\\"av_000\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 14;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"ar_000\\\", item_col=\\\"av_000\\\", and measure_col=\\\"ay_005\\\". Because the SQLite schema stores fields as TEXT, blank values are excluded and \\\"ay_005\\\" is cast to REAL before aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d83feacd524e9104d10c8100443f910878c335d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_6362fcee8621f148", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 2554, + "total_tokens": 47642, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 248, + "estimated_total_tokens": 22041, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 49515.49, + "sql_execution_elapsed_ms_total": 206.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6362fcee8621f148/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1b9de0cd1ae5262b36f097da25ebd3aec0ef3dd3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68413, "bytes_utf8": 68413, "lines": 2146, "estimated_tokens": 21644}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 343, "bytes_utf8": 343, "lines": 1, "estimated_tokens": 89}, "usage": {"input_tokens": 44939, "cached_input_tokens": 22912, "output_tokens": 380, "reasoning_output_tokens": 285}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b56f78f447109013344cd41bfe158f7d7838d8cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_64f2cd54cf218fba", + "api_calls": 0, + "input_tokens": 44939, + "cached_input_tokens": 22912, + "output_tokens": 380, + "total_tokens": 45319, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21644, + "estimated_output_tokens": 89, + "estimated_total_tokens": 21733, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10571.44, + "sql_execution_elapsed_ms_total": 39.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..14fe1108efc4afa9e93295a9aba85b396576558a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:53:29.608302+00:00", + "ended_at": "2026-05-26T00:53:40.179857+00:00", + "elapsed_ms": 10571.44, + "prompt_metrics": { + "chars": 68413, + "bytes_utf8": 68413, + "lines": 2146, + "estimated_tokens": 21644 + }, + "stdout_metrics": { + "chars": 697, + "bytes_utf8": 697, + "lines": 4, + "estimated_tokens": 198 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 343, + "bytes_utf8": 343, + "lines": 1, + "estimated_tokens": 89 + }, + "usage": { + "input_tokens": 44939, + "cached_input_tokens": 22912, + "output_tokens": 380, + "reasoning_output_tokens": 285 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cad7bf453bbc9da4745d58429c8803ed0c38dffa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cs_008.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "cs_008", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 114.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4d45f0b732e5c41beaeb9d5bd7a90eacc8eeac5c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c5-bdad-7971-aa2b-cd3a008eaed9"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"cs_008\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"cs_008\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template on \\\"cs_008\\\". The column is stored as TEXT in the schema, so values are grouped as recorded, including empty strings if present.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44939,"cached_input_tokens":22912,"output_tokens":380,"reasoning_output_tokens":285}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..98d0d7da0ee9d6dffa1ca70f1d9025df3a27b802 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"cs_008\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nGROUP BY \"cs_008\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned grouped-count template on \"cs_008\". The column is stored as TEXT in the schema, so values are grouped as recorded, including empty strings if present."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..12b34d9c699a99d28f82373b99818096713a25af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cs_008. +Result preview: [{"cs_008": "0", "row_count": 17835}, {"cs_008": "2", "row_count": 2682}, {"cs_008": "4", "row_count": 1733}, {"cs_008": "6", "row_count": 1392}, {"cs_008": "8", "row_count": 1152}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..29ce00d1a8bc8acf75cc86eb3432cec28037737a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n18_64f2cd54cf218fba +-- problem_id: v2p_n18_5c9a6bc7198f839c +-- realization_mode: agent +-- source_kind: agent +SELECT "cs_008", COUNT(*) AS "row_count" +FROM "n18" +GROUP BY "cs_008" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..061c58ea4f12a297c21f2e7d89bba42fbb0e91f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"cs_008\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nGROUP BY \"cs_008\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"cs_008\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"cs_008\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"cs_008\", \"row_count\"], \"rows\": [{\"cs_008\": \"0\", \"row_count\": 17835}, {\"cs_008\": \"2\", \"row_count\": 2682}, {\"cs_008\": \"4\", \"row_count\": 1733}, {\"cs_008\": \"6\", \"row_count\": 1392}, {\"cs_008\": \"8\", \"row_count\": 1152}, {\"cs_008\": \"10\", \"row_count\": 970}, {\"cs_008\": \"12\", \"row_count\": 872}, {\"cs_008\": \"\", \"row_count\": 858}, {\"cs_008\": \"14\", \"row_count\": 850}, {\"cs_008\": \"16\", \"row_count\": 803}, {\"cs_008\": \"20\", \"row_count\": 726}, {\"cs_008\": \"26\", \"row_count\": 706}, {\"cs_008\": \"18\", \"row_count\": 702}, {\"cs_008\": \"24\", \"row_count\": 693}, {\"cs_008\": \"22\", \"row_count\": 675}, {\"cs_008\": \"28\", \"row_count\": 657}, {\"cs_008\": \"36\", \"row_count\": 629}, {\"cs_008\": \"32\", \"row_count\": 609}, {\"cs_008\": \"34\", \"row_count\": 601}, {\"cs_008\": \"42\", \"row_count\": 592}, {\"cs_008\": \"30\", \"row_count\": 589}, {\"cs_008\": \"44\", \"row_count\": 583}, {\"cs_008\": \"40\", \"row_count\": 577}, {\"cs_008\": \"54\", \"row_count\": 565}, {\"cs_008\": \"38\", \"row_count\": 550}, {\"cs_008\": \"58\", \"row_count\": 548}, {\"cs_008\": \"48\", \"row_count\": 520}, {\"cs_008\": \"56\", \"row_count\": 517}, {\"cs_008\": \"50\", \"row_count\": 504}, {\"cs_008\": \"60\", \"row_count\": 499}, {\"cs_008\": \"52\", \"row_count\": 498}, {\"cs_008\": \"46\", \"row_count\": 488}, {\"cs_008\": \"78\", \"row_count\": 458}, {\"cs_008\": \"74\", \"row_count\": 442}, {\"cs_008\": \"62\", \"row_count\": 439}, {\"cs_008\": \"64\", \"row_count\": 436}, {\"cs_008\": \"68\", \"row_count\": 425}, {\"cs_008\": \"80\", \"row_count\": 423}, {\"cs_008\": \"88\", \"row_count\": 422}, {\"cs_008\": \"76\", \"row_count\": 422}, {\"cs_008\": \"92\", \"row_count\": 420}, {\"cs_008\": \"84\", \"row_count\": 412}, {\"cs_008\": \"70\", \"row_count\": 411}, {\"cs_008\": \"66\", \"row_count\": 409}, {\"cs_008\": \"82\", \"row_count\": 406}, {\"cs_008\": \"72\", \"row_count\": 393}, {\"cs_008\": \"96\", \"row_count\": 379}, {\"cs_008\": \"86\", \"row_count\": 376}, {\"cs_008\": \"102\", \"row_count\": 370}, {\"cs_008\": \"98\", \"row_count\": 362}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 39.2}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..31fa5e6ea333855102a940f7892675274dacd1e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:53:29.593949+00:00", + "ended_at": "2026-05-26T00:53:40.233400+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_64f2cd54cf218fba", + "problem_id": "v2p_n18_5c9a6bc7198f839c", + "dataset_id": "n18", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cs_008.", + "bindings": { + "group_col": "cs_008", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 114.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=16" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_64f2cd54cf218fba.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_64f2cd54cf218fba", + "api_calls": 0, + "input_tokens": 44939, + "cached_input_tokens": 22912, + "output_tokens": 380, + "total_tokens": 45319, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21644, + "estimated_output_tokens": 89, + "estimated_total_tokens": 21733, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10571.44, + "sql_execution_elapsed_ms_total": 39.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..558a79543143690ff08a89590a6c468a230dea88 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:53:40.192570+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10571.44, "started_at": "2026-05-26T00:53:29.608302+00:00", "ended_at": "2026-05-26T00:53:40.179857+00:00", "prompt_metrics": {"chars": 68413, "bytes_utf8": 68413, "lines": 2146, "estimated_tokens": 21644}, "response_metrics": {"chars": 343, "bytes_utf8": 343, "lines": 1, "estimated_tokens": 89}, "usage": {"input_tokens": 44939, "cached_input_tokens": 22912, "output_tokens": 380, "reasoning_output_tokens": 285}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"cs_008\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"cs_008\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template on \\\"cs_008\\\". The column is stored as TEXT in the schema, so values are grouped as recorded, including empty strings if present.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6540680c8b02c9fddb7fbf3b943cf2be2bd94c7a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_64f2cd54cf218fba", + "api_calls": 0, + "input_tokens": 44939, + "cached_input_tokens": 22912, + "output_tokens": 380, + "total_tokens": 45319, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21644, + "estimated_output_tokens": 89, + "estimated_total_tokens": 21733, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10571.44, + "sql_execution_elapsed_ms_total": 39.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_64f2cd54cf218fba/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e55df3fbaff0e85e423d61aab2a10b4300a7f7fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68579, "bytes_utf8": 68579, "lines": 2148, "estimated_tokens": 21683}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 519, "bytes_utf8": 519, "lines": 1, "estimated_tokens": 140}, "usage": {"input_tokens": 44978, "cached_input_tokens": 22912, "output_tokens": 662, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2d238e7d20c4ba0886fba800e79244e32fec948e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_6658a5a94cd41605", + "api_calls": 0, + "input_tokens": 44978, + "cached_input_tokens": 22912, + "output_tokens": 662, + "total_tokens": 45640, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21683, + "estimated_output_tokens": 140, + "estimated_total_tokens": 21823, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15734.04, + "sql_execution_elapsed_ms_total": 84.74, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..db90970f38fc3dd9a67e07ce3310fb753f5aa48b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:53:40.248532+00:00", + "ended_at": "2026-05-26T00:53:55.982727+00:00", + "elapsed_ms": 15734.04, + "prompt_metrics": { + "chars": 68579, + "bytes_utf8": 68579, + "lines": 2148, + "estimated_tokens": 21683 + }, + "stdout_metrics": { + "chars": 884, + "bytes_utf8": 884, + "lines": 4, + "estimated_tokens": 260 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 101 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 519, + "bytes_utf8": 519, + "lines": 1, + "estimated_tokens": 140 + }, + "usage": { + "input_tokens": 44978, + "cached_input_tokens": 22912, + "output_tokens": 662, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..60ce821881e3488f5f4c3a96d50b28f33455e5a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=cl_000, measure_col=dy_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cl_000", + "measure_col": "dy_000", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 76.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..39207812f95ecddb869b7917277ff56c4c004417 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c5-e73f-7043-bb64-e955365e384c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"cl_000\\\",\\n AVG(CAST(NULLIF(\\\"dy_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cl_000\\\") AS avg_measure\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"cl_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"dy_000\\\", '') IS NOT NULL\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the required window-partition-average template with group_col=\\\"cl_000\\\" and measure_col=\\\"dy_000\\\". Empty-string TEXT values are converted to NULL and the measure is cast to REAL for SQLite averaging.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44978,"cached_input_tokens":22912,"output_tokens":662,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7eef2655e55ce470167bc4abaf966975058e2037 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"cl_000\",\n AVG(CAST(NULLIF(\"dy_000\", '') AS REAL)) OVER (PARTITION BY \"cl_000\") AS avg_measure\nFROM \"n18\"\nWHERE NULLIF(\"cl_000\", '') IS NOT NULL\n AND NULLIF(\"dy_000\", '') IS NOT NULL\nORDER BY avg_measure DESC;","notes":"Uses the required window-partition-average template with group_col=\"cl_000\" and measure_col=\"dy_000\". Empty-string TEXT values are converted to NULL and the measure is cast to REAL for SQLite averaging."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9743569a610e0431166136e504505e5d7b2ab139 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:53:55.188152Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c5-e73f-7043-bb64-e955365e384c.1779756820288246000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c46f2de03a6ecb509a70e279e94c1ff2be8874c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=cl_000, measure_col=dy_000. +Result preview: [{"cl_000": "2166", "avg_measure": 1827780.0}, {"cl_000": "3760", "avg_measure": 1580616.0}, {"cl_000": "13722", "avg_measure": 1309988.0}, {"cl_000": "882", "avg_measure": 1144778.0}, {"cl_000": "52224", "avg_measure": 1015490.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6c5646a90aab1908ba8a32c1254da04d404ce0f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_6658a5a94cd41605 +-- problem_id: v2p_n18_486285925778ee12 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "cl_000", + AVG(CAST(NULLIF("dy_000", '') AS REAL)) OVER (PARTITION BY "cl_000") AS avg_measure +FROM "n18" +WHERE NULLIF("cl_000", '') IS NOT NULL + AND NULLIF("dy_000", '') IS NOT NULL +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e78c06d3dde47ffc06de3f9c7c558fcdf3228373 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"cl_000\",\n AVG(CAST(NULLIF(\"dy_000\", '') AS REAL)) OVER (PARTITION BY \"cl_000\") AS avg_measure\nFROM \"n18\"\nWHERE NULLIF(\"cl_000\", '') IS NOT NULL\n AND NULLIF(\"dy_000\", '') IS NOT NULL\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"cl_000\\\",\\n AVG(CAST(NULLIF(\\\"dy_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cl_000\\\") AS avg_measure\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"cl_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"dy_000\\\", '') IS NOT NULL\\nORDER BY avg_measure DESC;\", \"columns\": [\"cl_000\", \"avg_measure\"], \"rows\": [{\"cl_000\": \"2166\", \"avg_measure\": 1827780.0}, {\"cl_000\": \"3760\", \"avg_measure\": 1580616.0}, {\"cl_000\": \"13722\", \"avg_measure\": 1309988.0}, {\"cl_000\": \"882\", \"avg_measure\": 1144778.0}, {\"cl_000\": \"52224\", \"avg_measure\": 1015490.0}, {\"cl_000\": \"9184\", \"avg_measure\": 954272.0}, {\"cl_000\": \"8166\", \"avg_measure\": 906552.0}, {\"cl_000\": \"2210\", \"avg_measure\": 814442.0}, {\"cl_000\": \"1482\", \"avg_measure\": 759642.0}, {\"cl_000\": \"1208\", \"avg_measure\": 731508.0}, {\"cl_000\": \"2752\", \"avg_measure\": 688772.0}, {\"cl_000\": \"1724\", \"avg_measure\": 681928.0}, {\"cl_000\": \"944\", \"avg_measure\": 681218.0}, {\"cl_000\": \"14902\", \"avg_measure\": 664814.0}, {\"cl_000\": \"3396\", \"avg_measure\": 664374.0}, {\"cl_000\": \"1462\", \"avg_measure\": 662486.0}, {\"cl_000\": \"10876\", \"avg_measure\": 642706.0}, {\"cl_000\": \"526\", \"avg_measure\": 633058.0}, {\"cl_000\": 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\"14710\", \"avg_measure\": 431030.0}, {\"cl_000\": \"2194\", \"avg_measure\": 425845.0}, {\"cl_000\": \"1526\", \"avg_measure\": 401048.0}, {\"cl_000\": \"1184\", \"avg_measure\": 377978.0}, {\"cl_000\": \"130560\", \"avg_measure\": 376956.0}, {\"cl_000\": \"2010\", \"avg_measure\": 369780.0}, {\"cl_000\": \"682\", \"avg_measure\": 356752.0}, {\"cl_000\": \"816\", \"avg_measure\": 355812.0}, {\"cl_000\": \"4894\", \"avg_measure\": 355214.0}, {\"cl_000\": \"6490\", \"avg_measure\": 354478.0}, {\"cl_000\": \"2198\", \"avg_measure\": 351160.0}, {\"cl_000\": \"694\", \"avg_measure\": 349778.0}, {\"cl_000\": \"904\", \"avg_measure\": 346498.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 84.74}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a874cd2e930ff18e18f5748ed98c19f1ce06c101 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:53:40.233784+00:00", + "ended_at": "2026-05-26T00:53:56.081769+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_6658a5a94cd41605", + "problem_id": "v2p_n18_486285925778ee12", + "dataset_id": "n18", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=cl_000, measure_col=dy_000.", + "bindings": { + "group_col": "cl_000", + "measure_col": "dy_000", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 76.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=135" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6658a5a94cd41605.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_6658a5a94cd41605", + "api_calls": 0, + "input_tokens": 44978, + "cached_input_tokens": 22912, + "output_tokens": 662, + "total_tokens": 45640, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21683, + "estimated_output_tokens": 140, + "estimated_total_tokens": 21823, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15734.04, + "sql_execution_elapsed_ms_total": 84.74, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e6db0b18f552363f5ae20888e4033363ef1aa89a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:53:55.994420+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15734.04, "started_at": "2026-05-26T00:53:40.248532+00:00", "ended_at": "2026-05-26T00:53:55.982727+00:00", "prompt_metrics": {"chars": 68579, "bytes_utf8": 68579, "lines": 2148, "estimated_tokens": 21683}, "response_metrics": {"chars": 519, "bytes_utf8": 519, "lines": 1, "estimated_tokens": 140}, "usage": {"input_tokens": 44978, "cached_input_tokens": 22912, "output_tokens": 662, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:53:55.188152Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c5-e73f-7043-bb64-e955365e384c.1779756820288246000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"cl_000\\\",\\n AVG(CAST(NULLIF(\\\"dy_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cl_000\\\") AS avg_measure\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"cl_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"dy_000\\\", '') IS NOT NULL\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the required window-partition-average template with group_col=\\\"cl_000\\\" and measure_col=\\\"dy_000\\\". Empty-string TEXT values are converted to NULL and the measure is cast to REAL for SQLite averaging.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c0235462bd72a73930c699e8d98ddafd33e54a95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_6658a5a94cd41605", + "api_calls": 0, + "input_tokens": 44978, + "cached_input_tokens": 22912, + "output_tokens": 662, + "total_tokens": 45640, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21683, + "estimated_output_tokens": 140, + "estimated_total_tokens": 21823, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15734.04, + "sql_execution_elapsed_ms_total": 84.74, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6658a5a94cd41605/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c71ec92e5e6b80becd0874054abfef8036b93761 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68501, "bytes_utf8": 68501, "lines": 2148, "estimated_tokens": 21673}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 437, "bytes_utf8": 437, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 44968, "cached_input_tokens": 44416, "output_tokens": 1628, "reasoning_output_tokens": 1510}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..db5a19d86a5ce281540d409cfa169abc7233173a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_6893acb6acaf03ae", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1628, + "total_tokens": 46596, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 112, + "estimated_total_tokens": 21785, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33286.12, + "sql_execution_elapsed_ms_total": 23.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7f379acde9d42799c3858f09155e566acde9961e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:53:56.095086+00:00", + "ended_at": "2026-05-26T00:54:29.381461+00:00", + "elapsed_ms": 33286.12, + "prompt_metrics": { + "chars": 68501, + "bytes_utf8": 68501, + "lines": 2148, + "estimated_tokens": 21673 + }, + "stdout_metrics": { + "chars": 793, + "bytes_utf8": 793, + "lines": 4, + "estimated_tokens": 226 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 437, + "bytes_utf8": 437, + "lines": 1, + "estimated_tokens": 112 + }, + "usage": { + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1628, + "reasoning_output_tokens": 1510 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..dc70b33fffc911217a4a2ce97fe6b6766980646d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=ab_000, measure_col=ab_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "ab_000", + "measure_col": "ab_000", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 12.96, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2659fae69404580b3a7c356971748b554a8adfeb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c6-2524-7572-9de2-19e2e41becab"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ab_000\\\", SUM(CAST(NULLIF(\\\"ab_000\\\", '') AS INTEGER)) AS total_measure\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ab_000\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Applied the provided Grouped Numeric Sum template with both group and measure bound to \\\"ab_000\\\". Because \\\"ab_000\\\" is stored as TEXT, non-empty values are cast to INTEGER for the sum while empty strings are excluded from aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44968,"cached_input_tokens":44416,"output_tokens":1628,"reasoning_output_tokens":1510}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..83d2105830012f42e61accbd921334611d9dbae2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"ab_000\", SUM(CAST(NULLIF(\"ab_000\", '') AS INTEGER)) AS total_measure\nFROM \"n18\"\nGROUP BY \"ab_000\"\nORDER BY total_measure DESC;","notes":"Applied the provided Grouped Numeric Sum template with both group and measure bound to \"ab_000\". Because \"ab_000\" is stored as TEXT, non-empty values are cast to INTEGER for the sum while empty strings are excluded from aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6f5148b94056aad0941a48d18f5232d7a447b5a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ab_000, measure_col=ab_000. +Result preview: [{"ab_000": "2", "total_measure": 4968}, {"ab_000": "4", "total_measure": 2148}, {"ab_000": "6", "total_measure": 1092}, {"ab_000": "8", "total_measure": 728}, {"ab_000": "10", "total_measure": 510}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..48dc7a9b3fde0ab75f1976b7acdd7ae8e7a87698 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_6893acb6acaf03ae +-- problem_id: v2p_n18_255cf4bea96d12af +-- realization_mode: agent +-- source_kind: agent +SELECT "ab_000", SUM(CAST(NULLIF("ab_000", '') AS INTEGER)) AS total_measure +FROM "n18" +GROUP BY "ab_000" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..27e9821ceca9ccbf72c551f94c0b99d4c4ca569b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"ab_000\", SUM(CAST(NULLIF(\"ab_000\", '') AS INTEGER)) AS total_measure\nFROM \"n18\"\nGROUP BY \"ab_000\"\nORDER BY total_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ab_000\\\", SUM(CAST(NULLIF(\\\"ab_000\\\", '') AS INTEGER)) AS total_measure\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ab_000\\\"\\nORDER BY total_measure DESC;\", \"columns\": [\"ab_000\", \"total_measure\"], \"rows\": [{\"ab_000\": \"2\", \"total_measure\": 4968}, {\"ab_000\": \"4\", \"total_measure\": 2148}, {\"ab_000\": \"6\", \"total_measure\": 1092}, {\"ab_000\": \"8\", \"total_measure\": 728}, {\"ab_000\": \"10\", \"total_measure\": 510}, {\"ab_000\": \"12\", \"total_measure\": 432}, {\"ab_000\": \"100\", \"total_measure\": 300}, {\"ab_000\": \"14\", \"total_measure\": 266}, {\"ab_000\": \"24\", \"total_measure\": 216}, {\"ab_000\": \"204\", \"total_measure\": 204}, {\"ab_000\": \"58\", \"total_measure\": 174}, {\"ab_000\": \"38\", \"total_measure\": 152}, {\"ab_000\": \"16\", \"total_measure\": 144}, {\"ab_000\": \"134\", \"total_measure\": 134}, {\"ab_000\": \"26\", \"total_measure\": 130}, {\"ab_000\": \"18\", \"total_measure\": 108}, {\"ab_000\": \"34\", \"total_measure\": 102}, {\"ab_000\": \"20\", \"total_measure\": 100}, {\"ab_000\": \"90\", \"total_measure\": 90}, {\"ab_000\": \"22\", \"total_measure\": 88}, {\"ab_000\": \"28\", \"total_measure\": 84}, {\"ab_000\": \"68\", \"total_measure\": 68}, {\"ab_000\": \"32\", \"total_measure\": 64}, {\"ab_000\": \"52\", \"total_measure\": 52}, {\"ab_000\": \"48\", \"total_measure\": 48}, {\"ab_000\": \"46\", \"total_measure\": 46}, {\"ab_000\": \"44\", \"total_measure\": 44}, {\"ab_000\": \"36\", \"total_measure\": 36}, {\"ab_000\": \"30\", \"total_measure\": 30}, {\"ab_000\": \"0\", \"total_measure\": 0}, {\"ab_000\": \"\", \"total_measure\": null}], \"row_count_returned\": 31, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 23.23}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a527f7b45ad7c8272c4e7ee5d3cf31c37ea93cc3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:53:56.082131+00:00", + "ended_at": "2026-05-26T00:54:29.418485+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_6893acb6acaf03ae", + "problem_id": "v2p_n18_255cf4bea96d12af", + "dataset_id": "n18", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_conditional_contrast", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ab_000, measure_col=ab_000.", + "bindings": { + "group_col": "ab_000", + "measure_col": "ab_000", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 12.96, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=1" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6893acb6acaf03ae.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_6893acb6acaf03ae", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1628, + "total_tokens": 46596, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 112, + "estimated_total_tokens": 21785, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33286.12, + "sql_execution_elapsed_ms_total": 23.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..077571c010d27afa2e7dd341c546f81291a51a22 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:54:29.392877+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 33286.12, "started_at": "2026-05-26T00:53:56.095086+00:00", "ended_at": "2026-05-26T00:54:29.381461+00:00", "prompt_metrics": {"chars": 68501, "bytes_utf8": 68501, "lines": 2148, "estimated_tokens": 21673}, "response_metrics": {"chars": 437, "bytes_utf8": 437, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 44968, "cached_input_tokens": 44416, "output_tokens": 1628, "reasoning_output_tokens": 1510}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ab_000\\\", SUM(CAST(NULLIF(\\\"ab_000\\\", '') AS INTEGER)) AS total_measure\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ab_000\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Applied the provided Grouped Numeric Sum template with both group and measure bound to \\\"ab_000\\\". Because \\\"ab_000\\\" is stored as TEXT, non-empty values are cast to INTEGER for the sum while empty strings are excluded from aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..279043229f1ccc9d57f946e72ca1a6311bc9f8f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6893acb6acaf03ae/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_6893acb6acaf03ae", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1628, + "total_tokens": 46596, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 69308, "bytes_utf8": 69308, "lines": 2151, "estimated_tokens": 21883}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 721, "bytes_utf8": 721, "lines": 1, "estimated_tokens": 213}, "usage": {"input_tokens": 45178, "cached_input_tokens": 22912, "output_tokens": 735, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3dd9bcd50cbfa840b3e534e68645d0acaf83d3b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_6d3895ca27700bc0", + "api_calls": 0, + "input_tokens": 45178, + "cached_input_tokens": 22912, + "output_tokens": 735, + "total_tokens": 45913, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21883, + "estimated_output_tokens": 213, + "estimated_total_tokens": 22096, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18467.8, + "sql_execution_elapsed_ms_total": 39.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6293833ee7951f718b791f2f8df5dc6e968408c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:54:29.432841+00:00", + "ended_at": "2026-05-26T00:54:47.900806+00:00", + "elapsed_ms": 18467.8, + "prompt_metrics": { + "chars": 69308, + "bytes_utf8": 69308, + "lines": 2151, + "estimated_tokens": 21883 + }, + "stdout_metrics": { + "chars": 1124, + "bytes_utf8": 1124, + "lines": 4, + "estimated_tokens": 357 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 721, + "bytes_utf8": 721, + "lines": 1, + "estimated_tokens": 213 + }, + "usage": { + "input_tokens": 45178, + "cached_input_tokens": 22912, + "output_tokens": 735, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ffca23486f747bb136f0aec50bda54580f6cd59e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=db_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "db_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1052220.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4aefeeef032e67cd81e8ede5d2770c940f726ea1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c6-a75e-7cf1-95cd-36d0fff0385b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"db_000\\\",\\n SUM(CASE WHEN \\\"ch_000\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"ch_000\\\" = '2' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n18\\\"\\n GROUP BY \\\"db_000\\\"\\n)\\nSELECT\\n \\\"db_000\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Instantiated the provided grouped-ratio template with group_col=\\\"db_000\\\" and condition_col=\\\"ch_000\\\", comparing text values '0' versus '2'. NULLIF prevents division-by-zero for groups with no '2' rows.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45178,"cached_input_tokens":22912,"output_tokens":735,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a51c43fadb7ee18493e1c9d4f9a6e2a3c40869be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT\n \"db_000\",\n SUM(CASE WHEN \"ch_000\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"ch_000\" = '2' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n18\"\n GROUP BY \"db_000\"\n)\nSELECT\n \"db_000\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Instantiated the provided grouped-ratio template with group_col=\"db_000\" and condition_col=\"ch_000\", comparing text values '0' versus '2'. NULLIF prevents division-by-zero for groups with no '2' rows."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..19fbf5ef536d0e61546ef2a30d4abcda79a192b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=db_000, condition_col=ch_000. +Result preview: [{"db_000": "0", "condition_ratio": 2593.4615384615386}, {"db_000": "", "condition_ratio": null}, {"db_000": "10", "condition_ratio": null}, {"db_000": "100", "condition_ratio": null}, {"db_000": "102", "condition_ratio": null}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..3eab6c794ff115c125eaf294ab37e70f4b08e64b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/generated_sql.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n18_6d3895ca27700bc0 +-- problem_id: v2p_n18_d23e3584921c8afe +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "db_000", + SUM(CASE WHEN "ch_000" = '0' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "ch_000" = '2' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n18" + GROUP BY "db_000" +) +SELECT + "db_000", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a3e7853676ccd5889e39fdcb13aacab9db5fb489 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT\n \"db_000\",\n SUM(CASE WHEN \"ch_000\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"ch_000\" = '2' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n18\"\n GROUP BY \"db_000\"\n)\nSELECT\n \"db_000\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"db_000\\\",\\n SUM(CASE WHEN \\\"ch_000\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"ch_000\\\" = '2' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n18\\\"\\n GROUP BY \\\"db_000\\\"\\n)\\nSELECT\\n \\\"db_000\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"db_000\", \"condition_ratio\"], \"rows\": [{\"db_000\": \"0\", \"condition_ratio\": 2593.4615384615386}, {\"db_000\": \"\", \"condition_ratio\": null}, {\"db_000\": \"10\", \"condition_ratio\": null}, {\"db_000\": \"100\", \"condition_ratio\": null}, {\"db_000\": \"102\", \"condition_ratio\": null}, {\"db_000\": \"104\", \"condition_ratio\": null}, {\"db_000\": \"106\", \"condition_ratio\": null}, {\"db_000\": \"108\", \"condition_ratio\": null}, {\"db_000\": \"1088\", \"condition_ratio\": null}, {\"db_000\": \"110\", \"condition_ratio\": null}, {\"db_000\": \"112\", \"condition_ratio\": null}, {\"db_000\": \"114\", \"condition_ratio\": null}, {\"db_000\": \"116\", \"condition_ratio\": null}, {\"db_000\": \"118\", \"condition_ratio\": null}, {\"db_000\": \"12\", \"condition_ratio\": null}, {\"db_000\": \"120\", \"condition_ratio\": null}, {\"db_000\": \"1200\", \"condition_ratio\": null}, {\"db_000\": \"1216\", \"condition_ratio\": null}, {\"db_000\": \"122\", \"condition_ratio\": null}, {\"db_000\": \"124\", \"condition_ratio\": null}, {\"db_000\": \"126\", \"condition_ratio\": null}, {\"db_000\": \"128\", \"condition_ratio\": null}, {\"db_000\": \"130\", \"condition_ratio\": null}, {\"db_000\": \"132\", \"condition_ratio\": null}, {\"db_000\": \"134\", \"condition_ratio\": null}, {\"db_000\": \"1350\", \"condition_ratio\": null}, {\"db_000\": \"136\", \"condition_ratio\": null}, {\"db_000\": \"138\", 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\"condition_ratio\": null}, {\"db_000\": \"1742\", \"condition_ratio\": null}, {\"db_000\": \"176\", \"condition_ratio\": null}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 39.09}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a5ad3c205df4e9834a4e84ecb67f32f1f8910a7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:54:29.419182+00:00", + "ended_at": "2026-05-26T00:54:47.954105+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_6d3895ca27700bc0", + "problem_id": "v2p_n18_d23e3584921c8afe", + "dataset_id": "n18", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=db_000, condition_col=ch_000.", + "bindings": { + "group_col": "db_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1052220.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=43" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6d3895ca27700bc0.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_6d3895ca27700bc0", + "api_calls": 0, + "input_tokens": 45178, + "cached_input_tokens": 22912, + "output_tokens": 735, + "total_tokens": 45913, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21883, + "estimated_output_tokens": 213, + "estimated_total_tokens": 22096, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18467.8, + "sql_execution_elapsed_ms_total": 39.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2193de753ea07ad1e1576b4d9ce80f28c12b1ba3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:54:47.913449+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18467.8, "started_at": "2026-05-26T00:54:29.432841+00:00", "ended_at": "2026-05-26T00:54:47.900806+00:00", "prompt_metrics": {"chars": 69308, "bytes_utf8": 69308, "lines": 2151, "estimated_tokens": 21883}, "response_metrics": {"chars": 721, "bytes_utf8": 721, "lines": 1, "estimated_tokens": 213}, "usage": {"input_tokens": 45178, "cached_input_tokens": 22912, "output_tokens": 735, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"db_000\\\",\\n SUM(CASE WHEN \\\"ch_000\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"ch_000\\\" = '2' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n18\\\"\\n GROUP BY \\\"db_000\\\"\\n)\\nSELECT\\n \\\"db_000\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Instantiated the provided grouped-ratio template with group_col=\\\"db_000\\\" and condition_col=\\\"ch_000\\\", comparing text values '0' versus '2'. NULLIF prevents division-by-zero for groups with no '2' rows.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5fc61ddbdd6e5950bdc7a5225c4ba56e99ffec2a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_6d3895ca27700bc0", + "api_calls": 0, + "input_tokens": 45178, + "cached_input_tokens": 22912, + "output_tokens": 735, + "total_tokens": 45913, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21883, + "estimated_output_tokens": 213, + "estimated_total_tokens": 22096, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18467.8, + "sql_execution_elapsed_ms_total": 39.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6d3895ca27700bc0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..50718929bc0f79129f138a233f044b641afe617f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68501, "bytes_utf8": 68501, "lines": 2148, "estimated_tokens": 21674}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 364, "bytes_utf8": 364, "lines": 1, "estimated_tokens": 99}, "usage": {"input_tokens": 44969, "cached_input_tokens": 44416, "output_tokens": 621, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5d3580f5c469bcde853b8e1bd64f90082b3fe1e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_6fb42fa2764b9e95", + "api_calls": 0, + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 621, + "total_tokens": 45590, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21674, + "estimated_output_tokens": 99, + "estimated_total_tokens": 21773, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16864.56, + "sql_execution_elapsed_ms_total": 36.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..99ec241e3d6f44db7df2f96dcd9b0fa2971a2b96 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:54:47.969717+00:00", + "ended_at": "2026-05-26T00:55:04.834450+00:00", + "elapsed_ms": 16864.56, + "prompt_metrics": { + "chars": 68501, + "bytes_utf8": 68501, + "lines": 2148, + "estimated_tokens": 21674 + }, + "stdout_metrics": { + "chars": 718, + "bytes_utf8": 718, + "lines": 4, + "estimated_tokens": 214 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 364, + "bytes_utf8": 364, + "lines": 1, + "estimated_tokens": 99 + }, + "usage": { + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 621, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0f334b741a610ec6b5d25bf4ed43e1f377be0f35 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=ay_003, measure_col=ag_004.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "ay_003", + "measure_col": "ag_004", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 14782.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cb6c30bdab322ba884f6669bfe05c3b3010d45b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c6-efc9-7133-81e5-33aa8f05098d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ay_003\\\", SUM(CAST(NULLIF(\\\"ag_004\\\", '') AS REAL)) AS total_measure\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ay_003\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Uses the planned grouped numeric sum template with group_col=\\\"ay_003\\\" and measure_col=\\\"ag_004\\\". Empty strings in the measure are converted to NULL before summing.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44969,"cached_input_tokens":44416,"output_tokens":621,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea4fad481d49f84b08514abc27f121c5b5cb08d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"ay_003\", SUM(CAST(NULLIF(\"ag_004\", '') AS REAL)) AS total_measure\nFROM \"n18\"\nGROUP BY \"ay_003\"\nORDER BY total_measure DESC;","notes":"Uses the planned grouped numeric sum template with group_col=\"ay_003\" and measure_col=\"ag_004\". Empty strings in the measure are converted to NULL before summing."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0aec1aa03d2887891e037011cecf96a3c84948dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ay_003, measure_col=ag_004. +Result preview: [{"ay_003": "0", "total_measure": 31588857394.0}, {"ay_003": "1314", "total_measure": 85941952.0}, {"ay_003": "", "total_measure": 78071376.0}, {"ay_003": "167084", "total_measure": 52252040.0}, {"ay_003": "6480", "total_measure": 47935124.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..9b037e7804d94325ae901bbe6ee988fe70f023f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_6fb42fa2764b9e95 +-- problem_id: v2p_n18_31c09c3015000d98 +-- realization_mode: agent +-- source_kind: agent +SELECT "ay_003", SUM(CAST(NULLIF("ag_004", '') AS REAL)) AS total_measure +FROM "n18" +GROUP BY "ay_003" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f6b2eec577d9ec8866beb3d85519066accdfd569 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"ay_003\", SUM(CAST(NULLIF(\"ag_004\", '') AS REAL)) AS total_measure\nFROM \"n18\"\nGROUP BY \"ay_003\"\nORDER BY total_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ay_003\\\", SUM(CAST(NULLIF(\\\"ag_004\\\", '') AS REAL)) AS total_measure\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ay_003\\\"\\nORDER BY total_measure DESC;\", \"columns\": [\"ay_003\", \"total_measure\"], \"rows\": [{\"ay_003\": \"0\", \"total_measure\": 31588857394.0}, {\"ay_003\": \"1314\", \"total_measure\": 85941952.0}, {\"ay_003\": \"\", \"total_measure\": 78071376.0}, {\"ay_003\": \"167084\", \"total_measure\": 52252040.0}, {\"ay_003\": \"6480\", \"total_measure\": 47935124.0}, {\"ay_003\": \"637768\", \"total_measure\": 40450658.0}, {\"ay_003\": \"2526\", \"total_measure\": 33464748.0}, {\"ay_003\": \"7330\", \"total_measure\": 32857630.0}, {\"ay_003\": \"977390\", \"total_measure\": 26622466.0}, {\"ay_003\": \"4902\", \"total_measure\": 23724650.0}, {\"ay_003\": \"3452290\", \"total_measure\": 23723856.0}, {\"ay_003\": \"4604\", \"total_measure\": 23434650.0}, {\"ay_003\": \"324082\", \"total_measure\": 23206890.0}, {\"ay_003\": \"2926\", \"total_measure\": 21617400.0}, {\"ay_003\": \"1403050\", \"total_measure\": 21424158.0}, {\"ay_003\": \"24728\", \"total_measure\": 21111604.0}, {\"ay_003\": \"29494\", \"total_measure\": 20938658.0}, {\"ay_003\": \"406852\", \"total_measure\": 20916658.0}, {\"ay_003\": \"5878\", \"total_measure\": 20782746.0}, {\"ay_003\": \"5402\", \"total_measure\": 20547352.0}, {\"ay_003\": \"464\", \"total_measure\": 19969582.0}, {\"ay_003\": \"396\", \"total_measure\": 19956960.0}, {\"ay_003\": \"3057712\", \"total_measure\": 19901360.0}, {\"ay_003\": \"1068532\", \"total_measure\": 19645084.0}, {\"ay_003\": \"1458\", \"total_measure\": 19237106.0}, {\"ay_003\": \"15680\", \"total_measure\": 18830224.0}, {\"ay_003\": \"48604\", \"total_measure\": 18469638.0}, {\"ay_003\": \"1362\", \"total_measure\": 18160410.0}, {\"ay_003\": \"7398\", \"total_measure\": 17867026.0}, {\"ay_003\": \"7658\", \"total_measure\": 17664242.0}, {\"ay_003\": \"63512\", \"total_measure\": 16801466.0}, {\"ay_003\": \"1590\", \"total_measure\": 16786746.0}, {\"ay_003\": \"5354\", \"total_measure\": 16520828.0}, {\"ay_003\": \"778\", \"total_measure\": 16326622.0}, {\"ay_003\": \"1374\", \"total_measure\": 16123264.0}, {\"ay_003\": \"1162\", \"total_measure\": 16087158.0}, {\"ay_003\": \"39244\", \"total_measure\": 15954726.0}, {\"ay_003\": \"26044\", \"total_measure\": 15850046.0}, {\"ay_003\": \"4740\", \"total_measure\": 15702610.0}, {\"ay_003\": \"2066\", \"total_measure\": 15055426.0}, {\"ay_003\": \"2168\", \"total_measure\": 14801724.0}, {\"ay_003\": \"48\", \"total_measure\": 14172588.0}, {\"ay_003\": \"1610\", \"total_measure\": 14078420.0}, {\"ay_003\": \"4333930\", \"total_measure\": 14067724.0}, {\"ay_003\": \"3281768\", \"total_measure\": 13917562.0}, {\"ay_003\": \"16774\", \"total_measure\": 13726552.0}, {\"ay_003\": \"9224\", \"total_measure\": 13143644.0}, {\"ay_003\": \"4058898\", \"total_measure\": 13142612.0}, {\"ay_003\": \"1233268\", \"total_measure\": 12996822.0}, {\"ay_003\": \"226\", \"total_measure\": 12666512.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 36.03}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..696a53b116a650f39d9aab674a7b40314e00645d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:54:47.954502+00:00", + "ended_at": "2026-05-26T00:55:04.884679+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_6fb42fa2764b9e95", + "problem_id": "v2p_n18_31c09c3015000d98", + "dataset_id": "n18", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_conditional_contrast", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ay_003, measure_col=ag_004.", + "bindings": { + "group_col": "ay_003", + "measure_col": "ag_004", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 14782.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=8" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6fb42fa2764b9e95.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_6fb42fa2764b9e95", + "api_calls": 0, + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 621, + "total_tokens": 45590, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21674, + "estimated_output_tokens": 99, + "estimated_total_tokens": 21773, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16864.56, + "sql_execution_elapsed_ms_total": 36.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bf680ef8c7eca93786c2cd2a1768b34207afc2ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:55:04.846405+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16864.56, "started_at": "2026-05-26T00:54:47.969717+00:00", "ended_at": "2026-05-26T00:55:04.834450+00:00", "prompt_metrics": {"chars": 68501, "bytes_utf8": 68501, "lines": 2148, "estimated_tokens": 21674}, "response_metrics": {"chars": 364, "bytes_utf8": 364, "lines": 1, "estimated_tokens": 99}, "usage": {"input_tokens": 44969, "cached_input_tokens": 44416, "output_tokens": 621, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ay_003\\\", SUM(CAST(NULLIF(\\\"ag_004\\\", '') AS REAL)) AS total_measure\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ay_003\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Uses the planned grouped numeric sum template with group_col=\\\"ay_003\\\" and measure_col=\\\"ag_004\\\". Empty strings in the measure are converted to NULL before summing.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a05661214a22aaa9b85b684dddad6857a7654ea5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_6fb42fa2764b9e95", + "api_calls": 0, + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 621, + "total_tokens": 45590, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21674, + "estimated_output_tokens": 99, + "estimated_total_tokens": 21773, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16864.56, + "sql_execution_elapsed_ms_total": 36.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_6fb42fa2764b9e95/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..87356fbe421420917920f3a8ab0e7c6e9311d7e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68910, "bytes_utf8": 68910, "lines": 2150, "estimated_tokens": 21794}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 773, "bytes_utf8": 773, "lines": 1, "estimated_tokens": 238}, "usage": {"input_tokens": 45089, "cached_input_tokens": 44416, "output_tokens": 2129, "reasoning_output_tokens": 1885}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7b37645269af145b8c95213d766135e206cec3fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_7020d66abaf293ea", + "api_calls": 0, + "input_tokens": 45089, + "cached_input_tokens": 44416, + "output_tokens": 2129, + "total_tokens": 47218, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21794, + "estimated_output_tokens": 238, + "estimated_total_tokens": 22032, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 42959.89, + "sql_execution_elapsed_ms_total": 231.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1f0a478c537a8fdf77de078393e0d91118219f55 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:55:04.899261+00:00", + "ended_at": "2026-05-26T00:55:47.859509+00:00", + "elapsed_ms": 42959.89, + "prompt_metrics": { + "chars": 68910, + "bytes_utf8": 68910, + "lines": 2150, + "estimated_tokens": 21794 + }, + "stdout_metrics": { + "chars": 1196, + "bytes_utf8": 1196, + "lines": 4, + "estimated_tokens": 389 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 773, + "bytes_utf8": 773, + "lines": 1, + "estimated_tokens": 238 + }, + "usage": { + "input_tokens": 45089, + "cached_input_tokens": 44416, + "output_tokens": 2129, + "reasoning_output_tokens": 1885 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..73331b90e9d71ac1dac6a07a1273a6031ca666d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=as_000, measure_col=ay_006.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "as_000", + "measure_col": "ay_006", + "item_col": "ax_000", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 936702.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..80e7d2dfa14e505f796455cdccf726bc5b9f4215 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c7-31ee-7113-a9ae-506741be237b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"as_000\\\",\\n \\\"ax_000\\\",\\n COALESCE(SUM(CAST(NULLIF(\\\"ay_006\\\", '') AS REAL)), 0.0) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n GROUP BY \\\"as_000\\\", \\\"ax_000\\\"\\n)\\nSELECT\\n \\\"as_000\\\",\\n \\\"ax_000\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"as_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned template with \\\"as_000\\\" as the group column, \\\"ax_000\\\" as the item column, and \\\"ay_006\\\" as the measure. Since the schema stores values as TEXT and may contain empty strings, the measure is converted with CAST(NULLIF(...)) before aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45089,"cached_input_tokens":44416,"output_tokens":2129,"reasoning_output_tokens":1885}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..741b29efe6bd9c8bb8f88c30d7e69fd0860850c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n \"as_000\",\n \"ax_000\",\n COALESCE(SUM(CAST(NULLIF(\"ay_006\", '') AS REAL)), 0.0) AS \"total_measure\"\n FROM \"n18\"\n GROUP BY \"as_000\", \"ax_000\"\n)\nSELECT\n \"as_000\",\n \"ax_000\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(SUM(\"total_measure\") OVER (PARTITION BY \"as_000\"), 0) AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the planned template with \"as_000\" as the group column, \"ax_000\" as the item column, and \"ay_006\" as the measure. Since the schema stores values as TEXT and may contain empty strings, the measure is converted with CAST(NULLIF(...)) before aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..927c9d73a1e697b4b8d464d67c94789559bc013f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=as_000, measure_col=ay_006. +Result preview: [{"as_000": "10696", "ax_000": "", "total_measure": 23304296.0, "share_within_group": 100.0}, {"as_000": "1150508", "ax_000": "", "total_measure": 7109406.0, "share_within_group": 100.0}, {"as_000": "1156", "ax_000": "", "total_measure": 2371126.0, "share_within_group": 100.0}, {"as_000": "1159402", "ax_000": "", "total_measure": 587904.0, "share_within_group": 100.0}, {"as_000": "1246190", "ax_000": "", "total_measure": 90222.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1103b733f227b7eec6375332d217be9ca4a9226d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/generated_sql.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_7020d66abaf293ea +-- problem_id: v2p_n18_bc698c3108e90256 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "as_000", + "ax_000", + COALESCE(SUM(CAST(NULLIF("ay_006", '') AS REAL)), 0.0) AS "total_measure" + FROM "n18" + GROUP BY "as_000", "ax_000" +) +SELECT + "as_000", + "ax_000", + "total_measure", + "total_measure" * 100.0 / NULLIF(SUM("total_measure") OVER (PARTITION BY "as_000"), 0) AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..821078c6ccff3550fa30e880ccb2df94c8730243 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n \"as_000\",\n \"ax_000\",\n COALESCE(SUM(CAST(NULLIF(\"ay_006\", '') AS REAL)), 0.0) AS \"total_measure\"\n FROM \"n18\"\n GROUP BY \"as_000\", \"ax_000\"\n)\nSELECT\n \"as_000\",\n \"ax_000\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(SUM(\"total_measure\") OVER (PARTITION BY \"as_000\"), 0) AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"as_000\\\",\\n \\\"ax_000\\\",\\n COALESCE(SUM(CAST(NULLIF(\\\"ay_006\\\", '') AS REAL)), 0.0) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n GROUP BY \\\"as_000\\\", \\\"ax_000\\\"\\n)\\nSELECT\\n \\\"as_000\\\",\\n \\\"ax_000\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"as_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"as_000\", \"ax_000\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"as_000\": \"10696\", \"ax_000\": \"\", \"total_measure\": 23304296.0, \"share_within_group\": 100.0}, {\"as_000\": \"1150508\", \"ax_000\": \"\", \"total_measure\": 7109406.0, \"share_within_group\": 100.0}, {\"as_000\": \"1156\", \"ax_000\": \"\", \"total_measure\": 2371126.0, \"share_within_group\": 100.0}, {\"as_000\": \"1159402\", \"ax_000\": \"\", \"total_measure\": 587904.0, \"share_within_group\": 100.0}, {\"as_000\": \"1246190\", \"ax_000\": \"\", \"total_measure\": 90222.0, \"share_within_group\": 100.0}, {\"as_000\": \"13752\", \"ax_000\": \"670\", \"total_measure\": 2763976.0, \"share_within_group\": 100.0}, {\"as_000\": \"145054\", \"ax_000\": \"\", \"total_measure\": 697176.0, \"share_within_group\": 100.0}, {\"as_000\": \"1655240\", \"ax_000\": \"\", \"total_measure\": 2568164.0, \"share_within_group\": 100.0}, {\"as_000\": \"201306\", \"ax_000\": \"3468\", \"total_measure\": 2595948.0, \"share_within_group\": 100.0}, {\"as_000\": \"21748\", \"ax_000\": \"0\", \"total_measure\": 2737578.0, \"share_within_group\": 100.0}, {\"as_000\": 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10288378.0, \"share_within_group\": 2.0910810377949822}, {\"as_000\": \"\", \"ax_000\": \"7262\", \"total_measure\": 9753712.0, \"share_within_group\": 1.9824118253930185}, {\"as_000\": \"\", \"ax_000\": \"1806\", \"total_measure\": 6343524.0, \"share_within_group\": 1.2893016517469884}, {\"as_000\": \"\", \"ax_000\": \"1654\", \"total_measure\": 5761718.0, \"share_within_group\": 1.1710513800058697}, {\"as_000\": \"\", \"ax_000\": \"502\", \"total_measure\": 3976388.0, \"share_within_group\": 0.8081885741091078}, {\"as_000\": \"\", \"ax_000\": \"70\", \"total_measure\": 3659084.0, \"share_within_group\": 0.7436975165666556}, {\"as_000\": \"\", \"ax_000\": \"6352\", \"total_measure\": 3564538.0, \"share_within_group\": 0.724481334210276}, {\"as_000\": \"\", \"ax_000\": \"2252\", \"total_measure\": 3458328.0, \"share_within_group\": 0.7028944798952221}, {\"as_000\": \"\", \"ax_000\": \"36\", \"total_measure\": 3250124.0, \"share_within_group\": 0.6605776602378314}, {\"as_000\": \"\", \"ax_000\": \"930\", \"total_measure\": 3226152.0, \"share_within_group\": 0.655705425310419}, {\"as_000\": \"\", \"ax_000\": \"3032\", \"total_measure\": 2474158.0, \"share_within_group\": 0.5028649684438847}, {\"as_000\": \"\", \"ax_000\": \"82\", \"total_measure\": 2006118.0, \"share_within_group\": 0.40773728467006115}, {\"as_000\": \"\", \"ax_000\": \"550\", \"total_measure\": 1936644.0, \"share_within_group\": 0.39361690884213485}, {\"as_000\": \"\", \"ax_000\": \"1300\", \"total_measure\": 1928406.0, \"share_within_group\": 0.3919425607972482}, {\"as_000\": \"\", \"ax_000\": \"78\", \"total_measure\": 1923106.0, \"share_within_group\": 0.3908653521740509}, {\"as_000\": \"\", \"ax_000\": \"50\", \"total_measure\": 1913368.0, \"share_within_group\": 0.3888861337641084}, {\"as_000\": \"\", \"ax_000\": \"1250\", \"total_measure\": 1685696.0, \"share_within_group\": 0.3426125032621129}, {\"as_000\": \"0\", \"ax_000\": \"70\", \"total_measure\": 267231068.0, \"share_within_group\": 0.33108161752654913}, {\"as_000\": \"0\", \"ax_000\": \"66\", \"total_measure\": 257758460.0, \"share_within_group\": 0.31934568277050895}, {\"as_000\": \"0\", \"ax_000\": \"116\", \"total_measure\": 256847932.0, \"share_within_group\": 0.3182175988044515}, {\"as_000\": \"\", \"ax_000\": \"1912\", \"total_measure\": 1555238.0, \"share_within_group\": 0.31609731787247636}, {\"as_000\": \"0\", \"ax_000\": \"96\", \"total_measure\": 254751876.0, \"share_within_group\": 0.3156207240619301}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 231.49}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f66b893dfbbc821533ae43de7336ce881f929af9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:55:04.885001+00:00", + "ended_at": "2026-05-26T00:55:48.107337+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_7020d66abaf293ea", + "problem_id": "v2p_n18_bc698c3108e90256", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=as_000, measure_col=ay_006.", + "bindings": { + "group_col": "as_000", + "measure_col": "ay_006", + "item_col": "ax_000", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 936702.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=30" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_7020d66abaf293ea.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_7020d66abaf293ea", + "api_calls": 0, + "input_tokens": 45089, + "cached_input_tokens": 44416, + "output_tokens": 2129, + "total_tokens": 47218, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21794, + "estimated_output_tokens": 238, + "estimated_total_tokens": 22032, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 42959.89, + "sql_execution_elapsed_ms_total": 231.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..49d366474c7f6e4bddce7dfd5424087cd01ae94a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:55:47.873489+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 42959.89, "started_at": "2026-05-26T00:55:04.899261+00:00", "ended_at": "2026-05-26T00:55:47.859509+00:00", "prompt_metrics": {"chars": 68910, "bytes_utf8": 68910, "lines": 2150, "estimated_tokens": 21794}, "response_metrics": {"chars": 773, "bytes_utf8": 773, "lines": 1, "estimated_tokens": 238}, "usage": {"input_tokens": 45089, "cached_input_tokens": 44416, "output_tokens": 2129, "reasoning_output_tokens": 1885}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"as_000\\\",\\n \\\"ax_000\\\",\\n COALESCE(SUM(CAST(NULLIF(\\\"ay_006\\\", '') AS REAL)), 0.0) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n GROUP BY \\\"as_000\\\", \\\"ax_000\\\"\\n)\\nSELECT\\n \\\"as_000\\\",\\n \\\"ax_000\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"as_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned template with \\\"as_000\\\" as the group column, \\\"ax_000\\\" as the item column, and \\\"ay_006\\\" as the measure. Since the schema stores values as TEXT and may contain empty strings, the measure is converted with CAST(NULLIF(...)) before aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f6c36b8082a6d57c0d05e164fac868e3592eb66d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7020d66abaf293ea/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_7020d66abaf293ea", + "api_calls": 0, + "input_tokens": 45089, + "cached_input_tokens": 44416, + "output_tokens": 2129, + "total_tokens": 47218, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21794, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68816, "bytes_utf8": 68816, "lines": 2152, "estimated_tokens": 21772}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 518, "bytes_utf8": 518, "lines": 1, "estimated_tokens": 145}, "usage": {"input_tokens": 45067, "cached_input_tokens": 44416, "output_tokens": 1630, "reasoning_output_tokens": 1479}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a068f1eb62e62e900bc7cd86cdfb0b0960e90c00 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_704fd74115ead6ca", + "api_calls": 0, + "input_tokens": 45067, + "cached_input_tokens": 44416, + "output_tokens": 1630, + "total_tokens": 46697, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21772, + "estimated_output_tokens": 145, + "estimated_total_tokens": 21917, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33333.88, + "sql_execution_elapsed_ms_total": 22.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..26c4346e055e652b59da1f705c1c8a9cf1dd684e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:55:48.122643+00:00", + "ended_at": "2026-05-26T00:56:21.456806+00:00", + "elapsed_ms": 33333.88, + "prompt_metrics": { + "chars": 68816, + "bytes_utf8": 68816, + "lines": 2152, + "estimated_tokens": 21772 + }, + "stdout_metrics": { + "chars": 896, + "bytes_utf8": 896, + "lines": 4, + "estimated_tokens": 271 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 518, + "bytes_utf8": 518, + "lines": 1, + "estimated_tokens": 145 + }, + "usage": { + "input_tokens": 45067, + "cached_input_tokens": 44416, + "output_tokens": 1630, + "reasoning_output_tokens": 1479 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..34f6f5bf539c37396f437e44fd6254c7e993d2fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2152 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ "notnull": false, + "pk": false + }, + { + "name": "da_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "db_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "de_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "df_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "di_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dl_000", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=as_000.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "ae_000", + "group_col_2": "as_000", + "predicate_col": "az_005", + "predicate_op": ">=", + "predicate_value": 2499914.0, + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 159564.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8f07d59d0cf728c2080705ed3a74ed4ec9be82ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c7-dac2-7153-b1a2-b062d4c75f63"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"as_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"az_005\\\", '') AS REAL) >= 2499914.0\\nGROUP BY \\\"ae_000\\\", \\\"as_000\\\"\\nORDER BY \\\"row_count\\\" DESC\\nLIMIT 13;\",\"notes\":\"Used the planned filtered two-dimensional group-count template with \\\"ae_000\\\" and \\\"as_000\\\" as the grouping columns. \\\"az_005\\\" is cast from TEXT to REAL with empty strings treated as NULL so the numeric threshold filter works correctly in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45067,"cached_input_tokens":44416,"output_tokens":1630,"reasoning_output_tokens":1479}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2330f7b423bdc1b76b08b8a9c38a75d4285a0ff1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"ae_000\", \"as_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nWHERE CAST(NULLIF(\"az_005\", '') AS REAL) >= 2499914.0\nGROUP BY \"ae_000\", \"as_000\"\nORDER BY \"row_count\" DESC\nLIMIT 13;","notes":"Used the planned filtered two-dimensional group-count template with \"ae_000\" and \"as_000\" as the grouping columns. \"az_005\" is cast from TEXT to REAL with empty strings treated as NULL so the numeric threshold filter works correctly in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..cffd425ed08d532fcce2de7067c64125a50c4390 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=as_000. +Result preview: [{"ae_000": "0", "as_000": "0", "row_count": 11313}, {"ae_000": "", "as_000": "0", "row_count": 1959}, {"ae_000": "", "as_000": "", "row_count": 50}, {"ae_000": "0", "as_000": "", "row_count": 48}, {"ae_000": "342", "as_000": "0", "row_count": 7}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..af86dad4497caa9c862628dd03bb799fc559b161 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n18_704fd74115ead6ca +-- problem_id: v2p_n18_6d506a6baadd68ab +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", "as_000", COUNT(*) AS "row_count" +FROM "n18" +WHERE CAST(NULLIF("az_005", '') AS REAL) >= 2499914.0 +GROUP BY "ae_000", "as_000" +ORDER BY "row_count" DESC +LIMIT 13; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9fd2a9567809d5aaced85ed7521d9a5c82a346be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"ae_000\", \"as_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nWHERE CAST(NULLIF(\"az_005\", '') AS REAL) >= 2499914.0\nGROUP BY \"ae_000\", \"as_000\"\nORDER BY \"row_count\" DESC\nLIMIT 13;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"as_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"az_005\\\", '') AS REAL) >= 2499914.0\\nGROUP BY \\\"ae_000\\\", \\\"as_000\\\"\\nORDER BY \\\"row_count\\\" DESC\\nLIMIT 13;\", \"columns\": [\"ae_000\", \"as_000\", \"row_count\"], \"rows\": [{\"ae_000\": \"0\", \"as_000\": \"0\", \"row_count\": 11313}, {\"ae_000\": \"\", \"as_000\": \"0\", \"row_count\": 1959}, {\"ae_000\": \"\", \"as_000\": \"\", \"row_count\": 50}, {\"ae_000\": \"0\", \"as_000\": \"\", \"row_count\": 48}, {\"ae_000\": \"342\", \"as_000\": \"0\", \"row_count\": 7}, {\"ae_000\": \"50\", \"as_000\": \"0\", \"row_count\": 6}, {\"ae_000\": \"126\", \"as_000\": \"0\", \"row_count\": 5}, {\"ae_000\": \"144\", \"as_000\": \"0\", \"row_count\": 5}, {\"ae_000\": \"170\", \"as_000\": \"0\", \"row_count\": 5}, {\"ae_000\": \"326\", \"as_000\": \"0\", \"row_count\": 5}, {\"ae_000\": \"36\", \"as_000\": \"0\", \"row_count\": 5}, {\"ae_000\": \"92\", \"as_000\": \"0\", \"row_count\": 5}, {\"ae_000\": \"140\", \"as_000\": \"0\", \"row_count\": 4}], \"row_count_returned\": 13, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 22.55}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..dd1d6209ab99f9e7edd880da7416bd2badb1b8b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:55:48.107718+00:00", + "ended_at": "2026-05-26T00:56:21.493539+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_704fd74115ead6ca", + "problem_id": "v2p_n18_6d506a6baadd68ab", + "dataset_id": "n18", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=as_000.", + "bindings": { + "group_col": "ae_000", + "group_col_2": "as_000", + "predicate_col": "az_005", + "predicate_op": ">=", + "predicate_value": 2499914.0, + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 159564.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=48" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_704fd74115ead6ca.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_704fd74115ead6ca", + "api_calls": 0, + "input_tokens": 45067, + "cached_input_tokens": 44416, + "output_tokens": 1630, + "total_tokens": 46697, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21772, + "estimated_output_tokens": 145, + "estimated_total_tokens": 21917, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33333.88, + "sql_execution_elapsed_ms_total": 22.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..add0a420901cef70a3fd055ff794128dacdf20b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:56:21.468500+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 33333.88, "started_at": "2026-05-26T00:55:48.122643+00:00", "ended_at": "2026-05-26T00:56:21.456806+00:00", "prompt_metrics": {"chars": 68816, "bytes_utf8": 68816, "lines": 2152, "estimated_tokens": 21772}, "response_metrics": {"chars": 518, "bytes_utf8": 518, "lines": 1, "estimated_tokens": 145}, "usage": {"input_tokens": 45067, "cached_input_tokens": 44416, "output_tokens": 1630, "reasoning_output_tokens": 1479}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"as_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"az_005\\\", '') AS REAL) >= 2499914.0\\nGROUP BY \\\"ae_000\\\", \\\"as_000\\\"\\nORDER BY \\\"row_count\\\" DESC\\nLIMIT 13;\",\"notes\":\"Used the planned filtered two-dimensional group-count template with \\\"ae_000\\\" and \\\"as_000\\\" as the grouping columns. \\\"az_005\\\" is cast from TEXT to REAL with empty strings treated as NULL so the numeric threshold filter works correctly in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cd3ea6629171ebea8106d6aaa3720fea7f7434dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_704fd74115ead6ca", + "api_calls": 0, + "input_tokens": 45067, + "cached_input_tokens": 44416, + "output_tokens": 1630, + "total_tokens": 46697, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21772, + "estimated_output_tokens": 145, + "estimated_total_tokens": 21917, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33333.88, + "sql_execution_elapsed_ms_total": 22.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_704fd74115ead6ca/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fd73fa3aa765f43a3de2b03d7e8e5b1f789d14ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68907, "bytes_utf8": 68907, "lines": 2150, "estimated_tokens": 21792}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 662, "bytes_utf8": 662, "lines": 1, "estimated_tokens": 212}, "usage": {"input_tokens": 45087, "cached_input_tokens": 44416, "output_tokens": 3983, "reasoning_output_tokens": 3765}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d38c106bd6045573fbbbe1158d5fdf5c941f1b5b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_72113ff04f4df524", + "api_calls": 0, + "input_tokens": 45087, + "cached_input_tokens": 44416, + "output_tokens": 3983, + "total_tokens": 49070, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21792, + "estimated_output_tokens": 212, + "estimated_total_tokens": 22004, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 74997.7, + "sql_execution_elapsed_ms_total": 209.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5a2b0c84a58d63627f52e8cd2dccde8411426852 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:56:21.507889+00:00", + "ended_at": "2026-05-26T00:57:36.491348+00:00", + "elapsed_ms": 74997.7, + "prompt_metrics": { + "chars": 68907, + "bytes_utf8": 68907, + "lines": 2150, + "estimated_tokens": 21792 + }, + "stdout_metrics": { + "chars": 1065, + "bytes_utf8": 1065, + "lines": 4, + "estimated_tokens": 354 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 662, + "bytes_utf8": 662, + "lines": 1, + "estimated_tokens": 212 + }, + "usage": { + "input_tokens": 45087, + "cached_input_tokens": 44416, + "output_tokens": 3983, + "reasoning_output_tokens": 3765 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9af22ecce167b619b5cc9f6e7eae2f35d4d6cc99 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ae_000, measure_col=ax_000.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "ae_000", + "measure_col": "ax_000", + "item_col": "as_000", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 896.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bf7bd1e266665fe1e4110cb6ec350eca2478a710 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c8-5d28-7060-a181-e797107e1788"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"ae_000\\\",\\n \\\"as_000\\\",\\n SUM(CAST(NULLIF(\\\"ax_000\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"ax_000\\\", '') AS REAL)) * 100.0 / NULLIF(\\n SUM(SUM(CAST(NULLIF(\\\"ax_000\\\", '') AS REAL))) OVER (PARTITION BY \\\"ae_000\\\"),\\n 0\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ae_000\\\", \\\"as_000\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"ae_000\\\", item_col=\\\"as_000\\\", and measure_col=\\\"ax_000\\\". Since \\\"ax_000\\\" is stored as TEXT, the query casts it to REAL and treats empty strings as NULL.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45087,"cached_input_tokens":44416,"output_tokens":3983,"reasoning_output_tokens":3765}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..28cad1d91704394f5a319dc34799bbdecf932ea3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"ae_000\",\n \"as_000\",\n SUM(CAST(NULLIF(\"ax_000\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"ax_000\", '') AS REAL)) * 100.0 / NULLIF(\n SUM(SUM(CAST(NULLIF(\"ax_000\", '') AS REAL))) OVER (PARTITION BY \"ae_000\"),\n 0\n ) AS \"share_within_group\"\nFROM \"n18\"\nGROUP BY \"ae_000\", \"as_000\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"ae_000\", item_col=\"as_000\", and measure_col=\"ax_000\". Since \"ax_000\" is stored as TEXT, the query casts it to REAL and treats empty strings as NULL."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..7c5f63dab6dff7f5f8a3809ec563e5049c121c3a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ae_000, measure_col=ax_000. +Result preview: [{"ae_000": "", "as_000": "0", "total_measure": 4164.0, "share_within_group": 100.0}, {"ae_000": "10", "as_000": "0", "total_measure": 24276.0, "share_within_group": 100.0}, {"ae_000": "100", "as_000": "0", "total_measure": 13916.0, "share_within_group": 100.0}, {"ae_000": "1012", "as_000": "0", "total_measure": 1126.0, "share_within_group": 100.0}, {"ae_000": "102", "as_000": "0", "total_measure": 2370.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..9f875f871cbd60f4a9c7ecba1ddfcb270067a880 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_72113ff04f4df524 +-- problem_id: v2p_n18_162d6b4d15320551 +-- realization_mode: agent +-- source_kind: agent +SELECT + "ae_000", + "as_000", + SUM(CAST(NULLIF("ax_000", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("ax_000", '') AS REAL)) * 100.0 / NULLIF( + SUM(SUM(CAST(NULLIF("ax_000", '') AS REAL))) OVER (PARTITION BY "ae_000"), + 0 + ) AS "share_within_group" +FROM "n18" +GROUP BY "ae_000", "as_000" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..55fba92e326a4fd7e85f239c60a940b2a0ad6581 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"ae_000\",\n \"as_000\",\n SUM(CAST(NULLIF(\"ax_000\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"ax_000\", '') AS REAL)) * 100.0 / NULLIF(\n SUM(SUM(CAST(NULLIF(\"ax_000\", '') AS REAL))) OVER (PARTITION BY \"ae_000\"),\n 0\n ) AS \"share_within_group\"\nFROM \"n18\"\nGROUP BY \"ae_000\", \"as_000\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"ae_000\\\",\\n \\\"as_000\\\",\\n SUM(CAST(NULLIF(\\\"ax_000\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"ax_000\\\", '') AS REAL)) * 100.0 / NULLIF(\\n SUM(SUM(CAST(NULLIF(\\\"ax_000\\\", '') AS REAL))) OVER (PARTITION BY \\\"ae_000\\\"),\\n 0\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ae_000\\\", \\\"as_000\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"ae_000\", \"as_000\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"ae_000\": \"\", \"as_000\": \"0\", \"total_measure\": 4164.0, \"share_within_group\": 100.0}, {\"ae_000\": \"10\", \"as_000\": \"0\", \"total_measure\": 24276.0, \"share_within_group\": 100.0}, {\"ae_000\": \"100\", \"as_000\": \"0\", \"total_measure\": 13916.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1012\", \"as_000\": \"0\", \"total_measure\": 1126.0, \"share_within_group\": 100.0}, {\"ae_000\": \"102\", \"as_000\": \"0\", \"total_measure\": 2370.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1026\", \"as_000\": \"0\", \"total_measure\": 612.0, \"share_within_group\": 100.0}, {\"ae_000\": \"104\", \"as_000\": \"0\", \"total_measure\": 2008.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1056\", \"as_000\": \"0\", \"total_measure\": 552.0, \"share_within_group\": 100.0}, {\"ae_000\": \"106\", \"as_000\": \"0\", \"total_measure\": 7088.0, \"share_within_group\": 100.0}, {\"ae_000\": \"108\", \"as_000\": \"0\", \"total_measure\": 5106.0, \"share_within_group\": 100.0}, {\"ae_000\": \"110\", \"as_000\": \"0\", \"total_measure\": 2822.0, \"share_within_group\": 100.0}, {\"ae_000\": \"11044\", \"as_000\": \"0\", \"total_measure\": 5878.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1116\", \"as_000\": \"0\", \"total_measure\": 4974.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1118\", \"as_000\": \"0\", \"total_measure\": 17776.0, \"share_within_group\": 100.0}, {\"ae_000\": \"112\", \"as_000\": \"0\", \"total_measure\": 4584.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1124\", \"as_000\": \"0\", \"total_measure\": 3684.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1130\", \"as_000\": \"0\", \"total_measure\": 8604.0, \"share_within_group\": 100.0}, {\"ae_000\": \"114\", \"as_000\": \"0\", \"total_measure\": 5000.0, \"share_within_group\": 100.0}, {\"ae_000\": \"116\", \"as_000\": \"0\", \"total_measure\": 1642.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1172\", \"as_000\": \"0\", \"total_measure\": 648.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1176\", \"as_000\": \"0\", \"total_measure\": 1340.0, \"share_within_group\": 100.0}, {\"ae_000\": \"118\", \"as_000\": \"0\", \"total_measure\": 15656.0, \"share_within_group\": 100.0}, {\"ae_000\": \"120\", \"as_000\": \"0\", \"total_measure\": 16600.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1200\", \"as_000\": \"0\", \"total_measure\": 2454.0, \"share_within_group\": 100.0}, {\"ae_000\": \"12048\", \"as_000\": \"0\", \"total_measure\": 4680.0, \"share_within_group\": 100.0}, {\"ae_000\": \"122\", \"as_000\": \"0\", \"total_measure\": 1090.0, \"share_within_group\": 100.0}, {\"ae_000\": \"124\", \"as_000\": \"0\", \"total_measure\": 39560.0, \"share_within_group\": 100.0}, {\"ae_000\": \"126\", \"as_000\": \"0\", \"total_measure\": 9190.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1270\", \"as_000\": \"0\", \"total_measure\": 17842.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1274\", \"as_000\": \"0\", \"total_measure\": 11420.0, \"share_within_group\": 100.0}, {\"ae_000\": \"128\", \"as_000\": \"0\", \"total_measure\": 17506.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1286\", \"as_000\": \"0\", \"total_measure\": 9916.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1292\", \"as_000\": \"0\", \"total_measure\": 3368.0, \"share_within_group\": 100.0}, {\"ae_000\": \"130\", \"as_000\": \"0\", \"total_measure\": 552.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1314\", \"as_000\": \"0\", \"total_measure\": 2212.0, \"share_within_group\": 100.0}, {\"ae_000\": \"132\", \"as_000\": \"0\", \"total_measure\": 2272.0, \"share_within_group\": 100.0}, {\"ae_000\": \"134\", \"as_000\": \"0\", \"total_measure\": 16534.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1346\", \"as_000\": \"0\", \"total_measure\": 2036.0, \"share_within_group\": 100.0}, {\"ae_000\": \"136\", \"as_000\": \"0\", \"total_measure\": 5774.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1372\", \"as_000\": \"0\", \"total_measure\": 15768.0, \"share_within_group\": 100.0}, {\"ae_000\": \"138\", \"as_000\": \"0\", \"total_measure\": 10868.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1398\", \"as_000\": \"0\", \"total_measure\": 5754.0, \"share_within_group\": 100.0}, {\"ae_000\": \"14\", \"as_000\": \"0\", \"total_measure\": 12270.0, \"share_within_group\": 100.0}, {\"ae_000\": \"140\", \"as_000\": \"0\", \"total_measure\": 11588.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1412\", \"as_000\": \"0\", \"total_measure\": 7548.0, \"share_within_group\": 100.0}, {\"ae_000\": \"142\", \"as_000\": \"0\", \"total_measure\": 4782.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1420\", \"as_000\": \"0\", \"total_measure\": 182.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1424\", \"as_000\": \"0\", \"total_measure\": 9892.0, \"share_within_group\": 100.0}, {\"ae_000\": \"144\", \"as_000\": \"0\", \"total_measure\": 4830.0, \"share_within_group\": 100.0}, {\"ae_000\": \"1452\", \"as_000\": \"0\", \"total_measure\": 19140.0, \"share_within_group\": 100.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 209.06}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0b2b68e670363034e1871eb9081ca23c06d34c6f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:56:21.493916+00:00", + "ended_at": "2026-05-26T00:57:36.718972+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_72113ff04f4df524", + "problem_id": "v2p_n18_162d6b4d15320551", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ae_000, measure_col=ax_000.", + "bindings": { + "group_col": "ae_000", + "measure_col": "ax_000", + "item_col": "as_000", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 896.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_72113ff04f4df524.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_72113ff04f4df524", + "api_calls": 0, + "input_tokens": 45087, + "cached_input_tokens": 44416, + "output_tokens": 3983, + "total_tokens": 49070, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21792, + "estimated_output_tokens": 212, + "estimated_total_tokens": 22004, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 74997.7, + "sql_execution_elapsed_ms_total": 209.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2c6d70f7c32cb9838b24acaf4c27e32c29a817b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:57:36.506148+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 74997.7, "started_at": "2026-05-26T00:56:21.507889+00:00", "ended_at": "2026-05-26T00:57:36.491348+00:00", "prompt_metrics": {"chars": 68907, "bytes_utf8": 68907, "lines": 2150, "estimated_tokens": 21792}, "response_metrics": {"chars": 662, "bytes_utf8": 662, "lines": 1, "estimated_tokens": 212}, "usage": {"input_tokens": 45087, "cached_input_tokens": 44416, "output_tokens": 3983, "reasoning_output_tokens": 3765}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"ae_000\\\",\\n \\\"as_000\\\",\\n SUM(CAST(NULLIF(\\\"ax_000\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"ax_000\\\", '') AS REAL)) * 100.0 / NULLIF(\\n SUM(SUM(CAST(NULLIF(\\\"ax_000\\\", '') AS REAL))) OVER (PARTITION BY \\\"ae_000\\\"),\\n 0\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ae_000\\\", \\\"as_000\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"ae_000\\\", item_col=\\\"as_000\\\", and measure_col=\\\"ax_000\\\". Since \\\"ax_000\\\" is stored as TEXT, the query casts it to REAL and treats empty strings as NULL.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2749568926d65938ecc592c4e51d074351d5d08b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_72113ff04f4df524", + "api_calls": 0, + "input_tokens": 45087, + "cached_input_tokens": 44416, + "output_tokens": 3983, + "total_tokens": 49070, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21792, + "estimated_output_tokens": 212, + "estimated_total_tokens": 22004, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 74997.7, + "sql_execution_elapsed_ms_total": 209.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_72113ff04f4df524/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7a542792f64bf5c4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7a542792f64bf5c4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e7dec106f34e26abda1f34a223da3fa7b8fb873f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7a542792f64bf5c4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=az_009, measure_col=az_000.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "az_009", + "measure_col": "az_000", + "item_col": "ay_002", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1871.36, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7a542792f64bf5c4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7a542792f64bf5c4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6ecb88182a75e25a3034a2700826dbf8c493e6f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7a542792f64bf5c4/run_manifest.json @@ -0,0 +1,71 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:57:36.719450+00:00", + "ended_at": "2026-05-26T00:59:36.743878+00:00", + "status": "failed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_7a542792f64bf5c4", + "problem_id": "v2p_n18_410df627997e6134", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=az_009, measure_col=az_000.", + "bindings": { + "group_col": "az_009", + "measure_col": "az_000", + "item_col": "ay_002", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1871.36, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=2/2", + "binding_index=33" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 10, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "error": "Command 'codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -' timed out after 120 seconds" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e08eabb9b6c87d46bc578465ed6852e008ba6a5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68501, "bytes_utf8": 68501, "lines": 2148, "estimated_tokens": 21673}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 370, "bytes_utf8": 370, "lines": 1, "estimated_tokens": 103}, "usage": {"input_tokens": 44968, "cached_input_tokens": 44416, "output_tokens": 1661, "reasoning_output_tokens": 1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7c289eb8d6105e4ca54f4716e3350a13efff325e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_7f96bf58fc862f1c", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1661, + "total_tokens": 46629, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 103, + "estimated_total_tokens": 21776, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34452.31, + "sql_execution_elapsed_ms_total": 29.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0ab62c781b7d26ae04b0ee14ab008f64fb519929 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:59:36.899535+00:00", + "ended_at": "2026-05-26T01:00:11.352032+00:00", + "elapsed_ms": 34452.31, + "prompt_metrics": { + "chars": 68501, + "bytes_utf8": 68501, + "lines": 2148, + "estimated_tokens": 21673 + }, + "stdout_metrics": { + "chars": 734, + "bytes_utf8": 734, + "lines": 4, + "estimated_tokens": 222 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 370, + "bytes_utf8": 370, + "lines": 1, + "estimated_tokens": 103 + }, + "usage": { + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1661, + "reasoning_output_tokens": 1552 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d95a2c1eca41c19a60a9982bbd35cce05f1e0761 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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Focus on group_col=as_000, measure_col=ag_002.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "as_000", + "measure_col": "ag_002", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 225.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a7532336f5f5c478b8b51d429869a22fd31c45da --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cb-586d-7df2-8ab7-4913e66e16e4"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum.\\nSELECT \\\"as_000\\\", SUM(CAST(NULLIF(\\\"ag_002\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"as_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applied the grouped numeric sum template on \\\"as_000\\\" and \\\"ag_002\\\"; NULLIF keeps empty-string missing values from being counted as zero during the numeric cast.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44968,"cached_input_tokens":44416,"output_tokens":1661,"reasoning_output_tokens":1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6c4eab307357306410c411b98bf858f3f2c185cc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum.\nSELECT \"as_000\", SUM(CAST(NULLIF(\"ag_002\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"as_000\"\nORDER BY \"total_measure\" DESC;","notes":"Applied the grouped numeric sum template on \"as_000\" and \"ag_002\"; NULLIF keeps empty-string missing values from being counted as zero during the numeric cast."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9d58e1290dca3af25bd3586789a374f96133bb41 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=as_000, measure_col=ag_002. +Result preview: [{"as_000": "0", "total_measure": 704579834.0}, {"as_000": "", "total_measure": 17649008.0}, {"as_000": "3314194", "total_measure": 2100480.0}, {"as_000": "647060", "total_measure": 1048970.0}, {"as_000": "42940", "total_measure": 569334.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..27ed2d6fd773338ffb23e74d901ee269e2f5fcbc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_7f96bf58fc862f1c +-- problem_id: v2p_n18_5a171b6c0dfc7650 +-- realization_mode: agent +-- source_kind: agent +SELECT "as_000", SUM(CAST(NULLIF("ag_002", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "as_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4133d380a004f650dbbdcce2f54e00f2c504d608 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum.\nSELECT \"as_000\", SUM(CAST(NULLIF(\"ag_002\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"as_000\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum.\\nSELECT \\\"as_000\\\", SUM(CAST(NULLIF(\\\"ag_002\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"as_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"as_000\", \"total_measure\"], \"rows\": [{\"as_000\": \"0\", \"total_measure\": 704579834.0}, {\"as_000\": \"\", \"total_measure\": 17649008.0}, {\"as_000\": \"3314194\", \"total_measure\": 2100480.0}, {\"as_000\": \"647060\", \"total_measure\": 1048970.0}, {\"as_000\": \"42940\", \"total_measure\": 569334.0}, {\"as_000\": \"3662\", \"total_measure\": 534910.0}, {\"as_000\": \"368184\", \"total_measure\": 443518.0}, {\"as_000\": \"1246190\", \"total_measure\": 437686.0}, {\"as_000\": \"1150508\", \"total_measure\": 277788.0}, {\"as_000\": \"1156\", \"total_measure\": 239144.0}, {\"as_000\": \"1159402\", \"total_measure\": 175462.0}, {\"as_000\": \"790\", \"total_measure\": 168158.0}, {\"as_000\": \"320346\", \"total_measure\": 146492.0}, {\"as_000\": \"6383704\", \"total_measure\": 103722.0}, {\"as_000\": \"201306\", \"total_measure\": 95910.0}, {\"as_000\": \"489122\", \"total_measure\": 39792.0}, {\"as_000\": \"1655240\", \"total_measure\": 21522.0}, {\"as_000\": \"63712\", \"total_measure\": 8952.0}, {\"as_000\": \"128844\", \"total_measure\": 8130.0}, {\"as_000\": \"357260\", \"total_measure\": 5968.0}, {\"as_000\": \"3550\", \"total_measure\": 2468.0}, {\"as_000\": \"693990\", \"total_measure\": 0.0}, {\"as_000\": \"6268\", \"total_measure\": 0.0}, {\"as_000\": \"4\", \"total_measure\": 0.0}, {\"as_000\": \"31518\", \"total_measure\": 0.0}, {\"as_000\": \"21748\", \"total_measure\": 0.0}, {\"as_000\": \"145054\", \"total_measure\": 0.0}, {\"as_000\": \"13792\", \"total_measure\": 0.0}, {\"as_000\": \"13752\", \"total_measure\": 0.0}, {\"as_000\": \"10696\", \"total_measure\": 0.0}, {\"as_000\": \"113724\", \"total_measure\": null}], \"row_count_returned\": 31, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 29.7}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5ccf9071914f4d6bbea58951c414fd21056368d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T00:59:36.744757+00:00", + "ended_at": "2026-05-26T01:00:11.395868+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_7f96bf58fc862f1c", + "problem_id": "v2p_n18_5a171b6c0dfc7650", + "dataset_id": "n18", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_rank_order", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=as_000, measure_col=ag_002.", + "bindings": { + "group_col": "as_000", + "measure_col": "ag_002", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 225.76, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=6" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_7f96bf58fc862f1c.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_7f96bf58fc862f1c", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1661, + "total_tokens": 46629, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 103, + "estimated_total_tokens": 21776, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34452.31, + "sql_execution_elapsed_ms_total": 29.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..245854f880cbb4b6337e234aad6b7cbd44f957ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:00:11.364515+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 34452.31, "started_at": "2026-05-26T00:59:36.899535+00:00", "ended_at": "2026-05-26T01:00:11.352032+00:00", "prompt_metrics": {"chars": 68501, "bytes_utf8": 68501, "lines": 2148, "estimated_tokens": 21673}, "response_metrics": {"chars": 370, "bytes_utf8": 370, "lines": 1, "estimated_tokens": 103}, "usage": {"input_tokens": 44968, "cached_input_tokens": 44416, "output_tokens": 1661, "reasoning_output_tokens": 1552}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum.\\nSELECT \\\"as_000\\\", SUM(CAST(NULLIF(\\\"ag_002\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"as_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applied the grouped numeric sum template on \\\"as_000\\\" and \\\"ag_002\\\"; NULLIF keeps empty-string missing values from being counted as zero during the numeric cast.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1f535e9293d7738ae8db027cb48169f9b22d975a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_7f96bf58fc862f1c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_7f96bf58fc862f1c", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1661, + "total_tokens": 46629, + "cost_usd": 0.0, + "ai_cli_calls": 1, 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68908, "bytes_utf8": 68908, "lines": 2150, "estimated_tokens": 21793}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 851, "bytes_utf8": 851, "lines": 1, "estimated_tokens": 259}, "usage": {"input_tokens": 45088, "cached_input_tokens": 22912, "output_tokens": 3665, "reasoning_output_tokens": 3400}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b0ddc487b0f591523e14fad252cd9a75505b9804 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_81e5d28d03527d65", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 22912, + "output_tokens": 3665, + "total_tokens": 48753, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 259, + "estimated_total_tokens": 22052, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 70237.18, + "sql_execution_elapsed_ms_total": 51.29, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5a25243e89ee858db158020505a46dfcabfb99f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:00:11.412047+00:00", + "ended_at": "2026-05-26T01:01:21.649501+00:00", + "elapsed_ms": 70237.18, + "prompt_metrics": { + "chars": 68908, + "bytes_utf8": 68908, + "lines": 2150, + "estimated_tokens": 21793 + }, + "stdout_metrics": { + "chars": 1289, + "bytes_utf8": 1289, + "lines": 4, + "estimated_tokens": 426 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 851, + "bytes_utf8": 851, + "lines": 1, + "estimated_tokens": 259 + }, + "usage": { + "input_tokens": 45088, + "cached_input_tokens": 22912, + "output_tokens": 3665, + "reasoning_output_tokens": 3400 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..718c01f53ac99de96d274a5a1190dfebee7f605b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ay_003, measure_col=ay_008.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "ay_003", + "measure_col": "ay_008", + "item_col": "ay_001", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 212818.56, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fc16d9b1c223ae09189228294d417b516513e596 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cb-df38-73e1-a5cc-aa4b741f6855"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"ay_003\\\",\\n \\\"ay_001\\\",\\n SUM(CAST(NULLIF(\\\"ay_008\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"ay_003\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_001\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_008\\\", '') IS NOT NULL\\n GROUP BY \\\"ay_003\\\", \\\"ay_001\\\"\\n)\\nSELECT\\n \\\"ay_003\\\",\\n \\\"ay_001\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"ay_003\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applies the Within-Group Share of Total template with group_col=\\\"ay_003\\\", item_col=\\\"ay_001\\\", and measure_col=\\\"ay_008\\\". Empty strings are filtered out and the measure is cast to REAL because these SQLite columns are stored as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45088,"cached_input_tokens":22912,"output_tokens":3665,"reasoning_output_tokens":3400}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2d1d2a3893f9d4e4e5be4d86301b9788d6718406 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nWITH \"grouped\" AS (\n SELECT\n \"ay_003\",\n \"ay_001\",\n SUM(CAST(NULLIF(\"ay_008\", '') AS REAL)) AS \"total_measure\"\n FROM \"n18\"\n WHERE NULLIF(\"ay_003\", '') IS NOT NULL\n AND NULLIF(\"ay_001\", '') IS NOT NULL\n AND NULLIF(\"ay_008\", '') IS NOT NULL\n GROUP BY \"ay_003\", \"ay_001\"\n)\nSELECT\n \"ay_003\",\n \"ay_001\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"ay_003\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;","notes":"Applies the Within-Group Share of Total template with group_col=\"ay_003\", item_col=\"ay_001\", and measure_col=\"ay_008\". Empty strings are filtered out and the measure is cast to REAL because these SQLite columns are stored as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ec5aafe9ec9342388d2475786a8f3e8cbfef91d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ay_003, measure_col=ay_008. +Result preview: [{"ay_003": "10096", "ay_001": "324", "total_measure": 1412082.0, "share_within_group": 100.0}, {"ay_003": "10098", "ay_001": "1426", "total_measure": 1274942.0, "share_within_group": 100.0}, {"ay_003": "10173004", "ay_001": "22774", "total_measure": 146450.0, "share_within_group": 100.0}, {"ay_003": "10352", "ay_001": "1738", "total_measure": 252218.0, "share_within_group": 100.0}, {"ay_003": "103742", "ay_001": "0", "total_measure": 61734.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..96af43a52a05ecf15bb1bc6169df026a85e7a694 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/generated_sql.sql @@ -0,0 +1,31 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_81e5d28d03527d65 +-- problem_id: v2p_n18_466c4cc95b4d5988 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "ay_003", + "ay_001", + SUM(CAST(NULLIF("ay_008", '') AS REAL)) AS "total_measure" + FROM "n18" + WHERE NULLIF("ay_003", '') IS NOT NULL + AND NULLIF("ay_001", '') IS NOT NULL + AND NULLIF("ay_008", '') IS NOT NULL + GROUP BY "ay_003", "ay_001" +) +SELECT + "ay_003", + "ay_001", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "ay_003") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..218e4b1b66cfe29a397bc76cfee4b7439aaf7915 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nWITH \"grouped\" AS (\n SELECT\n \"ay_003\",\n \"ay_001\",\n SUM(CAST(NULLIF(\"ay_008\", '') AS REAL)) AS \"total_measure\"\n FROM \"n18\"\n WHERE NULLIF(\"ay_003\", '') IS NOT NULL\n AND NULLIF(\"ay_001\", '') IS NOT NULL\n AND NULLIF(\"ay_008\", '') IS NOT NULL\n GROUP BY \"ay_003\", \"ay_001\"\n)\nSELECT\n \"ay_003\",\n \"ay_001\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"ay_003\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"ay_003\\\",\\n \\\"ay_001\\\",\\n SUM(CAST(NULLIF(\\\"ay_008\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"ay_003\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_001\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_008\\\", '') IS NOT NULL\\n GROUP BY \\\"ay_003\\\", \\\"ay_001\\\"\\n)\\nSELECT\\n \\\"ay_003\\\",\\n \\\"ay_001\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"ay_003\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"ay_003\", \"ay_001\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"ay_003\": \"10096\", \"ay_001\": \"324\", \"total_measure\": 1412082.0, \"share_within_group\": 100.0}, {\"ay_003\": \"10098\", \"ay_001\": \"1426\", \"total_measure\": 1274942.0, \"share_within_group\": 100.0}, {\"ay_003\": \"10173004\", \"ay_001\": \"22774\", \"total_measure\": 146450.0, \"share_within_group\": 100.0}, {\"ay_003\": \"10352\", \"ay_001\": \"1738\", \"total_measure\": 252218.0, \"share_within_group\": 100.0}, {\"ay_003\": \"103742\", \"ay_001\": \"0\", \"total_measure\": 61734.0, \"share_within_group\": 100.0}, {\"ay_003\": \"10550\", \"ay_001\": \"238\", \"total_measure\": 2899344.0, \"share_within_group\": 100.0}, {\"ay_003\": \"10560\", \"ay_001\": \"2468\", \"total_measure\": 387506.0, \"share_within_group\": 100.0}, {\"ay_003\": \"1058754\", \"ay_001\": \"956252\", \"total_measure\": 1356408.0, \"share_within_group\": 100.0}, {\"ay_003\": \"10626\", \"ay_001\": \"508\", \"total_measure\": 485366.0, \"share_within_group\": 100.0}, {\"ay_003\": \"106298\", \"ay_001\": \"26810\", \"total_measure\": 3203032.0, \"share_within_group\": 100.0}, {\"ay_003\": \"1068532\", \"ay_001\": \"8802404\", \"total_measure\": 12756772.0, \"share_within_group\": 100.0}, {\"ay_003\": \"1069764\", \"ay_001\": \"2110652\", \"total_measure\": 16924302.0, \"share_within_group\": 100.0}, {\"ay_003\": \"10714\", \"ay_001\": \"1696\", \"total_measure\": 2019892.0, \"share_within_group\": 100.0}, {\"ay_003\": \"10825984\", \"ay_001\": \"14170\", \"total_measure\": 107306.0, \"share_within_group\": 100.0}, {\"ay_003\": \"10837368\", \"ay_001\": \"14170\", \"total_measure\": 107306.0, \"share_within_group\": 100.0}, {\"ay_003\": \"109220\", \"ay_001\": \"0\", \"total_measure\": 19120.0, \"share_within_group\": 100.0}, {\"ay_003\": \"109308\", \"ay_001\": \"880850\", \"total_measure\": 1349528.0, \"share_within_group\": 100.0}, {\"ay_003\": \"11004\", \"ay_001\": \"6410\", \"total_measure\": 270044.0, \"share_within_group\": 100.0}, {\"ay_003\": \"1103640\", \"ay_001\": \"729552\", \"total_measure\": 78336.0, \"share_within_group\": 100.0}, {\"ay_003\": \"110450\", \"ay_001\": \"69934\", \"total_measure\": 84416.0, \"share_within_group\": 100.0}, {\"ay_003\": \"11072\", \"ay_001\": \"11654\", \"total_measure\": 132142.0, \"share_within_group\": 100.0}, {\"ay_003\": \"11086\", \"ay_001\": \"582\", \"total_measure\": 710944.0, \"share_within_group\": 100.0}, {\"ay_003\": \"11126\", \"ay_001\": \"6350\", \"total_measure\": 224652.0, \"share_within_group\": 100.0}, {\"ay_003\": \"113116\", \"ay_001\": \"78738\", \"total_measure\": 1564916.0, \"share_within_group\": 100.0}, {\"ay_003\": \"11330\", \"ay_001\": \"9170\", \"total_measure\": 528552.0, \"share_within_group\": 100.0}, {\"ay_003\": \"113374\", \"ay_001\": \"3174580\", \"total_measure\": 580302.0, \"share_within_group\": 100.0}, {\"ay_003\": \"114012\", \"ay_001\": \"26488\", \"total_measure\": 4501416.0, \"share_within_group\": 100.0}, {\"ay_003\": \"1140588\", \"ay_001\": \"3435460\", \"total_measure\": 36154304.0, \"share_within_group\": 100.0}, {\"ay_003\": \"11414\", \"ay_001\": \"15042\", \"total_measure\": 175342.0, \"share_within_group\": 100.0}, {\"ay_003\": \"114148\", \"ay_001\": \"82054\", \"total_measure\": 348222.0, \"share_within_group\": 100.0}, {\"ay_003\": \"11439526\", \"ay_001\": \"14932\", \"total_measure\": 87938.0, \"share_within_group\": 100.0}, {\"ay_003\": \"1144\", \"ay_001\": \"0\", \"total_measure\": 1494768.0, \"share_within_group\": 100.0}, {\"ay_003\": \"11476\", \"ay_001\": \"12316\", \"total_measure\": 139066.0, \"share_within_group\": 100.0}, {\"ay_003\": \"1148564\", \"ay_001\": \"1600886\", \"total_measure\": 1920298.0, \"share_within_group\": 100.0}, {\"ay_003\": \"115112\", \"ay_001\": \"96658\", \"total_measure\": 3355592.0, \"share_within_group\": 100.0}, {\"ay_003\": \"11530\", \"ay_001\": \"13360\", \"total_measure\": 269876.0, \"share_within_group\": 100.0}, {\"ay_003\": \"1162\", \"ay_001\": \"0\", \"total_measure\": 23306538.0, \"share_within_group\": 100.0}, {\"ay_003\": \"116582\", \"ay_001\": \"208134\", \"total_measure\": 1313144.0, \"share_within_group\": 100.0}, {\"ay_003\": \"11744\", \"ay_001\": \"12196\", \"total_measure\": 366972.0, \"share_within_group\": 100.0}, {\"ay_003\": \"11804\", \"ay_001\": \"664\", \"total_measure\": 2040834.0, \"share_within_group\": 100.0}, {\"ay_003\": \"11862\", \"ay_001\": \"12506\", \"total_measure\": 174582.0, \"share_within_group\": 100.0}, {\"ay_003\": \"1188694\", \"ay_001\": \"2671328\", \"total_measure\": 3830192.0, \"share_within_group\": 100.0}, {\"ay_003\": \"1192784\", \"ay_001\": \"2976\", \"total_measure\": 182578.0, \"share_within_group\": 100.0}, {\"ay_003\": \"11938\", \"ay_001\": \"0\", \"total_measure\": 752284.0, \"share_within_group\": 100.0}, {\"ay_003\": \"11980\", \"ay_001\": \"0\", \"total_measure\": 296914.0, \"share_within_group\": 100.0}, {\"ay_003\": \"120618\", \"ay_001\": \"12592\", \"total_measure\": 646250.0, \"share_within_group\": 100.0}, {\"ay_003\": \"12084\", \"ay_001\": \"3328\", \"total_measure\": 975918.0, \"share_within_group\": 100.0}, {\"ay_003\": \"12098\", \"ay_001\": \"12556\", \"total_measure\": 121924.0, \"share_within_group\": 100.0}, {\"ay_003\": \"12120\", \"ay_001\": \"11156\", \"total_measure\": 125292.0, \"share_within_group\": 100.0}, {\"ay_003\": \"12152\", \"ay_001\": \"12808\", \"total_measure\": 84422.0, \"share_within_group\": 100.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 51.29}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..820d60272246f26333dbe74da8d86ec869461438 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:00:11.396358+00:00", + "ended_at": "2026-05-26T01:01:21.715748+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_81e5d28d03527d65", + "problem_id": "v2p_n18_466c4cc95b4d5988", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ay_003, measure_col=ay_008.", + "bindings": { + "group_col": "ay_003", + "measure_col": "ay_008", + "item_col": "ay_001", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 212818.56, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=32" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_81e5d28d03527d65.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_81e5d28d03527d65", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 22912, + "output_tokens": 3665, + "total_tokens": 48753, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 259, + "estimated_total_tokens": 22052, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 70237.18, + "sql_execution_elapsed_ms_total": 51.29, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1bcaea7773678d01a7821de3eb1f99066e278d60 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:01:21.662216+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 70237.18, "started_at": "2026-05-26T01:00:11.412047+00:00", "ended_at": "2026-05-26T01:01:21.649501+00:00", "prompt_metrics": {"chars": 68908, "bytes_utf8": 68908, "lines": 2150, "estimated_tokens": 21793}, "response_metrics": {"chars": 851, "bytes_utf8": 851, "lines": 1, "estimated_tokens": 259}, "usage": {"input_tokens": 45088, "cached_input_tokens": 22912, "output_tokens": 3665, "reasoning_output_tokens": 3400}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"ay_003\\\",\\n \\\"ay_001\\\",\\n SUM(CAST(NULLIF(\\\"ay_008\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"ay_003\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_001\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_008\\\", '') IS NOT NULL\\n GROUP BY \\\"ay_003\\\", \\\"ay_001\\\"\\n)\\nSELECT\\n \\\"ay_003\\\",\\n \\\"ay_001\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"ay_003\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applies the Within-Group Share of Total template with group_col=\\\"ay_003\\\", item_col=\\\"ay_001\\\", and measure_col=\\\"ay_008\\\". Empty strings are filtered out and the measure is cast to REAL because these SQLite columns are stored as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3a0aae3e46643c6dc080b1c5c943941e46c2c41b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_81e5d28d03527d65/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_81e5d28d03527d65", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 22912, + "output_tokens": 3665, + "total_tokens": 48753, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 259, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68813, "bytes_utf8": 68813, "lines": 2152, "estimated_tokens": 21771}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 526, "bytes_utf8": 526, "lines": 1, "estimated_tokens": 146}, "usage": {"input_tokens": 45066, "cached_input_tokens": 44416, "output_tokens": 983, "reasoning_output_tokens": 831}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..dd942bb17e867c13a461f68b40c41f67447bd048 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_847117e38813d781", + "api_calls": 0, + "input_tokens": 45066, + "cached_input_tokens": 44416, + "output_tokens": 983, + "total_tokens": 46049, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21771, + "estimated_output_tokens": 146, + "estimated_total_tokens": 21917, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 21299.73, + "sql_execution_elapsed_ms_total": 20.77, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2507f04f64736d89fe4178284f7a141740b2027b --- /dev/null +++ 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"input_tokens": 45066, + "cached_input_tokens": 44416, + "output_tokens": 983, + "reasoning_output_tokens": 831 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..826ccbf25086f0c9e05a4ea37bb237cabc4eaa89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2152 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=ay_003.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "ae_000", + "group_col_2": "ay_003", + "predicate_col": "az_007", + "predicate_op": ">=", + "predicate_value": 1760.0, + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 257660.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..25748ba711989af56788bb1d0cb94bd738f44f05 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cc-f1e6-7432-84dc-a70302d83ec4"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"ae_000\\\", \\\"ay_003\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"az_007\\\", '') AS REAL) >= 1760.0\\nGROUP BY \\\"ae_000\\\", \\\"ay_003\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the provided filtered two-dimensional group-count template with \\\"ae_000\\\" and \\\"ay_003\\\" as grouping columns. \\\"az_007\\\" is stored as TEXT in the SQLite schema snapshot, so non-empty values are cast to REAL for a numeric comparison and blank strings are excluded.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45066,"cached_input_tokens":44416,"output_tokens":983,"reasoning_output_tokens":831}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..419bb2ede04c23295bf4c051c0d16f438949378f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"ae_000\", \"ay_003\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nWHERE CAST(NULLIF(\"az_007\", '') AS REAL) >= 1760.0\nGROUP BY \"ae_000\", \"ay_003\"\nORDER BY \"row_count\" DESC;","notes":"Used the provided filtered two-dimensional group-count template with \"ae_000\" and \"ay_003\" as grouping columns. \"az_007\" is stored as TEXT in the SQLite schema snapshot, so non-empty values are cast to REAL for a numeric comparison and blank strings are excluded."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..be3eb59367592a571824e5787c5c00576aa925a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=ay_003. +Result preview: [{"ae_000": "0", "ay_003": "0", "row_count": 4318}, {"ae_000": "", "ay_003": "0", "row_count": 154}, {"ae_000": "2", "ay_003": "0", "row_count": 60}, {"ae_000": "4", "ay_003": "0", "row_count": 22}, {"ae_000": "18", "ay_003": "0", "row_count": 14}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a14c6a87c005829bc404b8331b8f299da65bc93f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n18_847117e38813d781 +-- problem_id: v2p_n18_2b3ae5fec163f32d +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", "ay_003", COUNT(*) AS "row_count" +FROM "n18" +WHERE CAST(NULLIF("az_007", '') AS REAL) >= 1760.0 +GROUP BY "ae_000", "ay_003" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9222b4591487f6a6aab2e85906efc04ad5138235 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"ae_000\", \"ay_003\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nWHERE CAST(NULLIF(\"az_007\", '') AS REAL) >= 1760.0\nGROUP BY \"ae_000\", \"ay_003\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"ae_000\\\", \\\"ay_003\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"az_007\\\", '') AS REAL) >= 1760.0\\nGROUP BY \\\"ae_000\\\", \\\"ay_003\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"ae_000\", \"ay_003\", \"row_count\"], \"rows\": [{\"ae_000\": \"0\", \"ay_003\": \"0\", \"row_count\": 4318}, {\"ae_000\": \"\", \"ay_003\": \"0\", \"row_count\": 154}, {\"ae_000\": \"2\", \"ay_003\": \"0\", \"row_count\": 60}, {\"ae_000\": \"4\", \"ay_003\": \"0\", \"row_count\": 22}, {\"ae_000\": \"18\", \"ay_003\": \"0\", \"row_count\": 14}, {\"ae_000\": \"14\", \"ay_003\": \"0\", \"row_count\": 10}, {\"ae_000\": \"10\", \"ay_003\": \"0\", \"row_count\": 8}, {\"ae_000\": \"22\", \"ay_003\": \"0\", \"row_count\": 8}, {\"ae_000\": \"140\", \"ay_003\": \"0\", \"row_count\": 7}, {\"ae_000\": \"206\", \"ay_003\": \"0\", \"row_count\": 7}, {\"ae_000\": \"6\", \"ay_003\": \"0\", \"row_count\": 7}, {\"ae_000\": \"8\", \"ay_003\": \"0\", \"row_count\": 7}, {\"ae_000\": \"44\", \"ay_003\": \"0\", \"row_count\": 6}, {\"ae_000\": \"92\", \"ay_003\": \"0\", \"row_count\": 6}, {\"ae_000\": \"12\", \"ay_003\": \"0\", \"row_count\": 5}, {\"ae_000\": \"160\", \"ay_003\": \"0\", \"row_count\": 5}, {\"ae_000\": \"180\", \"ay_003\": \"0\", \"row_count\": 5}, {\"ae_000\": \"214\", \"ay_003\": \"0\", \"row_count\": 5}, {\"ae_000\": \"26\", \"ay_003\": \"0\", \"row_count\": 5}, {\"ae_000\": \"28\", \"ay_003\": \"0\", \"row_count\": 5}, {\"ae_000\": \"32\", \"ay_003\": \"0\", \"row_count\": 5}, {\"ae_000\": \"342\", \"ay_003\": \"0\", \"row_count\": 5}, {\"ae_000\": \"108\", \"ay_003\": \"0\", \"row_count\": 4}, {\"ae_000\": \"158\", \"ay_003\": \"0\", \"row_count\": 4}, {\"ae_000\": \"182\", \"ay_003\": \"0\", \"row_count\": 4}, {\"ae_000\": \"276\", \"ay_003\": \"0\", \"row_count\": 4}, {\"ae_000\": \"326\", \"ay_003\": \"0\", \"row_count\": 4}, {\"ae_000\": \"34\", \"ay_003\": \"0\", \"row_count\": 4}, {\"ae_000\": \"36\", \"ay_003\": \"0\", \"row_count\": 4}, {\"ae_000\": \"38\", \"ay_003\": \"0\", \"row_count\": 4}, {\"ae_000\": \"52\", \"ay_003\": \"0\", \"row_count\": 4}, {\"ae_000\": \"60\", \"ay_003\": \"0\", \"row_count\": 4}, {\"ae_000\": \"66\", \"ay_003\": \"0\", \"row_count\": 4}, {\"ae_000\": \"74\", \"ay_003\": \"0\", \"row_count\": 4}, {\"ae_000\": \"94\", \"ay_003\": \"0\", \"row_count\": 4}, {\"ae_000\": \"100\", \"ay_003\": \"0\", \"row_count\": 3}, {\"ae_000\": \"112\", \"ay_003\": \"0\", \"row_count\": 3}, {\"ae_000\": \"118\", \"ay_003\": \"0\", \"row_count\": 3}, {\"ae_000\": \"124\", \"ay_003\": \"0\", \"row_count\": 3}, {\"ae_000\": \"134\", \"ay_003\": \"0\", \"row_count\": 3}, {\"ae_000\": \"154\", \"ay_003\": \"0\", \"row_count\": 3}, {\"ae_000\": \"162\", \"ay_003\": \"0\", \"row_count\": 3}, {\"ae_000\": \"172\", \"ay_003\": \"0\", \"row_count\": 3}, {\"ae_000\": \"20\", \"ay_003\": \"0\", \"row_count\": 3}, {\"ae_000\": \"202\", \"ay_003\": \"0\", \"row_count\": 3}, {\"ae_000\": \"218\", \"ay_003\": \"0\", \"row_count\": 3}, {\"ae_000\": \"266\", \"ay_003\": \"0\", \"row_count\": 3}, {\"ae_000\": \"280\", \"ay_003\": \"0\", \"row_count\": 3}, {\"ae_000\": \"30\", \"ay_003\": \"0\", \"row_count\": 3}, {\"ae_000\": \"308\", \"ay_003\": \"0\", \"row_count\": 3}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 20.77}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..60566331fea1da7ebc9beb4c7658f7906b3b6276 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:01:21.716110+00:00", + "ended_at": "2026-05-26T01:01:43.063862+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_847117e38813d781", + "problem_id": "v2p_n18_2b3ae5fec163f32d", + "dataset_id": "n18", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=ay_003.", + "bindings": { + "group_col": "ae_000", + "group_col_2": "ay_003", + "predicate_col": "az_007", + "predicate_op": ">=", + "predicate_value": 1760.0, + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 257660.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=50" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_847117e38813d781.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_847117e38813d781", + "api_calls": 0, + "input_tokens": 45066, + "cached_input_tokens": 44416, + "output_tokens": 983, + "total_tokens": 46049, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21771, + "estimated_output_tokens": 146, + "estimated_total_tokens": 21917, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 21299.73, + "sql_execution_elapsed_ms_total": 20.77, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..82ac842849f6e4e672c292d76a54846cb7ee3f09 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:01:43.041460+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 21299.73, "started_at": "2026-05-26T01:01:21.729592+00:00", "ended_at": "2026-05-26T01:01:43.029435+00:00", "prompt_metrics": {"chars": 68813, "bytes_utf8": 68813, "lines": 2152, "estimated_tokens": 21771}, "response_metrics": {"chars": 526, "bytes_utf8": 526, "lines": 1, "estimated_tokens": 146}, "usage": {"input_tokens": 45066, "cached_input_tokens": 44416, "output_tokens": 983, "reasoning_output_tokens": 831}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"ae_000\\\", \\\"ay_003\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"az_007\\\", '') AS REAL) >= 1760.0\\nGROUP BY \\\"ae_000\\\", \\\"ay_003\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the provided filtered two-dimensional group-count template with \\\"ae_000\\\" and \\\"ay_003\\\" as grouping columns. \\\"az_007\\\" is stored as TEXT in the SQLite schema snapshot, so non-empty values are cast to REAL for a numeric comparison and blank strings are excluded.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d0d0dd46236f77cea8c29064ccf4a45310efd36b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_847117e38813d781", + "api_calls": 0, + "input_tokens": 45066, + "cached_input_tokens": 44416, + "output_tokens": 983, + "total_tokens": 46049, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21771, + "estimated_output_tokens": 146, + "estimated_total_tokens": 21917, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 21299.73, + "sql_execution_elapsed_ms_total": 20.77, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_847117e38813d781/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..33a30a7bfb6f9ae9c848e3599fc0c2f807aed3d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68415, "bytes_utf8": 68415, "lines": 2146, "estimated_tokens": 21645}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 321, "bytes_utf8": 321, "lines": 1, "estimated_tokens": 81}, "usage": {"input_tokens": 44940, "cached_input_tokens": 22912, "output_tokens": 592, "reasoning_output_tokens": 505}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6e3f1fef19f641e90ea1e7e45ea8e76aa8183b65 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_84fb0f1aebadde41", + "api_calls": 0, + "input_tokens": 44940, + "cached_input_tokens": 22912, + "output_tokens": 592, + "total_tokens": 45532, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21645, + "estimated_output_tokens": 81, + "estimated_total_tokens": 21726, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14986.27, + "sql_execution_elapsed_ms_total": 39.45, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..30273d7cf8d69aa5013321326f839cec74bfce0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:01:43.079463+00:00", + "ended_at": "2026-05-26T01:01:58.065827+00:00", + "elapsed_ms": 14986.27, + "prompt_metrics": { + "chars": 68415, + "bytes_utf8": 68415, + "lines": 2146, + "estimated_tokens": 21645 + }, + "stdout_metrics": { + "chars": 675, + "bytes_utf8": 675, + "lines": 4, + "estimated_tokens": 190 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 321, + "bytes_utf8": 321, + "lines": 1, + "estimated_tokens": 81 + }, + "usage": { + "input_tokens": 44940, + "cached_input_tokens": 22912, + "output_tokens": 592, + "reasoning_output_tokens": 505 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5230d1eb35979e366571d52018a9fe9f9c117e4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cf_000.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "cf_000", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 23162.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..820d5ec250c9b14b2b28bcc2560bc73d78bec677 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cd-454c-7c73-a31b-e05244ad9a67"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"cf_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"cf_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the requested grouped-count template on \\\"cf_000\\\" and returns subgroup sizes for each distinct raw value, including empty strings if present.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44940,"cached_input_tokens":22912,"output_tokens":592,"reasoning_output_tokens":505}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a49360117d4da3711bf21fb82e7097ced4263ad9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"cf_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nGROUP BY \"cf_000\"\nORDER BY \"row_count\" DESC;","notes":"Uses the requested grouped-count template on \"cf_000\" and returns subgroup sizes for each distinct raw value, including empty strings if present."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0f0191ed6c01f5c6d2bf9af6ae8eb194fa5e8c04 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cf_000. +Result preview: [{"cf_000": "0", "row_count": 27145}, {"cf_000": "2", "row_count": 21945}, {"cf_000": "", "row_count": 18842}, {"cf_000": "4", "row_count": 3667}, {"cf_000": "6", "row_count": 1087}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5afa4c96145d96404643d29d7c79a23de6c0f1df --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n18_84fb0f1aebadde41 +-- problem_id: v2p_n18_b2f4babbe1d504b6 +-- realization_mode: agent +-- source_kind: agent +SELECT "cf_000", COUNT(*) AS "row_count" +FROM "n18" +GROUP BY "cf_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..83714b141aad9994a3c3df98438d0d2ae93b8343 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"cf_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nGROUP BY \"cf_000\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"cf_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"cf_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"cf_000\", \"row_count\"], \"rows\": [{\"cf_000\": \"0\", \"row_count\": 27145}, {\"cf_000\": \"2\", \"row_count\": 21945}, {\"cf_000\": \"\", \"row_count\": 18842}, {\"cf_000\": \"4\", \"row_count\": 3667}, {\"cf_000\": \"6\", \"row_count\": 1087}, {\"cf_000\": \"8\", \"row_count\": 543}, {\"cf_000\": \"10\", \"row_count\": 311}, {\"cf_000\": \"12\", \"row_count\": 210}, {\"cf_000\": \"14\", \"row_count\": 141}, {\"cf_000\": \"16\", \"row_count\": 127}, {\"cf_000\": \"18\", \"row_count\": 102}, {\"cf_000\": \"20\", \"row_count\": 75}, {\"cf_000\": \"22\", \"row_count\": 66}, {\"cf_000\": \"24\", \"row_count\": 58}, {\"cf_000\": \"26\", \"row_count\": 50}, {\"cf_000\": \"30\", \"row_count\": 47}, {\"cf_000\": \"28\", \"row_count\": 43}, {\"cf_000\": \"32\", \"row_count\": 37}, {\"cf_000\": \"48\", \"row_count\": 31}, {\"cf_000\": \"34\", \"row_count\": 30}, {\"cf_000\": \"38\", \"row_count\": 27}, {\"cf_000\": \"42\", \"row_count\": 26}, {\"cf_000\": \"50\", \"row_count\": 23}, {\"cf_000\": \"60\", \"row_count\": 22}, {\"cf_000\": \"58\", \"row_count\": 21}, {\"cf_000\": \"44\", \"row_count\": 21}, {\"cf_000\": \"36\", \"row_count\": 21}, {\"cf_000\": \"40\", \"row_count\": 18}, {\"cf_000\": \"56\", \"row_count\": 17}, {\"cf_000\": \"100\", \"row_count\": 16}, {\"cf_000\": \"46\", \"row_count\": 15}, {\"cf_000\": \"68\", \"row_count\": 14}, {\"cf_000\": \"70\", \"row_count\": 12}, {\"cf_000\": \"82\", \"row_count\": 10}, {\"cf_000\": \"62\", \"row_count\": 10}, {\"cf_000\": \"166\", \"row_count\": 10}, {\"cf_000\": \"98\", \"row_count\": 9}, {\"cf_000\": \"90\", \"row_count\": 9}, {\"cf_000\": \"88\", \"row_count\": 9}, {\"cf_000\": \"80\", \"row_count\": 9}, {\"cf_000\": \"76\", \"row_count\": 9}, {\"cf_000\": \"64\", \"row_count\": 9}, {\"cf_000\": \"54\", \"row_count\": 9}, {\"cf_000\": \"52\", \"row_count\": 9}, {\"cf_000\": \"276\", \"row_count\": 9}, {\"cf_000\": \"230\", \"row_count\": 9}, {\"cf_000\": \"190\", \"row_count\": 9}, {\"cf_000\": \"118\", \"row_count\": 9}, {\"cf_000\": \"74\", \"row_count\": 8}, {\"cf_000\": \"278\", \"row_count\": 8}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 39.45}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..751e34d31f46b8b5b8e08b95b352e7a689a40e9a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:01:43.064325+00:00", + "ended_at": "2026-05-26T01:01:58.121261+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_84fb0f1aebadde41", + "problem_id": "v2p_n18_b2f4babbe1d504b6", + "dataset_id": "n18", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cf_000.", + "bindings": { + "group_col": "cf_000", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 23162.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=12" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_84fb0f1aebadde41.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_84fb0f1aebadde41", + "api_calls": 0, + "input_tokens": 44940, + "cached_input_tokens": 22912, + "output_tokens": 592, + "total_tokens": 45532, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21645, + "estimated_output_tokens": 81, + "estimated_total_tokens": 21726, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14986.27, + "sql_execution_elapsed_ms_total": 39.45, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a8ae779b2a79618a013423e7b35c5f6e1d5d9ee7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:01:58.078737+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14986.27, "started_at": "2026-05-26T01:01:43.079463+00:00", "ended_at": "2026-05-26T01:01:58.065827+00:00", "prompt_metrics": {"chars": 68415, "bytes_utf8": 68415, "lines": 2146, "estimated_tokens": 21645}, "response_metrics": {"chars": 321, "bytes_utf8": 321, "lines": 1, "estimated_tokens": 81}, "usage": {"input_tokens": 44940, "cached_input_tokens": 22912, "output_tokens": 592, "reasoning_output_tokens": 505}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"cf_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"cf_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the requested grouped-count template on \\\"cf_000\\\" and returns subgroup sizes for each distinct raw value, including empty strings if present.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..78363856e2a851a5af38cea6d9d6f840de8e257a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_84fb0f1aebadde41", + "api_calls": 0, + "input_tokens": 44940, + "cached_input_tokens": 22912, + "output_tokens": 592, + "total_tokens": 45532, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21645, + "estimated_output_tokens": 81, + "estimated_total_tokens": 21726, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14986.27, + "sql_execution_elapsed_ms_total": 39.45, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_84fb0f1aebadde41/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d0706822e518d54c0c5e6d1b87e105084cb02899 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68742, "bytes_utf8": 68742, "lines": 2151, "estimated_tokens": 21735}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 679, "bytes_utf8": 679, "lines": 1, "estimated_tokens": 201}, "usage": {"input_tokens": 45030, "cached_input_tokens": 22912, "output_tokens": 2277, "reasoning_output_tokens": 2070}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..64c019e6022c1c2f4e0a0459d8fb4b4c4e877c92 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_8630490fa2a29aed", + "api_calls": 0, + "input_tokens": 45030, + "cached_input_tokens": 22912, + "output_tokens": 2277, + "total_tokens": 47307, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21735, + "estimated_output_tokens": 201, + "estimated_total_tokens": 21936, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 45598.67, + "sql_execution_elapsed_ms_total": 28.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e34c6fcafd4ef2b2d527c8239f015e1eeed732a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:01:58.139131+00:00", + "ended_at": "2026-05-26T01:02:43.738003+00:00", + "elapsed_ms": 45598.67, + "prompt_metrics": { + "chars": 68742, + "bytes_utf8": 68742, + "lines": 2151, + "estimated_tokens": 21735 + }, + "stdout_metrics": { + "chars": 1059, + "bytes_utf8": 1059, + "lines": 4, + "estimated_tokens": 327 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 103 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 679, + "bytes_utf8": 679, + "lines": 1, + "estimated_tokens": 201 + }, + "usage": { + "input_tokens": 45030, + "cached_input_tokens": 22912, + "output_tokens": 2277, + "reasoning_output_tokens": 2070 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c87c8c63cf32f23ee181f6788712f5aba21b8624 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=af_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "af_000", + "condition_col": "ch_000", + "condition_value": "2", + "positive_value": "0", + "negative_value": "2", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 882.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..06a871d75d0c7f59284c30eae52234dcd57300eb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cd-8030-7083-8104-4200b89a5d70"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"af_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '2' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nWHERE \\\"af_000\\\" IS NOT NULL\\n AND \\\"af_000\\\" <> ''\\n AND \\\"ch_000\\\" IS NOT NULL\\n AND \\\"ch_000\\\" <> ''\\nGROUP BY \\\"af_000\\\"\\nHAVING COUNT(*) >= 5\\nORDER BY \\\"condition_rate\\\" DESC\\nLIMIT 19;\",\"notes\":\"Uses the grouped condition-rate template with af_000 as the grouping field and ch_000='2' as the condition. Since the SQLite schema stores these columns as TEXT, the condition is compared as a string; blank/missing values are excluded, and min_group_size/top_k bindings are applied via HAVING and LIMIT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45030,"cached_input_tokens":22912,"output_tokens":2277,"reasoning_output_tokens":2070}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ec0883d88b56d9b33ffcd113349af0f9ec9c2f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"af_000\",\n AVG(CASE WHEN \"ch_000\" = '2' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n18\"\nWHERE \"af_000\" IS NOT NULL\n AND \"af_000\" <> ''\n AND \"ch_000\" IS NOT NULL\n AND \"ch_000\" <> ''\nGROUP BY \"af_000\"\nHAVING COUNT(*) >= 5\nORDER BY \"condition_rate\" DESC\nLIMIT 19;","notes":"Uses the grouped condition-rate template with af_000 as the grouping field and ch_000='2' as the condition. Since the SQLite schema stores these columns as TEXT, the condition is compared as a string; blank/missing values are excluded, and min_group_size/top_k bindings are applied via HAVING and LIMIT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9479e39ebeb4f5da7c53330cd9c88c0ac63d9397 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:02:42.995627Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61cd-8030-7083-8104-4200b89a5d70.1779757318193067000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a3f1c9d09b1d250d3a4cb9a96188747f880dfa5a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=af_000, condition_col=ch_000. +Result preview: [{"af_000": "2", "condition_rate": 0.0014184397163120568}, {"af_000": "0", "condition_rate": 0.00022024006166721728}, {"af_000": "982", "condition_rate": 0.0}, {"af_000": "98", "condition_rate": 0.0}, {"af_000": "96", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..96336214639231f9ca45541d798a6a06a851fecd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_8630490fa2a29aed +-- problem_id: v2p_n18_756dbf4413193a1d +-- realization_mode: agent +-- source_kind: agent +SELECT + "af_000", + AVG(CASE WHEN "ch_000" = '2' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n18" +WHERE "af_000" IS NOT NULL + AND "af_000" <> '' + AND "ch_000" IS NOT NULL + AND "ch_000" <> '' +GROUP BY "af_000" +HAVING COUNT(*) >= 5 +ORDER BY "condition_rate" DESC +LIMIT 19; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..97dc7d0be535c8d6d4fb25840811b43c45ac3618 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"af_000\",\n AVG(CASE WHEN \"ch_000\" = '2' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n18\"\nWHERE \"af_000\" IS NOT NULL\n AND \"af_000\" <> ''\n AND \"ch_000\" IS NOT NULL\n AND \"ch_000\" <> ''\nGROUP BY \"af_000\"\nHAVING COUNT(*) >= 5\nORDER BY \"condition_rate\" DESC\nLIMIT 19;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"af_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '2' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nWHERE \\\"af_000\\\" IS NOT NULL\\n AND \\\"af_000\\\" <> ''\\n AND \\\"ch_000\\\" IS NOT NULL\\n AND \\\"ch_000\\\" <> ''\\nGROUP BY \\\"af_000\\\"\\nHAVING COUNT(*) >= 5\\nORDER BY \\\"condition_rate\\\" DESC\\nLIMIT 19;\", \"columns\": [\"af_000\", \"condition_rate\"], \"rows\": [{\"af_000\": \"2\", \"condition_rate\": 0.0014184397163120568}, {\"af_000\": \"0\", \"condition_rate\": 0.00022024006166721728}, {\"af_000\": \"982\", \"condition_rate\": 0.0}, {\"af_000\": \"98\", \"condition_rate\": 0.0}, {\"af_000\": \"96\", \"condition_rate\": 0.0}, {\"af_000\": \"936\", \"condition_rate\": 0.0}, {\"af_000\": \"92\", \"condition_rate\": 0.0}, {\"af_000\": \"86\", \"condition_rate\": 0.0}, {\"af_000\": \"84\", \"condition_rate\": 0.0}, {\"af_000\": \"82\", \"condition_rate\": 0.0}, {\"af_000\": \"8\", \"condition_rate\": 0.0}, {\"af_000\": \"78\", \"condition_rate\": 0.0}, {\"af_000\": \"766\", \"condition_rate\": 0.0}, {\"af_000\": \"74\", \"condition_rate\": 0.0}, {\"af_000\": \"72\", \"condition_rate\": 0.0}, {\"af_000\": \"70\", \"condition_rate\": 0.0}, {\"af_000\": \"642\", \"condition_rate\": 0.0}, {\"af_000\": \"64\", \"condition_rate\": 0.0}, {\"af_000\": \"60\", \"condition_rate\": 0.0}], \"row_count_returned\": 19, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 28.72}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e4b9d83fa6e34b72a05e236c6e5cc666e1793f04 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:01:58.122117+00:00", + "ended_at": "2026-05-26T01:02:43.779948+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_8630490fa2a29aed", + "problem_id": "v2p_n18_756dbf4413193a1d", + "dataset_id": "n18", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=af_000, condition_col=ch_000.", + "bindings": { + "group_col": "af_000", + "condition_col": "ch_000", + "condition_value": "2", + "positive_value": "0", + "negative_value": "2", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 882.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=99" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_8630490fa2a29aed.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_8630490fa2a29aed", + "api_calls": 0, + "input_tokens": 45030, + "cached_input_tokens": 22912, + "output_tokens": 2277, + "total_tokens": 47307, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21735, + "estimated_output_tokens": 201, + "estimated_total_tokens": 21936, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 45598.67, + "sql_execution_elapsed_ms_total": 28.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..35bf56a08dbb95093d761bdfafa876c301f8f664 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:02:43.749582+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 45598.67, "started_at": "2026-05-26T01:01:58.139131+00:00", "ended_at": "2026-05-26T01:02:43.738003+00:00", "prompt_metrics": {"chars": 68742, "bytes_utf8": 68742, "lines": 2151, "estimated_tokens": 21735}, "response_metrics": {"chars": 679, "bytes_utf8": 679, "lines": 1, "estimated_tokens": 201}, "usage": {"input_tokens": 45030, "cached_input_tokens": 22912, "output_tokens": 2277, "reasoning_output_tokens": 2070}, "stderr_preview": "2026-05-26T01:02:42.995627Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61cd-8030-7083-8104-4200b89a5d70.1779757318193067000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"af_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '2' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nWHERE \\\"af_000\\\" IS NOT NULL\\n AND \\\"af_000\\\" <> ''\\n AND \\\"ch_000\\\" IS NOT NULL\\n AND \\\"ch_000\\\" <> ''\\nGROUP BY \\\"af_000\\\"\\nHAVING COUNT(*) >= 5\\nORDER BY \\\"condition_rate\\\" DESC\\nLIMIT 19;\",\"notes\":\"Uses the grouped condition-rate template with af_000 as the grouping field and ch_000='2' as the condition. Since the SQLite schema stores these columns as TEXT, the condition is compared as a string; blank/missing values are excluded, and min_group_size/top_k bindings are applied via HAVING and LIMIT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..aac5439ce0aa575d43eb00f8a0fb0a0e1052a144 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_8630490fa2a29aed", + "api_calls": 0, + "input_tokens": 45030, + "cached_input_tokens": 22912, + "output_tokens": 2277, + "total_tokens": 47307, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21735, + "estimated_output_tokens": 201, + "estimated_total_tokens": 21936, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 45598.67, + "sql_execution_elapsed_ms_total": 28.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8630490fa2a29aed/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..89bc82490588f7b3e18d6115deead175d062a203 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68498, "bytes_utf8": 68498, "lines": 2148, "estimated_tokens": 21673}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 451, "bytes_utf8": 451, "lines": 1, "estimated_tokens": 125}, "usage": {"input_tokens": 44968, "cached_input_tokens": 44416, "output_tokens": 647, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..240675725d4f56d3aa662c1209675abdd7948970 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_87edb4efb392502b", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 647, + "total_tokens": 45615, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 125, + "estimated_total_tokens": 21798, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15841.77, + "sql_execution_elapsed_ms_total": 169.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..14d66522dbc4ab1437b3eb1d2a86936ce8e42871 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:02:43.794365+00:00", + "ended_at": "2026-05-26T01:02:59.636233+00:00", + "elapsed_ms": 15841.77, + "prompt_metrics": { + "chars": 68498, + "bytes_utf8": 68498, + "lines": 2148, + "estimated_tokens": 21673 + }, + "stdout_metrics": { + "chars": 817, + "bytes_utf8": 817, + "lines": 4, + "estimated_tokens": 242 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 451, + "bytes_utf8": 451, + "lines": 1, + "estimated_tokens": 125 + }, + "usage": { + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 647, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0707129f0d6d02812edc7ac9c066fa234563145b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=aj_000, measure_col=ae_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "aj_000", + "measure_col": "ae_000", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 74.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8141b88813f7976a60aa9c7084a0331047988a86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ce-3279-7ea0-b0d6-67a28862444d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum.\\nSELECT \\\"aj_000\\\", SUM(CAST(NULLIF(\\\"ae_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"aj_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the planned grouped-sum template with \\\"aj_000\\\" as the grouping column and \\\"ae_000\\\" as the measure. \\\"ae_000\\\" is stored as TEXT in SQLite, so empty strings are treated as NULL and numeric-looking values are cast to REAL before summing.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44968,"cached_input_tokens":44416,"output_tokens":647,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..931eda9d08c9314c3dfde92daa4a65f3c025d608 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum.\nSELECT \"aj_000\", SUM(CAST(NULLIF(\"ae_000\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"aj_000\"\nORDER BY \"total_measure\" DESC;","notes":"Uses the planned grouped-sum template with \"aj_000\" as the grouping column and \"ae_000\" as the measure. \"ae_000\" is stored as TEXT in SQLite, so empty strings are treated as NULL and numeric-looking values are cast to REAL before summing."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c720cc2f57f0b6bfe9fc969d1b467e48811e6fdb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=aj_000, measure_col=ae_000. +Result preview: [{"aj_000": "0", "total_measure": 274570.0}, {"aj_000": "70", "total_measure": 17016.0}, {"aj_000": "84", "total_measure": 15838.0}, {"aj_000": "58", "total_measure": 11480.0}, {"aj_000": "14", "total_measure": 11044.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e45b5147210689c535a086c66c404e47b5001909 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_87edb4efb392502b +-- problem_id: v2p_n18_9fb3a3f912961135 +-- realization_mode: agent +-- source_kind: agent +SELECT "aj_000", SUM(CAST(NULLIF("ae_000", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "aj_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c218e98d7ebce087c6569b304b9d5598c01d8060 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum.\nSELECT \"aj_000\", SUM(CAST(NULLIF(\"ae_000\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"aj_000\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum.\\nSELECT \\\"aj_000\\\", SUM(CAST(NULLIF(\\\"ae_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"aj_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"aj_000\", \"total_measure\"], \"rows\": [{\"aj_000\": \"0\", \"total_measure\": 274570.0}, {\"aj_000\": \"70\", \"total_measure\": 17016.0}, {\"aj_000\": \"84\", \"total_measure\": 15838.0}, {\"aj_000\": \"58\", \"total_measure\": 11480.0}, {\"aj_000\": \"14\", \"total_measure\": 11044.0}, {\"aj_000\": \"32\", \"total_measure\": 6900.0}, {\"aj_000\": \"30\", \"total_measure\": 6666.0}, {\"aj_000\": \"50\", \"total_measure\": 6292.0}, {\"aj_000\": \"64\", \"total_measure\": 6178.0}, {\"aj_000\": \"42\", \"total_measure\": 5922.0}, {\"aj_000\": \"308\", \"total_measure\": 4712.0}, {\"aj_000\": \"36\", \"total_measure\": 3782.0}, {\"aj_000\": \"116\", \"total_measure\": 3546.0}, {\"aj_000\": \"74\", \"total_measure\": 3216.0}, {\"aj_000\": \"166\", \"total_measure\": 3190.0}, {\"aj_000\": \"334\", \"total_measure\": 2904.0}, {\"aj_000\": \"28\", \"total_measure\": 2880.0}, {\"aj_000\": \"114\", \"total_measure\": 2860.0}, {\"aj_000\": \"66\", \"total_measure\": 2826.0}, {\"aj_000\": \"132\", \"total_measure\": 2790.0}, {\"aj_000\": \"60\", \"total_measure\": 2786.0}, {\"aj_000\": \"96\", \"total_measure\": 2762.0}, {\"aj_000\": \"150\", \"total_measure\": 2690.0}, {\"aj_000\": \"422\", \"total_measure\": 2452.0}, {\"aj_000\": \"82\", \"total_measure\": 2298.0}, {\"aj_000\": \"122\", \"total_measure\": 2298.0}, {\"aj_000\": \"40\", \"total_measure\": 2268.0}, {\"aj_000\": \"104\", \"total_measure\": 2264.0}, {\"aj_000\": \"34\", \"total_measure\": 2126.0}, {\"aj_000\": \"56\", \"total_measure\": 2034.0}, {\"aj_000\": \"268\", \"total_measure\": 1920.0}, {\"aj_000\": \"108\", \"total_measure\": 1858.0}, {\"aj_000\": \"8\", \"total_measure\": 1832.0}, {\"aj_000\": \"78\", \"total_measure\": 1812.0}, {\"aj_000\": \"26\", \"total_measure\": 1760.0}, {\"aj_000\": \"68\", \"total_measure\": 1662.0}, {\"aj_000\": \"\", \"total_measure\": 1652.0}, {\"aj_000\": \"1288\", \"total_measure\": 1556.0}, {\"aj_000\": \"138\", \"total_measure\": 1532.0}, {\"aj_000\": \"3536\", \"total_measure\": 1520.0}, {\"aj_000\": \"22\", \"total_measure\": 1512.0}, {\"aj_000\": \"186\", \"total_measure\": 1470.0}, {\"aj_000\": \"190\", \"total_measure\": 1340.0}, {\"aj_000\": \"72\", \"total_measure\": 1336.0}, {\"aj_000\": \"180\", \"total_measure\": 1294.0}, {\"aj_000\": \"346\", \"total_measure\": 1272.0}, {\"aj_000\": \"62\", \"total_measure\": 1200.0}, {\"aj_000\": \"98\", \"total_measure\": 1146.0}, {\"aj_000\": \"46\", \"total_measure\": 1128.0}, {\"aj_000\": \"48\", \"total_measure\": 1094.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 169.88}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..26aeede1fcddbccffc7b356c624ffc738094a9b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:02:43.780375+00:00", + "ended_at": "2026-05-26T01:02:59.818882+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_87edb4efb392502b", + "problem_id": "v2p_n18_9fb3a3f912961135", + "dataset_id": "n18", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_rank_order", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=aj_000, measure_col=ae_000.", + "bindings": { + "group_col": "aj_000", + "measure_col": "ae_000", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 74.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=4" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_87edb4efb392502b.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_87edb4efb392502b", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 647, + "total_tokens": 45615, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 125, + "estimated_total_tokens": 21798, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15841.77, + "sql_execution_elapsed_ms_total": 169.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..914bfe97e9b05db584080df09ef68a7efef7cc31 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:02:59.647330+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15841.77, "started_at": "2026-05-26T01:02:43.794365+00:00", "ended_at": "2026-05-26T01:02:59.636233+00:00", "prompt_metrics": {"chars": 68498, "bytes_utf8": 68498, "lines": 2148, "estimated_tokens": 21673}, "response_metrics": {"chars": 451, "bytes_utf8": 451, "lines": 1, "estimated_tokens": 125}, "usage": {"input_tokens": 44968, "cached_input_tokens": 44416, "output_tokens": 647, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum.\\nSELECT \\\"aj_000\\\", SUM(CAST(NULLIF(\\\"ae_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"aj_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the planned grouped-sum template with \\\"aj_000\\\" as the grouping column and \\\"ae_000\\\" as the measure. \\\"ae_000\\\" is stored as TEXT in SQLite, so empty strings are treated as NULL and numeric-looking values are cast to REAL before summing.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b1bfa2f0106eca4d46ac9b5c8fe192d70c48f583 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_87edb4efb392502b", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 647, + "total_tokens": 45615, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 125, + "estimated_total_tokens": 21798, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15841.77, + "sql_execution_elapsed_ms_total": 169.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_87edb4efb392502b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5b45ce071ec94090dc8bdb5baace4d2d1b21700e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68743, "bytes_utf8": 68743, "lines": 2151, "estimated_tokens": 21736}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 514, "bytes_utf8": 514, "lines": 1, "estimated_tokens": 132}, "usage": {"input_tokens": 45031, "cached_input_tokens": 22912, "output_tokens": 598, "reasoning_output_tokens": 460}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9e8528f8df3824a24c035254253d8bd5e3df8710 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_8eedd674d3e0d205", + "api_calls": 0, + "input_tokens": 45031, + "cached_input_tokens": 22912, + "output_tokens": 598, + "total_tokens": 45629, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21736, + "estimated_output_tokens": 132, + "estimated_total_tokens": 21868, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14151.16, + "sql_execution_elapsed_ms_total": 30.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5eef23dd14f45a869abbb36d5b81175b248c5289 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:02:59.833191+00:00", + "ended_at": "2026-05-26T01:03:13.984482+00:00", + "elapsed_ms": 14151.16, + "prompt_metrics": { + "chars": 68743, + "bytes_utf8": 68743, + "lines": 2151, + "estimated_tokens": 21736 + }, + "stdout_metrics": { + "chars": 881, + "bytes_utf8": 881, + "lines": 4, + "estimated_tokens": 251 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 514, + "bytes_utf8": 514, + "lines": 1, + "estimated_tokens": 132 + }, + "usage": { + "input_tokens": 45031, + "cached_input_tokens": 22912, + "output_tokens": 598, + "reasoning_output_tokens": 460 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cd8486b0bb755d6e825ee880a38dc0e67165b171 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=ab_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "ab_000", + "condition_col": "ch_000", + "condition_value": "2", + "positive_value": "0", + "negative_value": "2", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5644.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ddee285c27e45f02c5f58bc09edcc89bee4bc7d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ce-711c-7fc0-807e-62475f6dfeeb"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"ab_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '2' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ab_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned grouped condition-rate template with group_col=\\\"ab_000\\\" and condition_col=\\\"ch_000\\\", computing the within-group proportion of rows where \\\"ch_000\\\" equals the bound condition value '2'. Comparison is done as text because the schema snapshot shows TEXT columns.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45031,"cached_input_tokens":22912,"output_tokens":598,"reasoning_output_tokens":460}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c34c7490187c633edd412785ac4863d29cdf2ef3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"ab_000\",\n AVG(CASE WHEN \"ch_000\" = '2' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"ab_000\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned grouped condition-rate template with group_col=\"ab_000\" and condition_col=\"ch_000\", computing the within-group proportion of rows where \"ch_000\" equals the bound condition value '2'. Comparison is done as text because the schema snapshot shows TEXT columns."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..cfe7adae08a2d286fb040f2bab22d7a51b367bfd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=ab_000, condition_col=ch_000. +Result preview: [{"ab_000": "2", "condition_rate": 0.0008051529790660225}, {"ab_000": "", "condition_rate": 0.00017038097185306344}, {"ab_000": "0", "condition_rate": 7.224389539083947e-05}, {"ab_000": "90", "condition_rate": 0.0}, {"ab_000": "8", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..40fc48644c42e2a2b3fe279e398ccb1d4ee46ebd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_8eedd674d3e0d205 +-- problem_id: v2p_n18_0de5e436327dddcf +-- realization_mode: agent +-- source_kind: agent +SELECT "ab_000", + AVG(CASE WHEN "ch_000" = '2' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n18" +GROUP BY "ab_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..94395c8f5de13ad556f873ef2d84ba99bcea2346 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"ab_000\",\n AVG(CASE WHEN \"ch_000\" = '2' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"ab_000\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"ab_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '2' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ab_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"ab_000\", \"condition_rate\"], \"rows\": [{\"ab_000\": \"2\", \"condition_rate\": 0.0008051529790660225}, {\"ab_000\": \"\", \"condition_rate\": 0.00017038097185306344}, {\"ab_000\": \"0\", \"condition_rate\": 7.224389539083947e-05}, {\"ab_000\": \"90\", \"condition_rate\": 0.0}, {\"ab_000\": \"8\", \"condition_rate\": 0.0}, {\"ab_000\": \"68\", \"condition_rate\": 0.0}, {\"ab_000\": \"6\", \"condition_rate\": 0.0}, {\"ab_000\": \"58\", \"condition_rate\": 0.0}, {\"ab_000\": \"52\", \"condition_rate\": 0.0}, {\"ab_000\": \"48\", \"condition_rate\": 0.0}, {\"ab_000\": \"46\", \"condition_rate\": 0.0}, {\"ab_000\": \"44\", \"condition_rate\": 0.0}, {\"ab_000\": \"4\", \"condition_rate\": 0.0}, {\"ab_000\": \"38\", \"condition_rate\": 0.0}, {\"ab_000\": \"36\", \"condition_rate\": 0.0}, {\"ab_000\": \"34\", \"condition_rate\": 0.0}, {\"ab_000\": \"32\", \"condition_rate\": 0.0}, {\"ab_000\": \"30\", \"condition_rate\": 0.0}, {\"ab_000\": \"28\", \"condition_rate\": 0.0}, {\"ab_000\": \"26\", \"condition_rate\": 0.0}, {\"ab_000\": \"24\", \"condition_rate\": 0.0}, {\"ab_000\": \"22\", \"condition_rate\": 0.0}, {\"ab_000\": \"204\", \"condition_rate\": 0.0}, {\"ab_000\": \"20\", \"condition_rate\": 0.0}, {\"ab_000\": \"18\", \"condition_rate\": 0.0}, {\"ab_000\": \"16\", \"condition_rate\": 0.0}, {\"ab_000\": \"14\", \"condition_rate\": 0.0}, {\"ab_000\": \"134\", \"condition_rate\": 0.0}, {\"ab_000\": \"12\", \"condition_rate\": 0.0}, {\"ab_000\": \"100\", \"condition_rate\": 0.0}, {\"ab_000\": \"10\", \"condition_rate\": 0.0}], \"row_count_returned\": 31, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 30.67}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1d21f86066d951aaca48ef7c383bd95d14ad99e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:02:59.819298+00:00", + "ended_at": "2026-05-26T01:03:14.029121+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_8eedd674d3e0d205", + "problem_id": "v2p_n18_0de5e436327dddcf", + "dataset_id": "n18", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=ab_000, condition_col=ch_000.", + "bindings": { + "group_col": "ab_000", + "condition_col": "ch_000", + "condition_value": "2", + "positive_value": "0", + "negative_value": "2", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5644.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=97" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_8eedd674d3e0d205.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_8eedd674d3e0d205", + "api_calls": 0, + "input_tokens": 45031, + "cached_input_tokens": 22912, + "output_tokens": 598, + "total_tokens": 45629, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21736, + "estimated_output_tokens": 132, + "estimated_total_tokens": 21868, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14151.16, + "sql_execution_elapsed_ms_total": 30.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2dbe4483fcdf45622ee04c9e171444881fba9ca7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:03:13.995822+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14151.16, "started_at": "2026-05-26T01:02:59.833191+00:00", "ended_at": "2026-05-26T01:03:13.984482+00:00", "prompt_metrics": {"chars": 68743, "bytes_utf8": 68743, "lines": 2151, "estimated_tokens": 21736}, "response_metrics": {"chars": 514, "bytes_utf8": 514, "lines": 1, "estimated_tokens": 132}, "usage": {"input_tokens": 45031, "cached_input_tokens": 22912, "output_tokens": 598, "reasoning_output_tokens": 460}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"ab_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '2' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ab_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned grouped condition-rate template with group_col=\\\"ab_000\\\" and condition_col=\\\"ch_000\\\", computing the within-group proportion of rows where \\\"ch_000\\\" equals the bound condition value '2'. Comparison is done as text because the schema snapshot shows TEXT columns.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7a5b4cfd9fd6e193cca80c0fb96d7410389650ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_8eedd674d3e0d205", + "api_calls": 0, + "input_tokens": 45031, + "cached_input_tokens": 22912, + "output_tokens": 598, + "total_tokens": 45629, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21736, + "estimated_output_tokens": 132, + "estimated_total_tokens": 21868, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14151.16, + "sql_execution_elapsed_ms_total": 30.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_8eedd674d3e0d205/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7ceeb2fe993d82b4d62580bab987583e38a63ebf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68498, "bytes_utf8": 68498, "lines": 2148, "estimated_tokens": 21673}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 415, "bytes_utf8": 415, "lines": 1, "estimated_tokens": 121}, "usage": {"input_tokens": 44968, "cached_input_tokens": 44416, "output_tokens": 1745, "reasoning_output_tokens": 1618}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..941f117e6d952e288031ea5b01ae362d85317273 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_93f6df9fd8fcbeae", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1745, + "total_tokens": 46713, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 121, + "estimated_total_tokens": 21794, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35229.27, + "sql_execution_elapsed_ms_total": 71.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0f766d3459c909ceb6c83cad5ae3427d1f9fd4aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:03:14.043534+00:00", + "ended_at": "2026-05-26T01:03:49.272960+00:00", + "elapsed_ms": 35229.27, + "prompt_metrics": { + "chars": 68498, + "bytes_utf8": 68498, + "lines": 2148, + "estimated_tokens": 21673 + }, + "stdout_metrics": { + "chars": 781, + "bytes_utf8": 781, + "lines": 4, + "estimated_tokens": 240 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 415, + "bytes_utf8": 415, + "lines": 1, + "estimated_tokens": 121 + }, + "usage": { + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1745, + "reasoning_output_tokens": 1618 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..928782b2c463471c2b036dca8067fc3081277b0f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ar_000, measure_col=af_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "ar_000", + "measure_col": "af_000", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 214.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d7887eecea081f8454ef9eb6c80f9eacb379dcbf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ce-a8a9-7e22-aa0e-57ed6166fe90"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum.\\nSELECT\\n \\\"ar_000\\\",\\n SUM(COALESCE(CAST(NULLIF(\\\"af_000\\\", '') AS REAL), 0)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ar_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Used the requested grouped-sum template with \\\"ar_000\\\" as the grouping column and coerced TEXT-stored \\\"af_000\\\" values to numeric, treating empty strings as 0 for SQLite-safe aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44968,"cached_input_tokens":44416,"output_tokens":1745,"reasoning_output_tokens":1618}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d4330c888817b4de03f777c8bacacccd062593ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum.\nSELECT\n \"ar_000\",\n SUM(COALESCE(CAST(NULLIF(\"af_000\", '') AS REAL), 0)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"ar_000\"\nORDER BY \"total_measure\" DESC;","notes":"Used the requested grouped-sum template with \"ar_000\" as the grouping column and coerced TEXT-stored \"af_000\" values to numeric, treating empty strings as 0 for SQLite-safe aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..33f3de4e65ce4836146bbd8d00b8a1a3a3881b45 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ar_000, measure_col=af_000. +Result preview: [{"ar_000": "0", "total_measure": 582264.0}, {"ar_000": "2", "total_measure": 81278.0}, {"ar_000": "4", "total_measure": 37190.0}, {"ar_000": "12", "total_measure": 18466.0}, {"ar_000": "6", "total_measure": 16948.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7c7dfb6671225f4b5071271f82d6b8cb97720669 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_93f6df9fd8fcbeae +-- problem_id: v2p_n18_a1aab3ccb918e839 +-- realization_mode: agent +-- source_kind: agent +SELECT + "ar_000", + SUM(COALESCE(CAST(NULLIF("af_000", '') AS REAL), 0)) AS "total_measure" +FROM "n18" +GROUP BY "ar_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2501815a509a40d19a15e48c11ad4e89e66737c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum.\nSELECT\n \"ar_000\",\n SUM(COALESCE(CAST(NULLIF(\"af_000\", '') AS REAL), 0)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"ar_000\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum.\\nSELECT\\n \\\"ar_000\\\",\\n SUM(COALESCE(CAST(NULLIF(\\\"af_000\\\", '') AS REAL), 0)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ar_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"ar_000\", \"total_measure\"], \"rows\": [{\"ar_000\": \"0\", \"total_measure\": 582264.0}, {\"ar_000\": \"2\", \"total_measure\": 81278.0}, {\"ar_000\": \"4\", \"total_measure\": 37190.0}, {\"ar_000\": \"12\", \"total_measure\": 18466.0}, {\"ar_000\": \"6\", \"total_measure\": 16948.0}, {\"ar_000\": \"14\", \"total_measure\": 10974.0}, {\"ar_000\": \"8\", \"total_measure\": 8700.0}, {\"ar_000\": \"22\", \"total_measure\": 7634.0}, {\"ar_000\": \"38\", \"total_measure\": 4238.0}, {\"ar_000\": \"18\", \"total_measure\": 3782.0}, {\"ar_000\": \"24\", \"total_measure\": 3650.0}, {\"ar_000\": \"120\", \"total_measure\": 2648.0}, {\"ar_000\": \"50\", \"total_measure\": 2094.0}, {\"ar_000\": \"10\", \"total_measure\": 1704.0}, {\"ar_000\": \"20\", \"total_measure\": 1484.0}, {\"ar_000\": \"16\", \"total_measure\": 1170.0}, {\"ar_000\": \"46\", \"total_measure\": 1056.0}, {\"ar_000\": \"72\", \"total_measure\": 800.0}, {\"ar_000\": \"\", \"total_measure\": 774.0}, {\"ar_000\": \"100\", \"total_measure\": 752.0}, {\"ar_000\": \"28\", \"total_measure\": 614.0}, {\"ar_000\": \"84\", \"total_measure\": 564.0}, {\"ar_000\": \"32\", \"total_measure\": 154.0}, {\"ar_000\": \"116\", \"total_measure\": 52.0}, {\"ar_000\": \"26\", \"total_measure\": 2.0}, {\"ar_000\": \"98\", \"total_measure\": 0.0}, {\"ar_000\": \"94\", \"total_measure\": 0.0}, {\"ar_000\": \"92\", \"total_measure\": 0.0}, {\"ar_000\": \"88\", \"total_measure\": 0.0}, {\"ar_000\": \"86\", \"total_measure\": 0.0}, {\"ar_000\": \"82\", \"total_measure\": 0.0}, {\"ar_000\": \"80\", \"total_measure\": 0.0}, {\"ar_000\": \"78\", \"total_measure\": 0.0}, {\"ar_000\": \"76\", \"total_measure\": 0.0}, {\"ar_000\": \"74\", \"total_measure\": 0.0}, {\"ar_000\": \"70\", \"total_measure\": 0.0}, {\"ar_000\": \"68\", \"total_measure\": 0.0}, {\"ar_000\": \"66\", \"total_measure\": 0.0}, {\"ar_000\": \"64\", \"total_measure\": 0.0}, {\"ar_000\": \"62\", \"total_measure\": 0.0}, {\"ar_000\": \"60\", \"total_measure\": 0.0}, {\"ar_000\": \"58\", \"total_measure\": 0.0}, {\"ar_000\": \"56\", \"total_measure\": 0.0}, {\"ar_000\": \"54\", \"total_measure\": 0.0}, {\"ar_000\": \"52\", \"total_measure\": 0.0}, {\"ar_000\": \"48\", \"total_measure\": 0.0}, {\"ar_000\": \"44\", \"total_measure\": 0.0}, {\"ar_000\": \"42\", \"total_measure\": 0.0}, {\"ar_000\": \"40\", \"total_measure\": 0.0}, {\"ar_000\": \"36\", \"total_measure\": 0.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 71.96}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..137b50685b5267aa23392e3d6e577f654bb222c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:03:14.029495+00:00", + "ended_at": "2026-05-26T01:03:49.358684+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_93f6df9fd8fcbeae", + "problem_id": "v2p_n18_a1aab3ccb918e839", + "dataset_id": "n18", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_conditional_contrast", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ar_000, measure_col=af_000.", + "bindings": { + "group_col": "ar_000", + "measure_col": "af_000", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 214.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=5" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_93f6df9fd8fcbeae.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_93f6df9fd8fcbeae", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1745, + "total_tokens": 46713, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 121, + "estimated_total_tokens": 21794, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35229.27, + "sql_execution_elapsed_ms_total": 71.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5240ea8c22d8ae199f78b77e3055f974c9633236 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:03:49.284947+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 35229.27, "started_at": "2026-05-26T01:03:14.043534+00:00", "ended_at": "2026-05-26T01:03:49.272960+00:00", "prompt_metrics": {"chars": 68498, "bytes_utf8": 68498, "lines": 2148, "estimated_tokens": 21673}, "response_metrics": {"chars": 415, "bytes_utf8": 415, "lines": 1, "estimated_tokens": 121}, "usage": {"input_tokens": 44968, "cached_input_tokens": 44416, "output_tokens": 1745, "reasoning_output_tokens": 1618}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum.\\nSELECT\\n \\\"ar_000\\\",\\n SUM(COALESCE(CAST(NULLIF(\\\"af_000\\\", '') AS REAL), 0)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ar_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Used the requested grouped-sum template with \\\"ar_000\\\" as the grouping column and coerced TEXT-stored \\\"af_000\\\" values to numeric, treating empty strings as 0 for SQLite-safe aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..235c796a66bfac69195916146209d0d4a60f5c1d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_93f6df9fd8fcbeae", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1745, + "total_tokens": 46713, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 121, + "estimated_total_tokens": 21794, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35229.27, + "sql_execution_elapsed_ms_total": 71.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_93f6df9fd8fcbeae/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..869982a152b4812c45346a8ff71c347f9c3dc477 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68909, "bytes_utf8": 68909, "lines": 2150, "estimated_tokens": 21794}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 877, "bytes_utf8": 877, "lines": 1, "estimated_tokens": 272}, "usage": {"input_tokens": 45089, "cached_input_tokens": 22912, "output_tokens": 3720, "reasoning_output_tokens": 3442}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..71acd89d775365b37548d86528e4961b4267c61f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_945d5d6ab8ae9468", + "api_calls": 0, + "input_tokens": 45089, + "cached_input_tokens": 22912, + "output_tokens": 3720, + "total_tokens": 48809, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21794, + "estimated_output_tokens": 272, + "estimated_total_tokens": 22066, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 69963.25, + "sql_execution_elapsed_ms_total": 185.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b2f1a128013fe1aa3d3a0cadf702c37d49e98e04 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:03:49.374707+00:00", + "ended_at": "2026-05-26T01:04:59.338279+00:00", + "elapsed_ms": 69963.25, + "prompt_metrics": { + "chars": 68909, + "bytes_utf8": 68909, + "lines": 2150, + "estimated_tokens": 21794 + }, + "stdout_metrics": { + "chars": 1316, + "bytes_utf8": 1316, + "lines": 4, + "estimated_tokens": 441 + }, + "stderr_metrics": { + "chars": 184, + "bytes_utf8": 184, + "lines": 1, + "estimated_tokens": 53 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 877, + "bytes_utf8": 877, + "lines": 1, + "estimated_tokens": 272 + }, + "usage": { + "input_tokens": 45089, + "cached_input_tokens": 22912, + "output_tokens": 3720, + "reasoning_output_tokens": 3442 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..225570ed17eb86184a963f003056b9da2dd45c4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=aj_000, measure_col=ay_004.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "aj_000", + "measure_col": "ay_004", + "item_col": "au_000", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10492.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6ac34614d57ef9f602151aae7a9b56441585995d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cf-32a6-77f2-b936-a4809a1b8ccc"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"aj_000\\\",\\n \\\"au_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_004\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"aj_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"au_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_004\\\", '') IS NOT NULL\\n GROUP BY \\\"aj_000\\\", \\\"au_000\\\"\\n)\\nSELECT\\n \\\"aj_000\\\",\\n \\\"au_000\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"aj_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 13;\",\"notes\":\"Uses the planned within-group share template with group_col=\\\"aj_000\\\", item_col=\\\"au_000\\\", and measure_col=\\\"ay_004\\\". The TEXT measure is cast to REAL, empty-string missing values are excluded, and the result is limited to the top 13 rows.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45089,"cached_input_tokens":22912,"output_tokens":3720,"reasoning_output_tokens":3442}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..35ce3190e4206719b1626bfd6032346469f3d3fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n \"aj_000\",\n \"au_000\",\n SUM(CAST(NULLIF(\"ay_004\", '') AS REAL)) AS \"total_measure\"\n FROM \"n18\"\n WHERE NULLIF(\"aj_000\", '') IS NOT NULL\n AND NULLIF(\"au_000\", '') IS NOT NULL\n AND NULLIF(\"ay_004\", '') IS NOT NULL\n GROUP BY \"aj_000\", \"au_000\"\n)\nSELECT\n \"aj_000\",\n \"au_000\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(SUM(\"total_measure\") OVER (PARTITION BY \"aj_000\"), 0) AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC\nLIMIT 13;","notes":"Uses the planned within-group share template with group_col=\"aj_000\", item_col=\"au_000\", and measure_col=\"ay_004\". The TEXT measure is cast to REAL, empty-string missing values are excluded, and the result is limited to the top 13 rows."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e38186ab7074ee819e10519815a775db2bdb7f82 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:04:59.335901Z WARN codex_analytics::client: failed to send events request: error sending request for url (https://chatgpt.com/backend-api/codex/analytics-events/events) diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..aa1f523bcb6d8d902736d8734c5e8ad2243fa065 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=aj_000, measure_col=ay_004. +Result preview: [{"aj_000": "0", "au_000": "0", "total_measure": 304574994.0, "share_within_group": 100.0}, {"aj_000": "10", "au_000": "0", "total_measure": 10964.0, "share_within_group": 100.0}, {"aj_000": "100", "au_000": "0", "total_measure": 15288000.0, "share_within_group": 100.0}, {"aj_000": "1000", "au_000": "0", "total_measure": 84484.0, "share_within_group": 100.0}, {"aj_000": "10022", "au_000": "0", "total_measure": 3385716.0, "share_within_group": 100.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c87e19c1df75098d63de8ded589741a5f24a882c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/generated_sql.sql @@ -0,0 +1,32 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_945d5d6ab8ae9468 +-- problem_id: v2p_n18_4567f6513e8c0596 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "aj_000", + "au_000", + SUM(CAST(NULLIF("ay_004", '') AS REAL)) AS "total_measure" + FROM "n18" + WHERE NULLIF("aj_000", '') IS NOT NULL + AND NULLIF("au_000", '') IS NOT NULL + AND NULLIF("ay_004", '') IS NOT NULL + GROUP BY "aj_000", "au_000" +) +SELECT + "aj_000", + "au_000", + "total_measure", + "total_measure" * 100.0 / NULLIF(SUM("total_measure") OVER (PARTITION BY "aj_000"), 0) AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC +LIMIT 13; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d5377bd99cb5ed0626091f8b41e9fd2195fa2f4e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n \"aj_000\",\n \"au_000\",\n SUM(CAST(NULLIF(\"ay_004\", '') AS REAL)) AS \"total_measure\"\n FROM \"n18\"\n WHERE NULLIF(\"aj_000\", '') IS NOT NULL\n AND NULLIF(\"au_000\", '') IS NOT NULL\n AND NULLIF(\"ay_004\", '') IS NOT NULL\n GROUP BY \"aj_000\", \"au_000\"\n)\nSELECT\n \"aj_000\",\n \"au_000\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(SUM(\"total_measure\") OVER (PARTITION BY \"aj_000\"), 0) AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC\nLIMIT 13;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"aj_000\\\",\\n \\\"au_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_004\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"aj_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"au_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_004\\\", '') IS NOT NULL\\n GROUP BY \\\"aj_000\\\", \\\"au_000\\\"\\n)\\nSELECT\\n \\\"aj_000\\\",\\n \\\"au_000\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"aj_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 13;\", \"columns\": [\"aj_000\", \"au_000\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"aj_000\": \"0\", \"au_000\": \"0\", \"total_measure\": 304574994.0, \"share_within_group\": 100.0}, {\"aj_000\": \"10\", \"au_000\": \"0\", \"total_measure\": 10964.0, \"share_within_group\": 100.0}, {\"aj_000\": \"100\", \"au_000\": \"0\", \"total_measure\": 15288000.0, \"share_within_group\": 100.0}, {\"aj_000\": \"1000\", \"au_000\": \"0\", \"total_measure\": 84484.0, \"share_within_group\": 100.0}, {\"aj_000\": \"10022\", \"au_000\": \"0\", \"total_measure\": 3385716.0, \"share_within_group\": 100.0}, {\"aj_000\": \"102\", \"au_000\": \"0\", \"total_measure\": 434222.0, \"share_within_group\": 100.0}, {\"aj_000\": \"104\", \"au_000\": \"0\", \"total_measure\": 344378.0, \"share_within_group\": 100.0}, {\"aj_000\": \"10464\", \"au_000\": \"0\", \"total_measure\": 936.0, \"share_within_group\": 100.0}, {\"aj_000\": \"1052\", \"au_000\": \"0\", \"total_measure\": 27836.0, \"share_within_group\": 100.0}, {\"aj_000\": \"106\", \"au_000\": \"0\", \"total_measure\": 29880.0, \"share_within_group\": 100.0}, {\"aj_000\": \"108\", \"au_000\": \"0\", \"total_measure\": 1192250.0, \"share_within_group\": 100.0}, {\"aj_000\": \"1094\", \"au_000\": \"0\", \"total_measure\": 47454.0, \"share_within_group\": 100.0}, {\"aj_000\": \"110\", \"au_000\": \"0\", \"total_measure\": 27774.0, \"share_within_group\": 100.0}], \"row_count_returned\": 13, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 185.73}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..11b908b0c1b65ccf1b93ba9bb8047e0bf1be372a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:03:49.359107+00:00", + "ended_at": "2026-05-26T01:04:59.537908+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_945d5d6ab8ae9468", + "problem_id": "v2p_n18_4567f6513e8c0596", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=aj_000, measure_col=ay_004.", + "bindings": { + "group_col": "aj_000", + "measure_col": "ay_004", + "item_col": "au_000", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10492.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=28" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_945d5d6ab8ae9468.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_945d5d6ab8ae9468", + "api_calls": 0, + "input_tokens": 45089, + "cached_input_tokens": 22912, + "output_tokens": 3720, + "total_tokens": 48809, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21794, + "estimated_output_tokens": 272, + "estimated_total_tokens": 22066, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 69963.25, + "sql_execution_elapsed_ms_total": 185.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..36c1bdc3ca4b3a07f6e3f43285141277e742ce5d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:04:59.350718+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 69963.25, "started_at": "2026-05-26T01:03:49.374707+00:00", "ended_at": "2026-05-26T01:04:59.338279+00:00", "prompt_metrics": {"chars": 68909, "bytes_utf8": 68909, "lines": 2150, "estimated_tokens": 21794}, "response_metrics": {"chars": 877, "bytes_utf8": 877, "lines": 1, "estimated_tokens": 272}, "usage": {"input_tokens": 45089, "cached_input_tokens": 22912, "output_tokens": 3720, "reasoning_output_tokens": 3442}, "stderr_preview": "2026-05-26T01:04:59.335901Z WARN codex_analytics::client: failed to send events request: error sending request for url (https://chatgpt.com/backend-api/codex/analytics-events/events)\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"aj_000\\\",\\n \\\"au_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_004\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"aj_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"au_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_004\\\", '') IS NOT NULL\\n GROUP BY \\\"aj_000\\\", \\\"au_000\\\"\\n)\\nSELECT\\n \\\"aj_000\\\",\\n \\\"au_000\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"aj_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 13;\",\"notes\":\"Uses the planned within-group share template with group_col=\\\"aj_000\\\", item_col=\\\"au_000\\\", and measure_col=\\\"ay_004\\\". The TEXT measure is cast to REAL, empty-string missing values are excluded, and the result is limited to the top 13 rows.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..59ea1ded418cd132cd34a0ef25eb85ea6f1f23d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_945d5d6ab8ae9468", + "api_calls": 0, + "input_tokens": 45089, + "cached_input_tokens": 22912, + "output_tokens": 3720, + "total_tokens": 48809, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21794, + "estimated_output_tokens": 272, + "estimated_total_tokens": 22066, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 69963.25, + "sql_execution_elapsed_ms_total": 185.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_945d5d6ab8ae9468/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..76c4ba480bc5157f40bf166fe5b5e08fb6b35d0a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68589, "bytes_utf8": 68589, "lines": 2148, "estimated_tokens": 21685}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 929, "bytes_utf8": 929, "lines": 1, "estimated_tokens": 298}, "usage": {"input_tokens": 44980, "cached_input_tokens": 44416, "output_tokens": 4622, "reasoning_output_tokens": 4318}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..49b7981c85ddeec52eef87ac0a4727c0ea2e1357 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_95b3866a2abe36fd", + "api_calls": 0, + "input_tokens": 44980, + "cached_input_tokens": 44416, + "output_tokens": 4622, + "total_tokens": 49602, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21685, + "estimated_output_tokens": 298, + "estimated_total_tokens": 21983, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 87609.5, + "sql_execution_elapsed_ms_total": 198.46, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2f243c4dba81c2b419cf8bceadddd84bbf09ca50 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:04:59.552873+00:00", + "ended_at": "2026-05-26T01:06:27.162680+00:00", + "elapsed_ms": 87609.5, + "prompt_metrics": { + "chars": 68589, + "bytes_utf8": 68589, + "lines": 2148, + "estimated_tokens": 21685 + }, + "stdout_metrics": { + "chars": 1386, + "bytes_utf8": 1386, + "lines": 4, + "estimated_tokens": 475 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 929, + "bytes_utf8": 929, + "lines": 1, + "estimated_tokens": 298 + }, + "usage": { + "input_tokens": 44980, + "cached_input_tokens": 44416, + "output_tokens": 4622, + "reasoning_output_tokens": 4318 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..87cb13fb8223ed041360b5c0604a224d6b512b75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ct_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cy_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "da_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "db_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "de_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "df_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "di_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "dl_000", + "type": "TEXT", + "notnull": false, + "pk": 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=cg_000, measure_col=dv_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cg_000", + "measure_col": "dv_000", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 873113.36, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a2ac21dfcdee750481fc8da175b49ab119d98aeb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d0-44d5-72a0-993f-132641c646c2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nWITH \\\"filtered\\\" AS (\\n SELECT\\n \\\"cg_000\\\",\\n CAST(\\\"dv_000\\\" AS REAL) AS \\\"dv_000_num\\\"\\n FROM \\\"n18\\\"\\n WHERE \\\"cg_000\\\" IS NOT NULL\\n AND TRIM(\\\"cg_000\\\") <> ''\\n AND \\\"dv_000\\\" IS NOT NULL\\n AND TRIM(\\\"dv_000\\\") <> ''\\n AND \\\"cg_000\\\" GLOB '*[0-9]*'\\n AND \\\"dv_000\\\" GLOB '*[0-9]*'\\n),\\n\\\"scored\\\" AS (\\n SELECT DISTINCT\\n \\\"cg_000\\\",\\n AVG(\\\"dv_000_num\\\") OVER (PARTITION BY \\\"cg_000\\\") AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY \\\"cg_000\\\") AS \\\"group_size\\\"\\n FROM \\\"filtered\\\"\\n)\\nSELECT\\n \\\"cg_000\\\",\\n \\\"avg_measure\\\"\\nFROM \\\"scored\\\"\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the Window Partition Average template with group_col=\\\"cg_000\\\" and measure_col=\\\"dv_000\\\", casting the TEXT measure to REAL and filtering blank/non-numeric values plus groups smaller than 5 for a stable view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44980,"cached_input_tokens":44416,"output_tokens":4622,"reasoning_output_tokens":4318}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4316f6f22f38d080dd29e19eb5877db0bf311124 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nWITH \"filtered\" AS (\n SELECT\n \"cg_000\",\n CAST(\"dv_000\" AS REAL) AS \"dv_000_num\"\n FROM \"n18\"\n WHERE \"cg_000\" IS NOT NULL\n AND TRIM(\"cg_000\") <> ''\n AND \"dv_000\" IS NOT NULL\n AND TRIM(\"dv_000\") <> ''\n AND \"cg_000\" GLOB '*[0-9]*'\n AND \"dv_000\" GLOB '*[0-9]*'\n),\n\"scored\" AS (\n SELECT DISTINCT\n \"cg_000\",\n AVG(\"dv_000_num\") OVER (PARTITION BY \"cg_000\") AS \"avg_measure\",\n COUNT(*) OVER (PARTITION BY \"cg_000\") AS \"group_size\"\n FROM \"filtered\"\n)\nSELECT\n \"cg_000\",\n \"avg_measure\"\nFROM \"scored\"\nWHERE \"group_size\" >= 5\nORDER BY \"avg_measure\" DESC;","notes":"Uses the Window Partition Average template with group_col=\"cg_000\" and measure_col=\"dv_000\", casting the TEXT measure to REAL and filtering blank/non-numeric values plus groups smaller than 5 for a stable view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..bea3e60119a8970f7c7ed3dd208024e379f7a44e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=cg_000, measure_col=dv_000. +Result preview: [{"cg_000": "454", "avg_measure": 4523915.0}, {"cg_000": "604", "avg_measure": 4489516.0}, {"cg_000": "534", "avg_measure": 3659391.1428571427}, {"cg_000": "446", "avg_measure": 3561533.1428571427}, {"cg_000": "562", "avg_measure": 3416640.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..65936aad44ea53c2848e4a4eb432d3ff49f15fc1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/generated_sql.sql @@ -0,0 +1,38 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_95b3866a2abe36fd +-- problem_id: v2p_n18_69fbfb28d27a84b6 +-- realization_mode: agent +-- source_kind: agent +WITH "filtered" AS ( + SELECT + "cg_000", + CAST("dv_000" AS REAL) AS "dv_000_num" + FROM "n18" + WHERE "cg_000" IS NOT NULL + AND TRIM("cg_000") <> '' + AND "dv_000" IS NOT NULL + AND TRIM("dv_000") <> '' + AND "cg_000" GLOB '*[0-9]*' + AND "dv_000" GLOB '*[0-9]*' +), +"scored" AS ( + SELECT DISTINCT + "cg_000", + AVG("dv_000_num") OVER (PARTITION BY "cg_000") AS "avg_measure", + COUNT(*) OVER (PARTITION BY "cg_000") AS "group_size" + FROM "filtered" +) +SELECT + "cg_000", + "avg_measure" +FROM "scored" +WHERE "group_size" >= 5 +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2ebf8551b22142a296eb37230acc651fec8755ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nWITH \"filtered\" AS (\n SELECT\n \"cg_000\",\n CAST(\"dv_000\" AS REAL) AS \"dv_000_num\"\n FROM \"n18\"\n WHERE \"cg_000\" IS NOT NULL\n AND TRIM(\"cg_000\") <> ''\n AND \"dv_000\" IS NOT NULL\n AND TRIM(\"dv_000\") <> ''\n AND \"cg_000\" GLOB '*[0-9]*'\n AND \"dv_000\" GLOB '*[0-9]*'\n),\n\"scored\" AS (\n SELECT DISTINCT\n \"cg_000\",\n AVG(\"dv_000_num\") OVER (PARTITION BY \"cg_000\") AS \"avg_measure\",\n COUNT(*) OVER (PARTITION BY \"cg_000\") AS \"group_size\"\n FROM \"filtered\"\n)\nSELECT\n \"cg_000\",\n \"avg_measure\"\nFROM \"scored\"\nWHERE \"group_size\" >= 5\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nWITH \\\"filtered\\\" AS (\\n SELECT\\n \\\"cg_000\\\",\\n CAST(\\\"dv_000\\\" AS REAL) AS \\\"dv_000_num\\\"\\n FROM \\\"n18\\\"\\n WHERE \\\"cg_000\\\" IS NOT NULL\\n AND TRIM(\\\"cg_000\\\") <> ''\\n AND \\\"dv_000\\\" IS NOT NULL\\n AND TRIM(\\\"dv_000\\\") <> ''\\n AND \\\"cg_000\\\" GLOB '*[0-9]*'\\n AND \\\"dv_000\\\" GLOB '*[0-9]*'\\n),\\n\\\"scored\\\" AS (\\n SELECT DISTINCT\\n \\\"cg_000\\\",\\n AVG(\\\"dv_000_num\\\") OVER (PARTITION BY \\\"cg_000\\\") AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY \\\"cg_000\\\") AS \\\"group_size\\\"\\n FROM \\\"filtered\\\"\\n)\\nSELECT\\n \\\"cg_000\\\",\\n \\\"avg_measure\\\"\\nFROM \\\"scored\\\"\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"cg_000\", \"avg_measure\"], \"rows\": [{\"cg_000\": \"454\", \"avg_measure\": 4523915.0}, {\"cg_000\": \"604\", \"avg_measure\": 4489516.0}, {\"cg_000\": \"534\", \"avg_measure\": 3659391.1428571427}, {\"cg_000\": \"446\", \"avg_measure\": 3561533.1428571427}, {\"cg_000\": \"562\", \"avg_measure\": 3416640.0}, {\"cg_000\": \"582\", \"avg_measure\": 2966496.4}, {\"cg_000\": \"528\", \"avg_measure\": 2965946.0}, {\"cg_000\": \"398\", \"avg_measure\": 2953982.6666666665}, {\"cg_000\": \"568\", \"avg_measure\": 2721069.1428571427}, {\"cg_000\": \"668\", \"avg_measure\": 2441668.3333333335}, {\"cg_000\": \"308\", \"avg_measure\": 2387390.1481481483}, {\"cg_000\": \"358\", \"avg_measure\": 2362012.875}, {\"cg_000\": \"464\", \"avg_measure\": 2026850.0}, {\"cg_000\": \"456\", \"avg_measure\": 2001669.6}, {\"cg_000\": \"302\", \"avg_measure\": 1961055.1612903227}, {\"cg_000\": \"452\", \"avg_measure\": 1830107.6666666667}, {\"cg_000\": \"412\", \"avg_measure\": 1784848.0}, {\"cg_000\": \"626\", \"avg_measure\": 1782939.3333333333}, {\"cg_000\": \"532\", \"avg_measure\": 1764739.5}, {\"cg_000\": \"472\", \"avg_measure\": 1752821.4285714286}, {\"cg_000\": \"404\", \"avg_measure\": 1734479.8181818181}, {\"cg_000\": \"402\", \"avg_measure\": 1674964.0}, {\"cg_000\": \"254\", \"avg_measure\": 1668655.9024390243}, {\"cg_000\": \"344\", \"avg_measure\": 1637617.25}, {\"cg_000\": \"638\", \"avg_measure\": 1608477.3333333333}, {\"cg_000\": \"328\", \"avg_measure\": 1603534.1904761905}, {\"cg_000\": \"510\", \"avg_measure\": 1562793.6}, {\"cg_000\": \"304\", \"avg_measure\": 1497532.125}, {\"cg_000\": \"420\", \"avg_measure\": 1476663.8333333333}, {\"cg_000\": \"276\", \"avg_measure\": 1465753.0256410257}, {\"cg_000\": \"352\", \"avg_measure\": 1443487.2727272727}, {\"cg_000\": \"366\", \"avg_measure\": 1434911.0}, {\"cg_000\": \"354\", \"avg_measure\": 1432393.6666666667}, {\"cg_000\": \"434\", \"avg_measure\": 1417551.3333333333}, {\"cg_000\": \"258\", \"avg_measure\": 1405567.8666666667}, {\"cg_000\": \"506\", \"avg_measure\": 1374184.4}, {\"cg_000\": \"356\", \"avg_measure\": 1372249.0}, {\"cg_000\": \"462\", \"avg_measure\": 1370605.142857143}, {\"cg_000\": \"340\", \"avg_measure\": 1370306.1935483871}, {\"cg_000\": \"278\", \"avg_measure\": 1366034.642857143}, {\"cg_000\": \"232\", \"avg_measure\": 1343030.509090909}, {\"cg_000\": \"320\", \"avg_measure\": 1338763.4}, {\"cg_000\": \"512\", \"avg_measure\": 1327393.3333333333}, {\"cg_000\": \"322\", \"avg_measure\": 1322537.5384615385}, {\"cg_000\": \"370\", \"avg_measure\": 1314643.4285714286}, {\"cg_000\": \"364\", \"avg_measure\": 1290006.4}, {\"cg_000\": \"334\", \"avg_measure\": 1259819.2173913044}, {\"cg_000\": \"424\", \"avg_measure\": 1229000.0}, {\"cg_000\": \"224\", \"avg_measure\": 1227522.9375}, {\"cg_000\": \"542\", \"avg_measure\": 1221256.6666666667}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 198.46}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..efa8bee02f7d546392b74eda4b4b18b5272a5ab2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:04:59.538379+00:00", + "ended_at": "2026-05-26T01:06:27.374761+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_95b3866a2abe36fd", + "problem_id": "v2p_n18_69fbfb28d27a84b6", + "dataset_id": "n18", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=cg_000, measure_col=dv_000.", + "bindings": { + "group_col": "cg_000", + "measure_col": "dv_000", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 873113.36, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=133" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_95b3866a2abe36fd.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_95b3866a2abe36fd", + "api_calls": 0, + "input_tokens": 44980, + "cached_input_tokens": 44416, + "output_tokens": 4622, + "total_tokens": 49602, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21685, + "estimated_output_tokens": 298, + "estimated_total_tokens": 21983, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 87609.5, + "sql_execution_elapsed_ms_total": 198.46, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..32e8c3d038696ecae43bb08ca1e99aab5901664e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:06:27.174298+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 87609.5, "started_at": "2026-05-26T01:04:59.552873+00:00", "ended_at": "2026-05-26T01:06:27.162680+00:00", "prompt_metrics": {"chars": 68589, "bytes_utf8": 68589, "lines": 2148, "estimated_tokens": 21685}, "response_metrics": {"chars": 929, "bytes_utf8": 929, "lines": 1, "estimated_tokens": 298}, "usage": {"input_tokens": 44980, "cached_input_tokens": 44416, "output_tokens": 4622, "reasoning_output_tokens": 4318}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nWITH \\\"filtered\\\" AS (\\n SELECT\\n \\\"cg_000\\\",\\n CAST(\\\"dv_000\\\" AS REAL) AS \\\"dv_000_num\\\"\\n FROM \\\"n18\\\"\\n WHERE \\\"cg_000\\\" IS NOT NULL\\n AND TRIM(\\\"cg_000\\\") <> ''\\n AND \\\"dv_000\\\" IS NOT NULL\\n AND TRIM(\\\"dv_000\\\") <> ''\\n AND \\\"cg_000\\\" GLOB '*[0-9]*'\\n AND \\\"dv_000\\\" GLOB '*[0-9]*'\\n),\\n\\\"scored\\\" AS (\\n SELECT DISTINCT\\n \\\"cg_000\\\",\\n AVG(\\\"dv_000_num\\\") OVER (PARTITION BY \\\"cg_000\\\") AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY \\\"cg_000\\\") AS \\\"group_size\\\"\\n FROM \\\"filtered\\\"\\n)\\nSELECT\\n \\\"cg_000\\\",\\n \\\"avg_measure\\\"\\nFROM \\\"scored\\\"\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the Window Partition Average template with group_col=\\\"cg_000\\\" and measure_col=\\\"dv_000\\\", casting the TEXT measure to REAL and filtering blank/non-numeric values plus groups smaller than 5 for a stable view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..114d581e018f6ef3d22208239fa23236bd3c1a04 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_95b3866a2abe36fd", + "api_calls": 0, + "input_tokens": 44980, + "cached_input_tokens": 44416, + "output_tokens": 4622, + "total_tokens": 49602, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21685, + "estimated_output_tokens": 298, + "estimated_total_tokens": 21983, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 87609.5, + "sql_execution_elapsed_ms_total": 198.46, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_95b3866a2abe36fd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4c0d8746b19426524cea81774bdfdf6a486f5569 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68736, "bytes_utf8": 68736, "lines": 2151, "estimated_tokens": 21735}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 379, "bytes_utf8": 379, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 45030, "cached_input_tokens": 44416, "output_tokens": 633, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..814fa61db1a22740d24a8e7cf3aa3cf07ae34ae6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_9a5212335ed63158", + "api_calls": 0, + "input_tokens": 45030, + "cached_input_tokens": 44416, + "output_tokens": 633, + "total_tokens": 45663, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21735, + "estimated_output_tokens": 111, + "estimated_total_tokens": 21846, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15318.04, + "sql_execution_elapsed_ms_total": 31.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3ecb7d9e99560c2c7acedbeec84e76cf95306b5c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:06:27.389642+00:00", + "ended_at": "2026-05-26T01:06:42.707800+00:00", + "elapsed_ms": 15318.04, + "prompt_metrics": { + "chars": 68736, + "bytes_utf8": 68736, + "lines": 2151, + "estimated_tokens": 21735 + }, + "stdout_metrics": { + "chars": 734, + "bytes_utf8": 734, + "lines": 4, + "estimated_tokens": 225 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 379, + "bytes_utf8": 379, + "lines": 1, + "estimated_tokens": 111 + }, + "usage": { + "input_tokens": 45030, + "cached_input_tokens": 44416, + "output_tokens": 633, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7f59b04e49409c0bac7dcc24433b68efbe29c837 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + 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Focus on group_col=ab_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "ab_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5644.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..122399ca16c9f572c5b1b14c271a0188a0667795 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d1-9bee-70b2-b8c9-e6701b5d7e70"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"ab_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '0' THEN 1.0 ELSE 0.0 END) AS condition_rate\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ab_000\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses the requested grouped condition-rate template with \\\"ab_000\\\" as the group column and the share of rows where \\\"ch_000\\\" equals '0' as the rate.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45030,"cached_input_tokens":44416,"output_tokens":633,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5f77a7319e20e61a47d2e13388ca4cea02c250a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"ab_000\",\n AVG(CASE WHEN \"ch_000\" = '0' THEN 1.0 ELSE 0.0 END) AS condition_rate\nFROM \"n18\"\nGROUP BY \"ab_000\"\nORDER BY condition_rate DESC;","notes":"Uses the requested grouped condition-rate template with \"ab_000\" as the group column and the share of rows where \"ch_000\" equals '0' as the rate."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9ca62e84051e8591a524bfec875e111e79eee827 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=ab_000, condition_col=ch_000. +Result preview: [{"ab_000": "68", "condition_rate": 1.0}, {"ab_000": "48", "condition_rate": 1.0}, {"ab_000": "32", "condition_rate": 1.0}, {"ab_000": "30", "condition_rate": 1.0}, {"ab_000": "28", "condition_rate": 1.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..58d7ae0cb07f77b03ce0a173b7d58056593e612c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_9a5212335ed63158 +-- problem_id: v2p_n18_ab98a057319f18ed +-- realization_mode: agent +-- source_kind: agent +SELECT "ab_000", + AVG(CASE WHEN "ch_000" = '0' THEN 1.0 ELSE 0.0 END) AS condition_rate +FROM "n18" +GROUP BY "ab_000" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7397a538871dc874bb303cbc28f0579ebb122129 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"ab_000\",\n AVG(CASE WHEN \"ch_000\" = '0' THEN 1.0 ELSE 0.0 END) AS condition_rate\nFROM \"n18\"\nGROUP BY \"ab_000\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"ab_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '0' THEN 1.0 ELSE 0.0 END) AS condition_rate\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ab_000\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"ab_000\", \"condition_rate\"], \"rows\": [{\"ab_000\": \"68\", \"condition_rate\": 1.0}, {\"ab_000\": \"48\", \"condition_rate\": 1.0}, {\"ab_000\": \"32\", \"condition_rate\": 1.0}, {\"ab_000\": \"30\", \"condition_rate\": 1.0}, {\"ab_000\": \"28\", \"condition_rate\": 1.0}, {\"ab_000\": \"204\", \"condition_rate\": 1.0}, {\"ab_000\": \"0\", \"condition_rate\": 0.8459760150267303}, {\"ab_000\": \"2\", \"condition_rate\": 0.8031400966183575}, {\"ab_000\": \"4\", \"condition_rate\": 0.7914338919925512}, {\"ab_000\": \"14\", \"condition_rate\": 0.7894736842105263}, {\"ab_000\": \"6\", \"condition_rate\": 0.7527472527472527}, {\"ab_000\": \"38\", \"condition_rate\": 0.75}, {\"ab_000\": \"\", \"condition_rate\": 0.7278504736591017}, {\"ab_000\": \"8\", \"condition_rate\": 0.6813186813186813}, {\"ab_000\": \"34\", \"condition_rate\": 0.6666666666666666}, {\"ab_000\": \"10\", \"condition_rate\": 0.6274509803921569}, {\"ab_000\": \"20\", \"condition_rate\": 0.6}, {\"ab_000\": \"24\", \"condition_rate\": 0.5555555555555556}, {\"ab_000\": \"12\", \"condition_rate\": 0.5}, {\"ab_000\": \"16\", \"condition_rate\": 0.4444444444444444}, {\"ab_000\": \"26\", \"condition_rate\": 0.4}, {\"ab_000\": \"58\", \"condition_rate\": 0.3333333333333333}, {\"ab_000\": \"18\", \"condition_rate\": 0.3333333333333333}, {\"ab_000\": \"22\", \"condition_rate\": 0.25}, {\"ab_000\": \"90\", \"condition_rate\": 0.0}, {\"ab_000\": \"52\", \"condition_rate\": 0.0}, {\"ab_000\": \"46\", \"condition_rate\": 0.0}, {\"ab_000\": \"44\", \"condition_rate\": 0.0}, {\"ab_000\": \"36\", \"condition_rate\": 0.0}, {\"ab_000\": \"134\", \"condition_rate\": 0.0}, {\"ab_000\": \"100\", \"condition_rate\": 0.0}], \"row_count_returned\": 31, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 31.1}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..637c2ca258fe81adf76a6d61164c4e88e4a47970 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:06:27.375178+00:00", + "ended_at": "2026-05-26T01:06:42.752512+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_9a5212335ed63158", + "problem_id": "v2p_n18_ab98a057319f18ed", + "dataset_id": "n18", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=ab_000, condition_col=ch_000.", + "bindings": { + "group_col": "ab_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5644.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=97" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_9a5212335ed63158.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_9a5212335ed63158", + "api_calls": 0, + "input_tokens": 45030, + "cached_input_tokens": 44416, + "output_tokens": 633, + "total_tokens": 45663, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21735, + "estimated_output_tokens": 111, + "estimated_total_tokens": 21846, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15318.04, + "sql_execution_elapsed_ms_total": 31.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..41367d51a4cad424ebc61344dced1d8e16a7550f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:06:42.720011+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15318.04, "started_at": "2026-05-26T01:06:27.389642+00:00", "ended_at": "2026-05-26T01:06:42.707800+00:00", "prompt_metrics": {"chars": 68736, "bytes_utf8": 68736, "lines": 2151, "estimated_tokens": 21735}, "response_metrics": {"chars": 379, "bytes_utf8": 379, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 45030, "cached_input_tokens": 44416, "output_tokens": 633, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"ab_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '0' THEN 1.0 ELSE 0.0 END) AS condition_rate\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ab_000\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses the requested grouped condition-rate template with \\\"ab_000\\\" as the group column and the share of rows where \\\"ch_000\\\" equals '0' as the rate.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..57b972785c76ef1331cf0114462cd51c13de8fbd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_9a5212335ed63158", + "api_calls": 0, + "input_tokens": 45030, + "cached_input_tokens": 44416, + "output_tokens": 633, + "total_tokens": 45663, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21735, + "estimated_output_tokens": 111, + "estimated_total_tokens": 21846, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15318.04, + "sql_execution_elapsed_ms_total": 31.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9a5212335ed63158/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2e971dd6f75d7d1e14045f659423f86d26a60022 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 69313, "bytes_utf8": 69313, "lines": 2151, "estimated_tokens": 21880}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 628, "bytes_utf8": 628, "lines": 1, "estimated_tokens": 180}, "usage": {"input_tokens": 45175, "cached_input_tokens": 44416, "output_tokens": 1494, "reasoning_output_tokens": 1308}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b817777ad855628b78f2ae4adfb0db40cb5ba5e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_9c2fad50760df553", + "api_calls": 0, + "input_tokens": 45175, + "cached_input_tokens": 44416, + "output_tokens": 1494, + "total_tokens": 46669, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21880, + "estimated_output_tokens": 180, + "estimated_total_tokens": 22060, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 31911.06, + "sql_execution_elapsed_ms_total": 65.9, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4f3b08efb00c01019673e25c5a1af2df8c06923f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:06:42.767404+00:00", + "ended_at": "2026-05-26T01:07:14.678631+00:00", + "elapsed_ms": 31911.06, + "prompt_metrics": { + "chars": 69313, + "bytes_utf8": 69313, + "lines": 2151, + "estimated_tokens": 21880 + }, + "stdout_metrics": { + "chars": 1003, + "bytes_utf8": 1003, + "lines": 4, + "estimated_tokens": 307 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 628, + "bytes_utf8": 628, + "lines": 1, + "estimated_tokens": 180 + }, + "usage": { + "input_tokens": 45175, + "cached_input_tokens": 44416, + "output_tokens": 1494, + "reasoning_output_tokens": 1308 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..702568e608357115673a3d46c5968749397fc2f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"2", + "bg_000": "1974038", + "bh_000": "86454", + "bi_000": "653692", + "bj_000": "399410", + "bk_000": "306780", + "bl_000": "282560", + "bm_000": "274180", + "bn_000": "", + "bo_000": "", + "bp_000": "", + "bq_000": "", + "br_000": "", + "bs_000": "189000", + "bt_000": "60874.03", + "bu_000": "4289260", + "bv_000": "4289260", + "bx_000": "4283332", + "by_000": "24793.0", + "bz_000": "17052", + "ca_000": "61844", + "cb_000": "654700", + "cc_000": "3946944", + "cd_000": "1209600", + "ce_000": "135720", + "cf_000": "0", + "cg_000": "152", + "ch_000": "0", + "ci_000": "3565684.8", + "cj_000": "0", + "ck_000": "379111.68", + "cl_000": "0", + "cm_000": "746", + "cn_000": "0", + "cn_001": "0", + "cn_002": "356", + "cn_003": "378910", + "cn_004": "2497104", + "cn_005": "993000", + "cn_006": "64230", + "cn_007": "10482", + "cn_008": "2776", + "cn_009": "86", + "co_000": "202", + "cp_000": "212", + "cq_000": "4289260", + "cr_000": "", + "cs_000": "3942", + "cs_001": "520", + "cs_002": "80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=ch_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "ch_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2499914.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c3d1dfcf00355b87f1bbbd92ffcc145a767b7c18 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d1-d7f9-74b2-b607-37a7f88da14b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"ch_000\\\",\\n SUM(CASE WHEN \\\"class\\\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n18\\\"\\n GROUP BY \\\"ch_000\\\"\\n)\\nSELECT \\\"ch_000\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Computes the grouped ratio of \\\"class\\\"='neg' to \\\"class\\\"='pos' for each \\\"ch_000\\\" value; groups with no 'pos' rows yield NULL ratios via NULLIF.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45175,"cached_input_tokens":44416,"output_tokens":1494,"reasoning_output_tokens":1308}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..27fe5d9e7556e7fd3f390ce47bd00ebf3d03f76a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"ch_000\",\n SUM(CASE WHEN \"class\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"class\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n18\"\n GROUP BY \"ch_000\"\n)\nSELECT \"ch_000\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Computes the grouped ratio of \"class\"='neg' to \"class\"='pos' for each \"ch_000\" value; groups with no 'pos' rows yield NULL ratios via NULLIF."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..293b2933496f58e19bdd6111a17931b5cc61fa26 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=ch_000, condition_col=class. +Result preview: [{"ch_000": "0", "condition_ratio": 124.0437636761488}, {"ch_000": "", "condition_ratio": 19.547437295528898}, {"ch_000": "2", "condition_ratio": 12.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c2c8ae026c546c7f04e5229f5ccc12d38a1908f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n18_9c2fad50760df553 +-- problem_id: v2p_n18_a42adb0aeab3d609 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "ch_000", + SUM(CASE WHEN "class" = 'neg' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "class" = 'pos' THEN 1 ELSE 0 END) AS denominator_count + FROM "n18" + GROUP BY "ch_000" +) +SELECT "ch_000", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1c9fca37e24b0da5f3e65b61a14bbd23671e8a07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"ch_000\",\n SUM(CASE WHEN \"class\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"class\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n18\"\n GROUP BY \"ch_000\"\n)\nSELECT \"ch_000\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"ch_000\\\",\\n SUM(CASE WHEN \\\"class\\\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n18\\\"\\n GROUP BY \\\"ch_000\\\"\\n)\\nSELECT \\\"ch_000\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"ch_000\", \"condition_ratio\"], \"rows\": [{\"ch_000\": \"0\", \"condition_ratio\": 124.0437636761488}, {\"ch_000\": \"\", \"condition_ratio\": 19.547437295528898}, {\"ch_000\": \"2\", \"condition_ratio\": 12.0}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 65.9}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..50e6f4723cb94aa2eb73b2d353aa2dd0fddf88e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:06:42.752886+00:00", + "ended_at": "2026-05-26T01:07:14.757976+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_9c2fad50760df553", + "problem_id": "v2p_n18_a42adb0aeab3d609", + "dataset_id": "n18", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=ch_000, condition_col=class.", + "bindings": { + "group_col": "ch_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2499914.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=38" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_9c2fad50760df553.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_9c2fad50760df553", + "api_calls": 0, + "input_tokens": 45175, + "cached_input_tokens": 44416, + "output_tokens": 1494, + "total_tokens": 46669, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21880, + "estimated_output_tokens": 180, + "estimated_total_tokens": 22060, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 31911.06, + "sql_execution_elapsed_ms_total": 65.9, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bf7aaeafa663cf899c88d161d25d796d76fbca7e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:07:14.690541+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 31911.06, "started_at": "2026-05-26T01:06:42.767404+00:00", "ended_at": "2026-05-26T01:07:14.678631+00:00", "prompt_metrics": {"chars": 69313, "bytes_utf8": 69313, "lines": 2151, "estimated_tokens": 21880}, "response_metrics": {"chars": 628, "bytes_utf8": 628, "lines": 1, "estimated_tokens": 180}, "usage": {"input_tokens": 45175, "cached_input_tokens": 44416, "output_tokens": 1494, "reasoning_output_tokens": 1308}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"ch_000\\\",\\n SUM(CASE WHEN \\\"class\\\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n18\\\"\\n GROUP BY \\\"ch_000\\\"\\n)\\nSELECT \\\"ch_000\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Computes the grouped ratio of \\\"class\\\"='neg' to \\\"class\\\"='pos' for each \\\"ch_000\\\" value; groups with no 'pos' rows yield NULL ratios via NULLIF.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3fa73e87f05f6c172dc3b50b8e9b57a7e925466b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_9c2fad50760df553", + "api_calls": 0, + "input_tokens": 45175, + "cached_input_tokens": 44416, + "output_tokens": 1494, + "total_tokens": 46669, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21880, + "estimated_output_tokens": 180, + "estimated_total_tokens": 22060, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 31911.06, + "sql_execution_elapsed_ms_total": 65.9, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9c2fad50760df553/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0655f45b87af4ee3ca68ee47572888f6a09d56f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68503, "bytes_utf8": 68503, "lines": 2148, "estimated_tokens": 21674}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 394, "bytes_utf8": 394, "lines": 1, "estimated_tokens": 103}, "usage": {"input_tokens": 44969, "cached_input_tokens": 44416, "output_tokens": 480, "reasoning_output_tokens": 371}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f421073f26f290e96f7c1d0133a2697bdbc5ebcd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_9e39e57b0ff07d43", + "api_calls": 0, + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 480, + "total_tokens": 45449, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21674, + "estimated_output_tokens": 103, + "estimated_total_tokens": 21777, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12753.48, + "sql_execution_elapsed_ms_total": 35.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fbcb88b81cb0c1893409d229595ffee7b8393ce7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:07:14.773969+00:00", + "ended_at": "2026-05-26T01:07:27.527607+00:00", + "elapsed_ms": 12753.48, + "prompt_metrics": { + "chars": 68503, + "bytes_utf8": 68503, + "lines": 2148, + "estimated_tokens": 21674 + }, + "stdout_metrics": { + "chars": 748, + "bytes_utf8": 748, + "lines": 4, + "estimated_tokens": 217 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 106 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 394, + "bytes_utf8": 394, + "lines": 1, + "estimated_tokens": 103 + }, + "usage": { + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 480, + "reasoning_output_tokens": 371 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1fa9878c9a19c7edac74f9eba64b9f7e91f764cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ay_003, measure_col=ag_004.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "ay_003", + "measure_col": "ag_004", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 10305.04, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0f014dc679f7ea8e07f32e04a8954671904a6196 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d2-54fb-7b53-8a96-433e24b2a24d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ay_003\\\", SUM(CAST(NULLIF(\\\"ag_004\\\", '') AS REAL)) AS total_measure\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ay_003\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Uses the planned grouped-sum template with \\\"ay_003\\\" as the grouping column and sums \\\"ag_004\\\" after converting blank TEXT values to NULL and numeric strings to REAL for SQLite-safe aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44969,"cached_input_tokens":44416,"output_tokens":480,"reasoning_output_tokens":371}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..57bd117e9c97c9b1b51ae24a2fb70ebc0da98510 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"ay_003\", SUM(CAST(NULLIF(\"ag_004\", '') AS REAL)) AS total_measure\nFROM \"n18\"\nGROUP BY \"ay_003\"\nORDER BY total_measure DESC;","notes":"Uses the planned grouped-sum template with \"ay_003\" as the grouping column and sums \"ag_004\" after converting blank TEXT values to NULL and numeric strings to REAL for SQLite-safe aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fcdbd0d081c1377548bebf8f031bc38287957352 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:07:26.692942Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61d2-54fb-7b53-8a96-433e24b2a24d.1779757634811926000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0aec1aa03d2887891e037011cecf96a3c84948dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ay_003, measure_col=ag_004. +Result preview: [{"ay_003": "0", "total_measure": 31588857394.0}, {"ay_003": "1314", "total_measure": 85941952.0}, {"ay_003": "", "total_measure": 78071376.0}, {"ay_003": "167084", "total_measure": 52252040.0}, {"ay_003": "6480", "total_measure": 47935124.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..24f07e357f82a0539347832de68837804932cfd6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_9e39e57b0ff07d43 +-- problem_id: v2p_n18_91566e9af08169ac +-- realization_mode: agent +-- source_kind: agent +SELECT "ay_003", SUM(CAST(NULLIF("ag_004", '') AS REAL)) AS total_measure +FROM "n18" +GROUP BY "ay_003" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5d01a4e3ac5383dba06f4d4eecd5eb886225e205 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"ay_003\", SUM(CAST(NULLIF(\"ag_004\", '') AS REAL)) AS total_measure\nFROM \"n18\"\nGROUP BY \"ay_003\"\nORDER BY total_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ay_003\\\", SUM(CAST(NULLIF(\\\"ag_004\\\", '') AS REAL)) AS total_measure\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ay_003\\\"\\nORDER BY total_measure DESC;\", \"columns\": [\"ay_003\", \"total_measure\"], \"rows\": [{\"ay_003\": \"0\", \"total_measure\": 31588857394.0}, {\"ay_003\": \"1314\", \"total_measure\": 85941952.0}, {\"ay_003\": \"\", \"total_measure\": 78071376.0}, {\"ay_003\": \"167084\", \"total_measure\": 52252040.0}, {\"ay_003\": \"6480\", \"total_measure\": 47935124.0}, {\"ay_003\": \"637768\", \"total_measure\": 40450658.0}, {\"ay_003\": \"2526\", \"total_measure\": 33464748.0}, {\"ay_003\": \"7330\", \"total_measure\": 32857630.0}, {\"ay_003\": \"977390\", \"total_measure\": 26622466.0}, {\"ay_003\": \"4902\", \"total_measure\": 23724650.0}, {\"ay_003\": \"3452290\", \"total_measure\": 23723856.0}, {\"ay_003\": \"4604\", \"total_measure\": 23434650.0}, {\"ay_003\": \"324082\", \"total_measure\": 23206890.0}, {\"ay_003\": \"2926\", \"total_measure\": 21617400.0}, {\"ay_003\": \"1403050\", \"total_measure\": 21424158.0}, {\"ay_003\": \"24728\", \"total_measure\": 21111604.0}, {\"ay_003\": \"29494\", \"total_measure\": 20938658.0}, {\"ay_003\": \"406852\", \"total_measure\": 20916658.0}, {\"ay_003\": \"5878\", \"total_measure\": 20782746.0}, {\"ay_003\": \"5402\", \"total_measure\": 20547352.0}, {\"ay_003\": \"464\", \"total_measure\": 19969582.0}, {\"ay_003\": \"396\", \"total_measure\": 19956960.0}, {\"ay_003\": \"3057712\", \"total_measure\": 19901360.0}, {\"ay_003\": \"1068532\", \"total_measure\": 19645084.0}, {\"ay_003\": \"1458\", \"total_measure\": 19237106.0}, {\"ay_003\": \"15680\", \"total_measure\": 18830224.0}, {\"ay_003\": \"48604\", \"total_measure\": 18469638.0}, {\"ay_003\": \"1362\", \"total_measure\": 18160410.0}, {\"ay_003\": \"7398\", \"total_measure\": 17867026.0}, {\"ay_003\": \"7658\", \"total_measure\": 17664242.0}, {\"ay_003\": \"63512\", \"total_measure\": 16801466.0}, {\"ay_003\": \"1590\", \"total_measure\": 16786746.0}, {\"ay_003\": \"5354\", \"total_measure\": 16520828.0}, {\"ay_003\": \"778\", \"total_measure\": 16326622.0}, {\"ay_003\": \"1374\", \"total_measure\": 16123264.0}, {\"ay_003\": \"1162\", \"total_measure\": 16087158.0}, {\"ay_003\": \"39244\", \"total_measure\": 15954726.0}, {\"ay_003\": \"26044\", \"total_measure\": 15850046.0}, {\"ay_003\": \"4740\", \"total_measure\": 15702610.0}, {\"ay_003\": \"2066\", \"total_measure\": 15055426.0}, {\"ay_003\": \"2168\", \"total_measure\": 14801724.0}, {\"ay_003\": \"48\", \"total_measure\": 14172588.0}, {\"ay_003\": \"1610\", \"total_measure\": 14078420.0}, {\"ay_003\": \"4333930\", \"total_measure\": 14067724.0}, {\"ay_003\": \"3281768\", \"total_measure\": 13917562.0}, {\"ay_003\": \"16774\", \"total_measure\": 13726552.0}, {\"ay_003\": \"9224\", \"total_measure\": 13143644.0}, {\"ay_003\": \"4058898\", \"total_measure\": 13142612.0}, {\"ay_003\": \"1233268\", \"total_measure\": 12996822.0}, {\"ay_003\": \"226\", \"total_measure\": 12666512.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 35.68}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6d6924ba2cef94c21f50fc6113ce8798efa7212e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:07:14.758358+00:00", + "ended_at": "2026-05-26T01:07:27.577115+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_9e39e57b0ff07d43", + "problem_id": "v2p_n18_91566e9af08169ac", + "dataset_id": "n18", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ay_003, measure_col=ag_004.", + "bindings": { + "group_col": "ay_003", + "measure_col": "ag_004", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 10305.04, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=8" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_9e39e57b0ff07d43.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_9e39e57b0ff07d43", + "api_calls": 0, + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 480, + "total_tokens": 45449, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21674, + "estimated_output_tokens": 103, + "estimated_total_tokens": 21777, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12753.48, + "sql_execution_elapsed_ms_total": 35.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..daeed55a380d13057f866a46ddae8f1e3c46d60a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:07:27.539269+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12753.48, "started_at": "2026-05-26T01:07:14.773969+00:00", "ended_at": "2026-05-26T01:07:27.527607+00:00", "prompt_metrics": {"chars": 68503, "bytes_utf8": 68503, "lines": 2148, "estimated_tokens": 21674}, "response_metrics": {"chars": 394, "bytes_utf8": 394, "lines": 1, "estimated_tokens": 103}, "usage": {"input_tokens": 44969, "cached_input_tokens": 44416, "output_tokens": 480, "reasoning_output_tokens": 371}, "stderr_preview": "2026-05-26T01:07:26.692942Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61d2-54fb-7b53-8a96-433e24b2a24d.1779757634811926000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ay_003\\\", SUM(CAST(NULLIF(\\\"ag_004\\\", '') AS REAL)) AS total_measure\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ay_003\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Uses the planned grouped-sum template with \\\"ay_003\\\" as the grouping column and sums \\\"ag_004\\\" after converting blank TEXT values to NULL and numeric strings to REAL for SQLite-safe aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..95b8e1cd71179324307518b9b681980bc32b83b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_9e39e57b0ff07d43", + "api_calls": 0, + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 480, + "total_tokens": 45449, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21674, + "estimated_output_tokens": 103, + "estimated_total_tokens": 21777, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12753.48, + "sql_execution_elapsed_ms_total": 35.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9e39e57b0ff07d43/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..537282acfb656ec5a7a1bf116f7c1c89d02e56ca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68416, "bytes_utf8": 68416, "lines": 2146, "estimated_tokens": 21645}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 297, "bytes_utf8": 297, "lines": 1, "estimated_tokens": 82}, "usage": {"input_tokens": 44940, "cached_input_tokens": 22912, "output_tokens": 604, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2d79639104213ffe5834b447ccfa430167f73356 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_9f960fa420f7f7e0", + "api_calls": 0, + "input_tokens": 44940, + "cached_input_tokens": 22912, + "output_tokens": 604, + "total_tokens": 45544, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21645, + "estimated_output_tokens": 82, + "estimated_total_tokens": 21727, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16077.75, + "sql_execution_elapsed_ms_total": 33.74, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..21d2b44184abb7930514bd7a7f2f90222e48214d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:07:27.590914+00:00", + "ended_at": "2026-05-26T01:07:43.668756+00:00", + "elapsed_ms": 16077.75, + "prompt_metrics": { + "chars": 68416, + "bytes_utf8": 68416, + "lines": 2146, + "estimated_tokens": 21645 + }, + "stdout_metrics": { + "chars": 651, + "bytes_utf8": 651, + "lines": 4, + "estimated_tokens": 192 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 297, + "bytes_utf8": 297, + "lines": 1, + "estimated_tokens": 82 + }, + "usage": { + "input_tokens": 44940, + "cached_input_tokens": 22912, + "output_tokens": 604, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb712fe3442c0c51390fd092de8c08fb740ea891 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=db_000.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "db_000", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2398938.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7c5d50e96fb79fc5fadfd4643d2c8c39c165798c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d2-8710-7550-af79-99f015c2c72c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"db_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"db_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applies the provided grouped-count template on \\\"db_000\\\". Empty strings and NULLs, if present, will form their own groups.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44940,"cached_input_tokens":22912,"output_tokens":604,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..533423299655ee472bd12d3db2c7ee4048a1df9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"db_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nGROUP BY \"db_000\"\nORDER BY \"row_count\" DESC;","notes":"Applies the provided grouped-count template on \"db_000\". Empty strings and NULLs, if present, will form their own groups."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..03500debbaf47e977950a0ebbacbcca13563d3c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=db_000. +Result preview: [{"db_000": "0", "row_count": 35030}, {"db_000": "", "row_count": 17526}, {"db_000": "10", "row_count": 1762}, {"db_000": "12", "row_count": 1501}, {"db_000": "14", "row_count": 1290}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a98c64bc31d7e954c290b984c61073a1acda8ca5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n18_9f960fa420f7f7e0 +-- problem_id: v2p_n18_cc84e55bdc55d387 +-- realization_mode: agent +-- source_kind: agent +SELECT "db_000", COUNT(*) AS "row_count" +FROM "n18" +GROUP BY "db_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d90d60a67ff183c033b2ca349dcf8491a675a269 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"db_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nGROUP BY \"db_000\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"db_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"db_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"db_000\", \"row_count\"], \"rows\": [{\"db_000\": \"0\", \"row_count\": 35030}, {\"db_000\": \"\", \"row_count\": 17526}, {\"db_000\": \"10\", \"row_count\": 1762}, {\"db_000\": \"12\", \"row_count\": 1501}, {\"db_000\": \"14\", \"row_count\": 1290}, {\"db_000\": \"16\", \"row_count\": 1269}, {\"db_000\": \"8\", \"row_count\": 1254}, {\"db_000\": \"18\", \"row_count\": 1163}, {\"db_000\": \"22\", \"row_count\": 1042}, {\"db_000\": \"20\", \"row_count\": 1037}, {\"db_000\": \"24\", \"row_count\": 983}, {\"db_000\": \"26\", \"row_count\": 932}, {\"db_000\": \"28\", \"row_count\": 887}, {\"db_000\": \"30\", \"row_count\": 836}, {\"db_000\": \"32\", \"row_count\": 771}, {\"db_000\": \"36\", \"row_count\": 638}, {\"db_000\": \"34\", \"row_count\": 614}, {\"db_000\": \"38\", \"row_count\": 607}, {\"db_000\": \"40\", \"row_count\": 555}, {\"db_000\": \"42\", \"row_count\": 548}, {\"db_000\": \"6\", \"row_count\": 509}, {\"db_000\": \"44\", \"row_count\": 481}, {\"db_000\": \"48\", \"row_count\": 406}, {\"db_000\": \"46\", \"row_count\": 402}, {\"db_000\": \"52\", \"row_count\": 356}, {\"db_000\": \"50\", \"row_count\": 342}, {\"db_000\": \"58\", \"row_count\": 328}, {\"db_000\": \"54\", \"row_count\": 307}, {\"db_000\": \"56\", \"row_count\": 270}, {\"db_000\": \"62\", \"row_count\": 249}, {\"db_000\": \"60\", \"row_count\": 232}, {\"db_000\": \"64\", \"row_count\": 179}, {\"db_000\": \"66\", \"row_count\": 132}, {\"db_000\": \"68\", \"row_count\": 130}, {\"db_000\": \"70\", \"row_count\": 106}, {\"db_000\": \"4\", \"row_count\": 102}, {\"db_000\": \"74\", \"row_count\": 100}, {\"db_000\": \"72\", \"row_count\": 94}, {\"db_000\": \"78\", \"row_count\": 88}, {\"db_000\": \"76\", \"row_count\": 66}, {\"db_000\": \"92\", \"row_count\": 54}, {\"db_000\": \"84\", \"row_count\": 50}, {\"db_000\": \"86\", \"row_count\": 49}, {\"db_000\": \"88\", \"row_count\": 48}, {\"db_000\": \"80\", \"row_count\": 47}, {\"db_000\": \"82\", \"row_count\": 37}, {\"db_000\": \"94\", \"row_count\": 34}, {\"db_000\": \"90\", \"row_count\": 32}, {\"db_000\": \"96\", \"row_count\": 31}, {\"db_000\": \"104\", \"row_count\": 27}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 33.74}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b9a3e9afcf5c8da9e95b38d38c6ebd73fef072e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:07:27.577427+00:00", + "ended_at": "2026-05-26T01:07:43.717322+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_9f960fa420f7f7e0", + "problem_id": "v2p_n18_cc84e55bdc55d387", + "dataset_id": "n18", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=db_000.", + "bindings": { + "group_col": "db_000", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2398938.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=19" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_9f960fa420f7f7e0.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_9f960fa420f7f7e0", + "api_calls": 0, + "input_tokens": 44940, + "cached_input_tokens": 22912, + "output_tokens": 604, + "total_tokens": 45544, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21645, + "estimated_output_tokens": 82, + "estimated_total_tokens": 21727, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16077.75, + "sql_execution_elapsed_ms_total": 33.74, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2da2afe43baba3550c67bca8234809b14150eea2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:07:43.680881+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16077.75, "started_at": "2026-05-26T01:07:27.590914+00:00", "ended_at": "2026-05-26T01:07:43.668756+00:00", "prompt_metrics": {"chars": 68416, "bytes_utf8": 68416, "lines": 2146, "estimated_tokens": 21645}, "response_metrics": {"chars": 297, "bytes_utf8": 297, "lines": 1, "estimated_tokens": 82}, "usage": {"input_tokens": 44940, "cached_input_tokens": 22912, "output_tokens": 604, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"db_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"db_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applies the provided grouped-count template on \\\"db_000\\\". Empty strings and NULLs, if present, will form their own groups.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0164217c6c49ff91bb945da8d0cdd83ec32e3530 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_9f960fa420f7f7e0", + "api_calls": 0, + "input_tokens": 44940, + "cached_input_tokens": 22912, + "output_tokens": 604, + "total_tokens": 45544, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21645, + "estimated_output_tokens": 82, + "estimated_total_tokens": 21727, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16077.75, + "sql_execution_elapsed_ms_total": 33.74, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_9f960fa420f7f7e0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3201162b701457c969b7fee2e605c94811498e4a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68414, "bytes_utf8": 68414, "lines": 2146, "estimated_tokens": 21645}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 343, "bytes_utf8": 343, "lines": 1, "estimated_tokens": 88}, "usage": {"input_tokens": 44940, "cached_input_tokens": 22912, "output_tokens": 547, "reasoning_output_tokens": 453}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..77033d6fec769b5f82f1802e34b33c5058ce9bf7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_a07298413f18a3a0", + "api_calls": 0, + "input_tokens": 44940, + "cached_input_tokens": 22912, + "output_tokens": 547, + "total_tokens": 45487, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21645, + "estimated_output_tokens": 88, + "estimated_total_tokens": 21733, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16544.6, + "sql_execution_elapsed_ms_total": 173.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e8beb18b0445bdf3d6b483f49c2a6643b4604681 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:07:43.731232+00:00", + "ended_at": "2026-05-26T01:08:00.275951+00:00", + "elapsed_ms": 16544.6, + "prompt_metrics": { + "chars": 68414, + "bytes_utf8": 68414, + "lines": 2146, + "estimated_tokens": 21645 + }, + "stdout_metrics": { + "chars": 701, + "bytes_utf8": 701, + "lines": 4, + "estimated_tokens": 201 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 343, + "bytes_utf8": 343, + "lines": 1, + "estimated_tokens": 88 + }, + "usage": { + "input_tokens": 44940, + "cached_input_tokens": 22912, + "output_tokens": 547, + "reasoning_output_tokens": 453 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..35831909f389e80f80ad5595cd02404296f4ea0f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cy_000.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "cy_000", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8558.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3c6dc17081f89343e7643e97a2abba3fc19af904 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d2-c61f-7ca2-a9b8-345d8942757c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"cy_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"cy_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applies the grouped-count template to \\\"cy_000\\\" on the single table \\\"n18\\\", returning subgroup sizes for each distinct value including blank or NULL groups if present.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44940,"cached_input_tokens":22912,"output_tokens":547,"reasoning_output_tokens":453}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fa9e7605dcb66a22c9f46bc60a20669c13473a70 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"cy_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nGROUP BY \"cy_000\"\nORDER BY \"row_count\" DESC;","notes":"Applies the grouped-count template to \"cy_000\" on the single table \"n18\", returning subgroup sizes for each distinct value including blank or NULL groups if present."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0e710626bfa39bf7075592603d8f5e1ef234434d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cy_000. +Result preview: [{"cy_000": "0", "row_count": 50099}, {"cy_000": "", "row_count": 17526}, {"cy_000": "54", "row_count": 208}, {"cy_000": "16", "row_count": 206}, {"cy_000": "22", "row_count": 205}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7f19bad2baee75739dfa0a350bc37c86449ce81f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n18_a07298413f18a3a0 +-- problem_id: v2p_n18_21e404dd11163cf8 +-- realization_mode: agent +-- source_kind: agent +SELECT "cy_000", COUNT(*) AS "row_count" +FROM "n18" +GROUP BY "cy_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1c0c2dfd1f421c76e115ed9b8ab35b7192d2087b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"cy_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nGROUP BY \"cy_000\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"cy_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"cy_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"cy_000\", \"row_count\"], \"rows\": [{\"cy_000\": \"0\", \"row_count\": 50099}, {\"cy_000\": \"\", \"row_count\": 17526}, {\"cy_000\": \"54\", \"row_count\": 208}, {\"cy_000\": \"16\", \"row_count\": 206}, {\"cy_000\": \"22\", \"row_count\": 205}, {\"cy_000\": \"12\", \"row_count\": 195}, {\"cy_000\": \"24\", \"row_count\": 192}, {\"cy_000\": \"14\", \"row_count\": 191}, {\"cy_000\": \"26\", \"row_count\": 190}, {\"cy_000\": \"52\", \"row_count\": 189}, {\"cy_000\": \"48\", \"row_count\": 182}, {\"cy_000\": \"18\", \"row_count\": 180}, {\"cy_000\": \"28\", \"row_count\": 178}, {\"cy_000\": \"46\", \"row_count\": 175}, {\"cy_000\": \"30\", \"row_count\": 172}, {\"cy_000\": \"58\", \"row_count\": 171}, {\"cy_000\": \"20\", \"row_count\": 169}, {\"cy_000\": \"56\", \"row_count\": 168}, {\"cy_000\": \"50\", \"row_count\": 167}, {\"cy_000\": \"44\", \"row_count\": 166}, {\"cy_000\": \"32\", \"row_count\": 159}, {\"cy_000\": \"60\", \"row_count\": 157}, {\"cy_000\": \"10\", \"row_count\": 154}, {\"cy_000\": \"42\", \"row_count\": 151}, {\"cy_000\": \"40\", \"row_count\": 134}, {\"cy_000\": \"36\", \"row_count\": 133}, {\"cy_000\": \"34\", \"row_count\": 132}, {\"cy_000\": \"66\", \"row_count\": 131}, {\"cy_000\": \"62\", \"row_count\": 129}, {\"cy_000\": \"38\", \"row_count\": 128}, {\"cy_000\": \"70\", \"row_count\": 115}, {\"cy_000\": \"64\", \"row_count\": 113}, {\"cy_000\": \"6\", \"row_count\": 105}, {\"cy_000\": \"8\", \"row_count\": 95}, {\"cy_000\": \"68\", \"row_count\": 94}, {\"cy_000\": \"72\", \"row_count\": 89}, {\"cy_000\": \"4\", \"row_count\": 87}, {\"cy_000\": \"78\", \"row_count\": 86}, {\"cy_000\": \"2\", \"row_count\": 78}, {\"cy_000\": \"74\", \"row_count\": 73}, {\"cy_000\": \"76\", \"row_count\": 72}, {\"cy_000\": \"82\", \"row_count\": 68}, {\"cy_000\": \"80\", \"row_count\": 63}, {\"cy_000\": \"86\", \"row_count\": 60}, {\"cy_000\": \"90\", \"row_count\": 46}, {\"cy_000\": \"92\", \"row_count\": 41}, {\"cy_000\": \"88\", \"row_count\": 41}, {\"cy_000\": \"94\", \"row_count\": 40}, {\"cy_000\": \"98\", \"row_count\": 39}, {\"cy_000\": \"96\", \"row_count\": 36}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 173.96}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..414b4a454b6f98eb52afeeaaad430174aea1b093 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:07:43.717701+00:00", + "ended_at": "2026-05-26T01:08:00.463228+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_a07298413f18a3a0", + "problem_id": "v2p_n18_21e404dd11163cf8", + "dataset_id": "n18", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=cy_000.", + "bindings": { + "group_col": "cy_000", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8558.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=18" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_a07298413f18a3a0.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_a07298413f18a3a0", + "api_calls": 0, + "input_tokens": 44940, + "cached_input_tokens": 22912, + "output_tokens": 547, + "total_tokens": 45487, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21645, + "estimated_output_tokens": 88, + "estimated_total_tokens": 21733, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16544.6, + "sql_execution_elapsed_ms_total": 173.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b157396c5323ea48383ffaaa94703702953c8e9d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:08:00.287372+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16544.6, "started_at": "2026-05-26T01:07:43.731232+00:00", "ended_at": "2026-05-26T01:08:00.275951+00:00", "prompt_metrics": {"chars": 68414, "bytes_utf8": 68414, "lines": 2146, "estimated_tokens": 21645}, "response_metrics": {"chars": 343, "bytes_utf8": 343, "lines": 1, "estimated_tokens": 88}, "usage": {"input_tokens": 44940, "cached_input_tokens": 22912, "output_tokens": 547, "reasoning_output_tokens": 453}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"cy_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"cy_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applies the grouped-count template to \\\"cy_000\\\" on the single table \\\"n18\\\", returning subgroup sizes for each distinct value including blank or NULL groups if present.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d846b9efe8c45d96ab550055c5f0b116649efca9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_a07298413f18a3a0", + "api_calls": 0, + "input_tokens": 44940, + "cached_input_tokens": 22912, + "output_tokens": 547, + "total_tokens": 45487, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21645, + "estimated_output_tokens": 88, + "estimated_total_tokens": 21733, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16544.6, + "sql_execution_elapsed_ms_total": 173.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a07298413f18a3a0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7262086b4742840cd1a992e1ebe50366e396f547 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68810, "bytes_utf8": 68810, "lines": 2152, "estimated_tokens": 21770}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 505, "bytes_utf8": 505, "lines": 1, "estimated_tokens": 139}, "usage": {"input_tokens": 45065, "cached_input_tokens": 44416, "output_tokens": 2543, "reasoning_output_tokens": 2398}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f0f72768e43474e0cac186283907e853e0fff0b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_a52d547b2d2f27ce", + "api_calls": 0, + "input_tokens": 45065, + "cached_input_tokens": 44416, + "output_tokens": 2543, + "total_tokens": 47608, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21770, + "estimated_output_tokens": 139, + "estimated_total_tokens": 21909, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 50690.15, + "sql_execution_elapsed_ms_total": 156.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..584a8d09019542ddd7b604b411d2cd4ea51dbeea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:08:00.476822+00:00", + "ended_at": "2026-05-26T01:08:51.167178+00:00", + "elapsed_ms": 50690.15, + "prompt_metrics": { + "chars": 68810, + "bytes_utf8": 68810, + "lines": 2152, + "estimated_tokens": 21770 + }, + "stdout_metrics": { + "chars": 882, + "bytes_utf8": 882, + "lines": 4, + "estimated_tokens": 263 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 505, + "bytes_utf8": 505, + "lines": 1, + "estimated_tokens": 139 + }, + "usage": { + "input_tokens": 45065, + "cached_input_tokens": 44416, + "output_tokens": 2543, + "reasoning_output_tokens": 2398 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f201dc85a951c63fff090f12517dda30265fc198 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2152 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=bf_000.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "ae_000", + "group_col_2": "bf_000", + "predicate_col": "az_009", + "predicate_op": ">=", + "predicate_value": 1208.0, + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 830.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8440fc59cf611d8d02f8f08af60fea6d83a7188b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d3-0783-7cf0-8283-e63a1396893f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"bf_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"az_009\\\", '') AS REAL) >= 1208.0\\nGROUP BY \\\"ae_000\\\", \\\"bf_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned filtered two-dimensional group-count template with \\\"ae_000\\\" and \\\"bf_000\\\" as the grouping columns. The filter casts \\\"az_009\\\" from TEXT to REAL and treats empty strings as NULL so the numeric threshold is evaluated correctly.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45065,"cached_input_tokens":44416,"output_tokens":2543,"reasoning_output_tokens":2398}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0d22e05039a6a7594911aef58f32aeff2a2299e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"ae_000\", \"bf_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nWHERE CAST(NULLIF(\"az_009\", '') AS REAL) >= 1208.0\nGROUP BY \"ae_000\", \"bf_000\"\nORDER BY \"row_count\" DESC;","notes":"Applied the planned filtered two-dimensional group-count template with \"ae_000\" and \"bf_000\" as the grouping columns. The filter casts \"az_009\" from TEXT to REAL and treats empty strings as NULL so the numeric threshold is evaluated correctly."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e5616bab554d0cbaf3dd4f47a051ef822d71e7e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=bf_000. +Result preview: [{"ae_000": "0", "bf_000": "0", "row_count": 50}, {"ae_000": "0", "bf_000": "4", "row_count": 14}, {"ae_000": "0", "bf_000": "6", "row_count": 14}, {"ae_000": "0", "bf_000": "2", "row_count": 13}, {"ae_000": "0", "bf_000": "8", "row_count": 10}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a4c70a6563bd9ccf1134039e1831a237f8cad754 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n18_a52d547b2d2f27ce +-- problem_id: v2p_n18_9782eaac0a1bfa9b +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", "bf_000", COUNT(*) AS "row_count" +FROM "n18" +WHERE CAST(NULLIF("az_009", '') AS REAL) >= 1208.0 +GROUP BY "ae_000", "bf_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..979ed1721c6be1857d7a95c246b36c30b640abb8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"ae_000\", \"bf_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nWHERE CAST(NULLIF(\"az_009\", '') AS REAL) >= 1208.0\nGROUP BY \"ae_000\", \"bf_000\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"bf_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"az_009\\\", '') AS REAL) >= 1208.0\\nGROUP BY \\\"ae_000\\\", \\\"bf_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"ae_000\", \"bf_000\", \"row_count\"], \"rows\": [{\"ae_000\": \"0\", \"bf_000\": \"0\", \"row_count\": 50}, {\"ae_000\": \"0\", \"bf_000\": \"4\", \"row_count\": 14}, {\"ae_000\": \"0\", \"bf_000\": \"6\", \"row_count\": 14}, {\"ae_000\": \"0\", \"bf_000\": \"2\", \"row_count\": 13}, {\"ae_000\": \"0\", \"bf_000\": \"8\", \"row_count\": 10}, {\"ae_000\": \"0\", \"bf_000\": \"10\", \"row_count\": 9}, {\"ae_000\": \"0\", \"bf_000\": \"14\", \"row_count\": 8}, {\"ae_000\": \"\", \"bf_000\": \"\", \"row_count\": 7}, {\"ae_000\": \"0\", \"bf_000\": \"20\", \"row_count\": 7}, {\"ae_000\": \"0\", \"bf_000\": \"22\", \"row_count\": 6}, {\"ae_000\": \"0\", \"bf_000\": \"12\", \"row_count\": 5}, {\"ae_000\": \"0\", \"bf_000\": \"16\", \"row_count\": 4}, {\"ae_000\": \"0\", \"bf_000\": \"18\", \"row_count\": 3}, {\"ae_000\": \"0\", \"bf_000\": \"24\", \"row_count\": 3}, {\"ae_000\": \"0\", \"bf_000\": \"36\", \"row_count\": 3}, {\"ae_000\": \"0\", \"bf_000\": \"44\", \"row_count\": 3}, {\"ae_000\": \"0\", \"bf_000\": \"266\", \"row_count\": 2}, {\"ae_000\": \"0\", \"bf_000\": 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\"bf_000\": \"1150\", \"row_count\": 1}, {\"ae_000\": \"0\", \"bf_000\": \"140\", \"row_count\": 1}, {\"ae_000\": \"0\", \"bf_000\": \"1430\", \"row_count\": 1}, {\"ae_000\": \"0\", \"bf_000\": \"162\", \"row_count\": 1}, {\"ae_000\": \"0\", \"bf_000\": \"168\", \"row_count\": 1}, {\"ae_000\": \"0\", \"bf_000\": \"188\", \"row_count\": 1}, {\"ae_000\": \"0\", \"bf_000\": \"192\", \"row_count\": 1}, {\"ae_000\": \"0\", \"bf_000\": \"194\", \"row_count\": 1}, {\"ae_000\": \"0\", \"bf_000\": \"200\", \"row_count\": 1}, {\"ae_000\": \"0\", \"bf_000\": \"228\", \"row_count\": 1}, {\"ae_000\": \"0\", \"bf_000\": \"244\", \"row_count\": 1}, {\"ae_000\": \"0\", \"bf_000\": \"26\", \"row_count\": 1}, {\"ae_000\": \"0\", \"bf_000\": \"264\", \"row_count\": 1}, {\"ae_000\": \"0\", \"bf_000\": \"28\", \"row_count\": 1}, {\"ae_000\": \"0\", \"bf_000\": \"2848\", \"row_count\": 1}, {\"ae_000\": \"0\", \"bf_000\": \"304\", \"row_count\": 1}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 156.72}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9c744238e72bbc6b205b81a14e8137ba052f6608 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:08:00.464025+00:00", + "ended_at": "2026-05-26T01:08:51.336636+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_a52d547b2d2f27ce", + "problem_id": "v2p_n18_9782eaac0a1bfa9b", + "dataset_id": "n18", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=bf_000.", + "bindings": { + "group_col": "ae_000", + "group_col_2": "bf_000", + "predicate_col": "az_009", + "predicate_op": ">=", + "predicate_value": 1208.0, + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 830.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=52" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_a52d547b2d2f27ce.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_a52d547b2d2f27ce", + "api_calls": 0, + "input_tokens": 45065, + "cached_input_tokens": 44416, + "output_tokens": 2543, + "total_tokens": 47608, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21770, + "estimated_output_tokens": 139, + "estimated_total_tokens": 21909, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 50690.15, + "sql_execution_elapsed_ms_total": 156.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..30f8d0f907961cce81984b420fddf32866cd4895 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:08:51.178397+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 50690.15, "started_at": "2026-05-26T01:08:00.476822+00:00", "ended_at": "2026-05-26T01:08:51.167178+00:00", "prompt_metrics": {"chars": 68810, "bytes_utf8": 68810, "lines": 2152, "estimated_tokens": 21770}, "response_metrics": {"chars": 505, "bytes_utf8": 505, "lines": 1, "estimated_tokens": 139}, "usage": {"input_tokens": 45065, "cached_input_tokens": 44416, "output_tokens": 2543, "reasoning_output_tokens": 2398}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"bf_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"az_009\\\", '') AS REAL) >= 1208.0\\nGROUP BY \\\"ae_000\\\", \\\"bf_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned filtered two-dimensional group-count template with \\\"ae_000\\\" and \\\"bf_000\\\" as the grouping columns. The filter casts \\\"az_009\\\" from TEXT to REAL and treats empty strings as NULL so the numeric threshold is evaluated correctly.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..12e449b44b2c314e7f636dd278569bc23f68382f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_a52d547b2d2f27ce", + "api_calls": 0, + "input_tokens": 45065, + "cached_input_tokens": 44416, + "output_tokens": 2543, + "total_tokens": 47608, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21770, + "estimated_output_tokens": 139, + "estimated_total_tokens": 21909, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 50690.15, + "sql_execution_elapsed_ms_total": 156.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a52d547b2d2f27ce/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..77427222f1b22e5f3f4a8b8caff25e8c8edd9af1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68585, "bytes_utf8": 68585, "lines": 2148, "estimated_tokens": 21684}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 608, "bytes_utf8": 608, "lines": 1, "estimated_tokens": 162}, "usage": {"input_tokens": 44979, "cached_input_tokens": 44416, "output_tokens": 2238, "reasoning_output_tokens": 2070}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f4149c1974099533d91c9937737a321d37b1fa3d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_a74c58bb96029db1", + "api_calls": 0, + "input_tokens": 44979, + "cached_input_tokens": 44416, + "output_tokens": 2238, + "total_tokens": 47217, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21684, + "estimated_output_tokens": 162, + "estimated_total_tokens": 21846, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 43841.28, + "sql_execution_elapsed_ms_total": 79.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..51e2d017e97c65ec571d8f5d0d45ce3c1597a6bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:08:51.351716+00:00", + "ended_at": "2026-05-26T01:09:35.193185+00:00", + "elapsed_ms": 43841.28, + "prompt_metrics": { + "chars": 68585, + "bytes_utf8": 68585, + "lines": 2148, + "estimated_tokens": 21684 + }, + "stdout_metrics": { + "chars": 987, + "bytes_utf8": 987, + "lines": 4, + "estimated_tokens": 291 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 608, + "bytes_utf8": 608, + "lines": 1, + "estimated_tokens": 162 + }, + "usage": { + "input_tokens": 44979, + "cached_input_tokens": 44416, + "output_tokens": 2238, + "reasoning_output_tokens": 2070 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ab85ad0a405b6b2b12965e7b0eae1ab3dd673de4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=cy_000, measure_col=ed_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cy_000", + "measure_col": "ed_000", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 530.64, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a1e31f22a425c0d1e868380f9155e004d1260f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d3-ce43-7c93-a102-c67807d699f4"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"cy_000\\\",\\n AVG(CAST(NULLIF(\\\"ed_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cy_000\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"cy_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ed_000\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the planned window-partition-average template with group_col=\\\"cy_000\\\" and measure_col=\\\"ed_000\\\". Since the SQLite schema stores these fields as TEXT and uses empty strings for missing values, the query converts \\\"ed_000\\\" to REAL and ignores empty strings to avoid skewing AVG().\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44979,"cached_input_tokens":44416,"output_tokens":2238,"reasoning_output_tokens":2070}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a8b74bcf06e839b9ff4556110c318a611e5bba6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"cy_000\",\n AVG(CAST(NULLIF(\"ed_000\", '') AS REAL)) OVER (PARTITION BY \"cy_000\") AS \"avg_measure\"\nFROM \"n18\"\nWHERE NULLIF(\"cy_000\", '') IS NOT NULL\n AND NULLIF(\"ed_000\", '') IS NOT NULL\nORDER BY \"avg_measure\" DESC;","notes":"Used the planned window-partition-average template with group_col=\"cy_000\" and measure_col=\"ed_000\". Since the SQLite schema stores these fields as TEXT and uses empty strings for missing values, the query converts \"ed_000\" to REAL and ignores empty strings to avoid skewing AVG()."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0243689f99a7052d8b8428ad9cddf2f09465b714 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=cy_000, measure_col=ed_000. +Result preview: [{"cy_000": "1106", "avg_measure": 67396.0}, {"cy_000": "12910", "avg_measure": 66292.0}, {"cy_000": "12718", "avg_measure": 60934.0}, {"cy_000": "4744", "avg_measure": 45699.333333333336}, {"cy_000": "2820", "avg_measure": 44776.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..988d68d01991adea4f5c595631c3a2e56117c4a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_a74c58bb96029db1 +-- problem_id: v2p_n18_bfffe7ece0177476 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "cy_000", + AVG(CAST(NULLIF("ed_000", '') AS REAL)) OVER (PARTITION BY "cy_000") AS "avg_measure" +FROM "n18" +WHERE NULLIF("cy_000", '') IS NOT NULL + AND NULLIF("ed_000", '') IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5d8d73a62ada5cee0f2a8c1475ad18233d5bd49e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"cy_000\",\n AVG(CAST(NULLIF(\"ed_000\", '') AS REAL)) OVER (PARTITION BY \"cy_000\") AS \"avg_measure\"\nFROM \"n18\"\nWHERE NULLIF(\"cy_000\", '') IS NOT NULL\n AND NULLIF(\"ed_000\", '') IS NOT NULL\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"cy_000\\\",\\n AVG(CAST(NULLIF(\\\"ed_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cy_000\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"cy_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ed_000\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"cy_000\", \"avg_measure\"], \"rows\": [{\"cy_000\": \"1106\", \"avg_measure\": 67396.0}, {\"cy_000\": \"12910\", \"avg_measure\": 66292.0}, {\"cy_000\": \"12718\", \"avg_measure\": 60934.0}, {\"cy_000\": \"4744\", \"avg_measure\": 45699.333333333336}, {\"cy_000\": \"2820\", \"avg_measure\": 44776.0}, {\"cy_000\": \"1070\", \"avg_measure\": 39826.0}, {\"cy_000\": \"30474\", \"avg_measure\": 38612.0}, {\"cy_000\": \"108682\", \"avg_measure\": 37890.0}, {\"cy_000\": \"7784\", \"avg_measure\": 37444.0}, {\"cy_000\": \"1240\", \"avg_measure\": 36616.0}, {\"cy_000\": \"4016\", \"avg_measure\": 36540.0}, {\"cy_000\": \"147444\", \"avg_measure\": 31032.0}, {\"cy_000\": \"24190\", \"avg_measure\": 30622.0}, {\"cy_000\": \"1596\", \"avg_measure\": 30016.0}, {\"cy_000\": \"5838\", \"avg_measure\": 29962.0}, {\"cy_000\": \"8718\", \"avg_measure\": 29520.0}, {\"cy_000\": \"3038\", \"avg_measure\": 29022.0}, {\"cy_000\": \"910\", \"avg_measure\": 27906.0}, {\"cy_000\": \"10776\", \"avg_measure\": 27838.0}, {\"cy_000\": \"124168\", \"avg_measure\": 27674.0}, {\"cy_000\": \"1300\", \"avg_measure\": 27504.0}, {\"cy_000\": \"1450\", \"avg_measure\": 27030.0}, {\"cy_000\": \"3672\", \"avg_measure\": 26736.0}, {\"cy_000\": \"3986\", \"avg_measure\": 26182.0}, {\"cy_000\": \"394\", \"avg_measure\": 25608.0}, {\"cy_000\": \"542\", \"avg_measure\": 25588.0}, {\"cy_000\": \"13482\", \"avg_measure\": 25226.0}, {\"cy_000\": \"882\", \"avg_measure\": 25094.0}, {\"cy_000\": \"29120\", \"avg_measure\": 24908.0}, {\"cy_000\": \"13208\", \"avg_measure\": 24044.0}, {\"cy_000\": \"9482\", \"avg_measure\": 23936.0}, {\"cy_000\": \"413790\", \"avg_measure\": 23916.0}, {\"cy_000\": \"68596\", \"avg_measure\": 23772.0}, {\"cy_000\": \"410\", \"avg_measure\": 23540.0}, {\"cy_000\": \"6888\", \"avg_measure\": 23054.0}, {\"cy_000\": \"1996\", \"avg_measure\": 22644.0}, {\"cy_000\": \"4182\", \"avg_measure\": 21794.0}, {\"cy_000\": \"17454\", \"avg_measure\": 21410.0}, {\"cy_000\": \"3126\", \"avg_measure\": 21178.0}, {\"cy_000\": \"478810\", \"avg_measure\": 21028.0}, {\"cy_000\": \"27890\", \"avg_measure\": 20628.0}, {\"cy_000\": \"1296\", \"avg_measure\": 20300.0}, {\"cy_000\": \"11996\", \"avg_measure\": 20204.0}, {\"cy_000\": \"380\", \"avg_measure\": 19949.0}, {\"cy_000\": \"1684\", \"avg_measure\": 19626.0}, {\"cy_000\": \"9536\", \"avg_measure\": 18878.0}, {\"cy_000\": \"11066\", \"avg_measure\": 18570.0}, {\"cy_000\": \"1784\", \"avg_measure\": 18246.0}, {\"cy_000\": \"10938\", \"avg_measure\": 18014.0}, {\"cy_000\": \"780\", \"avg_measure\": 17556.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 79.25}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6765dd6ea33ab8a56a1fec0755c8717734aef1f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:08:51.337154+00:00", + "ended_at": "2026-05-26T01:09:35.287403+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_a74c58bb96029db1", + "problem_id": "v2p_n18_bfffe7ece0177476", + "dataset_id": "n18", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=cy_000, measure_col=ed_000.", + "bindings": { + "group_col": "cy_000", + "measure_col": "ed_000", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 530.64, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=138" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_a74c58bb96029db1.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_a74c58bb96029db1", + "api_calls": 0, + "input_tokens": 44979, + "cached_input_tokens": 44416, + "output_tokens": 2238, + "total_tokens": 47217, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21684, + "estimated_output_tokens": 162, + "estimated_total_tokens": 21846, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 43841.28, + "sql_execution_elapsed_ms_total": 79.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c5064486a38cb873edb8cae5c502e7e1be96d234 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:09:35.205113+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 43841.28, "started_at": "2026-05-26T01:08:51.351716+00:00", "ended_at": "2026-05-26T01:09:35.193185+00:00", "prompt_metrics": {"chars": 68585, "bytes_utf8": 68585, "lines": 2148, "estimated_tokens": 21684}, "response_metrics": {"chars": 608, "bytes_utf8": 608, "lines": 1, "estimated_tokens": 162}, "usage": {"input_tokens": 44979, "cached_input_tokens": 44416, "output_tokens": 2238, "reasoning_output_tokens": 2070}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"cy_000\\\",\\n AVG(CAST(NULLIF(\\\"ed_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cy_000\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"cy_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ed_000\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the planned window-partition-average template with group_col=\\\"cy_000\\\" and measure_col=\\\"ed_000\\\". Since the SQLite schema stores these fields as TEXT and uses empty strings for missing values, the query converts \\\"ed_000\\\" to REAL and ignores empty strings to avoid skewing AVG().\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..66a730c0ae32d722e4cc065758dc87ce588e46ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_a74c58bb96029db1", + "api_calls": 0, + "input_tokens": 44979, + "cached_input_tokens": 44416, + "output_tokens": 2238, + "total_tokens": 47217, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21684, + "estimated_output_tokens": 162, + "estimated_total_tokens": 21846, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 43841.28, + "sql_execution_elapsed_ms_total": 79.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_a74c58bb96029db1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c527079bbe51d6aea80e7ed3689ddf3540881dda --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68906, "bytes_utf8": 68906, "lines": 2150, "estimated_tokens": 21793}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 958, "bytes_utf8": 958, "lines": 1, "estimated_tokens": 301}, "usage": {"input_tokens": 45088, "cached_input_tokens": 44416, "output_tokens": 4544, "reasoning_output_tokens": 4237}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7f98f71206387ca1244706436af9164e345d4ace --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_ac0b891cca88df15", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 4544, + "total_tokens": 49632, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 301, + "estimated_total_tokens": 22094, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 84939.22, + "sql_execution_elapsed_ms_total": 190.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..96eced1d4104e74d1257ecda51b34cc7ab3ce898 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:09:35.303693+00:00", + "ended_at": "2026-05-26T01:11:00.243229+00:00", + "elapsed_ms": 84939.22, + "prompt_metrics": { + "chars": 68906, + "bytes_utf8": 68906, + "lines": 2150, + "estimated_tokens": 21793 + }, + "stdout_metrics": { + "chars": 1426, + "bytes_utf8": 1426, + "lines": 4, + "estimated_tokens": 491 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 958, + "bytes_utf8": 958, + "lines": 1, + "estimated_tokens": 301 + }, + "usage": { + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 4544, + "reasoning_output_tokens": 4237 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5f5bd0745c4834d501327498e66c0c61b0a49c34 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=aj_000, measure_col=ay_004.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "aj_000", + "measure_col": "ay_004", + "item_col": "au_000", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 9916.72, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4640631adb269c8b4000f9efa93a48f2e5aef5eb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d4-79ed-7740-b89e-c9a8ee32c768"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"aj_000\\\",\\n \\\"au_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_004\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"aj_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"au_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_004\\\", '') IS NOT NULL\\n GROUP BY \\\"aj_000\\\", \\\"au_000\\\"\\n)\\nSELECT\\n \\\"grouped\\\".\\\"aj_000\\\",\\n \\\"grouped\\\".\\\"au_000\\\",\\n \\\"grouped\\\".\\\"total_measure\\\",\\n \\\"grouped\\\".\\\"total_measure\\\" * 100.0\\n / NULLIF(SUM(\\\"grouped\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"grouped\\\".\\\"aj_000\\\"), 0.0) AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 18;\",\"notes\":\"Uses the bound roles group_col=\\\"aj_000\\\", item_col=\\\"au_000\\\", and measure_col=\\\"ay_004\\\" from the planned template. Empty strings are treated as missing and excluded, and \\\"ay_004\\\" is cast to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45088,"cached_input_tokens":44416,"output_tokens":4544,"reasoning_output_tokens":4237}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..899bb3b4fe7653e0a328e64a4dd1a4ff30ca5968 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n \"aj_000\",\n \"au_000\",\n SUM(CAST(NULLIF(\"ay_004\", '') AS REAL)) AS \"total_measure\"\n FROM \"n18\"\n WHERE NULLIF(\"aj_000\", '') IS NOT NULL\n AND NULLIF(\"au_000\", '') IS NOT NULL\n AND NULLIF(\"ay_004\", '') IS NOT NULL\n GROUP BY \"aj_000\", \"au_000\"\n)\nSELECT\n \"grouped\".\"aj_000\",\n \"grouped\".\"au_000\",\n \"grouped\".\"total_measure\",\n \"grouped\".\"total_measure\" * 100.0\n / NULLIF(SUM(\"grouped\".\"total_measure\") OVER (PARTITION BY \"grouped\".\"aj_000\"), 0.0) AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC\nLIMIT 18;","notes":"Uses the bound roles group_col=\"aj_000\", item_col=\"au_000\", and measure_col=\"ay_004\" from the planned template. Empty strings are treated as missing and excluded, and \"ay_004\" is cast to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..488bcb371d90fde1f0eb5ba368a5610a86a760ca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=aj_000, measure_col=ay_004. +Result preview: [{"aj_000": "0", "au_000": "0", "total_measure": 304574994.0, "share_within_group": 100.0}, {"aj_000": "10", "au_000": "0", "total_measure": 10964.0, "share_within_group": 100.0}, {"aj_000": "100", "au_000": "0", "total_measure": 15288000.0, "share_within_group": 100.0}, {"aj_000": "1000", "au_000": "0", "total_measure": 84484.0, "share_within_group": 100.0}, {"aj_000": "10022", "au_000": "0", "total_measure": 3385716.0, "share_within_group": 100.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..cc221b316bc85840d1c922f52b41e1df44b176a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/generated_sql.sql @@ -0,0 +1,33 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_ac0b891cca88df15 +-- problem_id: v2p_n18_2d5a5571af897274 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "aj_000", + "au_000", + SUM(CAST(NULLIF("ay_004", '') AS REAL)) AS "total_measure" + FROM "n18" + WHERE NULLIF("aj_000", '') IS NOT NULL + AND NULLIF("au_000", '') IS NOT NULL + AND NULLIF("ay_004", '') IS NOT NULL + GROUP BY "aj_000", "au_000" +) +SELECT + "grouped"."aj_000", + "grouped"."au_000", + "grouped"."total_measure", + "grouped"."total_measure" * 100.0 + / NULLIF(SUM("grouped"."total_measure") OVER (PARTITION BY "grouped"."aj_000"), 0.0) AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC +LIMIT 18; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9ca9fb14304fb797f1fa1013ccaf6bb7e4ef8c89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n \"aj_000\",\n \"au_000\",\n SUM(CAST(NULLIF(\"ay_004\", '') AS REAL)) AS \"total_measure\"\n FROM \"n18\"\n WHERE NULLIF(\"aj_000\", '') IS NOT NULL\n AND NULLIF(\"au_000\", '') IS NOT NULL\n AND NULLIF(\"ay_004\", '') IS NOT NULL\n GROUP BY \"aj_000\", \"au_000\"\n)\nSELECT\n \"grouped\".\"aj_000\",\n \"grouped\".\"au_000\",\n \"grouped\".\"total_measure\",\n \"grouped\".\"total_measure\" * 100.0\n / NULLIF(SUM(\"grouped\".\"total_measure\") OVER (PARTITION BY \"grouped\".\"aj_000\"), 0.0) AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC\nLIMIT 18;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"aj_000\\\",\\n \\\"au_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_004\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"aj_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"au_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_004\\\", '') IS NOT NULL\\n GROUP BY \\\"aj_000\\\", \\\"au_000\\\"\\n)\\nSELECT\\n \\\"grouped\\\".\\\"aj_000\\\",\\n \\\"grouped\\\".\\\"au_000\\\",\\n \\\"grouped\\\".\\\"total_measure\\\",\\n \\\"grouped\\\".\\\"total_measure\\\" * 100.0\\n / NULLIF(SUM(\\\"grouped\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"grouped\\\".\\\"aj_000\\\"), 0.0) AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 18;\", \"columns\": [\"aj_000\", \"au_000\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"aj_000\": \"0\", \"au_000\": \"0\", \"total_measure\": 304574994.0, \"share_within_group\": 100.0}, {\"aj_000\": \"10\", \"au_000\": \"0\", \"total_measure\": 10964.0, \"share_within_group\": 100.0}, {\"aj_000\": \"100\", \"au_000\": \"0\", \"total_measure\": 15288000.0, \"share_within_group\": 100.0}, {\"aj_000\": \"1000\", \"au_000\": \"0\", \"total_measure\": 84484.0, \"share_within_group\": 100.0}, {\"aj_000\": \"10022\", \"au_000\": \"0\", \"total_measure\": 3385716.0, \"share_within_group\": 100.0}, {\"aj_000\": \"102\", \"au_000\": \"0\", \"total_measure\": 434222.0, \"share_within_group\": 100.0}, {\"aj_000\": \"104\", \"au_000\": \"0\", \"total_measure\": 344378.0, \"share_within_group\": 100.0}, {\"aj_000\": \"10464\", \"au_000\": \"0\", \"total_measure\": 936.0, \"share_within_group\": 100.0}, {\"aj_000\": \"1052\", \"au_000\": \"0\", \"total_measure\": 27836.0, \"share_within_group\": 100.0}, {\"aj_000\": \"106\", \"au_000\": \"0\", \"total_measure\": 29880.0, \"share_within_group\": 100.0}, {\"aj_000\": \"108\", \"au_000\": \"0\", \"total_measure\": 1192250.0, \"share_within_group\": 100.0}, {\"aj_000\": \"1094\", \"au_000\": \"0\", \"total_measure\": 47454.0, \"share_within_group\": 100.0}, {\"aj_000\": \"110\", \"au_000\": \"0\", \"total_measure\": 27774.0, \"share_within_group\": 100.0}, {\"aj_000\": \"112\", \"au_000\": \"0\", \"total_measure\": 19370.0, \"share_within_group\": 100.0}, {\"aj_000\": \"112154\", \"au_000\": \"0\", \"total_measure\": 440864.0, \"share_within_group\": 100.0}, {\"aj_000\": \"1132\", \"au_000\": \"10292\", \"total_measure\": 3192.0, \"share_within_group\": 100.0}, {\"aj_000\": \"1138\", \"au_000\": \"0\", \"total_measure\": 1929604.0, \"share_within_group\": 100.0}, {\"aj_000\": \"114\", \"au_000\": \"0\", \"total_measure\": 26032526.0, \"share_within_group\": 100.0}], \"row_count_returned\": 18, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 190.38}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e02266f6bf7fb3185dc4115e9d9b899322634bb7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:09:35.287768+00:00", + "ended_at": "2026-05-26T01:11:00.446383+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_ac0b891cca88df15", + "problem_id": "v2p_n18_2d5a5571af897274", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=aj_000, measure_col=ay_004.", + "bindings": { + "group_col": "aj_000", + "measure_col": "ay_004", + "item_col": "au_000", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 9916.72, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=28" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_ac0b891cca88df15.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_ac0b891cca88df15", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 4544, + "total_tokens": 49632, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 301, + "estimated_total_tokens": 22094, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 84939.22, + "sql_execution_elapsed_ms_total": 190.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..33573158f364524f6bfbb779bc223d789ddb87d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:11:00.254423+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 84939.22, "started_at": "2026-05-26T01:09:35.303693+00:00", "ended_at": "2026-05-26T01:11:00.243229+00:00", "prompt_metrics": {"chars": 68906, "bytes_utf8": 68906, "lines": 2150, "estimated_tokens": 21793}, "response_metrics": {"chars": 958, "bytes_utf8": 958, "lines": 1, "estimated_tokens": 301}, "usage": {"input_tokens": 45088, "cached_input_tokens": 44416, "output_tokens": 4544, "reasoning_output_tokens": 4237}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"aj_000\\\",\\n \\\"au_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_004\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"aj_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"au_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_004\\\", '') IS NOT NULL\\n GROUP BY \\\"aj_000\\\", \\\"au_000\\\"\\n)\\nSELECT\\n \\\"grouped\\\".\\\"aj_000\\\",\\n \\\"grouped\\\".\\\"au_000\\\",\\n \\\"grouped\\\".\\\"total_measure\\\",\\n \\\"grouped\\\".\\\"total_measure\\\" * 100.0\\n / NULLIF(SUM(\\\"grouped\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"grouped\\\".\\\"aj_000\\\"), 0.0) AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 18;\",\"notes\":\"Uses the bound roles group_col=\\\"aj_000\\\", item_col=\\\"au_000\\\", and measure_col=\\\"ay_004\\\" from the planned template. Empty strings are treated as missing and excluded, and \\\"ay_004\\\" is cast to REAL because the SQLite schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..44318d9374fe8e04049e3d4f450541518dcbebed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_ac0b891cca88df15", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 4544, + "total_tokens": 49632, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 301, + "estimated_total_tokens": 22094, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 84939.22, + "sql_execution_elapsed_ms_total": 190.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac0b891cca88df15/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..246fcc2b0d40b22b174075f4a85f3937e7e56ffe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68587, "bytes_utf8": 68587, "lines": 2148, "estimated_tokens": 21685}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 486, "bytes_utf8": 486, "lines": 1, "estimated_tokens": 126}, "usage": {"input_tokens": 44980, "cached_input_tokens": 22912, "output_tokens": 648, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..64740f4254e363972928290f6155a52e6ffe755d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_ac1fe773f7c98809", + "api_calls": 0, + "input_tokens": 44980, + "cached_input_tokens": 22912, + "output_tokens": 648, + "total_tokens": 45628, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21685, + "estimated_output_tokens": 126, + "estimated_total_tokens": 21811, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16730.38, + "sql_execution_elapsed_ms_total": 236.94, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..563f9fccd193e16a9261846d25d4ff0b60a800e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:11:00.460199+00:00", + "ended_at": "2026-05-26T01:11:17.190652+00:00", + "elapsed_ms": 16730.38, + "prompt_metrics": { + "chars": 68587, + "bytes_utf8": 68587, + "lines": 2148, + "estimated_tokens": 21685 + }, + "stdout_metrics": { + "chars": 852, + "bytes_utf8": 852, + "lines": 4, + "estimated_tokens": 248 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 486, + "bytes_utf8": 486, + "lines": 1, + "estimated_tokens": 126 + }, + "usage": { + "input_tokens": 44980, + "cached_input_tokens": 22912, + "output_tokens": 648, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..223fdf0d4fbc0185ae1e3ec15799950389ebd9b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=ch_000, measure_col=dx_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "ch_000", + "measure_col": "dx_000", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 21913.52, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c8a79bf16fbd43d3b2255545bd462d176f484f1a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d5-c693-74e1-8451-6f2307a1a6b8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"ch_000\\\",\\n AVG(CAST(NULLIF(\\\"dx_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"ch_000\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested window-partition-average template with group_col=\\\"ch_000\\\" and measure_col=\\\"dx_000\\\". Since \\\"dx_000\\\" is stored as TEXT, empty strings are converted to NULL and remaining values are cast to REAL so SQLite AVG works correctly.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44980,"cached_input_tokens":22912,"output_tokens":648,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..70490e432b6528f8d6cd12e43e24b74d0b666e2c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"ch_000\",\n AVG(CAST(NULLIF(\"dx_000\", '') AS REAL)) OVER (PARTITION BY \"ch_000\") AS \"avg_measure\"\nFROM \"n18\"\nORDER BY \"avg_measure\" DESC;","notes":"Uses the requested window-partition-average template with group_col=\"ch_000\" and measure_col=\"dx_000\". Since \"dx_000\" is stored as TEXT, empty strings are converted to NULL and remaining values are cast to REAL so SQLite AVG works correctly."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d993d876502d32de2b1140c8f8371388c6aebba6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=ch_000, measure_col=dx_000. +Result preview: [{"ch_000": "2", "avg_measure": 6858866.153846154}, {"ch_000": "0", "avg_measure": 805907.8682376078}, {"ch_000": "", "avg_measure": 724192.5232490835}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..db5b4145cb57dbeb1db84b5a4db1d77008808821 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_ac1fe773f7c98809 +-- problem_id: v2p_n18_f848d33e2bf64929 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "ch_000", + AVG(CAST(NULLIF("dx_000", '') AS REAL)) OVER (PARTITION BY "ch_000") AS "avg_measure" +FROM "n18" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..23ab9d169904229052d5a3689d2d0847dfe8e130 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"ch_000\",\n AVG(CAST(NULLIF(\"dx_000\", '') AS REAL)) OVER (PARTITION BY \"ch_000\") AS \"avg_measure\"\nFROM \"n18\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"ch_000\\\",\\n AVG(CAST(NULLIF(\\\"dx_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"ch_000\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"ch_000\", \"avg_measure\"], \"rows\": [{\"ch_000\": \"2\", \"avg_measure\": 6858866.153846154}, {\"ch_000\": \"0\", \"avg_measure\": 805907.8682376078}, {\"ch_000\": \"\", \"avg_measure\": 724192.5232490835}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 236.94}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..728788ae64932d464389490d8787e02fc7edec94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:11:00.446757+00:00", + "ended_at": "2026-05-26T01:11:17.441261+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_ac1fe773f7c98809", + "problem_id": "v2p_n18_f848d33e2bf64929", + "dataset_id": "n18", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=ch_000, measure_col=dx_000.", + "bindings": { + "group_col": "ch_000", + "measure_col": "dx_000", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 21913.52, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=134" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_ac1fe773f7c98809.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_ac1fe773f7c98809", + "api_calls": 0, + "input_tokens": 44980, + "cached_input_tokens": 22912, + "output_tokens": 648, + "total_tokens": 45628, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21685, + "estimated_output_tokens": 126, + "estimated_total_tokens": 21811, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16730.38, + "sql_execution_elapsed_ms_total": 236.94, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..239e736b613784c0b29f7b12d8520aa927a127e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:11:17.202665+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16730.38, "started_at": "2026-05-26T01:11:00.460199+00:00", "ended_at": "2026-05-26T01:11:17.190652+00:00", "prompt_metrics": {"chars": 68587, "bytes_utf8": 68587, "lines": 2148, "estimated_tokens": 21685}, "response_metrics": {"chars": 486, "bytes_utf8": 486, "lines": 1, "estimated_tokens": 126}, "usage": {"input_tokens": 44980, "cached_input_tokens": 22912, "output_tokens": 648, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"ch_000\\\",\\n AVG(CAST(NULLIF(\\\"dx_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"ch_000\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested window-partition-average template with group_col=\\\"ch_000\\\" and measure_col=\\\"dx_000\\\". Since \\\"dx_000\\\" is stored as TEXT, empty strings are converted to NULL and remaining values are cast to REAL so SQLite AVG works correctly.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e7bc009c96ea533418686512ede669277498a87f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_ac1fe773f7c98809", + "api_calls": 0, + "input_tokens": 44980, + "cached_input_tokens": 22912, + "output_tokens": 648, + "total_tokens": 45628, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21685, + "estimated_output_tokens": 126, + "estimated_total_tokens": 21811, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16730.38, + "sql_execution_elapsed_ms_total": 236.94, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ac1fe773f7c98809/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c94cfc7911b088a262ceb9b2bb77fbbb41462c28 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68750, "bytes_utf8": 68750, "lines": 2151, "estimated_tokens": 21730}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 414, "bytes_utf8": 414, "lines": 1, "estimated_tokens": 117}, "usage": {"input_tokens": 45025, "cached_input_tokens": 44416, "output_tokens": 639, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..132572057e5b225479378d9b592d68406a5669f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_aef3279937e7e2c3", + "api_calls": 0, + "input_tokens": 45025, + "cached_input_tokens": 44416, + "output_tokens": 639, + "total_tokens": 45664, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21730, + "estimated_output_tokens": 117, + "estimated_total_tokens": 21847, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15812.22, + "sql_execution_elapsed_ms_total": 30.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d1e50413d26bc7ddabeab103bf0bf600ab1d2288 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:11:17.456377+00:00", + "ended_at": "2026-05-26T01:11:33.268696+00:00", + "elapsed_ms": 15812.22, + "prompt_metrics": { + "chars": 68750, + "bytes_utf8": 68750, + "lines": 2151, + "estimated_tokens": 21730 + }, + "stdout_metrics": { + "chars": 782, + "bytes_utf8": 782, + "lines": 4, + "estimated_tokens": 239 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 414, + "bytes_utf8": 414, + "lines": 1, + "estimated_tokens": 117 + }, + "usage": { + "input_tokens": 45025, + "cached_input_tokens": 44416, + "output_tokens": 639, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..066f5301eba40d3876838dc9020cfda19b2eb5e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=aj_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "aj_000", + "condition_col": "class", + "condition_value": "pos", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 230.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5eddf64279e278f68f94f2358370cd4bc6aee24a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d6-0902-77c1-986c-4c4ca7054bdc"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"aj_000\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"aj_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"aj_000\\\" and condition_col=\\\"class\\\", measuring the share of rows where \\\"class\\\" = 'pos' within each aj_000 group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45025,"cached_input_tokens":44416,"output_tokens":639,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6af4a8c58d7080f43cba5faed7962bff994f0add --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"aj_000\",\n AVG(CASE WHEN \"class\" = 'pos' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"aj_000\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned Grouped Condition Rate template with group_col=\"aj_000\" and condition_col=\"class\", measuring the share of rows where \"class\" = 'pos' within each aj_000 group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..870557b52390363342796746990eb90254e3734c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=aj_000, condition_col=class. +Result preview: [{"aj_000": "9802", "condition_rate": 1.0}, {"aj_000": "974", "condition_rate": 1.0}, {"aj_000": "972", "condition_rate": 1.0}, {"aj_000": "92760", "condition_rate": 1.0}, {"aj_000": "914", "condition_rate": 1.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..14141afe3c560341fa623889b475d301ee0cf894 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_aef3279937e7e2c3 +-- problem_id: v2p_n18_b73dfbe914a070f0 +-- realization_mode: agent +-- source_kind: agent +SELECT + "aj_000", + AVG(CASE WHEN "class" = 'pos' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n18" +GROUP BY "aj_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..13bf5d90e13cad51e87c8c2c40d19ac57488812a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"aj_000\",\n AVG(CASE WHEN \"class\" = 'pos' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"aj_000\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"aj_000\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"aj_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"aj_000\", \"condition_rate\"], \"rows\": [{\"aj_000\": \"9802\", \"condition_rate\": 1.0}, {\"aj_000\": \"974\", \"condition_rate\": 1.0}, {\"aj_000\": \"972\", \"condition_rate\": 1.0}, {\"aj_000\": \"92760\", \"condition_rate\": 1.0}, {\"aj_000\": \"914\", \"condition_rate\": 1.0}, {\"aj_000\": \"8994\", \"condition_rate\": 1.0}, {\"aj_000\": \"8964\", \"condition_rate\": 1.0}, {\"aj_000\": \"8940\", \"condition_rate\": 1.0}, {\"aj_000\": \"8900\", \"condition_rate\": 1.0}, {\"aj_000\": \"88794\", \"condition_rate\": 1.0}, {\"aj_000\": \"870\", \"condition_rate\": 1.0}, {\"aj_000\": \"860\", \"condition_rate\": 1.0}, {\"aj_000\": \"8576\", \"condition_rate\": 1.0}, {\"aj_000\": \"8510\", \"condition_rate\": 1.0}, {\"aj_000\": \"8424\", \"condition_rate\": 1.0}, {\"aj_000\": \"842\", \"condition_rate\": 1.0}, {\"aj_000\": \"8382\", \"condition_rate\": 1.0}, {\"aj_000\": \"82586\", \"condition_rate\": 1.0}, {\"aj_000\": \"790\", \"condition_rate\": 1.0}, {\"aj_000\": \"7644\", \"condition_rate\": 1.0}, {\"aj_000\": \"7572\", \"condition_rate\": 1.0}, {\"aj_000\": \"756\", \"condition_rate\": 1.0}, {\"aj_000\": \"7484\", \"condition_rate\": 1.0}, {\"aj_000\": \"7462\", \"condition_rate\": 1.0}, {\"aj_000\": \"728\", \"condition_rate\": 1.0}, {\"aj_000\": \"704\", \"condition_rate\": 1.0}, {\"aj_000\": \"702902\", \"condition_rate\": 1.0}, {\"aj_000\": \"6920\", \"condition_rate\": 1.0}, {\"aj_000\": \"6788\", \"condition_rate\": 1.0}, {\"aj_000\": \"6772\", \"condition_rate\": 1.0}, {\"aj_000\": \"6630\", \"condition_rate\": 1.0}, {\"aj_000\": \"66282\", \"condition_rate\": 1.0}, {\"aj_000\": \"660\", \"condition_rate\": 1.0}, {\"aj_000\": \"6500\", \"condition_rate\": 1.0}, {\"aj_000\": \"648150\", \"condition_rate\": 1.0}, {\"aj_000\": \"6474\", \"condition_rate\": 1.0}, {\"aj_000\": \"646\", \"condition_rate\": 1.0}, {\"aj_000\": \"6340\", \"condition_rate\": 1.0}, {\"aj_000\": \"634\", \"condition_rate\": 1.0}, {\"aj_000\": \"63280\", \"condition_rate\": 1.0}, {\"aj_000\": \"6318\", \"condition_rate\": 1.0}, {\"aj_000\": \"6294\", \"condition_rate\": 1.0}, {\"aj_000\": \"6144\", \"condition_rate\": 1.0}, {\"aj_000\": \"6088\", \"condition_rate\": 1.0}, {\"aj_000\": \"57724\", \"condition_rate\": 1.0}, {\"aj_000\": \"5750\", \"condition_rate\": 1.0}, {\"aj_000\": \"5642\", \"condition_rate\": 1.0}, {\"aj_000\": \"53998\", \"condition_rate\": 1.0}, {\"aj_000\": \"53682\", \"condition_rate\": 1.0}, {\"aj_000\": \"52370\", \"condition_rate\": 1.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 30.2}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..dfd34b6d0eb8a9a7e9a45dbd5b8f4228c6b28543 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:11:17.441656+00:00", + "ended_at": "2026-05-26T01:11:33.312601+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_aef3279937e7e2c3", + "problem_id": "v2p_n18_b73dfbe914a070f0", + "dataset_id": "n18", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=aj_000, condition_col=class.", + "bindings": { + "group_col": "aj_000", + "condition_col": "class", + "condition_value": "pos", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 230.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=100" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_aef3279937e7e2c3.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_aef3279937e7e2c3", + "api_calls": 0, + "input_tokens": 45025, + "cached_input_tokens": 44416, + "output_tokens": 639, + "total_tokens": 45664, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21730, + "estimated_output_tokens": 117, + "estimated_total_tokens": 21847, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15812.22, + "sql_execution_elapsed_ms_total": 30.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1e9f9834f9ad1e4a7da6563e396699c724756274 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:11:33.280907+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15812.22, "started_at": "2026-05-26T01:11:17.456377+00:00", "ended_at": "2026-05-26T01:11:33.268696+00:00", "prompt_metrics": {"chars": 68750, "bytes_utf8": 68750, "lines": 2151, "estimated_tokens": 21730}, "response_metrics": {"chars": 414, "bytes_utf8": 414, "lines": 1, "estimated_tokens": 117}, "usage": {"input_tokens": 45025, "cached_input_tokens": 44416, "output_tokens": 639, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"aj_000\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"aj_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"aj_000\\\" and condition_col=\\\"class\\\", measuring the share of rows where \\\"class\\\" = 'pos' within each aj_000 group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3099aceaedbc06141ee220b1c2cc26bc5d6422b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_aef3279937e7e2c3", + "api_calls": 0, + "input_tokens": 45025, + "cached_input_tokens": 44416, + "output_tokens": 639, + "total_tokens": 45664, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21730, + "estimated_output_tokens": 117, + "estimated_total_tokens": 21847, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15812.22, + "sql_execution_elapsed_ms_total": 30.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_aef3279937e7e2c3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c55a6d811f7d8c49c707667eef2f2532f8e36906 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 69305, "bytes_utf8": 69305, "lines": 2151, "estimated_tokens": 21883}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 702, "bytes_utf8": 702, "lines": 1, "estimated_tokens": 207}, "usage": {"input_tokens": 45178, "cached_input_tokens": 22912, "output_tokens": 4156, "reasoning_output_tokens": 3943}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d412024ad4e5a7625f783b8496edbbbdaf956dc4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_afda3a09ae5b629d", + "api_calls": 0, + "input_tokens": 45178, + "cached_input_tokens": 22912, + "output_tokens": 4156, + "total_tokens": 49334, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21883, + "estimated_output_tokens": 207, + "estimated_total_tokens": 22090, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 80215.22, + "sql_execution_elapsed_ms_total": 172.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..72830a60afbe77a3018277e24ecf2587c703569f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:11:33.327026+00:00", + "ended_at": "2026-05-26T01:12:53.518673+00:00", + "elapsed_ms": 80215.22, + "prompt_metrics": { + "chars": 69305, + "bytes_utf8": 69305, + "lines": 2151, + "estimated_tokens": 21883 + }, + "stdout_metrics": { + "chars": 1105, + "bytes_utf8": 1105, + "lines": 4, + "estimated_tokens": 350 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 702, + "bytes_utf8": 702, + "lines": 1, + "estimated_tokens": 207 + }, + "usage": { + "input_tokens": 45178, + "cached_input_tokens": 22912, + "output_tokens": 4156, + "reasoning_output_tokens": 3943 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a4b3f5f10f0d8a8376d1b4b1e8391304f2275965 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cs_009, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "cs_009", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2998.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..dfa3da51fdd5b514c2ad250b61c7fc0ed598bf2c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d6-46f6-78d2-a3fd-4290a6480ea7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"cs_009\\\",\\n SUM(CASE WHEN \\\"ch_000\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"ch_000\\\" = '2' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n18\\\"\\n GROUP BY \\\"cs_009\\\"\\n)\\nSELECT \\\"cs_009\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Instantiated the requested grouped-ratio template with \\\"cs_009\\\" as the group and text comparisons on \\\"ch_000\\\" for '0' versus '2'. Groups with zero '2' rows produce NULL ratios via NULLIF.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45178,"cached_input_tokens":22912,"output_tokens":4156,"reasoning_output_tokens":3943}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..94709a96500658d9d195ead60b36d821a5f09f08 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT \"cs_009\",\n SUM(CASE WHEN \"ch_000\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"ch_000\" = '2' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n18\"\n GROUP BY \"cs_009\"\n)\nSELECT \"cs_009\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Instantiated the requested grouped-ratio template with \"cs_009\" as the group and text comparisons on \"ch_000\" for '0' versus '2'. Groups with zero '2' rows produce NULL ratios via NULLIF."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0a5c4c0f88e9d24f842ce160478e8c7cf46f01e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cs_009, condition_col=ch_000. +Result preview: [{"cs_009": "0", "condition_ratio": 4451.416666666667}, {"cs_009": "", "condition_ratio": 422.0}, {"cs_009": "10", "condition_ratio": null}, {"cs_009": "104", "condition_ratio": null}, {"cs_009": "11270", "condition_ratio": null}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ba41efd1671b9801ef01c53bcfd2ed2de3137187 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n18_afda3a09ae5b629d +-- problem_id: v2p_n18_a94bdebcc5719580 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "cs_009", + SUM(CASE WHEN "ch_000" = '0' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "ch_000" = '2' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n18" + GROUP BY "cs_009" +) +SELECT "cs_009", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1def157a800cc5e8d4fa48ac45c956ef92d42596 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT \"cs_009\",\n SUM(CASE WHEN \"ch_000\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"ch_000\" = '2' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n18\"\n GROUP BY \"cs_009\"\n)\nSELECT \"cs_009\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"cs_009\\\",\\n SUM(CASE WHEN \\\"ch_000\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"ch_000\\\" = '2' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n18\\\"\\n GROUP BY \\\"cs_009\\\"\\n)\\nSELECT \\\"cs_009\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"cs_009\", \"condition_ratio\"], \"rows\": [{\"cs_009\": \"0\", \"condition_ratio\": 4451.416666666667}, {\"cs_009\": \"\", \"condition_ratio\": 422.0}, {\"cs_009\": \"10\", \"condition_ratio\": null}, {\"cs_009\": \"104\", \"condition_ratio\": null}, {\"cs_009\": \"11270\", \"condition_ratio\": null}, {\"cs_009\": \"116\", \"condition_ratio\": null}, {\"cs_009\": \"1160\", \"condition_ratio\": null}, {\"cs_009\": \"12\", \"condition_ratio\": null}, {\"cs_009\": \"12204\", \"condition_ratio\": null}, {\"cs_009\": \"14\", \"condition_ratio\": null}, {\"cs_009\": \"152\", \"condition_ratio\": null}, {\"cs_009\": \"15216\", \"condition_ratio\": null}, {\"cs_009\": \"15548\", \"condition_ratio\": null}, {\"cs_009\": \"16\", \"condition_ratio\": null}, {\"cs_009\": \"166\", \"condition_ratio\": null}, {\"cs_009\": \"17786\", \"condition_ratio\": null}, {\"cs_009\": \"18\", \"condition_ratio\": null}, {\"cs_009\": \"190328\", \"condition_ratio\": null}, {\"cs_009\": \"194\", \"condition_ratio\": null}, {\"cs_009\": \"2\", \"condition_ratio\": null}, {\"cs_009\": \"20\", \"condition_ratio\": null}, {\"cs_009\": \"200\", \"condition_ratio\": null}, {\"cs_009\": \"2074\", \"condition_ratio\": null}, {\"cs_009\": \"20938\", \"condition_ratio\": null}, {\"cs_009\": \"22\", \"condition_ratio\": null}, {\"cs_009\": \"2322\", \"condition_ratio\": null}, {\"cs_009\": \"24\", \"condition_ratio\": null}, {\"cs_009\": \"25028\", \"condition_ratio\": null}, {\"cs_009\": \"25624\", \"condition_ratio\": null}, {\"cs_009\": \"26\", \"condition_ratio\": null}, {\"cs_009\": \"28\", \"condition_ratio\": null}, {\"cs_009\": \"30\", \"condition_ratio\": null}, {\"cs_009\": \"30106\", \"condition_ratio\": null}, {\"cs_009\": \"30696802\", \"condition_ratio\": null}, {\"cs_009\": \"32\", \"condition_ratio\": null}, {\"cs_009\": \"34\", \"condition_ratio\": null}, {\"cs_009\": \"36\", \"condition_ratio\": null}, {\"cs_009\": \"38\", \"condition_ratio\": null}, {\"cs_009\": \"4\", \"condition_ratio\": null}, {\"cs_009\": \"40\", \"condition_ratio\": null}, {\"cs_009\": \"402502\", \"condition_ratio\": null}, {\"cs_009\": \"416\", \"condition_ratio\": null}, {\"cs_009\": \"42\", \"condition_ratio\": null}, {\"cs_009\": \"420\", \"condition_ratio\": null}, {\"cs_009\": \"44\", \"condition_ratio\": null}, {\"cs_009\": \"44902992\", \"condition_ratio\": null}, {\"cs_009\": \"5156\", \"condition_ratio\": null}, {\"cs_009\": \"52\", \"condition_ratio\": null}, {\"cs_009\": \"528\", \"condition_ratio\": null}, {\"cs_009\": \"54\", \"condition_ratio\": null}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 172.79}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bd2f079a445852e5fc116c5a83d8fd56cd516b9e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:11:33.312977+00:00", + "ended_at": "2026-05-26T01:12:53.705822+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_afda3a09ae5b629d", + "problem_id": "v2p_n18_a94bdebcc5719580", + "dataset_id": "n18", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cs_009, condition_col=ch_000.", + "bindings": { + "group_col": "cs_009", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2998.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=41" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_afda3a09ae5b629d.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_afda3a09ae5b629d", + "api_calls": 0, + "input_tokens": 45178, + "cached_input_tokens": 22912, + "output_tokens": 4156, + "total_tokens": 49334, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21883, + "estimated_output_tokens": 207, + "estimated_total_tokens": 22090, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 80215.22, + "sql_execution_elapsed_ms_total": 172.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..90e7fa640013f0f8bc77aeba7cd4cff2874a74ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:12:53.530245+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 80215.22, "started_at": "2026-05-26T01:11:33.327026+00:00", "ended_at": "2026-05-26T01:12:53.518673+00:00", "prompt_metrics": {"chars": 69305, "bytes_utf8": 69305, "lines": 2151, "estimated_tokens": 21883}, "response_metrics": {"chars": 702, "bytes_utf8": 702, "lines": 1, "estimated_tokens": 207}, "usage": {"input_tokens": 45178, "cached_input_tokens": 22912, "output_tokens": 4156, "reasoning_output_tokens": 3943}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"cs_009\\\",\\n SUM(CASE WHEN \\\"ch_000\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"ch_000\\\" = '2' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n18\\\"\\n GROUP BY \\\"cs_009\\\"\\n)\\nSELECT \\\"cs_009\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Instantiated the requested grouped-ratio template with \\\"cs_009\\\" as the group and text comparisons on \\\"ch_000\\\" for '0' versus '2'. Groups with zero '2' rows produce NULL ratios via NULLIF.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f4b00bbae92a92e822d54fd772f1954b2767d7c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_afda3a09ae5b629d", + "api_calls": 0, + "input_tokens": 45178, + "cached_input_tokens": 22912, + "output_tokens": 4156, + "total_tokens": 49334, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21883, + "estimated_output_tokens": 207, + "estimated_total_tokens": 22090, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 80215.22, + "sql_execution_elapsed_ms_total": 172.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_afda3a09ae5b629d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..82bf88af27c1b69221362894bea903a9d8f18cd4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68908, "bytes_utf8": 68908, "lines": 2150, "estimated_tokens": 21793}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 986, "bytes_utf8": 986, "lines": 1, "estimated_tokens": 307}, "usage": {"input_tokens": 45088, "cached_input_tokens": 44416, "output_tokens": 2257, "reasoning_output_tokens": 1944}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7f414a1622f47bf8b5ea90876a8addc8333e113c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_b18333380094102e", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 2257, + "total_tokens": 47345, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 307, + "estimated_total_tokens": 22100, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 46563.26, + "sql_execution_elapsed_ms_total": 77.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c436769cba8b3be664eed4f832d03735615d674d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:12:53.720183+00:00", + "ended_at": "2026-05-26T01:13:40.283271+00:00", + "elapsed_ms": 46563.26, + "prompt_metrics": { + "chars": 68908, + "bytes_utf8": 68908, + "lines": 2150, + "estimated_tokens": 21793 + }, + "stdout_metrics": { + "chars": 1438, + "bytes_utf8": 1438, + "lines": 4, + "estimated_tokens": 488 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 986, + "bytes_utf8": 986, + "lines": 1, + "estimated_tokens": 307 + }, + "usage": { + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 2257, + "reasoning_output_tokens": 1944 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1d812f4f4b1b52c1ce6f622542d657d0561f2802 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=as_000, measure_col=ay_006.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "as_000", + "measure_col": "ay_006", + "item_col": "ax_000", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 761790.24, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8dd7a4f0c21292564f940fae6c120ed2663573a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d7-80ff-73f3-aa2c-4ce87ac4b81a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n NULLIF(\\\"as_000\\\", '') AS \\\"as_000\\\",\\n CAST(NULLIF(\\\"ax_000\\\", '') AS REAL) AS \\\"ax_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_006\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"as_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ax_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_006\\\", '') IS NOT NULL\\n GROUP BY\\n NULLIF(\\\"as_000\\\", ''),\\n CAST(NULLIF(\\\"ax_000\\\", '') AS REAL)\\n)\\nSELECT\\n \\\"as_000\\\",\\n \\\"ax_000\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"as_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned within-group share template with group_col=\\\"as_000\\\", item_col=\\\"ax_000\\\", and measure_col=\\\"ay_006\\\". Blank strings are treated as NULL, numeric text fields are cast to REAL, and shares are computed within each \\\"as_000\\\" group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45088,"cached_input_tokens":44416,"output_tokens":2257,"reasoning_output_tokens":1944}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..949521be3ebaa15b999a6ab6cd1d2c419d6662a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n NULLIF(\"as_000\", '') AS \"as_000\",\n CAST(NULLIF(\"ax_000\", '') AS REAL) AS \"ax_000\",\n SUM(CAST(NULLIF(\"ay_006\", '') AS REAL)) AS \"total_measure\"\n FROM \"n18\"\n WHERE NULLIF(\"as_000\", '') IS NOT NULL\n AND NULLIF(\"ax_000\", '') IS NOT NULL\n AND NULLIF(\"ay_006\", '') IS NOT NULL\n GROUP BY\n NULLIF(\"as_000\", ''),\n CAST(NULLIF(\"ax_000\", '') AS REAL)\n)\nSELECT\n \"as_000\",\n \"ax_000\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(SUM(\"total_measure\") OVER (PARTITION BY \"as_000\"), 0) AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the planned within-group share template with group_col=\"as_000\", item_col=\"ax_000\", and measure_col=\"ay_006\". Blank strings are treated as NULL, numeric text fields are cast to REAL, and shares are computed within each \"as_000\" group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1e267cf67e1aa4087ea48de40e6c2f7f11a24ddd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=as_000, measure_col=ay_006. +Result preview: [{"as_000": "13752", "ax_000": 670.0, "total_measure": 2763976.0, "share_within_group": 100.0}, {"as_000": "201306", "ax_000": 3468.0, "total_measure": 2595948.0, "share_within_group": 100.0}, {"as_000": "21748", "ax_000": 0.0, "total_measure": 2737578.0, "share_within_group": 100.0}, {"as_000": "31518", "ax_000": 0.0, "total_measure": 1699992.0, "share_within_group": 100.0}, {"as_000": "320346", "ax_000": 1698.0, "total_measure": 803284.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b9fa5dd683675e69404200788a4e073b085e1df5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/generated_sql.sql @@ -0,0 +1,33 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_b18333380094102e +-- problem_id: v2p_n18_27972bd6342fd534 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + NULLIF("as_000", '') AS "as_000", + CAST(NULLIF("ax_000", '') AS REAL) AS "ax_000", + SUM(CAST(NULLIF("ay_006", '') AS REAL)) AS "total_measure" + FROM "n18" + WHERE NULLIF("as_000", '') IS NOT NULL + AND NULLIF("ax_000", '') IS NOT NULL + AND NULLIF("ay_006", '') IS NOT NULL + GROUP BY + NULLIF("as_000", ''), + CAST(NULLIF("ax_000", '') AS REAL) +) +SELECT + "as_000", + "ax_000", + "total_measure", + "total_measure" * 100.0 / NULLIF(SUM("total_measure") OVER (PARTITION BY "as_000"), 0) AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8d953ddf1b5a87547961d320db091bb745793f44 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n NULLIF(\"as_000\", '') AS \"as_000\",\n CAST(NULLIF(\"ax_000\", '') AS REAL) AS \"ax_000\",\n SUM(CAST(NULLIF(\"ay_006\", '') AS REAL)) AS \"total_measure\"\n FROM \"n18\"\n WHERE NULLIF(\"as_000\", '') IS NOT NULL\n AND NULLIF(\"ax_000\", '') IS NOT NULL\n AND NULLIF(\"ay_006\", '') IS NOT NULL\n GROUP BY\n NULLIF(\"as_000\", ''),\n CAST(NULLIF(\"ax_000\", '') AS REAL)\n)\nSELECT\n \"as_000\",\n \"ax_000\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(SUM(\"total_measure\") OVER (PARTITION BY \"as_000\"), 0) AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n NULLIF(\\\"as_000\\\", '') AS \\\"as_000\\\",\\n CAST(NULLIF(\\\"ax_000\\\", '') AS REAL) AS \\\"ax_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_006\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"as_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ax_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_006\\\", '') IS NOT NULL\\n GROUP BY\\n NULLIF(\\\"as_000\\\", ''),\\n CAST(NULLIF(\\\"ax_000\\\", '') AS REAL)\\n)\\nSELECT\\n \\\"as_000\\\",\\n \\\"ax_000\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"as_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"as_000\", \"ax_000\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"as_000\": \"13752\", \"ax_000\": 670.0, \"total_measure\": 2763976.0, \"share_within_group\": 100.0}, {\"as_000\": \"201306\", \"ax_000\": 3468.0, \"total_measure\": 2595948.0, \"share_within_group\": 100.0}, {\"as_000\": \"21748\", \"ax_000\": 0.0, \"total_measure\": 2737578.0, \"share_within_group\": 100.0}, {\"as_000\": \"31518\", \"ax_000\": 0.0, \"total_measure\": 1699992.0, 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0.2824043027751705}, {\"as_000\": \"0\", \"ax_000\": 112.0, \"total_measure\": 189617614.0, \"share_within_group\": 0.2820552798897608}, {\"as_000\": \"0\", \"ax_000\": 182.0, \"total_measure\": 189476804.0, \"share_within_group\": 0.28184582569864713}, {\"as_000\": \"0\", \"ax_000\": 122.0, \"total_measure\": 189346804.0, \"share_within_group\": 0.2816524513300314}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 77.09}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..02ea555711789952a3d4d0f058f48e514b43042c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:12:53.706237+00:00", + "ended_at": "2026-05-26T01:13:40.376585+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_b18333380094102e", + "problem_id": "v2p_n18_27972bd6342fd534", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=as_000, measure_col=ay_006.", + "bindings": { + "group_col": "as_000", + "measure_col": "ay_006", + "item_col": "ax_000", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 761790.24, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=30" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_b18333380094102e.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_b18333380094102e", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 2257, + "total_tokens": 47345, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 307, + "estimated_total_tokens": 22100, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 46563.26, + "sql_execution_elapsed_ms_total": 77.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f4ceb47ba0477c976ed5e3a21eb7e5197a1ab360 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:13:40.296639+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 46563.26, "started_at": "2026-05-26T01:12:53.720183+00:00", "ended_at": "2026-05-26T01:13:40.283271+00:00", "prompt_metrics": {"chars": 68908, "bytes_utf8": 68908, "lines": 2150, "estimated_tokens": 21793}, "response_metrics": {"chars": 986, "bytes_utf8": 986, "lines": 1, "estimated_tokens": 307}, "usage": {"input_tokens": 45088, "cached_input_tokens": 44416, "output_tokens": 2257, "reasoning_output_tokens": 1944}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n NULLIF(\\\"as_000\\\", '') AS \\\"as_000\\\",\\n CAST(NULLIF(\\\"ax_000\\\", '') AS REAL) AS \\\"ax_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_006\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"as_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ax_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_006\\\", '') IS NOT NULL\\n GROUP BY\\n NULLIF(\\\"as_000\\\", ''),\\n CAST(NULLIF(\\\"ax_000\\\", '') AS REAL)\\n)\\nSELECT\\n \\\"as_000\\\",\\n \\\"ax_000\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"as_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned within-group share template with group_col=\\\"as_000\\\", item_col=\\\"ax_000\\\", and measure_col=\\\"ay_006\\\". Blank strings are treated as NULL, numeric text fields are cast to REAL, and shares are computed within each \\\"as_000\\\" group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4514fc873e7c78c8830657efc18f6f01245f8a8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b18333380094102e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_b18333380094102e", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 2257, + "total_tokens": 47345, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..221f1a1489d15bfead5b50a3f9302f90d1eece66 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_b6c226cc3dbaf76a", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 3324, + "total_tokens": 48412, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 254, + "estimated_total_tokens": 22047, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 62739.34, + "sql_execution_elapsed_ms_total": 195.43, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5acb764a881e7ac2776b02bfed83b969294ded01 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:13:40.390565+00:00", + "ended_at": "2026-05-26T01:14:43.129817+00:00", + "elapsed_ms": 62739.34, + "prompt_metrics": { + "chars": 68903, + "bytes_utf8": 68903, + "lines": 2150, + "estimated_tokens": 21793 + }, + "stdout_metrics": { + "chars": 1240, + "bytes_utf8": 1240, + "lines": 4, + "estimated_tokens": 411 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 823, + "bytes_utf8": 823, + "lines": 1, + "estimated_tokens": 254 + }, + "usage": { + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 3324, + "reasoning_output_tokens": 3064 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fa1c92dbaa0fe78056809c7a533b198730b0897d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=af_000, measure_col=ay_003.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "af_000", + "measure_col": "ay_003", + "item_col": "at_000", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7764.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f814ad6ba0756399929f46f93acb2af5bd18d7d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d8-374e-7b70-8e64-51bb028b831d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"af_000\\\",\\n \\\"at_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_003\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"ay_003\\\", '') AS REAL)) * 100.0 /\\n NULLIF(SUM(SUM(CAST(NULLIF(\\\"ay_003\\\", '') AS REAL))) OVER (PARTITION BY \\\"af_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"af_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"at_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_003\\\", '') IS NOT NULL\\nGROUP BY \\\"af_000\\\", \\\"at_000\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 12;\",\"notes\":\"Instantiates the provided within-group share template with group_col=\\\"af_000\\\", item_col=\\\"at_000\\\", and measure_col=\\\"ay_003\\\". Because the schema stores these fields as TEXT, blank strings are excluded and \\\"ay_003\\\" is cast to REAL before aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45088,"cached_input_tokens":44416,"output_tokens":3324,"reasoning_output_tokens":3064}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..15a159a2267082f2b654952e14dea89611944173 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"af_000\",\n \"at_000\",\n SUM(CAST(NULLIF(\"ay_003\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"ay_003\", '') AS REAL)) * 100.0 /\n NULLIF(SUM(SUM(CAST(NULLIF(\"ay_003\", '') AS REAL))) OVER (PARTITION BY \"af_000\"), 0) AS \"share_within_group\"\nFROM \"n18\"\nWHERE NULLIF(\"af_000\", '') IS NOT NULL\n AND NULLIF(\"at_000\", '') IS NOT NULL\n AND NULLIF(\"ay_003\", '') IS NOT NULL\nGROUP BY \"af_000\", \"at_000\"\nORDER BY \"share_within_group\" DESC\nLIMIT 12;","notes":"Instantiates the provided within-group share template with group_col=\"af_000\", item_col=\"at_000\", and measure_col=\"ay_003\". Because the schema stores these fields as TEXT, blank strings are excluded and \"ay_003\" is cast to REAL before aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ff66d951289e00320897488cc94516ea3a656009 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=af_000, measure_col=ay_003. +Result preview: [{"af_000": "30", "at_000": "0", "total_measure": 5088.0, "share_within_group": 100.0}, {"af_000": "48", "at_000": "0", "total_measure": 5142.0, "share_within_group": 100.0}, {"af_000": "72", "at_000": "0", "total_measure": 5868.0, "share_within_group": 100.0}, {"af_000": "982", "at_000": "0", "total_measure": 5052.0, "share_within_group": 100.0}, {"af_000": "0", "at_000": "0", "total_measure": 307850790.0, "share_within_group": 75.27539205944827}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..08bf1e9b8dc8d4d096ffeac8c0b384a4cd8d0f04 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/generated_sql.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_b6c226cc3dbaf76a +-- problem_id: v2p_n18_7dbc49c249e7ba47 +-- realization_mode: agent +-- source_kind: agent +SELECT + "af_000", + "at_000", + SUM(CAST(NULLIF("ay_003", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("ay_003", '') AS REAL)) * 100.0 / + NULLIF(SUM(SUM(CAST(NULLIF("ay_003", '') AS REAL))) OVER (PARTITION BY "af_000"), 0) AS "share_within_group" +FROM "n18" +WHERE NULLIF("af_000", '') IS NOT NULL + AND NULLIF("at_000", '') IS NOT NULL + AND NULLIF("ay_003", '') IS NOT NULL +GROUP BY "af_000", "at_000" +ORDER BY "share_within_group" DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c1fe81933fa70c677788098cf7082ecf274e3c5d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"af_000\",\n \"at_000\",\n SUM(CAST(NULLIF(\"ay_003\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"ay_003\", '') AS REAL)) * 100.0 /\n NULLIF(SUM(SUM(CAST(NULLIF(\"ay_003\", '') AS REAL))) OVER (PARTITION BY \"af_000\"), 0) AS \"share_within_group\"\nFROM \"n18\"\nWHERE NULLIF(\"af_000\", '') IS NOT NULL\n AND NULLIF(\"at_000\", '') IS NOT NULL\n AND NULLIF(\"ay_003\", '') IS NOT NULL\nGROUP BY \"af_000\", \"at_000\"\nORDER BY \"share_within_group\" DESC\nLIMIT 12;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"af_000\\\",\\n \\\"at_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_003\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"ay_003\\\", '') AS REAL)) * 100.0 /\\n NULLIF(SUM(SUM(CAST(NULLIF(\\\"ay_003\\\", '') AS REAL))) OVER (PARTITION BY \\\"af_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"af_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"at_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_003\\\", '') IS NOT NULL\\nGROUP BY \\\"af_000\\\", \\\"at_000\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 12;\", \"columns\": [\"af_000\", \"at_000\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"af_000\": \"30\", \"at_000\": \"0\", \"total_measure\": 5088.0, \"share_within_group\": 100.0}, {\"af_000\": \"48\", \"at_000\": \"0\", \"total_measure\": 5142.0, \"share_within_group\": 100.0}, {\"af_000\": \"72\", \"at_000\": \"0\", \"total_measure\": 5868.0, \"share_within_group\": 100.0}, {\"af_000\": \"982\", \"at_000\": \"0\", \"total_measure\": 5052.0, \"share_within_group\": 100.0}, {\"af_000\": \"0\", \"at_000\": \"0\", \"total_measure\": 307850790.0, \"share_within_group\": 75.27539205944827}, {\"af_000\": \"0\", \"at_000\": \"10518\", \"total_measure\": 18708160.0, \"share_within_group\": 4.574502078461087}, {\"af_000\": \"0\", \"at_000\": \"7869774\", \"total_measure\": 13945170.0, \"share_within_group\": 3.40986014388872}, {\"af_000\": \"0\", \"at_000\": \"126450\", \"total_measure\": 7545908.0, \"share_within_group\": 1.8451184846546183}, {\"af_000\": \"0\", \"at_000\": \"2916032\", \"total_measure\": 7258890.0, \"share_within_group\": 1.77493710724734}, {\"af_000\": \"0\", \"at_000\": \"279486\", \"total_measure\": 5623094.0, \"share_within_group\": 1.3749537736678576}, {\"af_000\": \"0\", \"at_000\": \"71116\", \"total_measure\": 4636106.0, \"share_within_group\": 1.1336163755797426}, {\"af_000\": \"0\", \"at_000\": \"62082\", \"total_measure\": 4235016.0, \"share_within_group\": 1.0355422176374351}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 195.43}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f42194176dc74a160e9420f2c080d7d177925ac9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:13:40.376954+00:00", + "ended_at": "2026-05-26T01:14:43.339886+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_b6c226cc3dbaf76a", + "problem_id": "v2p_n18_7dbc49c249e7ba47", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=af_000, measure_col=ay_003.", + "bindings": { + "group_col": "af_000", + "measure_col": "ay_003", + "item_col": "at_000", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7764.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=27" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_b6c226cc3dbaf76a.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_b6c226cc3dbaf76a", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 3324, + "total_tokens": 48412, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 254, + "estimated_total_tokens": 22047, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 62739.34, + "sql_execution_elapsed_ms_total": 195.43, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..05bb32fc67c997c31d544dafca6fd92b04f61ef7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:14:43.142319+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 62739.34, "started_at": "2026-05-26T01:13:40.390565+00:00", "ended_at": "2026-05-26T01:14:43.129817+00:00", "prompt_metrics": {"chars": 68903, "bytes_utf8": 68903, "lines": 2150, "estimated_tokens": 21793}, "response_metrics": {"chars": 823, "bytes_utf8": 823, "lines": 1, "estimated_tokens": 254}, "usage": {"input_tokens": 45088, "cached_input_tokens": 44416, "output_tokens": 3324, "reasoning_output_tokens": 3064}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"af_000\\\",\\n \\\"at_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_003\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"ay_003\\\", '') AS REAL)) * 100.0 /\\n NULLIF(SUM(SUM(CAST(NULLIF(\\\"ay_003\\\", '') AS REAL))) OVER (PARTITION BY \\\"af_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"af_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"at_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_003\\\", '') IS NOT NULL\\nGROUP BY \\\"af_000\\\", \\\"at_000\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 12;\",\"notes\":\"Instantiates the provided within-group share template with group_col=\\\"af_000\\\", item_col=\\\"at_000\\\", and measure_col=\\\"ay_003\\\". Because the schema stores these fields as TEXT, blank strings are excluded and \\\"ay_003\\\" is cast to REAL before aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..442d703d05f01ac39d9bd651de7fdc2236599451 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_b6c226cc3dbaf76a", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 3324, + "total_tokens": 48412, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 254, + "estimated_total_tokens": 22047, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 62739.34, + "sql_execution_elapsed_ms_total": 195.43, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b6c226cc3dbaf76a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8bc4fd889ca97796ed2918bdc56adc39d5284c30 --- /dev/null +++ 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9a590b2961d9bd1b42d76a91bfc1ead1ae42cff5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_b9beb2b624733bf8", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 2365, + "total_tokens": 47453, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 198, + "estimated_total_tokens": 21991, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 46729.81, + "sql_execution_elapsed_ms_total": 56.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..940623447fecf791abe83b5615560da9f5f35b70 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:14:43.354654+00:00", + "ended_at": "2026-05-26T01:15:30.084405+00:00", + "elapsed_ms": 46729.81, + "prompt_metrics": { + "chars": 68907, + "bytes_utf8": 68907, + "lines": 2150, + "estimated_tokens": 21793 + }, + "stdout_metrics": { + "chars": 1035, + "bytes_utf8": 1035, + "lines": 4, + "estimated_tokens": 340 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 639, + "bytes_utf8": 639, + "lines": 1, + "estimated_tokens": 198 + }, + "usage": { + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 2365, + "reasoning_output_tokens": 2161 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3f31a070e7e8f35d83a273dd60a92a56e693a883 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=bf_000, measure_col=az_001.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "bf_000", + "measure_col": "az_001", + "item_col": "ay_003", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 890.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6ac6643a905706aade196b71994390972439dd3c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d9-2d40-7282-9ec0-6fe7cc6570dd"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"bf_000\\\",\\n \\\"ay_003\\\",\\n SUM(CAST(NULLIF(\\\"az_001\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"az_001\\\", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF(\\\"az_001\\\", '') AS REAL))) OVER (PARTITION BY \\\"bf_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"bf_000\\\", \\\"ay_003\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the Within-Group Share of Total template with group_col=\\\"bf_000\\\", item_col=\\\"ay_003\\\", and measure_col=\\\"az_001\\\". Empty measure strings are treated as NULL and numeric text is cast to REAL for aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45088,"cached_input_tokens":44416,"output_tokens":2365,"reasoning_output_tokens":2161}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f2d63fb0fa5b606f2991abb4a45bf4f1202711bb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"bf_000\",\n \"ay_003\",\n SUM(CAST(NULLIF(\"az_001\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"az_001\", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF(\"az_001\", '') AS REAL))) OVER (PARTITION BY \"bf_000\"), 0) AS \"share_within_group\"\nFROM \"n18\"\nGROUP BY \"bf_000\", \"ay_003\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the Within-Group Share of Total template with group_col=\"bf_000\", item_col=\"ay_003\", and measure_col=\"az_001\". Empty measure strings are treated as NULL and numeric text is cast to REAL for aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..71d6c915defa145e4c3a82a33ba3e605556e7992 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=bf_000, measure_col=az_001. +Result preview: [{"bf_000": "1002", "ay_003": "0", "total_measure": 2832.0, "share_within_group": 100.0}, {"bf_000": "1004", "ay_003": "0", "total_measure": 2100.0, "share_within_group": 100.0}, {"bf_000": "1008", "ay_003": "0", "total_measure": 25212.0, "share_within_group": 100.0}, {"bf_000": "1010", "ay_003": "0", "total_measure": 3386.0, "share_within_group": 100.0}, {"bf_000": "1012", "ay_003": "0", "total_measure": 7476.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..452e4a04cca078d6ceb96204ba2da7f3af67e2fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_b9beb2b624733bf8 +-- problem_id: v2p_n18_d05ff49df2964cb5 +-- realization_mode: agent +-- source_kind: agent +SELECT + "bf_000", + "ay_003", + SUM(CAST(NULLIF("az_001", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("az_001", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF("az_001", '') AS REAL))) OVER (PARTITION BY "bf_000"), 0) AS "share_within_group" +FROM "n18" +GROUP BY "bf_000", "ay_003" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8bc3c64e8281d541a0a5b4ca31963d0c8779c8ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"bf_000\",\n \"ay_003\",\n SUM(CAST(NULLIF(\"az_001\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"az_001\", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF(\"az_001\", '') AS REAL))) OVER (PARTITION BY \"bf_000\"), 0) AS \"share_within_group\"\nFROM \"n18\"\nGROUP BY \"bf_000\", \"ay_003\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"bf_000\\\",\\n \\\"ay_003\\\",\\n SUM(CAST(NULLIF(\\\"az_001\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"az_001\\\", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF(\\\"az_001\\\", '') AS REAL))) OVER (PARTITION BY \\\"bf_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"bf_000\\\", \\\"ay_003\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"bf_000\", \"ay_003\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"bf_000\": \"1002\", \"ay_003\": \"0\", \"total_measure\": 2832.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1004\", \"ay_003\": \"0\", \"total_measure\": 2100.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1008\", \"ay_003\": \"0\", \"total_measure\": 25212.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1010\", \"ay_003\": \"0\", \"total_measure\": 3386.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1012\", \"ay_003\": \"0\", \"total_measure\": 7476.0, \"share_within_group\": 100.0}, {\"bf_000\": \"10124\", \"ay_003\": \"0\", \"total_measure\": 209674.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1016\", \"ay_003\": \"0\", \"total_measure\": 12432.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1018\", \"ay_003\": \"0\", \"total_measure\": 16696.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1020\", \"ay_003\": \"0\", \"total_measure\": 6762.0, \"share_within_group\": 100.0}, {\"bf_000\": \"10228\", \"ay_003\": \"0\", \"total_measure\": 12318.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1024\", \"ay_003\": \"0\", \"total_measure\": 28748.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1026\", \"ay_003\": \"0\", \"total_measure\": 24072.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1030\", \"ay_003\": \"0\", \"total_measure\": 49726.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1034\", \"ay_003\": \"0\", \"total_measure\": 42748.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1036\", \"ay_003\": \"0\", \"total_measure\": 2168.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1038\", \"ay_003\": \"0\", \"total_measure\": 40232.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1040\", \"ay_003\": \"0\", \"total_measure\": 47018.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1042\", \"ay_003\": \"0\", \"total_measure\": 9558.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1044\", \"ay_003\": \"0\", \"total_measure\": 83828.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1046\", \"ay_003\": \"0\", \"total_measure\": 70724.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1048\", \"ay_003\": \"0\", \"total_measure\": 31052.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1050\", \"ay_003\": \"0\", \"total_measure\": 955790.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1052\", \"ay_003\": \"0\", \"total_measure\": 139580.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1054\", \"ay_003\": \"0\", \"total_measure\": 2388.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1056\", \"ay_003\": \"0\", \"total_measure\": 15134.0, \"share_within_group\": 100.0}, {\"bf_000\": \"10570\", \"ay_003\": \"0\", \"total_measure\": 72536.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1058\", \"ay_003\": \"0\", \"total_measure\": 2138.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1060\", \"ay_003\": \"0\", \"total_measure\": 34370.0, \"share_within_group\": 100.0}, {\"bf_000\": \"10606\", \"ay_003\": \"0\", \"total_measure\": 21194.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1064\", \"ay_003\": \"0\", \"total_measure\": 51500.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1066\", \"ay_003\": \"0\", \"total_measure\": 26062.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1068\", \"ay_003\": \"0\", \"total_measure\": 120752.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1070\", \"ay_003\": \"0\", \"total_measure\": 32462.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1072\", \"ay_003\": \"0\", \"total_measure\": 22122.0, \"share_within_group\": 100.0}, {\"bf_000\": \"10722\", \"ay_003\": \"0\", \"total_measure\": 44844.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1074\", \"ay_003\": \"0\", \"total_measure\": 84886.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1076\", \"ay_003\": \"0\", \"total_measure\": 28600.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1078\", \"ay_003\": \"0\", \"total_measure\": 144036.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1080\", \"ay_003\": \"0\", \"total_measure\": 11748.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1082\", \"ay_003\": \"0\", \"total_measure\": 20224.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1084\", \"ay_003\": \"0\", \"total_measure\": 31758.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1088\", \"ay_003\": \"0\", \"total_measure\": 5124.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1090\", \"ay_003\": \"0\", \"total_measure\": 42804.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1092\", \"ay_003\": \"0\", \"total_measure\": 4626.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1094\", \"ay_003\": \"0\", \"total_measure\": 217332.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1096\", \"ay_003\": \"0\", \"total_measure\": 61454.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1102\", \"ay_003\": \"0\", \"total_measure\": 54484.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1104\", \"ay_003\": \"0\", \"total_measure\": 48436.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1106\", \"ay_003\": \"0\", \"total_measure\": 31582.0, \"share_within_group\": 100.0}, {\"bf_000\": \"11060\", \"ay_003\": \"0\", \"total_measure\": 39364.0, \"share_within_group\": 100.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 56.88}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..98884fb0cace4b51b8c97dae8222cda33fe2537c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:14:43.340322+00:00", + "ended_at": "2026-05-26T01:15:30.154781+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_b9beb2b624733bf8", + "problem_id": "v2p_n18_d05ff49df2964cb5", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=bf_000, measure_col=az_001.", + "bindings": { + "group_col": "bf_000", + "measure_col": "az_001", + "item_col": "ay_003", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 890.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=11", + "sql_variant_index=1/2", + "binding_index=34" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 11, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_b9beb2b624733bf8.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_b9beb2b624733bf8", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 2365, + "total_tokens": 47453, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 198, + "estimated_total_tokens": 21991, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 46729.81, + "sql_execution_elapsed_ms_total": 56.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b5ba1ff70d02ba1929f0b196cd6f04f3d4601680 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:15:30.095643+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 46729.81, "started_at": "2026-05-26T01:14:43.354654+00:00", "ended_at": "2026-05-26T01:15:30.084405+00:00", "prompt_metrics": {"chars": 68907, "bytes_utf8": 68907, "lines": 2150, "estimated_tokens": 21793}, "response_metrics": {"chars": 639, "bytes_utf8": 639, "lines": 1, "estimated_tokens": 198}, "usage": {"input_tokens": 45088, "cached_input_tokens": 44416, "output_tokens": 2365, "reasoning_output_tokens": 2161}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"bf_000\\\",\\n \\\"ay_003\\\",\\n SUM(CAST(NULLIF(\\\"az_001\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"az_001\\\", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF(\\\"az_001\\\", '') AS REAL))) OVER (PARTITION BY \\\"bf_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"bf_000\\\", \\\"ay_003\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the Within-Group Share of Total template with group_col=\\\"bf_000\\\", item_col=\\\"ay_003\\\", and measure_col=\\\"az_001\\\". Empty measure strings are treated as NULL and numeric text is cast to REAL for aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c749cb8194ad12b04db86874d080954a80df0bc8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_b9beb2b624733bf8", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 2365, + "total_tokens": 47453, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 198, + "estimated_total_tokens": 21991, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 46729.81, + "sql_execution_elapsed_ms_total": 56.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_b9beb2b624733bf8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1f297827ac88bbb28a4371e9337641e9ca60d406 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68497, "bytes_utf8": 68497, "lines": 2148, "estimated_tokens": 21673}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 525, "bytes_utf8": 525, "lines": 1, "estimated_tokens": 128}, "usage": {"input_tokens": 44968, "cached_input_tokens": 22912, "output_tokens": 1766, "reasoning_output_tokens": 1632}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..64e92114c63f7a5d0e46f3fa144a9e3d4a668c6a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_c4cd7d92250ce649", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 22912, + "output_tokens": 1766, + "total_tokens": 46734, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 128, + "estimated_total_tokens": 21801, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35613.21, + "sql_execution_elapsed_ms_total": 24.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b4a71caab09f12d46b7e523fedf79a8e65099d16 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:15:30.169305+00:00", + "ended_at": "2026-05-26T01:16:05.782483+00:00", + "elapsed_ms": 35613.21, + "prompt_metrics": { + "chars": 68497, + "bytes_utf8": 68497, + "lines": 2148, + "estimated_tokens": 21673 + }, + "stdout_metrics": { + "chars": 885, + "bytes_utf8": 885, + "lines": 4, + "estimated_tokens": 242 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 525, + "bytes_utf8": 525, + "lines": 1, + "estimated_tokens": 128 + }, + "usage": { + "input_tokens": 44968, + "cached_input_tokens": 22912, + "output_tokens": 1766, + "reasoning_output_tokens": 1632 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f9ebe572774189a371020fd0c5f7518564127cd4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=ab_000, measure_col=ab_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "ab_000", + "measure_col": "ab_000", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 18.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2813b33cff0ebe1fa57d4c9be56266db6efc58ad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d9-e41c-7071-8718-a04cc54e7867"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ab_000\\\", SUM(CAST(NULLIF(\\\"ab_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ab_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the required grouped-sum template with \\\"ab_000\\\" as both the grouping field and the summed measure. Because SQLite stores this column as TEXT and the dataset includes empty-string missing values, the measure side is converted with CAST(NULLIF(...)) so blanks do not get treated as numeric zero during aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44968,"cached_input_tokens":22912,"output_tokens":1766,"reasoning_output_tokens":1632}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a6dcf8129cb7018ff78c9b92ec07831d99aab841 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"ab_000\", SUM(CAST(NULLIF(\"ab_000\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"ab_000\"\nORDER BY \"total_measure\" DESC;","notes":"Uses the required grouped-sum template with \"ab_000\" as both the grouping field and the summed measure. Because SQLite stores this column as TEXT and the dataset includes empty-string missing values, the measure side is converted with CAST(NULLIF(...)) so blanks do not get treated as numeric zero during aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c98642b460adb39f32a9b128420cb606651df3ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ab_000, measure_col=ab_000. +Result preview: [{"ab_000": "2", "total_measure": 4968.0}, {"ab_000": "4", "total_measure": 2148.0}, {"ab_000": "6", "total_measure": 1092.0}, {"ab_000": "8", "total_measure": 728.0}, {"ab_000": "10", "total_measure": 510.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..aa8517d26196acd38e96bc0df69d0df49e26ce31 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_c4cd7d92250ce649 +-- problem_id: v2p_n18_ab53e04e9b0bf3be +-- realization_mode: agent +-- source_kind: agent +SELECT "ab_000", SUM(CAST(NULLIF("ab_000", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "ab_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2761daae09ecf2eebf60f0706f24e1185ed0ce34 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"ab_000\", SUM(CAST(NULLIF(\"ab_000\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"ab_000\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ab_000\\\", SUM(CAST(NULLIF(\\\"ab_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ab_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"ab_000\", \"total_measure\"], \"rows\": [{\"ab_000\": \"2\", \"total_measure\": 4968.0}, {\"ab_000\": \"4\", \"total_measure\": 2148.0}, {\"ab_000\": \"6\", \"total_measure\": 1092.0}, {\"ab_000\": \"8\", \"total_measure\": 728.0}, {\"ab_000\": \"10\", \"total_measure\": 510.0}, {\"ab_000\": \"12\", \"total_measure\": 432.0}, {\"ab_000\": \"100\", \"total_measure\": 300.0}, {\"ab_000\": \"14\", \"total_measure\": 266.0}, {\"ab_000\": \"24\", \"total_measure\": 216.0}, {\"ab_000\": \"204\", \"total_measure\": 204.0}, {\"ab_000\": \"58\", \"total_measure\": 174.0}, {\"ab_000\": \"38\", \"total_measure\": 152.0}, {\"ab_000\": \"16\", \"total_measure\": 144.0}, {\"ab_000\": \"134\", \"total_measure\": 134.0}, {\"ab_000\": \"26\", \"total_measure\": 130.0}, {\"ab_000\": \"18\", \"total_measure\": 108.0}, {\"ab_000\": \"34\", \"total_measure\": 102.0}, {\"ab_000\": \"20\", \"total_measure\": 100.0}, {\"ab_000\": \"90\", \"total_measure\": 90.0}, {\"ab_000\": \"22\", \"total_measure\": 88.0}, {\"ab_000\": \"28\", \"total_measure\": 84.0}, {\"ab_000\": \"68\", \"total_measure\": 68.0}, {\"ab_000\": \"32\", \"total_measure\": 64.0}, {\"ab_000\": \"52\", \"total_measure\": 52.0}, {\"ab_000\": \"48\", \"total_measure\": 48.0}, {\"ab_000\": \"46\", \"total_measure\": 46.0}, {\"ab_000\": \"44\", \"total_measure\": 44.0}, {\"ab_000\": \"36\", \"total_measure\": 36.0}, {\"ab_000\": \"30\", \"total_measure\": 30.0}, {\"ab_000\": \"0\", \"total_measure\": 0.0}, {\"ab_000\": \"\", \"total_measure\": null}], \"row_count_returned\": 31, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 24.79}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e7a3db70120f7b10f19b1a400ea1d4e51f7eaf1d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:15:30.155189+00:00", + "ended_at": "2026-05-26T01:16:05.820731+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_c4cd7d92250ce649", + "problem_id": "v2p_n18_ab53e04e9b0bf3be", + "dataset_id": "n18", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_rank_order", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ab_000, measure_col=ab_000.", + "bindings": { + "group_col": "ab_000", + "measure_col": "ab_000", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 18.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=1" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_c4cd7d92250ce649.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_c4cd7d92250ce649", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 22912, + "output_tokens": 1766, + "total_tokens": 46734, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 128, + "estimated_total_tokens": 21801, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35613.21, + "sql_execution_elapsed_ms_total": 24.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..803b5cfc645dded63577ba6211eca2d30fb6a024 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:16:05.794159+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 35613.21, "started_at": "2026-05-26T01:15:30.169305+00:00", "ended_at": "2026-05-26T01:16:05.782483+00:00", "prompt_metrics": {"chars": 68497, "bytes_utf8": 68497, "lines": 2148, "estimated_tokens": 21673}, "response_metrics": {"chars": 525, "bytes_utf8": 525, "lines": 1, "estimated_tokens": 128}, "usage": {"input_tokens": 44968, "cached_input_tokens": 22912, "output_tokens": 1766, "reasoning_output_tokens": 1632}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ab_000\\\", SUM(CAST(NULLIF(\\\"ab_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ab_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the required grouped-sum template with \\\"ab_000\\\" as both the grouping field and the summed measure. Because SQLite stores this column as TEXT and the dataset includes empty-string missing values, the measure side is converted with CAST(NULLIF(...)) so blanks do not get treated as numeric zero during aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4fe648d6ae90849e7b6e319f8289229a7fbb5996 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c4cd7d92250ce649/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_c4cd7d92250ce649", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 22912, + "output_tokens": 1766, + "total_tokens": 46734, + "cost_usd": 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..222135f08c0b9440420131ea54eb0a97058e6977 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_c7f991b45efd60e5", + "api_calls": 0, + "input_tokens": 45178, + "cached_input_tokens": 22912, + "output_tokens": 1181, + "total_tokens": 46359, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21883, + "estimated_output_tokens": 195, + "estimated_total_tokens": 22078, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25532.92, + "sql_execution_elapsed_ms_total": 37.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8a46dc447acb48b68152e0e1305803f3a70c435d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:16:05.835241+00:00", + "ended_at": "2026-05-26T01:16:31.368156+00:00", + "elapsed_ms": 25532.92, + "prompt_metrics": { + "chars": 69305, + "bytes_utf8": 69305, + "lines": 2151, + "estimated_tokens": 21883 + }, + "stdout_metrics": { + "chars": 1079, + "bytes_utf8": 1079, + "lines": 4, + "estimated_tokens": 320 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 709, + "bytes_utf8": 709, + "lines": 1, + "estimated_tokens": 195 + }, + "usage": { + "input_tokens": 45178, + "cached_input_tokens": 22912, + "output_tokens": 1181, + "reasoning_output_tokens": 980 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3df7569c2c0a310809c0aaad0bd0767de44a69e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "co_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cr_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cl_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "cl_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1884.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..532db0249096d84d88289ee2196844026affa5f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61da-6f72-77e0-816b-43ef4b76b7b8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"cl_000\\\",\\n SUM(CASE WHEN \\\"ch_000\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"ch_000\\\" = '2' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n18\\\"\\n GROUP BY \\\"cl_000\\\"\\n)\\nSELECT \\\"cl_000\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Used the planned grouped-ratio template with \\\"cl_000\\\" as the group column and \\\"ch_000\\\" as the condition column. Because the schema stores fields as TEXT, the bound condition values were compared as string literals '0' and '2'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45178,"cached_input_tokens":22912,"output_tokens":1181,"reasoning_output_tokens":980}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..22dfb443d92147a8277afe9217863c7c7be2c349 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"cl_000\",\n SUM(CASE WHEN \"ch_000\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"ch_000\" = '2' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n18\"\n GROUP BY \"cl_000\"\n)\nSELECT \"cl_000\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Used the planned grouped-ratio template with \"cl_000\" as the group column and \"ch_000\" as the condition column. Because the schema stores fields as TEXT, the bound condition values were compared as string literals '0' and '2'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a6986faeea9bb3111f2bcaedcef9f1895a82203 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cl_000, condition_col=ch_000. +Result preview: [{"cl_000": "0", "condition_ratio": 10102.75}, {"cl_000": "2", "condition_ratio": 2761.0}, {"cl_000": "4", "condition_ratio": 1463.0}, {"cl_000": "", "condition_ratio": 1322.0}, {"cl_000": "12", "condition_ratio": 433.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..fcd5f14eede7ac2435b6592164b4f725e9cee543 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n18_c7f991b45efd60e5 +-- problem_id: v2p_n18_d505206755737c5f +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "cl_000", + SUM(CASE WHEN "ch_000" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "ch_000" = '2' THEN 1 ELSE 0 END) AS denominator_count + FROM "n18" + GROUP BY "cl_000" +) +SELECT "cl_000", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7539f3f7e82114e4aef6ad91f43c8be5c58ce351 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"cl_000\",\n SUM(CASE WHEN \"ch_000\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"ch_000\" = '2' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n18\"\n GROUP BY \"cl_000\"\n)\nSELECT \"cl_000\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"cl_000\\\",\\n SUM(CASE WHEN \\\"ch_000\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"ch_000\\\" = '2' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n18\\\"\\n GROUP BY \\\"cl_000\\\"\\n)\\nSELECT \\\"cl_000\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"cl_000\", \"condition_ratio\"], \"rows\": [{\"cl_000\": \"0\", \"condition_ratio\": 10102.75}, {\"cl_000\": \"2\", \"condition_ratio\": 2761.0}, {\"cl_000\": \"4\", \"condition_ratio\": 1463.0}, {\"cl_000\": \"\", \"condition_ratio\": 1322.0}, {\"cl_000\": \"12\", \"condition_ratio\": 433.0}, {\"cl_000\": \"9728\", \"condition_ratio\": 5.0}, {\"cl_000\": \"330\", \"condition_ratio\": 4.5}, {\"cl_000\": \"892\", \"condition_ratio\": 1.0}, {\"cl_000\": \"10\", \"condition_ratio\": null}, {\"cl_000\": \"100\", \"condition_ratio\": null}, {\"cl_000\": \"100352\", \"condition_ratio\": null}, {\"cl_000\": \"1004\", \"condition_ratio\": null}, {\"cl_000\": \"1008\", \"condition_ratio\": null}, {\"cl_000\": \"1010\", \"condition_ratio\": null}, {\"cl_000\": \"1012\", \"condition_ratio\": null}, {\"cl_000\": \"101376\", \"condition_ratio\": null}, {\"cl_000\": \"1018\", \"condition_ratio\": null}, {\"cl_000\": \"101888\", \"condition_ratio\": null}, {\"cl_000\": \"102\", \"condition_ratio\": null}, {\"cl_000\": \"1020\", \"condition_ratio\": null}, {\"cl_000\": \"1022\", \"condition_ratio\": null}, {\"cl_000\": \"1024\", \"condition_ratio\": null}, {\"cl_000\": \"10240\", \"condition_ratio\": null}, {\"cl_000\": \"102400\", \"condition_ratio\": null}, {\"cl_000\": \"1028\", \"condition_ratio\": null}, {\"cl_000\": \"1034\", \"condition_ratio\": null}, {\"cl_000\": \"10340\", \"condition_ratio\": null}, {\"cl_000\": \"103424\", \"condition_ratio\": null}, {\"cl_000\": \"1036\", \"condition_ratio\": null}, {\"cl_000\": \"1038\", \"condition_ratio\": null}, {\"cl_000\": \"103936\", \"condition_ratio\": null}, {\"cl_000\": \"10394\", \"condition_ratio\": null}, {\"cl_000\": \"104\", \"condition_ratio\": null}, {\"cl_000\": \"1042\", \"condition_ratio\": null}, {\"cl_000\": \"1044\", \"condition_ratio\": null}, {\"cl_000\": \"104448\", \"condition_ratio\": null}, {\"cl_000\": \"1050\", \"condition_ratio\": null}, {\"cl_000\": \"1054\", \"condition_ratio\": null}, {\"cl_000\": \"105984\", \"condition_ratio\": null}, {\"cl_000\": \"106\", \"condition_ratio\": null}, {\"cl_000\": \"1060\", \"condition_ratio\": null}, {\"cl_000\": \"1062\", \"condition_ratio\": null}, {\"cl_000\": \"10654\", \"condition_ratio\": null}, {\"cl_000\": \"1066\", \"condition_ratio\": null}, {\"cl_000\": \"1070\", \"condition_ratio\": null}, {\"cl_000\": \"1074\", \"condition_ratio\": null}, {\"cl_000\": \"10752\", \"condition_ratio\": null}, {\"cl_000\": \"1076\", \"condition_ratio\": null}, {\"cl_000\": \"1078\", \"condition_ratio\": null}, {\"cl_000\": \"108\", \"condition_ratio\": null}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 37.54}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..617136466e62db4657112e43b718c5254d66520c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:16:05.821116+00:00", + "ended_at": "2026-05-26T01:16:31.420128+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_c7f991b45efd60e5", + "problem_id": "v2p_n18_d505206755737c5f", + "dataset_id": "n18", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cl_000, condition_col=ch_000.", + "bindings": { + "group_col": "cl_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1884.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=39" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_c7f991b45efd60e5.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_c7f991b45efd60e5", + "api_calls": 0, + "input_tokens": 45178, + "cached_input_tokens": 22912, + "output_tokens": 1181, + "total_tokens": 46359, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21883, + "estimated_output_tokens": 195, + "estimated_total_tokens": 22078, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25532.92, + "sql_execution_elapsed_ms_total": 37.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c45ba6da6fdee090d0dc47b4a726bc4cf71bd61d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:16:31.380058+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 25532.92, "started_at": "2026-05-26T01:16:05.835241+00:00", "ended_at": "2026-05-26T01:16:31.368156+00:00", "prompt_metrics": {"chars": 69305, "bytes_utf8": 69305, "lines": 2151, "estimated_tokens": 21883}, "response_metrics": {"chars": 709, "bytes_utf8": 709, "lines": 1, "estimated_tokens": 195}, "usage": {"input_tokens": 45178, "cached_input_tokens": 22912, "output_tokens": 1181, "reasoning_output_tokens": 980}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"cl_000\\\",\\n SUM(CASE WHEN \\\"ch_000\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"ch_000\\\" = '2' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n18\\\"\\n GROUP BY \\\"cl_000\\\"\\n)\\nSELECT \\\"cl_000\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Used the planned grouped-ratio template with \\\"cl_000\\\" as the group column and \\\"ch_000\\\" as the condition column. Because the schema stores fields as TEXT, the bound condition values were compared as string literals '0' and '2'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b4782ad803152f8eff5e1f3019c2ba12d4086181 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_c7f991b45efd60e5", + "api_calls": 0, + "input_tokens": 45178, + "cached_input_tokens": 22912, + "output_tokens": 1181, + "total_tokens": 46359, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21883, + "estimated_output_tokens": 195, + "estimated_total_tokens": 22078, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25532.92, + "sql_execution_elapsed_ms_total": 37.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c7f991b45efd60e5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f466c5b839a771df366583769f5107131bfc9d7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68902, "bytes_utf8": 68902, "lines": 2150, "estimated_tokens": 21792}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 903, "bytes_utf8": 903, "lines": 1, "estimated_tokens": 290}, "usage": {"input_tokens": 45087, "cached_input_tokens": 22912, "output_tokens": 3063, "reasoning_output_tokens": 2767}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0c3083ad1d092be4c846456d686823f038f1beed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_c89efd26affd6d24", + "api_calls": 0, + "input_tokens": 45087, + "cached_input_tokens": 22912, + "output_tokens": 3063, + "total_tokens": 48150, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21792, + "estimated_output_tokens": 290, + "estimated_total_tokens": 22082, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 58889.92, + "sql_execution_elapsed_ms_total": 99.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7732d8d522967e0f92cd2907e23f679e384f6abd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:16:31.434253+00:00", + "ended_at": "2026-05-26T01:17:30.324091+00:00", + "elapsed_ms": 58889.92, + "prompt_metrics": { + "chars": 68902, + "bytes_utf8": 68902, + "lines": 2150, + "estimated_tokens": 21792 + }, + "stdout_metrics": { + "chars": 1321, + "bytes_utf8": 1321, + "lines": 4, + "estimated_tokens": 448 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 903, + "bytes_utf8": 903, + "lines": 1, + "estimated_tokens": 290 + }, + "usage": { + "input_tokens": 45087, + "cached_input_tokens": 22912, + "output_tokens": 3063, + "reasoning_output_tokens": 2767 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a0cda9c9b47de60837108f79936a3aa0d5fd687 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ab_000, measure_col=av_000.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "ab_000", + "measure_col": "av_000", + "item_col": "ar_000", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 456.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..49de8379d7c5a1fdf031f301701fe18d5227f2bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61da-d36f-77a3-8d15-f665b8a202d8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n COALESCE(NULLIF(\\\"ab_000\\\", ''), 'MISSING') AS \\\"ab_000\\\",\\n COALESCE(NULLIF(\\\"ar_000\\\", ''), 'MISSING') AS \\\"ar_000\\\",\\n SUM(CAST(\\\"av_000\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"av_000\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"av_000\\\" AS REAL))) OVER (\\n PARTITION BY COALESCE(NULLIF(\\\"ab_000\\\", ''), 'MISSING')\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"av_000\\\", '') IS NOT NULL\\nGROUP BY\\n COALESCE(NULLIF(\\\"ab_000\\\", ''), 'MISSING'),\\n COALESCE(NULLIF(\\\"ar_000\\\", ''), 'MISSING')\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned template with group_col=\\\"ab_000\\\", item_col=\\\"ar_000\\\", and measure_col=\\\"av_000\\\". Because the schema stores values as TEXT, the query casts \\\"av_000\\\" to REAL, excludes empty-string measures, and labels empty group/item values as 'MISSING'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45087,"cached_input_tokens":22912,"output_tokens":3063,"reasoning_output_tokens":2767}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2f95d70ce7f9aafef10389c592e20071e6089ee5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n COALESCE(NULLIF(\"ab_000\", ''), 'MISSING') AS \"ab_000\",\n COALESCE(NULLIF(\"ar_000\", ''), 'MISSING') AS \"ar_000\",\n SUM(CAST(\"av_000\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"av_000\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"av_000\" AS REAL))) OVER (\n PARTITION BY COALESCE(NULLIF(\"ab_000\", ''), 'MISSING')\n ) AS \"share_within_group\"\nFROM \"n18\"\nWHERE NULLIF(\"av_000\", '') IS NOT NULL\nGROUP BY\n COALESCE(NULLIF(\"ab_000\", ''), 'MISSING'),\n COALESCE(NULLIF(\"ar_000\", ''), 'MISSING')\nORDER BY \"share_within_group\" DESC;","notes":"Uses the planned template with group_col=\"ab_000\", item_col=\"ar_000\", and measure_col=\"av_000\". Because the schema stores values as TEXT, the query casts \"av_000\" to REAL, excludes empty-string measures, and labels empty group/item values as 'MISSING'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d38e130b928fe72a8a2d506f91100e51ec2fc39e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ab_000, measure_col=av_000. +Result preview: [{"ab_000": "134", "ar_000": "2", "total_measure": 74.0, "share_within_group": 100.0}, {"ab_000": "18", "ar_000": "0", "total_measure": 3762.0, "share_within_group": 100.0}, {"ab_000": "20", "ar_000": "0", "total_measure": 862.0, "share_within_group": 100.0}, {"ab_000": "204", "ar_000": "100", "total_measure": 6780.0, "share_within_group": 100.0}, {"ab_000": "24", "ar_000": "0", "total_measure": 14650.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..58e6009552f05a6224ba5fda0016a508518e68b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/generated_sql.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_c89efd26affd6d24 +-- problem_id: v2p_n18_7bd9c2d6fdac084a +-- realization_mode: agent +-- source_kind: agent +SELECT + COALESCE(NULLIF("ab_000", ''), 'MISSING') AS "ab_000", + COALESCE(NULLIF("ar_000", ''), 'MISSING') AS "ar_000", + SUM(CAST("av_000" AS REAL)) AS "total_measure", + SUM(CAST("av_000" AS REAL)) * 100.0 + / SUM(SUM(CAST("av_000" AS REAL))) OVER ( + PARTITION BY COALESCE(NULLIF("ab_000", ''), 'MISSING') + ) AS "share_within_group" +FROM "n18" +WHERE NULLIF("av_000", '') IS NOT NULL +GROUP BY + COALESCE(NULLIF("ab_000", ''), 'MISSING'), + COALESCE(NULLIF("ar_000", ''), 'MISSING') +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6d621a6a3e0b907f033b7e701401aea27cdbda9e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n COALESCE(NULLIF(\"ab_000\", ''), 'MISSING') AS \"ab_000\",\n COALESCE(NULLIF(\"ar_000\", ''), 'MISSING') AS \"ar_000\",\n SUM(CAST(\"av_000\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"av_000\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"av_000\" AS REAL))) OVER (\n PARTITION BY COALESCE(NULLIF(\"ab_000\", ''), 'MISSING')\n ) AS \"share_within_group\"\nFROM \"n18\"\nWHERE NULLIF(\"av_000\", '') IS NOT NULL\nGROUP BY\n COALESCE(NULLIF(\"ab_000\", ''), 'MISSING'),\n COALESCE(NULLIF(\"ar_000\", ''), 'MISSING')\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n COALESCE(NULLIF(\\\"ab_000\\\", ''), 'MISSING') AS \\\"ab_000\\\",\\n COALESCE(NULLIF(\\\"ar_000\\\", ''), 'MISSING') AS \\\"ar_000\\\",\\n SUM(CAST(\\\"av_000\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"av_000\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"av_000\\\" AS REAL))) OVER (\\n PARTITION BY COALESCE(NULLIF(\\\"ab_000\\\", ''), 'MISSING')\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"av_000\\\", '') IS NOT NULL\\nGROUP BY\\n COALESCE(NULLIF(\\\"ab_000\\\", ''), 'MISSING'),\\n COALESCE(NULLIF(\\\"ar_000\\\", ''), 'MISSING')\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"ab_000\", \"ar_000\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"ab_000\": \"134\", \"ar_000\": \"2\", \"total_measure\": 74.0, \"share_within_group\": 100.0}, {\"ab_000\": \"18\", \"ar_000\": \"0\", \"total_measure\": 3762.0, \"share_within_group\": 100.0}, {\"ab_000\": \"20\", \"ar_000\": \"0\", \"total_measure\": 862.0, \"share_within_group\": 100.0}, {\"ab_000\": \"204\", \"ar_000\": \"100\", \"total_measure\": 6780.0, \"share_within_group\": 100.0}, {\"ab_000\": \"24\", \"ar_000\": \"0\", \"total_measure\": 14650.0, \"share_within_group\": 100.0}, {\"ab_000\": \"28\", \"ar_000\": \"0\", \"total_measure\": 3190.0, \"share_within_group\": 100.0}, {\"ab_000\": \"30\", \"ar_000\": \"2\", \"total_measure\": 266.0, \"share_within_group\": 100.0}, {\"ab_000\": \"32\", \"ar_000\": \"0\", \"total_measure\": 630.0, \"share_within_group\": 100.0}, {\"ab_000\": \"36\", \"ar_000\": \"0\", \"total_measure\": 436.0, \"share_within_group\": 100.0}, {\"ab_000\": \"38\", \"ar_000\": \"0\", \"total_measure\": 10164.0, \"share_within_group\": 100.0}, {\"ab_000\": \"44\", \"ar_000\": \"0\", \"total_measure\": 354.0, \"share_within_group\": 100.0}, {\"ab_000\": \"46\", \"ar_000\": \"0\", \"total_measure\": 322.0, \"share_within_group\": 100.0}, {\"ab_000\": \"48\", \"ar_000\": \"66\", \"total_measure\": 8020.0, \"share_within_group\": 100.0}, {\"ab_000\": \"52\", \"ar_000\": \"0\", \"total_measure\": 9696.0, \"share_within_group\": 100.0}, {\"ab_000\": \"58\", \"ar_000\": \"0\", \"total_measure\": 980.0, \"share_within_group\": 100.0}, {\"ab_000\": \"68\", \"ar_000\": \"0\", \"total_measure\": 3560.0, \"share_within_group\": 100.0}, {\"ab_000\": \"90\", \"ar_000\": \"0\", \"total_measure\": 194.0, \"share_within_group\": 100.0}, {\"ab_000\": \"100\", \"ar_000\": \"0\", \"total_measure\": 22980.0, \"share_within_group\": 97.03572333417786}, {\"ab_000\": \"MISSING\", \"ar_000\": \"0\", \"total_measure\": 70168792.0, \"share_within_group\": 92.61566069747116}, {\"ab_000\": \"22\", \"ar_000\": \"2\", \"total_measure\": 2388.0, \"share_within_group\": 89.84198645598194}, {\"ab_000\": \"26\", \"ar_000\": \"6\", \"total_measure\": 1736.0, \"share_within_group\": 81.04575163398692}, {\"ab_000\": \"16\", \"ar_000\": \"0\", \"total_measure\": 1070.0, \"share_within_group\": 68.94329896907216}, {\"ab_000\": \"12\", \"ar_000\": \"0\", \"total_measure\": 46430.0, \"share_within_group\": 65.21067415730337}, {\"ab_000\": \"34\", \"ar_000\": \"4\", \"total_measure\": 2790.0, \"share_within_group\": 63.6986301369863}, {\"ab_000\": \"0\", \"ar_000\": \"0\", \"total_measure\": 2675216.0, \"share_within_group\": 50.530193650066906}, {\"ab_000\": \"14\", \"ar_000\": \"8\", \"total_measure\": 13966.0, \"share_within_group\": 50.34970077150479}, {\"ab_000\": \"2\", \"ar_000\": \"0\", \"total_measure\": 519168.0, \"share_within_group\": 46.62420656730573}, {\"ab_000\": \"8\", \"ar_000\": \"0\", \"total_measure\": 41378.0, \"share_within_group\": 45.40147907568742}, {\"ab_000\": \"6\", \"ar_000\": \"0\", \"total_measure\": 97630.0, \"share_within_group\": 42.41205244272223}, {\"ab_000\": \"14\", \"ar_000\": \"0\", \"total_measure\": 11694.0, \"share_within_group\": 42.15877136058836}, {\"ab_000\": \"34\", \"ar_000\": \"6\", \"total_measure\": 1570.0, \"share_within_group\": 35.84474885844749}, {\"ab_000\": \"4\", \"ar_000\": \"0\", \"total_measure\": 203658.0, \"share_within_group\": 31.975042704983924}, {\"ab_000\": \"10\", \"ar_000\": \"244\", \"total_measure\": 28392.0, \"share_within_group\": 27.328379470989105}, {\"ab_000\": \"6\", \"ar_000\": \"42\", \"total_measure\": 55636.0, \"share_within_group\": 24.16917904028776}, {\"ab_000\": \"8\", \"ar_000\": \"20\", \"total_measure\": 20248.0, \"share_within_group\": 22.216857951677675}, {\"ab_000\": \"12\", \"ar_000\": \"32\", \"total_measure\": 15562.0, \"share_within_group\": 21.85674157303371}, {\"ab_000\": \"16\", \"ar_000\": \"6\", \"total_measure\": 312.0, \"share_within_group\": 20.103092783505154}, {\"ab_000\": \"26\", \"ar_000\": \"0\", \"total_measure\": 406.0, \"share_within_group\": 18.954248366013072}, {\"ab_000\": \"10\", \"ar_000\": \"14\", \"total_measure\": 18172.0, \"share_within_group\": 17.491240904015708}, {\"ab_000\": \"2\", \"ar_000\": \"2\", \"total_measure\": 194444.0, \"share_within_group\": 17.46216489031141}, {\"ab_000\": \"10\", \"ar_000\": \"4\", \"total_measure\": 17274.0, \"share_within_group\": 16.62688176182959}, {\"ab_000\": \"10\", \"ar_000\": \"0\", \"total_measure\": 15816.0, \"share_within_group\": 15.223501328302468}, {\"ab_000\": \"16\", \"ar_000\": \"2\", \"total_measure\": 170.0, \"share_within_group\": 10.95360824742268}, {\"ab_000\": \"4\", \"ar_000\": \"MISSING\", \"total_measure\": 68404.0, \"share_within_group\": 10.739675442122186}, {\"ab_000\": \"8\", \"ar_000\": \"24\", \"total_measure\": 9216.0, \"share_within_group\": 10.112137637428955}, {\"ab_000\": \"4\", \"ar_000\": \"26\", \"total_measure\": 64282.0, \"share_within_group\": 10.092506531350482}, {\"ab_000\": \"4\", \"ar_000\": \"62\", \"total_measure\": 53836.0, \"share_within_group\": 8.45244674437299}, {\"ab_000\": \"12\", \"ar_000\": \"36\", \"total_measure\": 5862.0, \"share_within_group\": 8.23314606741573}, {\"ab_000\": \"4\", \"ar_000\": \"2\", \"total_measure\": 51200.0, \"share_within_group\": 8.038585209003216}, {\"ab_000\": \"8\", \"ar_000\": \"122\", \"total_measure\": 6804.0, \"share_within_group\": 7.465601615133095}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 99.22}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8632f0aec1a5181e4a5bd2cd462c1b88c672e229 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:16:31.420477+00:00", + "ended_at": "2026-05-26T01:17:30.437601+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_c89efd26affd6d24", + "problem_id": "v2p_n18_7bd9c2d6fdac084a", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ab_000, measure_col=av_000.", + "bindings": { + "group_col": "ab_000", + "measure_col": "av_000", + "item_col": "ar_000", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 456.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=25" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_c89efd26affd6d24.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_c89efd26affd6d24", + "api_calls": 0, + "input_tokens": 45087, + "cached_input_tokens": 22912, + "output_tokens": 3063, + "total_tokens": 48150, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21792, + "estimated_output_tokens": 290, + "estimated_total_tokens": 22082, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 58889.92, + "sql_execution_elapsed_ms_total": 99.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..34ca4050360d4cb04108dffedcd4c70dae5beb8c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:17:30.336147+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 58889.92, "started_at": "2026-05-26T01:16:31.434253+00:00", "ended_at": "2026-05-26T01:17:30.324091+00:00", "prompt_metrics": {"chars": 68902, "bytes_utf8": 68902, "lines": 2150, "estimated_tokens": 21792}, "response_metrics": {"chars": 903, "bytes_utf8": 903, "lines": 1, "estimated_tokens": 290}, "usage": {"input_tokens": 45087, "cached_input_tokens": 22912, "output_tokens": 3063, "reasoning_output_tokens": 2767}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n COALESCE(NULLIF(\\\"ab_000\\\", ''), 'MISSING') AS \\\"ab_000\\\",\\n COALESCE(NULLIF(\\\"ar_000\\\", ''), 'MISSING') AS \\\"ar_000\\\",\\n SUM(CAST(\\\"av_000\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"av_000\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"av_000\\\" AS REAL))) OVER (\\n PARTITION BY COALESCE(NULLIF(\\\"ab_000\\\", ''), 'MISSING')\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"av_000\\\", '') IS NOT NULL\\nGROUP BY\\n COALESCE(NULLIF(\\\"ab_000\\\", ''), 'MISSING'),\\n COALESCE(NULLIF(\\\"ar_000\\\", ''), 'MISSING')\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned template with group_col=\\\"ab_000\\\", item_col=\\\"ar_000\\\", and measure_col=\\\"av_000\\\". Because the schema stores values as TEXT, the query casts \\\"av_000\\\" to REAL, excludes empty-string measures, and labels empty group/item values as 'MISSING'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..62e05a1c2307156fa267c20b279feabe4544e955 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_c89efd26affd6d24", + "api_calls": 0, + "input_tokens": 45087, + "cached_input_tokens": 22912, + "output_tokens": 3063, + "total_tokens": 48150, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21792, + "estimated_output_tokens": 290, + "estimated_total_tokens": 22082, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 58889.92, + "sql_execution_elapsed_ms_total": 99.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_c89efd26affd6d24/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..812fb89caca31e05d65b7033c97871251c7c8c86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68587, "bytes_utf8": 68587, "lines": 2148, "estimated_tokens": 21686}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 674, "bytes_utf8": 674, "lines": 1, "estimated_tokens": 196}, "usage": {"input_tokens": 44981, "cached_input_tokens": 6528, "output_tokens": 1754, "reasoning_output_tokens": 1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2e87983829d1a1bec27ef0f430d6afb7f35a85de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_ca08f4a81330dcf2", + "api_calls": 0, + "input_tokens": 44981, + "cached_input_tokens": 6528, + "output_tokens": 1754, + "total_tokens": 46735, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21686, + "estimated_output_tokens": 196, + "estimated_total_tokens": 21882, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 37151.82, + "sql_execution_elapsed_ms_total": 53.75, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7a36a27af7a8bc96581a06dfa91ada4d9bf1fe21 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:17:30.451411+00:00", + "ended_at": "2026-05-26T01:18:07.603214+00:00", + "elapsed_ms": 37151.82, + "prompt_metrics": { + "chars": 68587, + "bytes_utf8": 68587, + "lines": 2148, + "estimated_tokens": 21686 + }, + "stdout_metrics": { + "chars": 1075, + "bytes_utf8": 1075, + "lines": 4, + "estimated_tokens": 341 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 674, + "bytes_utf8": 674, + "lines": 1, + "estimated_tokens": 196 + }, + "usage": { + "input_tokens": 44981, + "cached_input_tokens": 6528, + "output_tokens": 1754, + "reasoning_output_tokens": 1552 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8999e54b07724b6c49d14474796f7830634a3f65 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=ch_000, measure_col=dx_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "ch_000", + "measure_col": "dx_000", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 28760.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..31aeca745562e75407f79208c3e3412665aa75c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61db-b9fe-7f11-8361-3c2af27ca0b8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"ch_000\\\",\\n \\\"avg_measure\\\"\\nFROM (\\n SELECT\\n \\\"ch_000\\\",\\n AVG(CAST(NULLIF(\\\"dx_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"ch_000\\\") AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY \\\"ch_000\\\") AS \\\"group_size\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"ch_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"dx_000\\\", '') IS NOT NULL\\n)\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applies the Window Partition Average template on \\\"ch_000\\\" and \\\"dx_000\\\", casts the TEXT measure to REAL, filters blank values for a stable slice view, and excludes groups with fewer than 5 rows.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44981,"cached_input_tokens":6528,"output_tokens":1754,"reasoning_output_tokens":1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..eebacc2e261bd62e3a449f379664ccf3e3626c3a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"ch_000\",\n \"avg_measure\"\nFROM (\n SELECT\n \"ch_000\",\n AVG(CAST(NULLIF(\"dx_000\", '') AS REAL)) OVER (PARTITION BY \"ch_000\") AS \"avg_measure\",\n COUNT(*) OVER (PARTITION BY \"ch_000\") AS \"group_size\"\n FROM \"n18\"\n WHERE NULLIF(\"ch_000\", '') IS NOT NULL\n AND NULLIF(\"dx_000\", '') IS NOT NULL\n)\nWHERE \"group_size\" >= 5\nORDER BY \"avg_measure\" DESC;","notes":"Applies the Window Partition Average template on \"ch_000\" and \"dx_000\", casts the TEXT measure to REAL, filters blank values for a stable slice view, and excludes groups with fewer than 5 rows."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..cefa2d9f9427d867048dc985633fd9dc7037c73e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=ch_000, measure_col=dx_000. +Result preview: [{"ch_000": "2", "avg_measure": 6858866.153846154}, {"ch_000": "0", "avg_measure": 805907.8682376078}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..cd143ba94d09d99e7c06b9fc3d23d06147705e05 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/generated_sql.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_ca08f4a81330dcf2 +-- problem_id: v2p_n18_91a22bcbd26928c2 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "ch_000", + "avg_measure" +FROM ( + SELECT + "ch_000", + AVG(CAST(NULLIF("dx_000", '') AS REAL)) OVER (PARTITION BY "ch_000") AS "avg_measure", + COUNT(*) OVER (PARTITION BY "ch_000") AS "group_size" + FROM "n18" + WHERE NULLIF("ch_000", '') IS NOT NULL + AND NULLIF("dx_000", '') IS NOT NULL +) +WHERE "group_size" >= 5 +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1eb913420c57d3f8a07e74d492f84143143a971a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"ch_000\",\n \"avg_measure\"\nFROM (\n SELECT\n \"ch_000\",\n AVG(CAST(NULLIF(\"dx_000\", '') AS REAL)) OVER (PARTITION BY \"ch_000\") AS \"avg_measure\",\n COUNT(*) OVER (PARTITION BY \"ch_000\") AS \"group_size\"\n FROM \"n18\"\n WHERE NULLIF(\"ch_000\", '') IS NOT NULL\n AND NULLIF(\"dx_000\", '') IS NOT NULL\n)\nWHERE \"group_size\" >= 5\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"ch_000\\\",\\n \\\"avg_measure\\\"\\nFROM (\\n SELECT\\n \\\"ch_000\\\",\\n AVG(CAST(NULLIF(\\\"dx_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"ch_000\\\") AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY \\\"ch_000\\\") AS \\\"group_size\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"ch_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"dx_000\\\", '') IS NOT NULL\\n)\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"ch_000\", \"avg_measure\"], \"rows\": [{\"ch_000\": \"2\", \"avg_measure\": 6858866.153846154}, {\"ch_000\": \"0\", \"avg_measure\": 805907.8682376078}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 53.75}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1aae49969c1e59bd81904ad7933ddd113476e8ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:17:30.437952+00:00", + "ended_at": "2026-05-26T01:18:07.670937+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_ca08f4a81330dcf2", + "problem_id": "v2p_n18_91a22bcbd26928c2", + "dataset_id": "n18", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=ch_000, measure_col=dx_000.", + "bindings": { + "group_col": "ch_000", + "measure_col": "dx_000", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 28760.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=134" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_ca08f4a81330dcf2.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_ca08f4a81330dcf2", + "api_calls": 0, + "input_tokens": 44981, + "cached_input_tokens": 6528, + "output_tokens": 1754, + "total_tokens": 46735, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21686, + "estimated_output_tokens": 196, + "estimated_total_tokens": 21882, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 37151.82, + "sql_execution_elapsed_ms_total": 53.75, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..83651f9fc9f1560060de1cea68e5049df74b1498 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:18:07.615577+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 37151.82, "started_at": "2026-05-26T01:17:30.451411+00:00", "ended_at": "2026-05-26T01:18:07.603214+00:00", "prompt_metrics": {"chars": 68587, "bytes_utf8": 68587, "lines": 2148, "estimated_tokens": 21686}, "response_metrics": {"chars": 674, "bytes_utf8": 674, "lines": 1, "estimated_tokens": 196}, "usage": {"input_tokens": 44981, "cached_input_tokens": 6528, "output_tokens": 1754, "reasoning_output_tokens": 1552}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"ch_000\\\",\\n \\\"avg_measure\\\"\\nFROM (\\n SELECT\\n \\\"ch_000\\\",\\n AVG(CAST(NULLIF(\\\"dx_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"ch_000\\\") AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY \\\"ch_000\\\") AS \\\"group_size\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"ch_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"dx_000\\\", '') IS NOT NULL\\n)\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applies the Window Partition Average template on \\\"ch_000\\\" and \\\"dx_000\\\", casts the TEXT measure to REAL, filters blank values for a stable slice view, and excludes groups with fewer than 5 rows.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ca08f4a81330dcf2/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..35db4030cfb93ab315d76d854a5835c84477d775 --- /dev/null +++ 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..38c650669f1a4b076bcaedbb23d90a4ac2550cde --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68583, "bytes_utf8": 68583, "lines": 2148, "estimated_tokens": 21683}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 466, "bytes_utf8": 466, "lines": 1, "estimated_tokens": 127}, "usage": {"input_tokens": 44978, "cached_input_tokens": 44416, "output_tokens": 649, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e24008dfd83f0e1bdc5f8daf42496767234f70e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_cd54cbfbb1dfc730", + "api_calls": 0, + "input_tokens": 44978, + "cached_input_tokens": 44416, + "output_tokens": 649, + "total_tokens": 45627, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21683, + "estimated_output_tokens": 127, + "estimated_total_tokens": 21810, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15691.22, + "sql_execution_elapsed_ms_total": 193.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3bbb67ef0a24cfc8fabfe79b89a1ba9eaa0c6142 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:18:07.686462+00:00", + "ended_at": "2026-05-26T01:18:23.377724+00:00", + "elapsed_ms": 15691.22, + "prompt_metrics": { + "chars": 68583, + "bytes_utf8": 68583, + "lines": 2148, + "estimated_tokens": 21683 + }, + "stdout_metrics": { + "chars": 831, + "bytes_utf8": 831, + "lines": 4, + "estimated_tokens": 248 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 466, + "bytes_utf8": 466, + "lines": 1, + "estimated_tokens": 127 + }, + "usage": { + "input_tokens": 44978, + "cached_input_tokens": 44416, + "output_tokens": 649, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..92633b490371651742a8cf77cb5b30550db47bbf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=db_000, measure_col=ee_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "db_000", + "measure_col": "ee_000", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 536366.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea28589acdf7a19c06bd83476e9c71df06d93f96 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61dc-4b6c-7db1-970a-e0d95bf1d47c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"db_000\\\",\\n AVG(CAST(\\\"ee_000\\\" AS REAL)) OVER (PARTITION BY \\\"db_000\\\") AS avg_measure\\nFROM \\\"n18\\\"\\nWHERE \\\"db_000\\\" <> ''\\n AND \\\"ee_000\\\" <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Instantiates the Window Partition Average template with group_col=\\\"db_000\\\" and measure_col=\\\"ee_000\\\", casting the measure to REAL and excluding blank values to avoid averaging missing-text entries.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44978,"cached_input_tokens":44416,"output_tokens":649,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..36a2f072bd1dd83643ba0fd100e449e458994761 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"db_000\",\n AVG(CAST(\"ee_000\" AS REAL)) OVER (PARTITION BY \"db_000\") AS avg_measure\nFROM \"n18\"\nWHERE \"db_000\" <> ''\n AND \"ee_000\" <> ''\nORDER BY avg_measure DESC;","notes":"Instantiates the Window Partition Average template with group_col=\"db_000\" and measure_col=\"ee_000\", casting the measure to REAL and excluding blank values to avoid averaging missing-text entries."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d13bd794eaf023840ebcb8f6d5f2131d36cffd4c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=db_000, measure_col=ee_000. +Result preview: [{"db_000": "1088", "avg_measure": 44083396.0}, {"db_000": "244", "avg_measure": 16756142.0}, {"db_000": "7674", "avg_measure": 11555418.0}, {"db_000": "2892", "avg_measure": 9155815.333333334}, {"db_000": "222", "avg_measure": 7917796.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..06e8016e0bc6f785a7e2451eb7e9092a4c82b875 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_cd54cbfbb1dfc730 +-- problem_id: v2p_n18_b30cc738855b69c8 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "db_000", + AVG(CAST("ee_000" AS REAL)) OVER (PARTITION BY "db_000") AS avg_measure +FROM "n18" +WHERE "db_000" <> '' + AND "ee_000" <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ac0f71cabe2f6a8b99cf616cd87f03b7689f82a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"db_000\",\n AVG(CAST(\"ee_000\" AS REAL)) OVER (PARTITION BY \"db_000\") AS avg_measure\nFROM \"n18\"\nWHERE \"db_000\" <> ''\n AND \"ee_000\" <> ''\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"db_000\\\",\\n AVG(CAST(\\\"ee_000\\\" AS REAL)) OVER (PARTITION BY \\\"db_000\\\") AS avg_measure\\nFROM \\\"n18\\\"\\nWHERE \\\"db_000\\\" <> ''\\n AND \\\"ee_000\\\" <> ''\\nORDER BY avg_measure DESC;\", \"columns\": [\"db_000\", \"avg_measure\"], \"rows\": [{\"db_000\": \"1088\", \"avg_measure\": 44083396.0}, {\"db_000\": \"244\", \"avg_measure\": 16756142.0}, {\"db_000\": \"7674\", \"avg_measure\": 11555418.0}, {\"db_000\": \"2892\", \"avg_measure\": 9155815.333333334}, {\"db_000\": \"222\", \"avg_measure\": 7917796.0}, {\"db_000\": \"1972\", \"avg_measure\": 5516470.0}, {\"db_000\": \"430\", \"avg_measure\": 2865610.0}, {\"db_000\": \"148\", \"avg_measure\": 2812174.0}, {\"db_000\": \"150\", \"avg_measure\": 2610211.5}, {\"db_000\": \"580\", \"avg_measure\": 2560298.0}, {\"db_000\": \"134\", \"avg_measure\": 1882574.3333333333}, {\"db_000\": \"9636\", \"avg_measure\": 1685570.0}, {\"db_000\": \"152\", \"avg_measure\": 1661527.5}, {\"db_000\": \"356\", \"avg_measure\": 1236230.0}, {\"db_000\": \"156\", \"avg_measure\": 1153724.0}, {\"db_000\": \"512\", \"avg_measure\": 1099654.0}, {\"db_000\": \"496\", \"avg_measure\": 1036104.0}, {\"db_000\": \"138\", \"avg_measure\": 986512.5}, {\"db_000\": \"744\", \"avg_measure\": 969532.0}, {\"db_000\": \"266\", \"avg_measure\": 903662.0}, {\"db_000\": \"282\", \"avg_measure\": 892530.0}, {\"db_000\": \"2518\", \"avg_measure\": 818294.0}, {\"db_000\": \"182\", \"avg_measure\": 810856.0}, {\"db_000\": \"314\", \"avg_measure\": 745888.0}, {\"db_000\": \"190\", \"avg_measure\": 702968.0}, {\"db_000\": \"146\", \"avg_measure\": 669284.3333333334}, {\"db_000\": \"254\", \"avg_measure\": 647822.0}, {\"db_000\": \"208\", \"avg_measure\": 634610.0}, {\"db_000\": \"176\", \"avg_measure\": 630510.0}, {\"db_000\": \"406\", \"avg_measure\": 606968.0}, {\"db_000\": \"234\", \"avg_measure\": 605488.0}, {\"db_000\": \"132\", \"avg_measure\": 603668.0}, {\"db_000\": \"2\", \"avg_measure\": 588592.25}, {\"db_000\": \"0\", \"avg_measure\": 578682.995120261}, {\"db_000\": \"6\", \"avg_measure\": 566776.3307086615}, {\"db_000\": \"48\", \"avg_measure\": 561255.0271604938}, {\"db_000\": \"158\", \"avg_measure\": 543708.0}, {\"db_000\": \"54\", \"avg_measure\": 541732.8143322476}, {\"db_000\": \"24\", \"avg_measure\": 537068.1285714286}, {\"db_000\": \"1350\", \"avg_measure\": 524580.0}, {\"db_000\": \"122\", \"avg_measure\": 516942.2}, {\"db_000\": \"68\", \"avg_measure\": 515385.43076923076}, {\"db_000\": \"64\", \"avg_measure\": 513431.61363636365}, {\"db_000\": \"204\", \"avg_measure\": 512698.8}, {\"db_000\": \"22\", \"avg_measure\": 512624.07115384616}, {\"db_000\": \"212\", \"avg_measure\": 508276.0}, {\"db_000\": \"32\", \"avg_measure\": 505840.95324675326}, {\"db_000\": \"26\", \"avg_measure\": 500732.865735768}, {\"db_000\": \"42\", \"avg_measure\": 500530.81834862387}, {\"db_000\": \"36\", \"avg_measure\": 500396.9310344828}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 193.91}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9de39d6faca0d237891cb9d326c0f6d66810830d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:18:07.671309+00:00", + "ended_at": "2026-05-26T01:18:23.586508+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_cd54cbfbb1dfc730", + "problem_id": "v2p_n18_b30cc738855b69c8", + "dataset_id": "n18", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=db_000, measure_col=ee_000.", + "bindings": { + "group_col": "db_000", + "measure_col": "ee_000", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 536366.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=139" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_cd54cbfbb1dfc730.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_cd54cbfbb1dfc730", + "api_calls": 0, + "input_tokens": 44978, + "cached_input_tokens": 44416, + "output_tokens": 649, + "total_tokens": 45627, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21683, + "estimated_output_tokens": 127, + "estimated_total_tokens": 21810, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15691.22, + "sql_execution_elapsed_ms_total": 193.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8d684464dfd814cff35bbd182157cc185c4cdeb3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:18:23.389874+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15691.22, "started_at": "2026-05-26T01:18:07.686462+00:00", "ended_at": "2026-05-26T01:18:23.377724+00:00", "prompt_metrics": {"chars": 68583, "bytes_utf8": 68583, "lines": 2148, "estimated_tokens": 21683}, "response_metrics": {"chars": 466, "bytes_utf8": 466, "lines": 1, "estimated_tokens": 127}, "usage": {"input_tokens": 44978, "cached_input_tokens": 44416, "output_tokens": 649, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"db_000\\\",\\n AVG(CAST(\\\"ee_000\\\" AS REAL)) OVER (PARTITION BY \\\"db_000\\\") AS avg_measure\\nFROM \\\"n18\\\"\\nWHERE \\\"db_000\\\" <> ''\\n AND \\\"ee_000\\\" <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Instantiates the Window Partition Average template with group_col=\\\"db_000\\\" and measure_col=\\\"ee_000\\\", casting the measure to REAL and excluding blank values to avoid averaging missing-text entries.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2ab4639d05627c7d26709649db14bbeef48b31f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_cd54cbfbb1dfc730", + "api_calls": 0, + "input_tokens": 44978, + "cached_input_tokens": 44416, + "output_tokens": 649, + "total_tokens": 45627, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21683, + "estimated_output_tokens": 127, + "estimated_total_tokens": 21810, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15691.22, + "sql_execution_elapsed_ms_total": 193.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cd54cbfbb1dfc730/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3f6e228e723a4fced3b658961ddb8bab016ddec8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68914, "bytes_utf8": 68914, "lines": 2150, "estimated_tokens": 21795}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 929, "bytes_utf8": 929, "lines": 1, "estimated_tokens": 286}, "usage": {"input_tokens": 45090, "cached_input_tokens": 44416, "output_tokens": 3398, "reasoning_output_tokens": 3106}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4219c82289c8de37ebae47bef50fa3dae36399b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_cf3e760ca6b65963", + "api_calls": 0, + "input_tokens": 45090, + "cached_input_tokens": 44416, + "output_tokens": 3398, + "total_tokens": 48488, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21795, + "estimated_output_tokens": 286, + "estimated_total_tokens": 22081, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 65457.7, + "sql_execution_elapsed_ms_total": 195.85, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c310c4b81ce663c096a6eff709b7187baa95d010 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:18:23.601611+00:00", + "ended_at": "2026-05-26T01:19:29.059235+00:00", + "elapsed_ms": 65457.7, + "prompt_metrics": { + "chars": 68914, + "bytes_utf8": 68914, + "lines": 2150, + "estimated_tokens": 21795 + }, + "stdout_metrics": { + "chars": 1387, + "bytes_utf8": 1387, + "lines": 4, + "estimated_tokens": 468 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 929, + "bytes_utf8": 929, + "lines": 1, + "estimated_tokens": 286 + }, + "usage": { + "input_tokens": 45090, + "cached_input_tokens": 44416, + "output_tokens": 3398, + "reasoning_output_tokens": 3106 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..618fcb5892bdeae21317e350a593531bc012977a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=au_000, measure_col=ay_007.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "au_000", + "measure_col": "ay_007", + "item_col": "ay_000", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1380808.72, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f584856b0aa96b7b35e43f27aa4e8c02e190a9af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61dc-8998-7503-8c97-933629087d37"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"s\\\".\\\"au_000\\\",\\n \\\"s\\\".\\\"ay_000\\\",\\n \\\"s\\\".\\\"total_measure\\\",\\n \\\"s\\\".\\\"total_measure\\\" * 100.0\\n / NULLIF(SUM(\\\"s\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"s\\\".\\\"au_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"au_000\\\",\\n \\\"ay_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_007\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"au_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_007\\\", '') IS NOT NULL\\n GROUP BY \\\"au_000\\\", \\\"ay_000\\\"\\n) AS \\\"s\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned within-group share template with group_col=\\\"au_000\\\", item_col=\\\"ay_000\\\", and measure_col=\\\"ay_007\\\". Since the schema stores values as TEXT and blanks appear in sample rows, the query treats empty strings as NULL and casts the measure to REAL for SQLite aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45090,"cached_input_tokens":44416,"output_tokens":3398,"reasoning_output_tokens":3106}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ecb5a0c4034f7ba2614e89d1d04dfc13bfce5461 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"s\".\"au_000\",\n \"s\".\"ay_000\",\n \"s\".\"total_measure\",\n \"s\".\"total_measure\" * 100.0\n / NULLIF(SUM(\"s\".\"total_measure\") OVER (PARTITION BY \"s\".\"au_000\"), 0) AS \"share_within_group\"\nFROM (\n SELECT\n \"au_000\",\n \"ay_000\",\n SUM(CAST(NULLIF(\"ay_007\", '') AS REAL)) AS \"total_measure\"\n FROM \"n18\"\n WHERE NULLIF(\"au_000\", '') IS NOT NULL\n AND NULLIF(\"ay_000\", '') IS NOT NULL\n AND NULLIF(\"ay_007\", '') IS NOT NULL\n GROUP BY \"au_000\", \"ay_000\"\n) AS \"s\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the planned within-group share template with group_col=\"au_000\", item_col=\"ay_000\", and measure_col=\"ay_007\". Since the schema stores values as TEXT and blanks appear in sample rows, the query treats empty strings as NULL and casts the measure to REAL for SQLite aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a7c049c76208ad11fa8ec9520d4e399cb013cc0f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=au_000, measure_col=ay_007. +Result preview: [{"au_000": "10082", "ay_000": "0", "total_measure": 427870.0, "share_within_group": 100.0}, {"au_000": "10292", "ay_000": "0", "total_measure": 27456276.0, "share_within_group": 100.0}, {"au_000": "1094074", "ay_000": "0", "total_measure": 649176.0, "share_within_group": 100.0}, {"au_000": "11112", "ay_000": "0", "total_measure": 3513796.0, "share_within_group": 100.0}, {"au_000": "1116", "ay_000": "0", "total_measure": 2475816.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..eca7e7a0d7f5e94b6b975c2b52fef7b832d53a3f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/generated_sql.sql @@ -0,0 +1,31 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_cf3e760ca6b65963 +-- problem_id: v2p_n18_d1d84c879ec6b668 +-- realization_mode: agent +-- source_kind: agent +SELECT + "s"."au_000", + "s"."ay_000", + "s"."total_measure", + "s"."total_measure" * 100.0 + / NULLIF(SUM("s"."total_measure") OVER (PARTITION BY "s"."au_000"), 0) AS "share_within_group" +FROM ( + SELECT + "au_000", + "ay_000", + SUM(CAST(NULLIF("ay_007", '') AS REAL)) AS "total_measure" + FROM "n18" + WHERE NULLIF("au_000", '') IS NOT NULL + AND NULLIF("ay_000", '') IS NOT NULL + AND NULLIF("ay_007", '') IS NOT NULL + GROUP BY "au_000", "ay_000" +) AS "s" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9cce6de54d8699ac49421cd3ffecbe7224f377ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"s\".\"au_000\",\n \"s\".\"ay_000\",\n \"s\".\"total_measure\",\n \"s\".\"total_measure\" * 100.0\n / NULLIF(SUM(\"s\".\"total_measure\") OVER (PARTITION BY \"s\".\"au_000\"), 0) AS \"share_within_group\"\nFROM (\n SELECT\n \"au_000\",\n \"ay_000\",\n SUM(CAST(NULLIF(\"ay_007\", '') AS REAL)) AS \"total_measure\"\n FROM \"n18\"\n WHERE NULLIF(\"au_000\", '') IS NOT NULL\n AND NULLIF(\"ay_000\", '') IS NOT NULL\n AND NULLIF(\"ay_007\", '') IS NOT NULL\n GROUP BY \"au_000\", \"ay_000\"\n) AS \"s\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"s\\\".\\\"au_000\\\",\\n \\\"s\\\".\\\"ay_000\\\",\\n \\\"s\\\".\\\"total_measure\\\",\\n \\\"s\\\".\\\"total_measure\\\" * 100.0\\n / NULLIF(SUM(\\\"s\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"s\\\".\\\"au_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"au_000\\\",\\n \\\"ay_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_007\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"au_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_007\\\", '') IS NOT NULL\\n GROUP BY \\\"au_000\\\", \\\"ay_000\\\"\\n) AS \\\"s\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"au_000\", \"ay_000\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"au_000\": \"10082\", \"ay_000\": \"0\", \"total_measure\": 427870.0, \"share_within_group\": 100.0}, {\"au_000\": \"10292\", \"ay_000\": \"0\", \"total_measure\": 27456276.0, \"share_within_group\": 100.0}, {\"au_000\": \"1094074\", \"ay_000\": \"0\", \"total_measure\": 649176.0, \"share_within_group\": 100.0}, {\"au_000\": \"11112\", \"ay_000\": \"0\", \"total_measure\": 3513796.0, \"share_within_group\": 100.0}, {\"au_000\": \"1116\", \"ay_000\": \"0\", \"total_measure\": 2475816.0, \"share_within_group\": 100.0}, {\"au_000\": \"11174\", \"ay_000\": \"0\", \"total_measure\": 31303124.0, \"share_within_group\": 100.0}, {\"au_000\": \"1134798\", \"ay_000\": \"0\", \"total_measure\": 5227978.0, \"share_within_group\": 100.0}, {\"au_000\": \"12\", \"ay_000\": \"0\", \"total_measure\": 1181408.0, \"share_within_group\": 100.0}, {\"au_000\": \"1248\", \"ay_000\": \"0\", \"total_measure\": 14201556.0, \"share_within_group\": 100.0}, {\"au_000\": \"1299622\", \"ay_000\": \"0\", \"total_measure\": 53578250.0, \"share_within_group\": 100.0}, {\"au_000\": \"1324\", \"ay_000\": \"0\", \"total_measure\": 24233212.0, \"share_within_group\": 100.0}, {\"au_000\": \"139982\", \"ay_000\": \"0\", \"total_measure\": 3115802.0, \"share_within_group\": 100.0}, {\"au_000\": \"143446\", \"ay_000\": \"0\", \"total_measure\": 12498510.0, \"share_within_group\": 100.0}, {\"au_000\": \"15014\", \"ay_000\": \"0\", \"total_measure\": 7734400.0, \"share_within_group\": 100.0}, {\"au_000\": \"1509122\", \"ay_000\": \"0\", \"total_measure\": 14047882.0, \"share_within_group\": 100.0}, {\"au_000\": \"1654\", \"ay_000\": \"0\", \"total_measure\": 118386.0, \"share_within_group\": 100.0}, {\"au_000\": \"18198\", \"ay_000\": \"0\", \"total_measure\": 5242100.0, \"share_within_group\": 100.0}, {\"au_000\": \"19670\", \"ay_000\": \"0\", \"total_measure\": 915096.0, \"share_within_group\": 100.0}, {\"au_000\": \"1980\", \"ay_000\": \"0\", \"total_measure\": 33246.0, \"share_within_group\": 100.0}, {\"au_000\": \"205016\", \"ay_000\": \"0\", \"total_measure\": 29731740.0, \"share_within_group\": 100.0}, {\"au_000\": \"206\", \"ay_000\": \"0\", \"total_measure\": 710084.0, \"share_within_group\": 100.0}, {\"au_000\": \"2068\", \"ay_000\": \"0\", \"total_measure\": 9178370.0, \"share_within_group\": 100.0}, {\"au_000\": \"20738\", \"ay_000\": \"0\", \"total_measure\": 25916562.0, \"share_within_group\": 100.0}, {\"au_000\": \"2134\", \"ay_000\": \"0\", \"total_measure\": 57458.0, \"share_within_group\": 100.0}, {\"au_000\": \"219766\", \"ay_000\": \"3146168\", \"total_measure\": 6653440.0, \"share_within_group\": 100.0}, {\"au_000\": \"2376\", \"ay_000\": \"0\", \"total_measure\": 4541722.0, \"share_within_group\": 100.0}, {\"au_000\": \"24242\", \"ay_000\": \"0\", \"total_measure\": 3249770.0, \"share_within_group\": 100.0}, {\"au_000\": \"245306\", \"ay_000\": \"0\", \"total_measure\": 60285808.0, \"share_within_group\": 100.0}, {\"au_000\": \"2460\", \"ay_000\": \"0\", \"total_measure\": 922912.0, \"share_within_group\": 100.0}, {\"au_000\": \"249166\", \"ay_000\": \"0\", \"total_measure\": 7717024.0, \"share_within_group\": 100.0}, {\"au_000\": \"2576\", \"ay_000\": \"0\", \"total_measure\": 1108700.0, \"share_within_group\": 100.0}, {\"au_000\": \"26212\", \"ay_000\": \"0\", \"total_measure\": 19083588.0, \"share_within_group\": 100.0}, {\"au_000\": \"2626676\", \"ay_000\": \"0\", \"total_measure\": 11168598.0, \"share_within_group\": 100.0}, {\"au_000\": \"265264\", \"ay_000\": \"0\", \"total_measure\": 44762872.0, \"share_within_group\": 100.0}, {\"au_000\": \"26918\", \"ay_000\": \"0\", \"total_measure\": 3749080.0, \"share_within_group\": 100.0}, {\"au_000\": \"2698\", \"ay_000\": \"0\", \"total_measure\": 43081392.0, \"share_within_group\": 100.0}, {\"au_000\": \"292312\", \"ay_000\": \"0\", \"total_measure\": 2843084.0, \"share_within_group\": 100.0}, {\"au_000\": \"351304\", \"ay_000\": \"0\", \"total_measure\": 94400.0, \"share_within_group\": 100.0}, {\"au_000\": \"358\", \"ay_000\": \"0\", \"total_measure\": 85619938.0, \"share_within_group\": 100.0}, {\"au_000\": \"3784\", \"ay_000\": \"0\", \"total_measure\": 183888.0, \"share_within_group\": 100.0}, {\"au_000\": \"37936\", \"ay_000\": \"0\", \"total_measure\": 1441268.0, \"share_within_group\": 100.0}, {\"au_000\": \"38998\", \"ay_000\": \"0\", \"total_measure\": 46474710.0, \"share_within_group\": 100.0}, {\"au_000\": \"4030\", \"ay_000\": \"0\", \"total_measure\": 819230.0, \"share_within_group\": 100.0}, {\"au_000\": \"42176\", \"ay_000\": \"0\", \"total_measure\": 43886.0, \"share_within_group\": 100.0}, {\"au_000\": \"4448\", \"ay_000\": \"0\", \"total_measure\": 2262324.0, \"share_within_group\": 100.0}, {\"au_000\": \"466\", \"ay_000\": \"0\", \"total_measure\": 27815064.0, \"share_within_group\": 100.0}, {\"au_000\": \"475950\", \"ay_000\": \"0\", \"total_measure\": 31481766.0, \"share_within_group\": 100.0}, {\"au_000\": \"5444\", \"ay_000\": \"0\", \"total_measure\": 2199372.0, \"share_within_group\": 100.0}, {\"au_000\": \"5488\", \"ay_000\": \"0\", \"total_measure\": 107178.0, \"share_within_group\": 100.0}, {\"au_000\": \"5590\", \"ay_000\": \"0\", \"total_measure\": 95360.0, \"share_within_group\": 100.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 195.85}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3e480532afa310425d26acd87d96174df11f2f2f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:18:23.586940+00:00", + "ended_at": "2026-05-26T01:19:29.269040+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_cf3e760ca6b65963", + "problem_id": "v2p_n18_d1d84c879ec6b668", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=au_000, measure_col=ay_007.", + "bindings": { + "group_col": "au_000", + "measure_col": "ay_007", + "item_col": "ay_000", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1380808.72, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=31" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_cf3e760ca6b65963.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_cf3e760ca6b65963", + "api_calls": 0, + "input_tokens": 45090, + "cached_input_tokens": 44416, + "output_tokens": 3398, + "total_tokens": 48488, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21795, + "estimated_output_tokens": 286, + "estimated_total_tokens": 22081, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 65457.7, + "sql_execution_elapsed_ms_total": 195.85, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b5308cd53e3ff06501510eb383bb4626ffad4a1b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:19:29.070814+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 65457.7, "started_at": "2026-05-26T01:18:23.601611+00:00", "ended_at": "2026-05-26T01:19:29.059235+00:00", "prompt_metrics": {"chars": 68914, "bytes_utf8": 68914, "lines": 2150, "estimated_tokens": 21795}, "response_metrics": {"chars": 929, "bytes_utf8": 929, "lines": 1, "estimated_tokens": 286}, "usage": {"input_tokens": 45090, "cached_input_tokens": 44416, "output_tokens": 3398, "reasoning_output_tokens": 3106}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"s\\\".\\\"au_000\\\",\\n \\\"s\\\".\\\"ay_000\\\",\\n \\\"s\\\".\\\"total_measure\\\",\\n \\\"s\\\".\\\"total_measure\\\" * 100.0\\n / NULLIF(SUM(\\\"s\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"s\\\".\\\"au_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"au_000\\\",\\n \\\"ay_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_007\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"au_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_007\\\", '') IS NOT NULL\\n GROUP BY \\\"au_000\\\", \\\"ay_000\\\"\\n) AS \\\"s\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned within-group share template with group_col=\\\"au_000\\\", item_col=\\\"ay_000\\\", and measure_col=\\\"ay_007\\\". Since the schema stores values as TEXT and blanks appear in sample rows, the query treats empty strings as NULL and casts the measure to REAL for SQLite aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0d8d786327a092c38f0e8839277af60901c03147 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_cf3e760ca6b65963", + "api_calls": 0, + "input_tokens": 45090, + "cached_input_tokens": 44416, + "output_tokens": 3398, + "total_tokens": 48488, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21795, + "estimated_output_tokens": 286, + "estimated_total_tokens": 22081, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 65457.7, + "sql_execution_elapsed_ms_total": 195.85, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_cf3e760ca6b65963/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ac92b8020c44a1831e435e320c2fb01d0f09cab3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68904, "bytes_utf8": 68904, "lines": 2150, "estimated_tokens": 21792}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 792, "bytes_utf8": 792, "lines": 1, "estimated_tokens": 237}, "usage": {"input_tokens": 45087, "cached_input_tokens": 22912, "output_tokens": 759, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9d53bf101c55af636d73675c3fccd323a897e416 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_d199d8dd38e257a7", + "api_calls": 0, + "input_tokens": 45087, + "cached_input_tokens": 22912, + "output_tokens": 759, + "total_tokens": 45846, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21792, + "estimated_output_tokens": 237, + "estimated_total_tokens": 22029, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17722.42, + "sql_execution_elapsed_ms_total": 207.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..927fee03dd782cfcebab9e95110b7a828b20b0ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:19:29.284671+00:00", + "ended_at": "2026-05-26T01:19:47.007103+00:00", + "elapsed_ms": 17722.42, + "prompt_metrics": { + "chars": 68904, + "bytes_utf8": 68904, + "lines": 2150, + "estimated_tokens": 21792 + }, + "stdout_metrics": { + "chars": 1190, + "bytes_utf8": 1190, + "lines": 4, + "estimated_tokens": 387 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 792, + "bytes_utf8": 792, + "lines": 1, + "estimated_tokens": 237 + }, + "usage": { + "input_tokens": 45087, + "cached_input_tokens": 22912, + "output_tokens": 759, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..60b4a83ac7e4fa8ee980ddd3b2c1409ad7ef9ade --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=bf_000, measure_col=az_001.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "bf_000", + "measure_col": "az_001", + "item_col": "ay_003", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 731.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8bc6653d04d4c99f7d51de7b086422ceb143a0e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61dd-8a2b-7e81-9fdf-1f571c94c6f4"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"bf_000\\\",\\n \\\"ay_003\\\",\\n SUM(CAST(NULLIF(\\\"az_001\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"az_001\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"az_001\\\", '') AS REAL))) OVER (PARTITION BY \\\"bf_000\\\") AS share_within_group\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"bf_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_003\\\", '') IS NOT NULL\\n AND NULLIF(\\\"az_001\\\", '') IS NOT NULL\\nGROUP BY \\\"bf_000\\\", \\\"ay_003\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Instantiated the provided Within-Group Share of Total template with group_col=\\\"bf_000\\\", item_col=\\\"ay_003\\\", and measure_col=\\\"az_001\\\". Because the schema stores values as TEXT, the measure is cast to REAL and empty strings are excluded as missing values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45087,"cached_input_tokens":22912,"output_tokens":759,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0892fc81ca820f6c277b7cfc0278497e2afaefad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"bf_000\",\n \"ay_003\",\n SUM(CAST(NULLIF(\"az_001\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"az_001\", '') AS REAL)) * 100.0\n / SUM(SUM(CAST(NULLIF(\"az_001\", '') AS REAL))) OVER (PARTITION BY \"bf_000\") AS share_within_group\nFROM \"n18\"\nWHERE NULLIF(\"bf_000\", '') IS NOT NULL\n AND NULLIF(\"ay_003\", '') IS NOT NULL\n AND NULLIF(\"az_001\", '') IS NOT NULL\nGROUP BY \"bf_000\", \"ay_003\"\nORDER BY share_within_group DESC;","notes":"Instantiated the provided Within-Group Share of Total template with group_col=\"bf_000\", item_col=\"ay_003\", and measure_col=\"az_001\". Because the schema stores values as TEXT, the measure is cast to REAL and empty strings are excluded as missing values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..01470633eda5806fdf99442cd59fedafcd5f9529 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=bf_000, measure_col=az_001. +Result preview: [{"bf_000": "1002", "ay_003": "0", "total_measure": 2832.0, "share_within_group": 100.0}, {"bf_000": "1004", "ay_003": "0", "total_measure": 2100.0, "share_within_group": 100.0}, {"bf_000": "1008", "ay_003": "0", "total_measure": 25212.0, "share_within_group": 100.0}, {"bf_000": "1010", "ay_003": "0", "total_measure": 3386.0, "share_within_group": 100.0}, {"bf_000": "1012", "ay_003": "0", "total_measure": 7476.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d1956581ad8e0140b30952be890b14b030a0333c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_d199d8dd38e257a7 +-- problem_id: v2p_n18_d4d52d1f6ec731a0 +-- realization_mode: agent +-- source_kind: agent +SELECT + "bf_000", + "ay_003", + SUM(CAST(NULLIF("az_001", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("az_001", '') AS REAL)) * 100.0 + / SUM(SUM(CAST(NULLIF("az_001", '') AS REAL))) OVER (PARTITION BY "bf_000") AS share_within_group +FROM "n18" +WHERE NULLIF("bf_000", '') IS NOT NULL + AND NULLIF("ay_003", '') IS NOT NULL + AND NULLIF("az_001", '') IS NOT NULL +GROUP BY "bf_000", "ay_003" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..30bc77fb197789a9c0a8622ce90a73ded1bb12cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"bf_000\",\n \"ay_003\",\n SUM(CAST(NULLIF(\"az_001\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"az_001\", '') AS REAL)) * 100.0\n / SUM(SUM(CAST(NULLIF(\"az_001\", '') AS REAL))) OVER (PARTITION BY \"bf_000\") AS share_within_group\nFROM \"n18\"\nWHERE NULLIF(\"bf_000\", '') IS NOT NULL\n AND NULLIF(\"ay_003\", '') IS NOT NULL\n AND NULLIF(\"az_001\", '') IS NOT NULL\nGROUP BY \"bf_000\", \"ay_003\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"bf_000\\\",\\n \\\"ay_003\\\",\\n SUM(CAST(NULLIF(\\\"az_001\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"az_001\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"az_001\\\", '') AS REAL))) OVER (PARTITION BY \\\"bf_000\\\") AS share_within_group\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"bf_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_003\\\", '') IS NOT NULL\\n AND NULLIF(\\\"az_001\\\", '') IS NOT NULL\\nGROUP BY \\\"bf_000\\\", \\\"ay_003\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"bf_000\", \"ay_003\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"bf_000\": \"1002\", \"ay_003\": \"0\", \"total_measure\": 2832.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1004\", \"ay_003\": \"0\", \"total_measure\": 2100.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1008\", \"ay_003\": \"0\", \"total_measure\": 25212.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1010\", \"ay_003\": \"0\", \"total_measure\": 3386.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1012\", \"ay_003\": \"0\", \"total_measure\": 7476.0, \"share_within_group\": 100.0}, {\"bf_000\": \"10124\", \"ay_003\": \"0\", \"total_measure\": 209674.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1016\", \"ay_003\": \"0\", \"total_measure\": 12432.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1018\", \"ay_003\": \"0\", \"total_measure\": 16696.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1020\", \"ay_003\": \"0\", \"total_measure\": 6762.0, \"share_within_group\": 100.0}, {\"bf_000\": \"10228\", \"ay_003\": \"0\", \"total_measure\": 12318.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1024\", \"ay_003\": \"0\", \"total_measure\": 28748.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1026\", \"ay_003\": \"0\", \"total_measure\": 24072.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1030\", \"ay_003\": \"0\", \"total_measure\": 49726.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1034\", \"ay_003\": \"0\", \"total_measure\": 42748.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1036\", \"ay_003\": \"0\", \"total_measure\": 2168.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1038\", \"ay_003\": \"0\", \"total_measure\": 40232.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1040\", \"ay_003\": \"0\", \"total_measure\": 47018.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1042\", \"ay_003\": \"0\", \"total_measure\": 9558.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1044\", \"ay_003\": \"0\", \"total_measure\": 83828.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1046\", \"ay_003\": \"0\", \"total_measure\": 70724.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1048\", \"ay_003\": \"0\", \"total_measure\": 31052.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1050\", \"ay_003\": \"0\", \"total_measure\": 955790.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1052\", \"ay_003\": \"0\", \"total_measure\": 139580.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1054\", \"ay_003\": \"0\", \"total_measure\": 2388.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1056\", \"ay_003\": \"0\", \"total_measure\": 15134.0, \"share_within_group\": 100.0}, {\"bf_000\": \"10570\", \"ay_003\": \"0\", \"total_measure\": 72536.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1058\", \"ay_003\": \"0\", \"total_measure\": 2138.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1060\", \"ay_003\": \"0\", \"total_measure\": 34370.0, \"share_within_group\": 100.0}, {\"bf_000\": \"10606\", \"ay_003\": \"0\", \"total_measure\": 21194.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1064\", \"ay_003\": \"0\", \"total_measure\": 51500.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1066\", \"ay_003\": \"0\", \"total_measure\": 26062.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1068\", \"ay_003\": \"0\", \"total_measure\": 120752.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1070\", \"ay_003\": \"0\", \"total_measure\": 32462.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1072\", \"ay_003\": \"0\", \"total_measure\": 22122.0, \"share_within_group\": 100.0}, {\"bf_000\": \"10722\", \"ay_003\": \"0\", \"total_measure\": 44844.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1074\", \"ay_003\": \"0\", \"total_measure\": 84886.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1076\", \"ay_003\": \"0\", \"total_measure\": 28600.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1078\", \"ay_003\": \"0\", \"total_measure\": 144036.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1080\", \"ay_003\": \"0\", \"total_measure\": 11748.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1082\", \"ay_003\": \"0\", \"total_measure\": 20224.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1084\", \"ay_003\": \"0\", \"total_measure\": 31758.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1088\", \"ay_003\": \"0\", \"total_measure\": 5124.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1090\", \"ay_003\": \"0\", \"total_measure\": 42804.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1092\", \"ay_003\": \"0\", \"total_measure\": 4626.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1094\", \"ay_003\": \"0\", \"total_measure\": 217332.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1096\", \"ay_003\": \"0\", \"total_measure\": 61454.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1102\", \"ay_003\": \"0\", \"total_measure\": 54484.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1104\", \"ay_003\": \"0\", \"total_measure\": 48436.0, \"share_within_group\": 100.0}, {\"bf_000\": \"1106\", \"ay_003\": \"0\", \"total_measure\": 31582.0, \"share_within_group\": 100.0}, {\"bf_000\": \"11060\", \"ay_003\": \"0\", \"total_measure\": 39364.0, \"share_within_group\": 100.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 207.3}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4d358ee9b940a49a9d18ba2f5aac3e5d935aa662 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:19:29.269426+00:00", + "ended_at": "2026-05-26T01:19:47.230413+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_d199d8dd38e257a7", + "problem_id": "v2p_n18_d4d52d1f6ec731a0", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=bf_000, measure_col=az_001.", + "bindings": { + "group_col": "bf_000", + "measure_col": "az_001", + "item_col": "ay_003", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 731.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=11", + "sql_variant_index=2/2", + "binding_index=34" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 11, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_d199d8dd38e257a7.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_d199d8dd38e257a7", + "api_calls": 0, + "input_tokens": 45087, + "cached_input_tokens": 22912, + "output_tokens": 759, + "total_tokens": 45846, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21792, + "estimated_output_tokens": 237, + "estimated_total_tokens": 22029, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17722.42, + "sql_execution_elapsed_ms_total": 207.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..02f9040148f784afebd0999a508fa30d66b6412e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:19:47.021282+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17722.42, "started_at": "2026-05-26T01:19:29.284671+00:00", "ended_at": "2026-05-26T01:19:47.007103+00:00", "prompt_metrics": {"chars": 68904, "bytes_utf8": 68904, "lines": 2150, "estimated_tokens": 21792}, "response_metrics": {"chars": 792, "bytes_utf8": 792, "lines": 1, "estimated_tokens": 237}, "usage": {"input_tokens": 45087, "cached_input_tokens": 22912, "output_tokens": 759, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"bf_000\\\",\\n \\\"ay_003\\\",\\n SUM(CAST(NULLIF(\\\"az_001\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"az_001\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"az_001\\\", '') AS REAL))) OVER (PARTITION BY \\\"bf_000\\\") AS share_within_group\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"bf_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"ay_003\\\", '') IS NOT NULL\\n AND NULLIF(\\\"az_001\\\", '') IS NOT NULL\\nGROUP BY \\\"bf_000\\\", \\\"ay_003\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Instantiated the provided Within-Group Share of Total template with group_col=\\\"bf_000\\\", item_col=\\\"ay_003\\\", and measure_col=\\\"az_001\\\". Because the schema stores values as TEXT, the measure is cast to REAL and empty strings are excluded as missing values.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..988f967a03ac55c7d05442c80266be89e6915192 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_d199d8dd38e257a7", + "api_calls": 0, + "input_tokens": 45087, + "cached_input_tokens": 22912, + "output_tokens": 759, + "total_tokens": 45846, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21792, + "estimated_output_tokens": 237, + "estimated_total_tokens": 22029, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17722.42, + "sql_execution_elapsed_ms_total": 207.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d199d8dd38e257a7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4adb0447cd11ec451fab0237126ad7dc3aadb264 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68585, "bytes_utf8": 68585, "lines": 2148, "estimated_tokens": 21685}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 478, "bytes_utf8": 478, "lines": 1, "estimated_tokens": 132}, "usage": {"input_tokens": 44980, "cached_input_tokens": 22912, "output_tokens": 1398, "reasoning_output_tokens": 1260}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5b91ae666f9c2930a5687c64e866d6c5af18f5bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_d214f6c5a37b758a", + "api_calls": 0, + "input_tokens": 44980, + "cached_input_tokens": 22912, + "output_tokens": 1398, + "total_tokens": 46378, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21685, + "estimated_output_tokens": 132, + "estimated_total_tokens": 21817, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28605.41, + "sql_execution_elapsed_ms_total": 77.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..db0e6ffb08375f480945b70242aaa7fd4d78e0d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:19:47.246925+00:00", + "ended_at": "2026-05-26T01:20:15.852347+00:00", + "elapsed_ms": 28605.41, + "prompt_metrics": { + "chars": 68585, + "bytes_utf8": 68585, + "lines": 2148, + "estimated_tokens": 21685 + }, + "stdout_metrics": { + "chars": 844, + "bytes_utf8": 844, + "lines": 4, + "estimated_tokens": 250 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 478, + "bytes_utf8": 478, + "lines": 1, + "estimated_tokens": 132 + }, + "usage": { + "input_tokens": 44980, + "cached_input_tokens": 22912, + "output_tokens": 1398, + "reasoning_output_tokens": 1260 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a77a4be2729bffa4da09575107bb759bc3e1c072 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=cy_000, measure_col=ed_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cy_000", + "measure_col": "ed_000", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 756.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..dfaac4134475cec7980bf8ad865e60a67a390aa2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61dd-d086-7f31-b11a-36b330379744"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"cy_000\\\",\\n AVG(CAST(\\\"ed_000\\\" AS REAL)) OVER (PARTITION BY \\\"cy_000\\\") AS avg_measure\\nFROM \\\"n18\\\"\\nWHERE NULLIF(TRIM(\\\"cy_000\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"ed_000\\\"), '') IS NOT NULL\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the planned window partition average template with \\\"cy_000\\\" as the partitioning slice and casts text-valued \\\"ed_000\\\" to REAL after filtering blank values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44980,"cached_input_tokens":22912,"output_tokens":1398,"reasoning_output_tokens":1260}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f973219688d7387ce50e78011e3a2922aad2a81 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"cy_000\",\n AVG(CAST(\"ed_000\" AS REAL)) OVER (PARTITION BY \"cy_000\") AS avg_measure\nFROM \"n18\"\nWHERE NULLIF(TRIM(\"cy_000\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"ed_000\"), '') IS NOT NULL\nORDER BY avg_measure DESC;","notes":"Uses the planned window partition average template with \"cy_000\" as the partitioning slice and casts text-valued \"ed_000\" to REAL after filtering blank values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0fc31c1eb2422b3e14208afb37111a0ffa45001e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=cy_000, measure_col=ed_000. +Result preview: [{"cy_000": "1106", "avg_measure": 67396.0}, {"cy_000": "12910", "avg_measure": 66292.0}, {"cy_000": "12718", "avg_measure": 60934.0}, {"cy_000": "4744", "avg_measure": 45699.333333333336}, {"cy_000": "2820", "avg_measure": 44776.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0a6d17bc07c3add6e6e62f7cb9ebe27c27d2a4df --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_d214f6c5a37b758a +-- problem_id: v2p_n18_9eebde823d182a0c +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "cy_000", + AVG(CAST("ed_000" AS REAL)) OVER (PARTITION BY "cy_000") AS avg_measure +FROM "n18" +WHERE NULLIF(TRIM("cy_000"), '') IS NOT NULL + AND NULLIF(TRIM("ed_000"), '') IS NOT NULL +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1ed105044f1b40c5f7e4f0439667bed20205048f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"cy_000\",\n AVG(CAST(\"ed_000\" AS REAL)) OVER (PARTITION BY \"cy_000\") AS avg_measure\nFROM \"n18\"\nWHERE NULLIF(TRIM(\"cy_000\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"ed_000\"), '') IS NOT NULL\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"cy_000\\\",\\n AVG(CAST(\\\"ed_000\\\" AS REAL)) OVER (PARTITION BY \\\"cy_000\\\") AS avg_measure\\nFROM \\\"n18\\\"\\nWHERE NULLIF(TRIM(\\\"cy_000\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"ed_000\\\"), '') IS NOT NULL\\nORDER BY avg_measure DESC;\", \"columns\": [\"cy_000\", \"avg_measure\"], \"rows\": [{\"cy_000\": \"1106\", \"avg_measure\": 67396.0}, {\"cy_000\": \"12910\", \"avg_measure\": 66292.0}, {\"cy_000\": \"12718\", \"avg_measure\": 60934.0}, {\"cy_000\": \"4744\", \"avg_measure\": 45699.333333333336}, {\"cy_000\": \"2820\", \"avg_measure\": 44776.0}, {\"cy_000\": \"1070\", \"avg_measure\": 39826.0}, {\"cy_000\": \"30474\", \"avg_measure\": 38612.0}, {\"cy_000\": \"108682\", \"avg_measure\": 37890.0}, {\"cy_000\": \"7784\", \"avg_measure\": 37444.0}, {\"cy_000\": \"1240\", \"avg_measure\": 36616.0}, {\"cy_000\": \"4016\", \"avg_measure\": 36540.0}, {\"cy_000\": \"147444\", \"avg_measure\": 31032.0}, {\"cy_000\": \"24190\", \"avg_measure\": 30622.0}, {\"cy_000\": \"1596\", \"avg_measure\": 30016.0}, {\"cy_000\": \"5838\", \"avg_measure\": 29962.0}, {\"cy_000\": \"8718\", \"avg_measure\": 29520.0}, {\"cy_000\": \"3038\", \"avg_measure\": 29022.0}, {\"cy_000\": \"910\", \"avg_measure\": 27906.0}, {\"cy_000\": \"10776\", \"avg_measure\": 27838.0}, {\"cy_000\": \"124168\", \"avg_measure\": 27674.0}, {\"cy_000\": \"1300\", \"avg_measure\": 27504.0}, {\"cy_000\": \"1450\", \"avg_measure\": 27030.0}, {\"cy_000\": \"3672\", \"avg_measure\": 26736.0}, {\"cy_000\": \"3986\", \"avg_measure\": 26182.0}, {\"cy_000\": \"394\", \"avg_measure\": 25608.0}, {\"cy_000\": \"542\", \"avg_measure\": 25588.0}, {\"cy_000\": \"13482\", \"avg_measure\": 25226.0}, {\"cy_000\": \"882\", \"avg_measure\": 25094.0}, {\"cy_000\": \"29120\", \"avg_measure\": 24908.0}, {\"cy_000\": \"13208\", \"avg_measure\": 24044.0}, {\"cy_000\": \"9482\", \"avg_measure\": 23936.0}, {\"cy_000\": \"413790\", \"avg_measure\": 23916.0}, {\"cy_000\": \"68596\", \"avg_measure\": 23772.0}, {\"cy_000\": \"410\", \"avg_measure\": 23540.0}, {\"cy_000\": \"6888\", \"avg_measure\": 23054.0}, {\"cy_000\": \"1996\", \"avg_measure\": 22644.0}, {\"cy_000\": \"4182\", \"avg_measure\": 21794.0}, {\"cy_000\": \"17454\", \"avg_measure\": 21410.0}, {\"cy_000\": \"3126\", \"avg_measure\": 21178.0}, {\"cy_000\": \"478810\", \"avg_measure\": 21028.0}, {\"cy_000\": \"27890\", \"avg_measure\": 20628.0}, {\"cy_000\": \"1296\", \"avg_measure\": 20300.0}, {\"cy_000\": \"11996\", \"avg_measure\": 20204.0}, {\"cy_000\": \"380\", \"avg_measure\": 19949.0}, {\"cy_000\": \"1684\", \"avg_measure\": 19626.0}, {\"cy_000\": \"9536\", \"avg_measure\": 18878.0}, {\"cy_000\": \"11066\", \"avg_measure\": 18570.0}, {\"cy_000\": \"1784\", \"avg_measure\": 18246.0}, {\"cy_000\": \"10938\", \"avg_measure\": 18014.0}, {\"cy_000\": \"780\", \"avg_measure\": 17556.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 77.4}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f4fa49ebf800b41b788a3c4a93936ed61aab7624 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:19:47.230848+00:00", + "ended_at": "2026-05-26T01:20:15.943458+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_d214f6c5a37b758a", + "problem_id": "v2p_n18_9eebde823d182a0c", + "dataset_id": "n18", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=cy_000, measure_col=ed_000.", + "bindings": { + "group_col": "cy_000", + "measure_col": "ed_000", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 756.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=138" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_d214f6c5a37b758a.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_d214f6c5a37b758a", + "api_calls": 0, + "input_tokens": 44980, + "cached_input_tokens": 22912, + "output_tokens": 1398, + "total_tokens": 46378, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21685, + "estimated_output_tokens": 132, + "estimated_total_tokens": 21817, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28605.41, + "sql_execution_elapsed_ms_total": 77.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fc236a6b751f8aec21bd19952870a0a7c79b56e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:20:15.863945+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 28605.41, "started_at": "2026-05-26T01:19:47.246925+00:00", "ended_at": "2026-05-26T01:20:15.852347+00:00", "prompt_metrics": {"chars": 68585, "bytes_utf8": 68585, "lines": 2148, "estimated_tokens": 21685}, "response_metrics": {"chars": 478, "bytes_utf8": 478, "lines": 1, "estimated_tokens": 132}, "usage": {"input_tokens": 44980, "cached_input_tokens": 22912, "output_tokens": 1398, "reasoning_output_tokens": 1260}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"cy_000\\\",\\n AVG(CAST(\\\"ed_000\\\" AS REAL)) OVER (PARTITION BY \\\"cy_000\\\") AS avg_measure\\nFROM \\\"n18\\\"\\nWHERE NULLIF(TRIM(\\\"cy_000\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"ed_000\\\"), '') IS NOT NULL\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the planned window partition average template with \\\"cy_000\\\" as the partitioning slice and casts text-valued \\\"ed_000\\\" to REAL after filtering blank values.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8f31412f21a41f68517de8cbad24801a2d962bb0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_d214f6c5a37b758a", + "api_calls": 0, + "input_tokens": 44980, + "cached_input_tokens": 22912, + "output_tokens": 1398, + "total_tokens": 46378, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21685, + "estimated_output_tokens": 132, + "estimated_total_tokens": 21817, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28605.41, + "sql_execution_elapsed_ms_total": 77.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d214f6c5a37b758a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..05ab2d2974c191e25266b7ff16f99b7b38212bba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68499, "bytes_utf8": 68499, "lines": 2148, "estimated_tokens": 21674}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 365, "bytes_utf8": 365, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 44969, "cached_input_tokens": 44416, "output_tokens": 572, "reasoning_output_tokens": 465}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fb626d1ae5eae5c7225d8492d22f4f1847cc70dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_d4e5aa98fd5994e2", + "api_calls": 0, + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 572, + "total_tokens": 45541, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21674, + "estimated_output_tokens": 101, + "estimated_total_tokens": 21775, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13815.74, + "sql_execution_elapsed_ms_total": 29.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..74a5e74ce678c3ed562a52cc39fd763062f66bfb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:20:15.958365+00:00", + "ended_at": "2026-05-26T01:20:29.774139+00:00", + "elapsed_ms": 13815.74, + "prompt_metrics": { + "chars": 68499, + "bytes_utf8": 68499, + "lines": 2148, + "estimated_tokens": 21674 + }, + "stdout_metrics": { + "chars": 727, + "bytes_utf8": 727, + "lines": 4, + "estimated_tokens": 215 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 365, + "bytes_utf8": 365, + "lines": 1, + "estimated_tokens": 101 + }, + "usage": { + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 572, + "reasoning_output_tokens": 465 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0706aa3dcc9e81d12357e249459e5fde0eed1738 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=au_000, measure_col=ag_003.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "au_000", + "measure_col": "ag_003", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 4038.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..99586bf0516e6b8d08912ae489180542a2863b6f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61de-407d-74f1-8288-e3674a9ad681"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"au_000\\\", SUM(CAST(NULLIF(\\\"ag_003\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"au_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applied the grouped numeric sum template with \\\"au_000\\\" as the grouping field and cast text-stored \\\"ag_003\\\" to REAL while treating empty strings as missing.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44969,"cached_input_tokens":44416,"output_tokens":572,"reasoning_output_tokens":465}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c3b3cdf844e251acd7163e912cff15b88dac5aae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"au_000\", SUM(CAST(NULLIF(\"ag_003\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"au_000\"\nORDER BY \"total_measure\" DESC;","notes":"Applied the grouped numeric sum template with \"au_000\" as the grouping field and cast text-stored \"ag_003\" to REAL while treating empty strings as missing."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea5bd8ae61d7db3dfb3ece0ccca0f325ed063d0d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=au_000, measure_col=ag_003. +Result preview: [{"au_000": "0", "total_measure": 6721298410.0}, {"au_000": "", "total_measure": 158474786.0}, {"au_000": "96986", "total_measure": 18206220.0}, {"au_000": "1299622", "total_measure": 13233028.0}, {"au_000": "265264", "total_measure": 10816510.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..54ce9b1fa55cb686e860190a566c5655b1a7c6b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_d4e5aa98fd5994e2 +-- problem_id: v2p_n18_8469731a881723c6 +-- realization_mode: agent +-- source_kind: agent +SELECT "au_000", SUM(CAST(NULLIF("ag_003", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "au_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3c908c34e3f3618635fd87013cf0592dd50ab875 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"au_000\", SUM(CAST(NULLIF(\"ag_003\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"au_000\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"au_000\\\", SUM(CAST(NULLIF(\\\"ag_003\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"au_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"au_000\", \"total_measure\"], \"rows\": [{\"au_000\": \"0\", \"total_measure\": 6721298410.0}, {\"au_000\": \"\", \"total_measure\": 158474786.0}, {\"au_000\": \"96986\", \"total_measure\": 18206220.0}, {\"au_000\": \"1299622\", \"total_measure\": 13233028.0}, {\"au_000\": \"265264\", \"total_measure\": 10816510.0}, {\"au_000\": \"205016\", \"total_measure\": 8581212.0}, {\"au_000\": \"11174\", \"total_measure\": 8049172.0}, {\"au_000\": \"245306\", \"total_measure\": 7851370.0}, {\"au_000\": \"475950\", \"total_measure\": 7820828.0}, {\"au_000\": \"1509122\", \"total_measure\": 6747270.0}, {\"au_000\": \"729144\", \"total_measure\": 5478784.0}, {\"au_000\": \"2698\", \"total_measure\": 5448530.0}, {\"au_000\": \"2068\", \"total_measure\": 5287394.0}, {\"au_000\": \"20738\", \"total_measure\": 4815940.0}, {\"au_000\": \"38998\", \"total_measure\": 4760320.0}, {\"au_000\": \"5711474\", \"total_measure\": 4426184.0}, {\"au_000\": \"466\", \"total_measure\": 4352498.0}, {\"au_000\": \"292312\", \"total_measure\": 4126950.0}, {\"au_000\": \"748658\", \"total_measure\": 3735166.0}, {\"au_000\": \"10292\", \"total_measure\": 3694288.0}, {\"au_000\": \"2626676\", \"total_measure\": 3618276.0}, {\"au_000\": \"26212\", \"total_measure\": 3572346.0}, {\"au_000\": \"588396\", \"total_measure\": 2505972.0}, {\"au_000\": \"249166\", \"total_measure\": 2342290.0}, {\"au_000\": \"143446\", \"total_measure\": 2321416.0}, {\"au_000\": \"720126\", \"total_measure\": 2151482.0}, {\"au_000\": \"7440\", \"total_measure\": 1857666.0}, {\"au_000\": \"1134798\", \"total_measure\": 1843474.0}, {\"au_000\": \"6132\", \"total_measure\": 1832492.0}, {\"au_000\": \"1248\", \"total_measure\": 1690868.0}, {\"au_000\": \"793618\", \"total_measure\": 1664206.0}, {\"au_000\": \"11112\", \"total_measure\": 1458190.0}, {\"au_000\": \"4448\", \"total_measure\": 776262.0}, {\"au_000\": \"862024\", \"total_measure\": 698034.0}, {\"au_000\": \"966\", \"total_measure\": 422744.0}, {\"au_000\": \"219766\", \"total_measure\": 326052.0}, {\"au_000\": \"3784\", \"total_measure\": 144780.0}, {\"au_000\": \"15014\", \"total_measure\": 124124.0}, {\"au_000\": \"2376\", \"total_measure\": 55388.0}, {\"au_000\": \"1980\", \"total_measure\": 52276.0}, {\"au_000\": \"351304\", \"total_measure\": 35098.0}, {\"au_000\": \"1094074\", \"total_measure\": 24806.0}, {\"au_000\": \"5444\", \"total_measure\": 18548.0}, {\"au_000\": \"634638\", \"total_measure\": 15958.0}, {\"au_000\": \"10082\", \"total_measure\": 9394.0}, {\"au_000\": \"139982\", \"total_measure\": 9124.0}, {\"au_000\": \"1324\", \"total_measure\": 3972.0}, {\"au_000\": \"42176\", \"total_measure\": 2618.0}, {\"au_000\": \"76044\", \"total_measure\": 2256.0}, {\"au_000\": \"97978\", \"total_measure\": 1984.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 29.18}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..761c9935fd9364fba6ba49a7582855e2e682247d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:20:15.943847+00:00", + "ended_at": "2026-05-26T01:20:29.816159+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_d4e5aa98fd5994e2", + "problem_id": "v2p_n18_8469731a881723c6", + "dataset_id": "n18", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_rank_order", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=au_000, measure_col=ag_003.", + "bindings": { + "group_col": "au_000", + "measure_col": "ag_003", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 4038.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=7" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_d4e5aa98fd5994e2.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_d4e5aa98fd5994e2", + "api_calls": 0, + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 572, + "total_tokens": 45541, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21674, + "estimated_output_tokens": 101, + "estimated_total_tokens": 21775, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13815.74, + "sql_execution_elapsed_ms_total": 29.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5261f7e52fa73fcc60377e1ab47bc050e8083e86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:20:29.785228+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13815.74, "started_at": "2026-05-26T01:20:15.958365+00:00", "ended_at": "2026-05-26T01:20:29.774139+00:00", "prompt_metrics": {"chars": 68499, "bytes_utf8": 68499, "lines": 2148, "estimated_tokens": 21674}, "response_metrics": {"chars": 365, "bytes_utf8": 365, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 44969, "cached_input_tokens": 44416, "output_tokens": 572, "reasoning_output_tokens": 465}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"au_000\\\", SUM(CAST(NULLIF(\\\"ag_003\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"au_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applied the grouped numeric sum template with \\\"au_000\\\" as the grouping field and cast text-stored \\\"ag_003\\\" to REAL while treating empty strings as missing.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..45eefc07efb5ca7f003f3870686609ef8f3984de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_d4e5aa98fd5994e2", + "api_calls": 0, + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 572, + "total_tokens": 45541, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21674, + "estimated_output_tokens": 101, + "estimated_total_tokens": 21775, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13815.74, + "sql_execution_elapsed_ms_total": 29.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d4e5aa98fd5994e2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c6d8faee6f9d3960943f0fe95465c84975566c2d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68588, "bytes_utf8": 68588, "lines": 2148, "estimated_tokens": 21686}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 576, "bytes_utf8": 576, "lines": 1, "estimated_tokens": 157}, "usage": {"input_tokens": 44981, "cached_input_tokens": 22912, "output_tokens": 1040, "reasoning_output_tokens": 877}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e9a19d682bb4d86e3b6b2d2d3fb99dc0df8b1a60 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_d62684fdcdb588bf", + "api_calls": 0, + "input_tokens": 44981, + "cached_input_tokens": 22912, + "output_tokens": 1040, + "total_tokens": 46021, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21686, + "estimated_output_tokens": 157, + "estimated_total_tokens": 21843, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22932.77, + "sql_execution_elapsed_ms_total": 236.34, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c43e1146e06f4e18ce5ad9c575bf92a4bc51b208 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:20:29.830158+00:00", + "ended_at": "2026-05-26T01:20:52.762920+00:00", + "elapsed_ms": 22932.77, + "prompt_metrics": { + "chars": 68588, + "bytes_utf8": 68588, + "lines": 2148, + "estimated_tokens": 21686 + }, + "stdout_metrics": { + "chars": 954, + "bytes_utf8": 954, + "lines": 4, + "estimated_tokens": 284 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 576, + "bytes_utf8": 576, + "lines": 1, + "estimated_tokens": 157 + }, + "usage": { + "input_tokens": 44981, + "cached_input_tokens": 22912, + "output_tokens": 1040, + "reasoning_output_tokens": 877 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..94b1fbf01d01b2b0c86b5a5de3ba85d4843644dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=cs_008, measure_col=eb_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cs_008", + "measure_col": "eb_000", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1262140.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a1175544d5bd13fb17fbae8c07aa35b8dfe20bf3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61de-76ab-7dd3-a313-34e7855b8061"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"cs_008\\\",\\n AVG(CAST(NULLIF(\\\"eb_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cs_008\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"cs_008\\\", '') IS NOT NULL\\n AND NULLIF(\\\"eb_000\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested window partition average template with \\\"cs_008\\\" as the partitioning group and \\\"eb_000\\\" as the measured signal. Blank text values are filtered out, and \\\"eb_000\\\" is cast to REAL so missing cells are not treated as zero during AVG().\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44981,"cached_input_tokens":22912,"output_tokens":1040,"reasoning_output_tokens":877}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..12a63cdc35f8aad9525cfb3f92c750a32c3c8a34 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"cs_008\",\n AVG(CAST(NULLIF(\"eb_000\", '') AS REAL)) OVER (PARTITION BY \"cs_008\") AS \"avg_measure\"\nFROM \"n18\"\nWHERE NULLIF(\"cs_008\", '') IS NOT NULL\n AND NULLIF(\"eb_000\", '') IS NOT NULL\nORDER BY \"avg_measure\" DESC;","notes":"Uses the requested window partition average template with \"cs_008\" as the partitioning group and \"eb_000\" as the measured signal. Blank text values are filtered out, and \"eb_000\" is cast to REAL so missing cells are not treated as zero during AVG()."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6172c4ef3508f6a84f250243ec75bedfe9c69724 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=cs_008, measure_col=eb_000. +Result preview: [{"cs_008": "1065342", "avg_measure": 740721590.0}, {"cs_008": "1332", "avg_measure": 495283185.0}, {"cs_008": "1518", "avg_measure": 408215370.0}, {"cs_008": "1190", "avg_measure": 343409110.0}, {"cs_008": "2474", "avg_measure": 294013920.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ab815336d0dc914d09cbb222aed81fe3b936f0b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_d62684fdcdb588bf +-- problem_id: v2p_n18_6af990bea4202d95 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "cs_008", + AVG(CAST(NULLIF("eb_000", '') AS REAL)) OVER (PARTITION BY "cs_008") AS "avg_measure" +FROM "n18" +WHERE NULLIF("cs_008", '') IS NOT NULL + AND NULLIF("eb_000", '') IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1797dcfe4bc819835cf0086fcf196229c36c41dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"cs_008\",\n AVG(CAST(NULLIF(\"eb_000\", '') AS REAL)) OVER (PARTITION BY \"cs_008\") AS \"avg_measure\"\nFROM \"n18\"\nWHERE NULLIF(\"cs_008\", '') IS NOT NULL\n AND NULLIF(\"eb_000\", '') IS NOT NULL\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"cs_008\\\",\\n AVG(CAST(NULLIF(\\\"eb_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cs_008\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"cs_008\\\", '') IS NOT NULL\\n AND NULLIF(\\\"eb_000\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"cs_008\", \"avg_measure\"], \"rows\": [{\"cs_008\": \"1065342\", \"avg_measure\": 740721590.0}, {\"cs_008\": \"1332\", \"avg_measure\": 495283185.0}, {\"cs_008\": \"1518\", \"avg_measure\": 408215370.0}, {\"cs_008\": \"1190\", \"avg_measure\": 343409110.0}, {\"cs_008\": \"2474\", \"avg_measure\": 294013920.0}, {\"cs_008\": \"1090\", \"avg_measure\": 272769775.0}, {\"cs_008\": \"1186\", \"avg_measure\": 268730280.0}, {\"cs_008\": \"3274\", \"avg_measure\": 221061120.0}, {\"cs_008\": \"2156\", \"avg_measure\": 205626270.0}, {\"cs_008\": \"2310\", \"avg_measure\": 199840520.0}, {\"cs_008\": \"1094\", \"avg_measure\": 196871910.0}, {\"cs_008\": \"2150\", \"avg_measure\": 186058390.0}, {\"cs_008\": \"2120\", \"avg_measure\": 170599790.0}, {\"cs_008\": \"1210\", \"avg_measure\": 167770910.0}, {\"cs_008\": \"2616\", \"avg_measure\": 146802370.0}, {\"cs_008\": \"880\", \"avg_measure\": 145525650.0}, {\"cs_008\": \"948\", \"avg_measure\": 137028377.14285713}, {\"cs_008\": \"802\", \"avg_measure\": 115261718.57142857}, {\"cs_008\": \"1026\", \"avg_measure\": 110778930.0}, {\"cs_008\": \"830\", \"avg_measure\": 107881087.5}, {\"cs_008\": \"1450\", \"avg_measure\": 103211375.0}, {\"cs_008\": \"908\", \"avg_measure\": 94870580.0}, {\"cs_008\": \"832\", \"avg_measure\": 87750370.0}, {\"cs_008\": \"1084\", \"avg_measure\": 83032556.66666667}, {\"cs_008\": \"1182\", \"avg_measure\": 80338707.5}, {\"cs_008\": \"1934\", \"avg_measure\": 76775350.0}, {\"cs_008\": \"774\", \"avg_measure\": 76523388.8888889}, {\"cs_008\": \"834\", \"avg_measure\": 74819430.0}, {\"cs_008\": \"968\", \"avg_measure\": 74715780.0}, {\"cs_008\": \"1434\", \"avg_measure\": 74219670.0}, {\"cs_008\": \"1642\", \"avg_measure\": 71753930.0}, {\"cs_008\": \"1650\", \"avg_measure\": 71753930.0}, {\"cs_008\": \"1060\", \"avg_measure\": 71313000.0}, {\"cs_008\": \"1006\", \"avg_measure\": 69880870.0}, {\"cs_008\": \"658\", \"avg_measure\": 68143340.0}, {\"cs_008\": \"990\", \"avg_measure\": 67115110.0}, {\"cs_008\": \"760\", \"avg_measure\": 66657943.333333336}, {\"cs_008\": \"840\", \"avg_measure\": 66539924.0}, {\"cs_008\": \"874\", \"avg_measure\": 64458962.0}, {\"cs_008\": \"1724\", \"avg_measure\": 63373150.0}, {\"cs_008\": \"1638\", \"avg_measure\": 62056300.0}, {\"cs_008\": \"1936\", \"avg_measure\": 61772175.0}, {\"cs_008\": \"814\", \"avg_measure\": 60788825.0}, {\"cs_008\": \"1436\", \"avg_measure\": 60419710.0}, {\"cs_008\": \"1558\", \"avg_measure\": 59835046.666666664}, {\"cs_008\": \"662\", \"avg_measure\": 58854580.0}, {\"cs_008\": \"8532\", \"avg_measure\": 56318750.0}, {\"cs_008\": \"620\", \"avg_measure\": 55651109.166666664}, {\"cs_008\": \"1072\", \"avg_measure\": 55329164.44444445}, {\"cs_008\": \"898\", \"avg_measure\": 54607918.333333336}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 236.34}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c9b5d968581b8c6892f6a680f2ebad5fcc20806a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:20:29.816542+00:00", + "ended_at": "2026-05-26T01:20:53.015048+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_d62684fdcdb588bf", + "problem_id": "v2p_n18_6af990bea4202d95", + "dataset_id": "n18", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=cs_008, measure_col=eb_000.", + "bindings": { + "group_col": "cs_008", + "measure_col": "eb_000", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1262140.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=136" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_d62684fdcdb588bf.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_d62684fdcdb588bf", + "api_calls": 0, + "input_tokens": 44981, + "cached_input_tokens": 22912, + "output_tokens": 1040, + "total_tokens": 46021, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21686, + "estimated_output_tokens": 157, + "estimated_total_tokens": 21843, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22932.77, + "sql_execution_elapsed_ms_total": 236.34, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6e93735e5c128d561cd99051d10b7ba05715d41e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:20:52.774883+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 22932.77, "started_at": "2026-05-26T01:20:29.830158+00:00", "ended_at": "2026-05-26T01:20:52.762920+00:00", "prompt_metrics": {"chars": 68588, "bytes_utf8": 68588, "lines": 2148, "estimated_tokens": 21686}, "response_metrics": {"chars": 576, "bytes_utf8": 576, "lines": 1, "estimated_tokens": 157}, "usage": {"input_tokens": 44981, "cached_input_tokens": 22912, "output_tokens": 1040, "reasoning_output_tokens": 877}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"cs_008\\\",\\n AVG(CAST(NULLIF(\\\"eb_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cs_008\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"cs_008\\\", '') IS NOT NULL\\n AND NULLIF(\\\"eb_000\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested window partition average template with \\\"cs_008\\\" as the partitioning group and \\\"eb_000\\\" as the measured signal. Blank text values are filtered out, and \\\"eb_000\\\" is cast to REAL so missing cells are not treated as zero during AVG().\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..45bafcb3f54208a24df21658ac93a65ca54b427f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_d62684fdcdb588bf", + "api_calls": 0, + "input_tokens": 44981, + "cached_input_tokens": 22912, + "output_tokens": 1040, + "total_tokens": 46021, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21686, + "estimated_output_tokens": 157, + "estimated_total_tokens": 21843, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22932.77, + "sql_execution_elapsed_ms_total": 236.34, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_d62684fdcdb588bf/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d3d2f60f7ca60a3e4d73965040cd09cebee58ef6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68589, "bytes_utf8": 68589, "lines": 2148, "estimated_tokens": 21684}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 794, "bytes_utf8": 794, "lines": 1, "estimated_tokens": 230}, "usage": {"input_tokens": 44979, "cached_input_tokens": 44416, "output_tokens": 2865, "reasoning_output_tokens": 2629}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c3f8351e13e16327652dc6e3b93c26a32227266a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_dce7a19d82ad56e4", + "api_calls": 0, + "input_tokens": 44979, + "cached_input_tokens": 44416, + "output_tokens": 2865, + "total_tokens": 47844, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21684, + "estimated_output_tokens": 230, + "estimated_total_tokens": 21914, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 55477.05, + "sql_execution_elapsed_ms_total": 197.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e2054a202d3f99a13fb4135ce06f2b13bab5031d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:20:53.030155+00:00", + "ended_at": "2026-05-26T01:21:48.507130+00:00", + "elapsed_ms": 55477.05, + "prompt_metrics": { + "chars": 68589, + "bytes_utf8": 68589, + "lines": 2148, + "estimated_tokens": 21684 + }, + "stdout_metrics": { + "chars": 1226, + "bytes_utf8": 1226, + "lines": 4, + "estimated_tokens": 390 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 794, + "bytes_utf8": 794, + "lines": 1, + "estimated_tokens": 230 + }, + "usage": { + "input_tokens": 44979, + "cached_input_tokens": 44416, + "output_tokens": 2865, + "reasoning_output_tokens": 2629 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..538e4f77137b74882eb4ce5a63dd8887f2aa4de4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=db_000, measure_col=ee_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "db_000", + "measure_col": "ee_000", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 436478.24, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bfe16a21cc12f0b7ab869fcba6992a0a33327d4e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61de-d14d-7fe3-b256-6eb4dcbe3522"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"filtered\\\".\\\"db_000\\\",\\n \\\"filtered\\\".\\\"avg_measure\\\"\\nFROM (\\n SELECT\\n \\\"db_000\\\",\\n AVG(CAST(\\\"ee_000\\\" AS REAL)) OVER (PARTITION BY \\\"db_000\\\") AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY \\\"db_000\\\") AS \\\"group_size\\\"\\n FROM \\\"n18\\\"\\n WHERE \\\"db_000\\\" IS NOT NULL\\n AND \\\"db_000\\\" <> ''\\n AND \\\"ee_000\\\" IS NOT NULL\\n AND \\\"ee_000\\\" <> ''\\n) AS \\\"filtered\\\"\\nWHERE \\\"filtered\\\".\\\"group_size\\\" >= 5\\nORDER BY \\\"filtered\\\".\\\"avg_measure\\\" DESC;\",\"notes\":\"Instantiates the Window Partition Average template with group_col=\\\"db_000\\\" and measure_col=\\\"ee_000\\\", casts the text measure to REAL for SQLite averaging, filters blank values, and enforces the stable-view minimum group size of 5.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44979,"cached_input_tokens":44416,"output_tokens":2865,"reasoning_output_tokens":2629}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..49ff637261fff8a0f63063e3c38838d1300498e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"filtered\".\"db_000\",\n \"filtered\".\"avg_measure\"\nFROM (\n SELECT\n \"db_000\",\n AVG(CAST(\"ee_000\" AS REAL)) OVER (PARTITION BY \"db_000\") AS \"avg_measure\",\n COUNT(*) OVER (PARTITION BY \"db_000\") AS \"group_size\"\n FROM \"n18\"\n WHERE \"db_000\" IS NOT NULL\n AND \"db_000\" <> ''\n AND \"ee_000\" IS NOT NULL\n AND \"ee_000\" <> ''\n) AS \"filtered\"\nWHERE \"filtered\".\"group_size\" >= 5\nORDER BY \"filtered\".\"avg_measure\" DESC;","notes":"Instantiates the Window Partition Average template with group_col=\"db_000\" and measure_col=\"ee_000\", casts the text measure to REAL for SQLite averaging, filters blank values, and enforces the stable-view minimum group size of 5."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3466d0ceb2ba10838ef9642b4bfa5ac6fe4bae70 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=db_000, measure_col=ee_000. +Result preview: [{"db_000": "150", "avg_measure": 2610211.5}, {"db_000": "134", "avg_measure": 1882574.3333333333}, {"db_000": "146", "avg_measure": 669284.3333333334}, {"db_000": "132", "avg_measure": 603668.0}, {"db_000": "2", "avg_measure": 588592.25}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..30ab7e4bdba28ff45c3567f21dc29a4569a0aa62 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/generated_sql.sql @@ -0,0 +1,29 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_dce7a19d82ad56e4 +-- problem_id: v2p_n18_96a1479fd72350f6 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "filtered"."db_000", + "filtered"."avg_measure" +FROM ( + SELECT + "db_000", + AVG(CAST("ee_000" AS REAL)) OVER (PARTITION BY "db_000") AS "avg_measure", + COUNT(*) OVER (PARTITION BY "db_000") AS "group_size" + FROM "n18" + WHERE "db_000" IS NOT NULL + AND "db_000" <> '' + AND "ee_000" IS NOT NULL + AND "ee_000" <> '' +) AS "filtered" +WHERE "filtered"."group_size" >= 5 +ORDER BY "filtered"."avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9bcde73322de080a772603b502ff085a48e22d84 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"filtered\".\"db_000\",\n \"filtered\".\"avg_measure\"\nFROM (\n SELECT\n \"db_000\",\n AVG(CAST(\"ee_000\" AS REAL)) OVER (PARTITION BY \"db_000\") AS \"avg_measure\",\n COUNT(*) OVER (PARTITION BY \"db_000\") AS \"group_size\"\n FROM \"n18\"\n WHERE \"db_000\" IS NOT NULL\n AND \"db_000\" <> ''\n AND \"ee_000\" IS NOT NULL\n AND \"ee_000\" <> ''\n) AS \"filtered\"\nWHERE \"filtered\".\"group_size\" >= 5\nORDER BY \"filtered\".\"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"filtered\\\".\\\"db_000\\\",\\n \\\"filtered\\\".\\\"avg_measure\\\"\\nFROM (\\n SELECT\\n \\\"db_000\\\",\\n AVG(CAST(\\\"ee_000\\\" AS REAL)) OVER (PARTITION BY \\\"db_000\\\") AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY \\\"db_000\\\") AS \\\"group_size\\\"\\n FROM \\\"n18\\\"\\n WHERE \\\"db_000\\\" IS NOT NULL\\n AND \\\"db_000\\\" <> ''\\n AND \\\"ee_000\\\" IS NOT NULL\\n AND \\\"ee_000\\\" <> ''\\n) AS \\\"filtered\\\"\\nWHERE \\\"filtered\\\".\\\"group_size\\\" >= 5\\nORDER BY \\\"filtered\\\".\\\"avg_measure\\\" DESC;\", \"columns\": [\"db_000\", \"avg_measure\"], \"rows\": [{\"db_000\": \"150\", \"avg_measure\": 2610211.5}, {\"db_000\": \"134\", \"avg_measure\": 1882574.3333333333}, {\"db_000\": \"146\", \"avg_measure\": 669284.3333333334}, {\"db_000\": \"132\", \"avg_measure\": 603668.0}, {\"db_000\": \"2\", \"avg_measure\": 588592.25}, {\"db_000\": \"0\", \"avg_measure\": 578682.995120261}, {\"db_000\": \"6\", \"avg_measure\": 566776.3307086615}, {\"db_000\": \"48\", \"avg_measure\": 561255.0271604938}, {\"db_000\": \"54\", \"avg_measure\": 541732.8143322476}, {\"db_000\": \"24\", \"avg_measure\": 537068.1285714286}, {\"db_000\": \"122\", \"avg_measure\": 516942.2}, {\"db_000\": \"68\", \"avg_measure\": 515385.43076923076}, {\"db_000\": \"64\", \"avg_measure\": 513431.61363636365}, {\"db_000\": \"204\", \"avg_measure\": 512698.8}, {\"db_000\": \"22\", \"avg_measure\": 512624.07115384616}, {\"db_000\": \"32\", \"avg_measure\": 505840.95324675326}, {\"db_000\": \"26\", \"avg_measure\": 500732.865735768}, {\"db_000\": \"42\", \"avg_measure\": 500530.81834862387}, {\"db_000\": \"36\", \"avg_measure\": 500396.9310344828}, {\"db_000\": \"28\", \"avg_measure\": 495027.90293453727}, {\"db_000\": \"30\", \"avg_measure\": 492481.39640718565}, {\"db_000\": \"60\", \"avg_measure\": 487030.03463203466}, {\"db_000\": \"18\", \"avg_measure\": 485464.3009458298}, {\"db_000\": \"56\", \"avg_measure\": 481418.0074074074}, {\"db_000\": \"52\", \"avg_measure\": 479920.67415730335}, {\"db_000\": \"34\", \"avg_measure\": 478784.52700491}, {\"db_000\": \"38\", \"avg_measure\": 477392.80724876444}, {\"db_000\": \"40\", \"avg_measure\": 473858.1009009009}, {\"db_000\": \"110\", \"avg_measure\": 473549.4666666667}, {\"db_000\": \"74\", \"avg_measure\": 473325.32}, {\"db_000\": \"20\", \"avg_measure\": 472481.27606177604}, {\"db_000\": \"58\", \"avg_measure\": 466846.06707317074}, {\"db_000\": \"12\", \"avg_measure\": 462160.6986666667}, {\"db_000\": \"82\", \"avg_measure\": 459913.1891891892}, {\"db_000\": \"16\", \"avg_measure\": 459493.3507109005}, {\"db_000\": \"44\", \"avg_measure\": 455358.70416666666}, {\"db_000\": \"66\", \"avg_measure\": 444291.8473282443}, {\"db_000\": \"14\", \"avg_measure\": 437988.84071484074}, {\"db_000\": \"84\", \"avg_measure\": 437275.4}, {\"db_000\": \"8\", \"avg_measure\": 434192.5263157895}, {\"db_000\": \"50\", \"avg_measure\": 434035.23391812865}, {\"db_000\": \"10\", \"avg_measure\": 433007.60454545455}, {\"db_000\": \"46\", \"avg_measure\": 432030.3441396509}, {\"db_000\": \"4\", \"avg_measure\": 424868.7450980392}, {\"db_000\": \"70\", \"avg_measure\": 419082.0}, {\"db_000\": \"80\", \"avg_measure\": 410808.25531914894}, {\"db_000\": \"88\", \"avg_measure\": 402679.7083333333}, {\"db_000\": \"76\", \"avg_measure\": 398213.9692307692}, {\"db_000\": \"62\", \"avg_measure\": 391292.4658634538}, {\"db_000\": \"92\", \"avg_measure\": 382913.4074074074}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 197.99}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..efb83ce2819075dbe8648c450606ed014b63f3f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:20:53.015513+00:00", + "ended_at": "2026-05-26T01:21:48.719657+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_dce7a19d82ad56e4", + "problem_id": "v2p_n18_96a1479fd72350f6", + "dataset_id": "n18", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=db_000, measure_col=ee_000.", + "bindings": { + "group_col": "db_000", + "measure_col": "ee_000", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 436478.24, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=139" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_dce7a19d82ad56e4.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_dce7a19d82ad56e4", + "api_calls": 0, + "input_tokens": 44979, + "cached_input_tokens": 44416, + "output_tokens": 2865, + "total_tokens": 47844, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21684, + "estimated_output_tokens": 230, + "estimated_total_tokens": 21914, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 55477.05, + "sql_execution_elapsed_ms_total": 197.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..79833531dbacc45a23bee7571a49a06a4c0cbf66 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:21:48.520069+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 55477.05, "started_at": "2026-05-26T01:20:53.030155+00:00", "ended_at": "2026-05-26T01:21:48.507130+00:00", "prompt_metrics": {"chars": 68589, "bytes_utf8": 68589, "lines": 2148, "estimated_tokens": 21684}, "response_metrics": {"chars": 794, "bytes_utf8": 794, "lines": 1, "estimated_tokens": 230}, "usage": {"input_tokens": 44979, "cached_input_tokens": 44416, "output_tokens": 2865, "reasoning_output_tokens": 2629}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"filtered\\\".\\\"db_000\\\",\\n \\\"filtered\\\".\\\"avg_measure\\\"\\nFROM (\\n SELECT\\n \\\"db_000\\\",\\n AVG(CAST(\\\"ee_000\\\" AS REAL)) OVER (PARTITION BY \\\"db_000\\\") AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY \\\"db_000\\\") AS \\\"group_size\\\"\\n FROM \\\"n18\\\"\\n WHERE \\\"db_000\\\" IS NOT NULL\\n AND \\\"db_000\\\" <> ''\\n AND \\\"ee_000\\\" IS NOT NULL\\n AND \\\"ee_000\\\" <> ''\\n) AS \\\"filtered\\\"\\nWHERE \\\"filtered\\\".\\\"group_size\\\" >= 5\\nORDER BY \\\"filtered\\\".\\\"avg_measure\\\" DESC;\",\"notes\":\"Instantiates the Window Partition Average template with group_col=\\\"db_000\\\" and measure_col=\\\"ee_000\\\", casts the text measure to REAL for SQLite averaging, filters blank values, and enforces the stable-view minimum group size of 5.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..98b6bebe72fa55b916302d95b613d2e11826b9bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_dce7a19d82ad56e4", + "api_calls": 0, + "input_tokens": 44979, + "cached_input_tokens": 44416, + "output_tokens": 2865, + "total_tokens": 47844, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21684, + "estimated_output_tokens": 230, + "estimated_total_tokens": 21914, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 55477.05, + "sql_execution_elapsed_ms_total": 197.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dce7a19d82ad56e4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..167688314851ad24f03f7858c3558ec23728bf32 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68588, "bytes_utf8": 68588, "lines": 2148, "estimated_tokens": 21685}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 460, "bytes_utf8": 460, "lines": 1, "estimated_tokens": 121}, "usage": {"input_tokens": 44980, "cached_input_tokens": 44416, "output_tokens": 643, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..99ec41fc2cb5280d841096fa0f35e29b98f49ab6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_dd32accd43a7aedb", + "api_calls": 0, + "input_tokens": 44980, + "cached_input_tokens": 44416, + "output_tokens": 643, + "total_tokens": 45623, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21685, + "estimated_output_tokens": 121, + "estimated_total_tokens": 21806, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15532.0, + "sql_execution_elapsed_ms_total": 241.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1cc0f4d0dfe87eac8fb2e6409e4ccb13c793f63d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:21:48.734129+00:00", + "ended_at": "2026-05-26T01:22:04.266147+00:00", + "elapsed_ms": 15532.0, + "prompt_metrics": { + "chars": 68588, + "bytes_utf8": 68588, + "lines": 2148, + "estimated_tokens": 21685 + }, + "stdout_metrics": { + "chars": 819, + "bytes_utf8": 819, + "lines": 4, + "estimated_tokens": 235 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 460, + "bytes_utf8": 460, + "lines": 1, + "estimated_tokens": 121 + }, + "usage": { + "input_tokens": 44980, + "cached_input_tokens": 44416, + "output_tokens": 643, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ae5172118de4d8320d0424e4faa44802783286d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=dh_000, measure_col=ee_001.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "dh_000", + "measure_col": "ee_001", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 462344.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..11fd23df52e7ebb13ae110ddc822e5249d9fdd8e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61df-aae6-7701-8197-4bb65498ebdb"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"dh_000\\\",\\n AVG(CAST(NULLIF(\\\"ee_001\\\", '') AS REAL)) OVER (PARTITION BY \\\"dh_000\\\") AS avg_measure\\nFROM \\\"n18\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the provided window partition average template with group_col=\\\"dh_000\\\" and measure_col=\\\"ee_001\\\". Since \\\"ee_001\\\" is stored as TEXT, empty strings are treated as NULL and non-empty values are cast to REAL before averaging.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44980,"cached_input_tokens":44416,"output_tokens":643,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5550e700c5f9907c2303855743983fd2cdea6cc7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"dh_000\",\n AVG(CAST(NULLIF(\"ee_001\", '') AS REAL)) OVER (PARTITION BY \"dh_000\") AS avg_measure\nFROM \"n18\"\nORDER BY avg_measure DESC;","notes":"Uses the provided window partition average template with group_col=\"dh_000\" and measure_col=\"ee_001\". Since \"ee_001\" is stored as TEXT, empty strings are treated as NULL and non-empty values are cast to REAL before averaging."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6a562b86709fd30f7d48fe5350e3e5a74d4af606 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=dh_000, measure_col=ee_001. +Result preview: [{"dh_000": "6820", "avg_measure": 98224378.0}, {"dh_000": "151560", "avg_measure": 80432426.0}, {"dh_000": "11050", "avg_measure": 68871716.0}, {"dh_000": "83250", "avg_measure": 61151062.0}, {"dh_000": "41250", "avg_measure": 53847534.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1dad5fbd1c1f9a4e5232ae727be7b9d682792c30 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_dd32accd43a7aedb +-- problem_id: v2p_n18_867dc14c4918e025 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "dh_000", + AVG(CAST(NULLIF("ee_001", '') AS REAL)) OVER (PARTITION BY "dh_000") AS avg_measure +FROM "n18" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dcb8a8b090b5395bfab5e27a8d1f5491e7d129af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"dh_000\",\n AVG(CAST(NULLIF(\"ee_001\", '') AS REAL)) OVER (PARTITION BY \"dh_000\") AS avg_measure\nFROM \"n18\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"dh_000\\\",\\n AVG(CAST(NULLIF(\\\"ee_001\\\", '') AS REAL)) OVER (PARTITION BY \\\"dh_000\\\") AS avg_measure\\nFROM \\\"n18\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"dh_000\", \"avg_measure\"], \"rows\": [{\"dh_000\": \"6820\", \"avg_measure\": 98224378.0}, {\"dh_000\": \"151560\", \"avg_measure\": 80432426.0}, {\"dh_000\": \"11050\", \"avg_measure\": 68871716.0}, {\"dh_000\": \"83250\", \"avg_measure\": 61151062.0}, {\"dh_000\": \"41250\", \"avg_measure\": 53847534.0}, {\"dh_000\": \"34560\", \"avg_measure\": 45210896.0}, {\"dh_000\": \"34510\", \"avg_measure\": 45183028.0}, {\"dh_000\": \"73450\", \"avg_measure\": 43161232.0}, {\"dh_000\": \"117690\", \"avg_measure\": 42237678.0}, {\"dh_000\": \"14040\", \"avg_measure\": 41551908.0}, {\"dh_000\": \"386890\", \"avg_measure\": 39646002.0}, {\"dh_000\": \"49720\", \"avg_measure\": 39455862.0}, {\"dh_000\": \"198990\", \"avg_measure\": 39269904.0}, {\"dh_000\": \"15970\", \"avg_measure\": 38625128.0}, {\"dh_000\": \"137610\", \"avg_measure\": 37289064.0}, {\"dh_000\": \"30470\", \"avg_measure\": 34282544.0}, {\"dh_000\": \"14430\", \"avg_measure\": 33988712.0}, {\"dh_000\": \"10350\", \"avg_measure\": 32634564.0}, {\"dh_000\": \"6620\", \"avg_measure\": 32333520.0}, {\"dh_000\": \"618600\", \"avg_measure\": 29513318.0}, {\"dh_000\": \"160800\", \"avg_measure\": 29048378.0}, {\"dh_000\": \"15550\", \"avg_measure\": 28314842.0}, {\"dh_000\": \"15360\", \"avg_measure\": 28313002.0}, {\"dh_000\": \"78960\", \"avg_measure\": 27729522.0}, {\"dh_000\": \"134210\", \"avg_measure\": 27038482.666666668}, {\"dh_000\": \"87820\", \"avg_measure\": 24985512.0}, {\"dh_000\": \"10190\", \"avg_measure\": 23111824.0}, {\"dh_000\": \"8080\", \"avg_measure\": 18649590.0}, {\"dh_000\": \"65100\", \"avg_measure\": 18495274.0}, {\"dh_000\": \"90640\", \"avg_measure\": 18409638.0}, {\"dh_000\": \"6230\", \"avg_measure\": 18163446.0}, {\"dh_000\": \"5310\", \"avg_measure\": 17729544.0}, {\"dh_000\": \"7620\", \"avg_measure\": 17677044.0}, {\"dh_000\": \"2370\", \"avg_measure\": 17400682.0}, {\"dh_000\": \"75010\", \"avg_measure\": 16972970.0}, {\"dh_000\": \"8940\", \"avg_measure\": 16930604.0}, {\"dh_000\": \"7050\", \"avg_measure\": 16340704.0}, {\"dh_000\": \"151130\", \"avg_measure\": 15719744.0}, {\"dh_000\": \"201480\", \"avg_measure\": 15349408.0}, {\"dh_000\": \"93600\", \"avg_measure\": 15245890.0}, {\"dh_000\": \"15430\", \"avg_measure\": 13982618.0}, {\"dh_000\": \"12020\", \"avg_measure\": 13601232.0}, {\"dh_000\": \"124700880\", \"avg_measure\": 13029400.0}, {\"dh_000\": \"18930\", \"avg_measure\": 12842142.0}, {\"dh_000\": \"18300\", \"avg_measure\": 12763968.0}, {\"dh_000\": \"8100\", \"avg_measure\": 12606854.0}, {\"dh_000\": \"5550\", \"avg_measure\": 12389605.333333334}, {\"dh_000\": \"42850\", \"avg_measure\": 12005100.0}, {\"dh_000\": \"26920\", \"avg_measure\": 11799798.0}, {\"dh_000\": \"99530\", \"avg_measure\": 11586244.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 241.25}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..91ed62f3ccb0464485b913d079a6cf6afc1f9928 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:21:48.720062+00:00", + "ended_at": "2026-05-26T01:22:04.522110+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_dd32accd43a7aedb", + "problem_id": "v2p_n18_867dc14c4918e025", + "dataset_id": "n18", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=dh_000, measure_col=ee_001.", + "bindings": { + "group_col": "dh_000", + "measure_col": "ee_001", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 462344.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=140" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_dd32accd43a7aedb.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_dd32accd43a7aedb", + "api_calls": 0, + "input_tokens": 44980, + "cached_input_tokens": 44416, + "output_tokens": 643, + "total_tokens": 45623, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21685, + "estimated_output_tokens": 121, + "estimated_total_tokens": 21806, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15532.0, + "sql_execution_elapsed_ms_total": 241.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..57093f2111ee89901048171f019b73fae53a76a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:22:04.278487+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15532.0, "started_at": "2026-05-26T01:21:48.734129+00:00", "ended_at": "2026-05-26T01:22:04.266147+00:00", "prompt_metrics": {"chars": 68588, "bytes_utf8": 68588, "lines": 2148, "estimated_tokens": 21685}, "response_metrics": {"chars": 460, "bytes_utf8": 460, "lines": 1, "estimated_tokens": 121}, "usage": {"input_tokens": 44980, "cached_input_tokens": 44416, "output_tokens": 643, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"dh_000\\\",\\n AVG(CAST(NULLIF(\\\"ee_001\\\", '') AS REAL)) OVER (PARTITION BY \\\"dh_000\\\") AS avg_measure\\nFROM \\\"n18\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the provided window partition average template with group_col=\\\"dh_000\\\" and measure_col=\\\"ee_001\\\". Since \\\"ee_001\\\" is stored as TEXT, empty strings are treated as NULL and non-empty values are cast to REAL before averaging.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4ff5894e56351ebad81fd14f6ad4a069a547552c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_dd32accd43a7aedb", + "api_calls": 0, + "input_tokens": 44980, + "cached_input_tokens": 44416, + "output_tokens": 643, + "total_tokens": 45623, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21685, + "estimated_output_tokens": 121, + "estimated_total_tokens": 21806, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15532.0, + "sql_execution_elapsed_ms_total": 241.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_dd32accd43a7aedb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5ec32190958bff871a90a3cb06300bb8e84973e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68502, "bytes_utf8": 68502, "lines": 2148, "estimated_tokens": 21673}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 367, "bytes_utf8": 367, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 44968, "cached_input_tokens": 44416, "output_tokens": 1988, "reasoning_output_tokens": 1880}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5d64569272cb502e5b8e757db3307eabe8a27166 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_decbc8c1b15515dd", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1988, + "total_tokens": 46956, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 102, + "estimated_total_tokens": 21775, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39065.0, + "sql_execution_elapsed_ms_total": 32.32, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7fc055c6a2a7ffb84b3aa033a261446cf36f9fd2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:22:04.537701+00:00", + "ended_at": "2026-05-26T01:22:43.602670+00:00", + "elapsed_ms": 39065.0, + "prompt_metrics": { + "chars": 68502, + "bytes_utf8": 68502, + "lines": 2148, + "estimated_tokens": 21673 + }, + "stdout_metrics": { + "chars": 735, + "bytes_utf8": 735, + "lines": 4, + "estimated_tokens": 219 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 367, + "bytes_utf8": 367, + "lines": 1, + "estimated_tokens": 102 + }, + "usage": { + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1988, + "reasoning_output_tokens": 1880 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9d3f796f06a40031d68e5a444db3eda9b47c7e72 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ar_000, measure_col=af_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "ar_000", + "measure_col": "af_000", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 172.24, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..49f02e7bedddbbefd6d9367d8eab3ab3f3113319 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61df-e8a9-7052-a684-c8749fc7ff88"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ar_000\\\", SUM(CAST(NULLIF(\\\"af_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ar_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the planned grouped numeric sum template on \\\"n18\\\", grouping by \\\"ar_000\\\" and summing numeric values from \\\"af_000\\\" while ignoring empty measure strings.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44968,"cached_input_tokens":44416,"output_tokens":1988,"reasoning_output_tokens":1880}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3d7c3e37128ce728820a630d37e71de36cf140d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"ar_000\", SUM(CAST(NULLIF(\"af_000\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"ar_000\"\nORDER BY \"total_measure\" DESC;","notes":"Uses the planned grouped numeric sum template on \"n18\", grouping by \"ar_000\" and summing numeric values from \"af_000\" while ignoring empty measure strings."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..33f3de4e65ce4836146bbd8d00b8a1a3a3881b45 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ar_000, measure_col=af_000. +Result preview: [{"ar_000": "0", "total_measure": 582264.0}, {"ar_000": "2", "total_measure": 81278.0}, {"ar_000": "4", "total_measure": 37190.0}, {"ar_000": "12", "total_measure": 18466.0}, {"ar_000": "6", "total_measure": 16948.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6b48e32353b95ce49f73181dc3b70e4b09ee891a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_decbc8c1b15515dd +-- problem_id: v2p_n18_bc317a4a02fd92f9 +-- realization_mode: agent +-- source_kind: agent +SELECT "ar_000", SUM(CAST(NULLIF("af_000", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "ar_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..903988bac86306e791dc4ec1ac8abc9cd9af6e5d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"ar_000\", SUM(CAST(NULLIF(\"af_000\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"ar_000\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ar_000\\\", SUM(CAST(NULLIF(\\\"af_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ar_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"ar_000\", \"total_measure\"], \"rows\": [{\"ar_000\": \"0\", \"total_measure\": 582264.0}, {\"ar_000\": \"2\", \"total_measure\": 81278.0}, {\"ar_000\": \"4\", \"total_measure\": 37190.0}, {\"ar_000\": \"12\", \"total_measure\": 18466.0}, {\"ar_000\": \"6\", \"total_measure\": 16948.0}, {\"ar_000\": \"14\", \"total_measure\": 10974.0}, {\"ar_000\": \"8\", \"total_measure\": 8700.0}, {\"ar_000\": \"22\", \"total_measure\": 7634.0}, {\"ar_000\": \"38\", \"total_measure\": 4238.0}, {\"ar_000\": \"18\", \"total_measure\": 3782.0}, {\"ar_000\": \"24\", \"total_measure\": 3650.0}, {\"ar_000\": \"120\", \"total_measure\": 2648.0}, {\"ar_000\": \"50\", \"total_measure\": 2094.0}, {\"ar_000\": \"10\", \"total_measure\": 1704.0}, {\"ar_000\": \"20\", \"total_measure\": 1484.0}, {\"ar_000\": \"16\", \"total_measure\": 1170.0}, {\"ar_000\": \"46\", \"total_measure\": 1056.0}, {\"ar_000\": \"72\", \"total_measure\": 800.0}, {\"ar_000\": \"\", \"total_measure\": 774.0}, {\"ar_000\": \"100\", \"total_measure\": 752.0}, {\"ar_000\": \"28\", \"total_measure\": 614.0}, {\"ar_000\": \"84\", \"total_measure\": 564.0}, {\"ar_000\": \"32\", \"total_measure\": 154.0}, {\"ar_000\": \"116\", \"total_measure\": 52.0}, {\"ar_000\": \"26\", \"total_measure\": 2.0}, {\"ar_000\": \"98\", \"total_measure\": 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\"total_measure\": 0.0}, {\"ar_000\": \"40\", \"total_measure\": 0.0}, {\"ar_000\": \"36\", \"total_measure\": 0.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 32.32}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7ae5d233fbde9d58f4b0fd175a0cdb7acc700523 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:22:04.522529+00:00", + "ended_at": "2026-05-26T01:22:43.648635+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_decbc8c1b15515dd", + "problem_id": "v2p_n18_bc317a4a02fd92f9", + "dataset_id": "n18", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ar_000, measure_col=af_000.", + "bindings": { + "group_col": "ar_000", + "measure_col": "af_000", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 172.24, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=5" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_decbc8c1b15515dd.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_decbc8c1b15515dd", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1988, + "total_tokens": 46956, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 102, + "estimated_total_tokens": 21775, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39065.0, + "sql_execution_elapsed_ms_total": 32.32, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7565d14f46e59eb84f25fd863b14912268986cbc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:22:43.614595+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 39065.0, "started_at": "2026-05-26T01:22:04.537701+00:00", "ended_at": "2026-05-26T01:22:43.602670+00:00", "prompt_metrics": {"chars": 68502, "bytes_utf8": 68502, "lines": 2148, "estimated_tokens": 21673}, "response_metrics": {"chars": 367, "bytes_utf8": 367, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 44968, "cached_input_tokens": 44416, "output_tokens": 1988, "reasoning_output_tokens": 1880}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ar_000\\\", SUM(CAST(NULLIF(\\\"af_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ar_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the planned grouped numeric sum template on \\\"n18\\\", grouping by \\\"ar_000\\\" and summing numeric values from \\\"af_000\\\" while ignoring empty measure strings.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e3eb9fbfe9b088b85061b409a19be8d5cf8605e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_decbc8c1b15515dd", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1988, + "total_tokens": 46956, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 102, + "estimated_total_tokens": 21775, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39065.0, + "sql_execution_elapsed_ms_total": 32.32, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_decbc8c1b15515dd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4db4830d53fcb179f561533763d07d5ce70f3280 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68500, "bytes_utf8": 68500, "lines": 2148, "estimated_tokens": 21673}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 450, "bytes_utf8": 450, "lines": 1, "estimated_tokens": 126}, "usage": {"input_tokens": 44968, "cached_input_tokens": 44416, "output_tokens": 1755, "reasoning_output_tokens": 1623}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ab9040be6bb440156fa5533b5481e8e34e22a0eb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_e0c274979ad1ac97", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1755, + "total_tokens": 46723, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 126, + "estimated_total_tokens": 21799, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36061.71, + "sql_execution_elapsed_ms_total": 172.69, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e32478b8451cabd58964a0b58a1a40d61a18a973 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:22:43.663288+00:00", + "ended_at": "2026-05-26T01:23:19.724972+00:00", + "elapsed_ms": 36061.71, + "prompt_metrics": { + "chars": 68500, + "bytes_utf8": 68500, + "lines": 2148, + "estimated_tokens": 21673 + }, + "stdout_metrics": { + "chars": 820, + "bytes_utf8": 820, + "lines": 4, + "estimated_tokens": 247 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 450, + "bytes_utf8": 450, + "lines": 1, + "estimated_tokens": 126 + }, + "usage": { + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1755, + "reasoning_output_tokens": 1623 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5f8b7e26b0936b1f52df6cdeaad9c6afeb38c56c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=aj_000, measure_col=ae_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "aj_000", + "measure_col": "ae_000", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 68.24, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6f5c9369b780ea390c053dcc5aa0cdc638b9747a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e0-817c-7212-8282-5dc396fdbd72"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT\\n \\\"aj_000\\\",\\n SUM(CAST(NULLIF(\\\"ae_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"aj_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the requested grouped-sum template with \\\"aj_000\\\" as the grouping column and \\\"ae_000\\\" as the measure. Because \\\"ae_000\\\" is stored as TEXT, blank strings are converted to NULL and nonblank values are cast to REAL before summation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44968,"cached_input_tokens":44416,"output_tokens":1755,"reasoning_output_tokens":1623}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7c3efb092ff75f2348cd959c8988b6cebbe6213b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT\n \"aj_000\",\n SUM(CAST(NULLIF(\"ae_000\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"aj_000\"\nORDER BY \"total_measure\" DESC;","notes":"Uses the requested grouped-sum template with \"aj_000\" as the grouping column and \"ae_000\" as the measure. Because \"ae_000\" is stored as TEXT, blank strings are converted to NULL and nonblank values are cast to REAL before summation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c720cc2f57f0b6bfe9fc969d1b467e48811e6fdb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=aj_000, measure_col=ae_000. +Result preview: [{"aj_000": "0", "total_measure": 274570.0}, {"aj_000": "70", "total_measure": 17016.0}, {"aj_000": "84", "total_measure": 15838.0}, {"aj_000": "58", "total_measure": 11480.0}, {"aj_000": "14", "total_measure": 11044.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f9c83f6f9a97367e0d787d8732c783e8b8b47b12 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_e0c274979ad1ac97 +-- problem_id: v2p_n18_915a9904240283d2 +-- realization_mode: agent +-- source_kind: agent +SELECT + "aj_000", + SUM(CAST(NULLIF("ae_000", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "aj_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a2546348c1962b33de9dfbc6e4d2ab375536808f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT\n \"aj_000\",\n SUM(CAST(NULLIF(\"ae_000\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"aj_000\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT\\n \\\"aj_000\\\",\\n SUM(CAST(NULLIF(\\\"ae_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"aj_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"aj_000\", \"total_measure\"], \"rows\": [{\"aj_000\": \"0\", \"total_measure\": 274570.0}, {\"aj_000\": \"70\", \"total_measure\": 17016.0}, {\"aj_000\": \"84\", \"total_measure\": 15838.0}, {\"aj_000\": \"58\", \"total_measure\": 11480.0}, {\"aj_000\": \"14\", \"total_measure\": 11044.0}, {\"aj_000\": \"32\", \"total_measure\": 6900.0}, {\"aj_000\": \"30\", \"total_measure\": 6666.0}, {\"aj_000\": \"50\", \"total_measure\": 6292.0}, {\"aj_000\": \"64\", \"total_measure\": 6178.0}, {\"aj_000\": \"42\", \"total_measure\": 5922.0}, {\"aj_000\": \"308\", \"total_measure\": 4712.0}, {\"aj_000\": \"36\", \"total_measure\": 3782.0}, {\"aj_000\": \"116\", \"total_measure\": 3546.0}, {\"aj_000\": \"74\", \"total_measure\": 3216.0}, {\"aj_000\": \"166\", \"total_measure\": 3190.0}, {\"aj_000\": \"334\", \"total_measure\": 2904.0}, {\"aj_000\": \"28\", \"total_measure\": 2880.0}, {\"aj_000\": \"114\", \"total_measure\": 2860.0}, {\"aj_000\": \"66\", \"total_measure\": 2826.0}, {\"aj_000\": \"132\", \"total_measure\": 2790.0}, {\"aj_000\": \"60\", \"total_measure\": 2786.0}, {\"aj_000\": \"96\", \"total_measure\": 2762.0}, {\"aj_000\": \"150\", \"total_measure\": 2690.0}, {\"aj_000\": \"422\", \"total_measure\": 2452.0}, {\"aj_000\": \"82\", \"total_measure\": 2298.0}, {\"aj_000\": \"122\", \"total_measure\": 2298.0}, {\"aj_000\": \"40\", \"total_measure\": 2268.0}, {\"aj_000\": \"104\", \"total_measure\": 2264.0}, {\"aj_000\": \"34\", \"total_measure\": 2126.0}, {\"aj_000\": \"56\", \"total_measure\": 2034.0}, {\"aj_000\": \"268\", \"total_measure\": 1920.0}, {\"aj_000\": \"108\", \"total_measure\": 1858.0}, {\"aj_000\": \"8\", \"total_measure\": 1832.0}, {\"aj_000\": \"78\", \"total_measure\": 1812.0}, {\"aj_000\": \"26\", \"total_measure\": 1760.0}, {\"aj_000\": \"68\", \"total_measure\": 1662.0}, {\"aj_000\": \"\", \"total_measure\": 1652.0}, {\"aj_000\": \"1288\", \"total_measure\": 1556.0}, {\"aj_000\": \"138\", \"total_measure\": 1532.0}, {\"aj_000\": \"3536\", \"total_measure\": 1520.0}, {\"aj_000\": \"22\", \"total_measure\": 1512.0}, {\"aj_000\": \"186\", \"total_measure\": 1470.0}, {\"aj_000\": \"190\", \"total_measure\": 1340.0}, {\"aj_000\": \"72\", \"total_measure\": 1336.0}, {\"aj_000\": \"180\", \"total_measure\": 1294.0}, {\"aj_000\": \"346\", \"total_measure\": 1272.0}, {\"aj_000\": \"62\", \"total_measure\": 1200.0}, {\"aj_000\": \"98\", \"total_measure\": 1146.0}, {\"aj_000\": \"46\", \"total_measure\": 1128.0}, {\"aj_000\": \"48\", \"total_measure\": 1094.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 172.69}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..06a956fa2c6aa435df5940c4cf20e83ed549cff9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:22:43.648983+00:00", + "ended_at": "2026-05-26T01:23:19.911165+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_e0c274979ad1ac97", + "problem_id": "v2p_n18_915a9904240283d2", + "dataset_id": "n18", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_conditional_contrast", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=aj_000, measure_col=ae_000.", + "bindings": { + "group_col": "aj_000", + "measure_col": "ae_000", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 68.24, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=4" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_e0c274979ad1ac97.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_e0c274979ad1ac97", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1755, + "total_tokens": 46723, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 126, + "estimated_total_tokens": 21799, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36061.71, + "sql_execution_elapsed_ms_total": 172.69, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0a7d098794885c34465d0f76e086d718eaf40c29 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:23:19.736902+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 36061.71, "started_at": "2026-05-26T01:22:43.663288+00:00", "ended_at": "2026-05-26T01:23:19.724972+00:00", "prompt_metrics": {"chars": 68500, "bytes_utf8": 68500, "lines": 2148, "estimated_tokens": 21673}, "response_metrics": {"chars": 450, "bytes_utf8": 450, "lines": 1, "estimated_tokens": 126}, "usage": {"input_tokens": 44968, "cached_input_tokens": 44416, "output_tokens": 1755, "reasoning_output_tokens": 1623}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT\\n \\\"aj_000\\\",\\n SUM(CAST(NULLIF(\\\"ae_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"aj_000\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the requested grouped-sum template with \\\"aj_000\\\" as the grouping column and \\\"ae_000\\\" as the measure. Because \\\"ae_000\\\" is stored as TEXT, blank strings are converted to NULL and nonblank values are cast to REAL before summation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e9d2d6f937e218041ac6e055d84e1bb4086cdd48 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_e0c274979ad1ac97", + "api_calls": 0, + "input_tokens": 44968, + "cached_input_tokens": 44416, + "output_tokens": 1755, + "total_tokens": 46723, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21673, + "estimated_output_tokens": 126, + "estimated_total_tokens": 21799, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36061.71, + "sql_execution_elapsed_ms_total": 172.69, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e0c274979ad1ac97/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..575b0b1c526ec7e0e0115c80a762bcb4cbd53dac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68912, "bytes_utf8": 68912, "lines": 2150, "estimated_tokens": 21794}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 656, "bytes_utf8": 656, "lines": 1, "estimated_tokens": 188}, "usage": {"input_tokens": 45089, "cached_input_tokens": 22912, "output_tokens": 710, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b0bd1bdd82ed7a2a47cd519c1509ce3bfe67652e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_e578a799b460c531", + "api_calls": 0, + "input_tokens": 45089, + "cached_input_tokens": 22912, + "output_tokens": 710, + "total_tokens": 45799, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21794, + "estimated_output_tokens": 188, + "estimated_total_tokens": 21982, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18052.48, + "sql_execution_elapsed_ms_total": 241.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6ceeb4615525bc190453b71c1b95215625de54ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:23:19.927041+00:00", + "ended_at": "2026-05-26T01:23:37.979531+00:00", + "elapsed_ms": 18052.48, + "prompt_metrics": { + "chars": 68912, + "bytes_utf8": 68912, + "lines": 2150, + "estimated_tokens": 21794 + }, + "stdout_metrics": { + "chars": 1037, + "bytes_utf8": 1037, + "lines": 4, + "estimated_tokens": 320 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 656, + "bytes_utf8": 656, + "lines": 1, + "estimated_tokens": 188 + }, + "usage": { + "input_tokens": 45089, + "cached_input_tokens": 22912, + "output_tokens": 710, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fa5fae1761087c0fb6ea5fdfa98e9ff4edc4a8e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ar_000, measure_col=ay_005.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "ar_000", + "measure_col": "ay_005", + "item_col": "av_000", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 47857.52, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8868afc595befd2d1b8a0af03ebad8685dae1abc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e1-0f28-7da2-959c-81daf7bacdf9"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"ar_000\\\", \\\"av_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_005\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"ay_005\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"ay_005\\\", '') AS REAL))) OVER (PARTITION BY \\\"ar_000\\\") AS share_within_group\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ar_000\\\", \\\"av_000\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the planned template with group_col=\\\"ar_000\\\", item_col=\\\"av_000\\\", and measure_col=\\\"ay_005\\\". The measure is stored as TEXT in SQLite, so empty strings are converted to NULL and remaining values are cast to REAL before aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45089,"cached_input_tokens":22912,"output_tokens":710,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2668516be187577fc7cbc711a46cfc7d44999de7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"ar_000\", \"av_000\",\n SUM(CAST(NULLIF(\"ay_005\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"ay_005\", '') AS REAL)) * 100.0\n / SUM(SUM(CAST(NULLIF(\"ay_005\", '') AS REAL))) OVER (PARTITION BY \"ar_000\") AS share_within_group\nFROM \"n18\"\nGROUP BY \"ar_000\", \"av_000\"\nORDER BY share_within_group DESC;","notes":"Uses the planned template with group_col=\"ar_000\", item_col=\"av_000\", and measure_col=\"ay_005\". The measure is stored as TEXT in SQLite, so empty strings are converted to NULL and remaining values are cast to REAL before aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3ea43c865026b63c4fd9878bc92d92f2e53a5a0c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ar_000, measure_col=ay_005. +Result preview: [{"ar_000": "100", "av_000": "5182", "total_measure": 4528.0, "share_within_group": 100.0}, {"ar_000": "116", "av_000": "184", "total_measure": 11834.0, "share_within_group": 100.0}, {"ar_000": "122", "av_000": "3402", "total_measure": 45752.0, "share_within_group": 100.0}, {"ar_000": "140", "av_000": "3050", "total_measure": 2518.0, "share_within_group": 100.0}, {"ar_000": "178", "av_000": "4274", "total_measure": 7922.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d784a599dd8e02e43bfe6dd1e2a771e10886f867 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_e578a799b460c531 +-- problem_id: v2p_n18_831ddd52098cf326 +-- realization_mode: agent +-- source_kind: agent +SELECT "ar_000", "av_000", + SUM(CAST(NULLIF("ay_005", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("ay_005", '') AS REAL)) * 100.0 + / SUM(SUM(CAST(NULLIF("ay_005", '') AS REAL))) OVER (PARTITION BY "ar_000") AS share_within_group +FROM "n18" +GROUP BY "ar_000", "av_000" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3a58e1e1dc4005ca9e9e582357cfedc7a082eea7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"ar_000\", \"av_000\",\n SUM(CAST(NULLIF(\"ay_005\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"ay_005\", '') AS REAL)) * 100.0\n / SUM(SUM(CAST(NULLIF(\"ay_005\", '') AS REAL))) OVER (PARTITION BY \"ar_000\") AS share_within_group\nFROM \"n18\"\nGROUP BY \"ar_000\", \"av_000\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"ar_000\\\", \\\"av_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_005\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"ay_005\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"ay_005\\\", '') AS REAL))) OVER (PARTITION BY \\\"ar_000\\\") AS share_within_group\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ar_000\\\", \\\"av_000\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"ar_000\", \"av_000\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"ar_000\": \"100\", \"av_000\": \"5182\", \"total_measure\": 4528.0, \"share_within_group\": 100.0}, {\"ar_000\": \"116\", \"av_000\": \"184\", \"total_measure\": 11834.0, \"share_within_group\": 100.0}, {\"ar_000\": \"122\", \"av_000\": \"3402\", \"total_measure\": 45752.0, \"share_within_group\": 100.0}, {\"ar_000\": \"140\", \"av_000\": \"3050\", \"total_measure\": 2518.0, \"share_within_group\": 100.0}, {\"ar_000\": \"178\", \"av_000\": \"4274\", \"total_measure\": 7922.0, \"share_within_group\": 100.0}, {\"ar_000\": \"218\", \"av_000\": \"5720\", \"total_measure\": 127848.0, \"share_within_group\": 100.0}, {\"ar_000\": \"244\", \"av_000\": \"28392\", \"total_measure\": 9368.0, \"share_within_group\": 100.0}, {\"ar_000\": \"350\", \"av_000\": \"2938\", \"total_measure\": 238466.0, \"share_within_group\": 100.0}, {\"ar_000\": \"36\", \"av_000\": \"3840\", \"total_measure\": 11334.0, \"share_within_group\": 100.0}, {\"ar_000\": \"44\", \"av_000\": \"646\", \"total_measure\": 21278.0, \"share_within_group\": 100.0}, {\"ar_000\": \"58\", \"av_000\": \"4748\", \"total_measure\": 4284.0, \"share_within_group\": 100.0}, {\"ar_000\": \"62\", \"av_000\": \"17914\", \"total_measure\": 62862.0, \"share_within_group\": 100.0}, {\"ar_000\": \"68\", \"av_000\": \"1240\", \"total_measure\": 135584.0, \"share_within_group\": 100.0}, {\"ar_000\": \"74\", \"av_000\": \"21410\", \"total_measure\": 1083740.0, \"share_within_group\": 100.0}, {\"ar_000\": \"82\", \"av_000\": \"6152\", \"total_measure\": 123592.0, \"share_within_group\": 100.0}, {\"ar_000\": \"84\", \"av_000\": \"13162\", \"total_measure\": 6660.0, \"share_within_group\": 100.0}, {\"ar_000\": \"92\", \"av_000\": \"7136\", \"total_measure\": 2974.0, \"share_within_group\": 100.0}, {\"ar_000\": \"\", \"av_000\": \"\", \"total_measure\": 3373185508.0, \"share_within_group\": 99.26290648474618}, {\"ar_000\": \"120\", \"av_000\": \"7322\", \"total_measure\": 3788116.0, \"share_within_group\": 99.23272504941838}, {\"ar_000\": \"48\", \"av_000\": \"5888\", \"total_measure\": 1355670.0, \"share_within_group\": 97.94680685043147}, {\"ar_000\": \"30\", \"av_000\": \"0\", \"total_measure\": 342954.0, \"share_within_group\": 97.06007211143877}, {\"ar_000\": \"64\", \"av_000\": \"7860\", \"total_measure\": 6382.0, \"share_within_group\": 93.41334894613583}, {\"ar_000\": \"80\", \"av_000\": \"16840\", \"total_measure\": 46770.0, \"share_within_group\": 91.9149437937269}, {\"ar_000\": \"56\", \"av_000\": \"440\", \"total_measure\": 4794.0, \"share_within_group\": 89.9437148217636}, {\"ar_000\": \"46\", \"av_000\": \"3600\", \"total_measure\": 176400.0, \"share_within_group\": 87.44447969543147}, {\"ar_000\": \"42\", \"av_000\": \"13160\", \"total_measure\": 172528.0, \"share_within_group\": 86.93952007095129}, {\"ar_000\": \"22\", \"av_000\": \"2594\", \"total_measure\": 329338.0, \"share_within_group\": 85.83842448758314}, {\"ar_000\": \"66\", \"av_000\": \"11676\", \"total_measure\": 25668.0, \"share_within_group\": 74.75535880708294}, {\"ar_000\": \"28\", \"av_000\": \"8748\", \"total_measure\": 160658.0, \"share_within_group\": 73.45507416009802}, {\"ar_000\": \"40\", \"av_000\": \"1662\", \"total_measure\": 17968.0, \"share_within_group\": 73.07629738083618}, {\"ar_000\": \"38\", \"av_000\": \"2568\", \"total_measure\": 153866.0, \"share_within_group\": 70.22317557391264}, {\"ar_000\": \"20\", \"av_000\": \"5446\", \"total_measure\": 50992.0, \"share_within_group\": 63.07924490957223}, {\"ar_000\": \"72\", \"av_000\": \"472\", \"total_measure\": 69294.0, \"share_within_group\": 58.91244835149887}, {\"ar_000\": \"12\", \"av_000\": \"4474\", \"total_measure\": 2467182.0, \"share_within_group\": 58.70005272384317}, {\"ar_000\": \"24\", \"av_000\": \"428\", \"total_measure\": 161304.0, \"share_within_group\": 55.197996085248505}, {\"ar_000\": \"10\", \"av_000\": \"1492\", \"total_measure\": 1124264.0, \"share_within_group\": 53.71974434641672}, {\"ar_000\": \"32\", \"av_000\": \"10260\", \"total_measure\": 201576.0, \"share_within_group\": 53.24050352073616}, {\"ar_000\": \"26\", \"av_000\": \"7028\", \"total_measure\": 52618.0, \"share_within_group\": 50.42646579648477}, {\"ar_000\": \"14\", \"av_000\": \"942\", \"total_measure\": 494628.0, \"share_within_group\": 50.410106725587234}, {\"ar_000\": \"34\", \"av_000\": \"2620\", \"total_measure\": 331148.0, \"share_within_group\": 49.74298426661139}, {\"ar_000\": \"34\", \"av_000\": \"908\", \"total_measure\": 326732.0, \"share_within_group\": 49.07964032818701}, {\"ar_000\": \"72\", \"av_000\": \"6648\", \"total_measure\": 48328.0, \"share_within_group\": 41.08755164850113}, {\"ar_000\": \"2\", \"av_000\": \"0\", \"total_measure\": 8477704.0, \"share_within_group\": 37.133658066349014}, {\"ar_000\": \"60\", \"av_000\": \"5524\", \"total_measure\": 16074.0, \"share_within_group\": 36.63673246113871}, {\"ar_000\": \"26\", \"av_000\": \"30400\", \"total_measure\": 37936.0, \"share_within_group\": 36.35596956280068}, {\"ar_000\": \"60\", \"av_000\": \"3882\", \"total_measure\": 15570.0, \"share_within_group\": 35.48798833021835}, {\"ar_000\": \"18\", \"av_000\": \"2822\", \"total_measure\": 223806.0, \"share_within_group\": 31.66862880494459}, {\"ar_000\": \"16\", \"av_000\": \"5048\", \"total_measure\": 201946.0, \"share_within_group\": 31.387317376437675}, {\"ar_000\": \"38\", \"av_000\": \"4480\", \"total_measure\": 65244.0, \"share_within_group\": 29.776824426087355}, {\"ar_000\": \"32\", \"av_000\": \"456\", \"total_measure\": 108978.0, \"share_within_group\": 28.783404734109144}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 241.99}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..306eb4a0a6295b78483429cffb3dced0606b5ce1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:23:19.911546+00:00", + "ended_at": "2026-05-26T01:23:38.235780+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_e578a799b460c531", + "problem_id": "v2p_n18_831ddd52098cf326", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ar_000, measure_col=ay_005.", + "bindings": { + "group_col": "ar_000", + "measure_col": "ay_005", + "item_col": "av_000", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 47857.52, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=29" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_e578a799b460c531.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_e578a799b460c531", + "api_calls": 0, + "input_tokens": 45089, + "cached_input_tokens": 22912, + "output_tokens": 710, + "total_tokens": 45799, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21794, + "estimated_output_tokens": 188, + "estimated_total_tokens": 21982, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18052.48, + "sql_execution_elapsed_ms_total": 241.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ddb26be2ae669e58aff96aa15cd68408bafc230a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:23:37.991514+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18052.48, "started_at": "2026-05-26T01:23:19.927041+00:00", "ended_at": "2026-05-26T01:23:37.979531+00:00", "prompt_metrics": {"chars": 68912, "bytes_utf8": 68912, "lines": 2150, "estimated_tokens": 21794}, "response_metrics": {"chars": 656, "bytes_utf8": 656, "lines": 1, "estimated_tokens": 188}, "usage": {"input_tokens": 45089, "cached_input_tokens": 22912, "output_tokens": 710, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"ar_000\\\", \\\"av_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_005\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"ay_005\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"ay_005\\\", '') AS REAL))) OVER (PARTITION BY \\\"ar_000\\\") AS share_within_group\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ar_000\\\", \\\"av_000\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the planned template with group_col=\\\"ar_000\\\", item_col=\\\"av_000\\\", and measure_col=\\\"ay_005\\\". The measure is stored as TEXT in SQLite, so empty strings are converted to NULL and remaining values are cast to REAL before aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..edcad6ee0c011837969ae9812a0eea249f4dd847 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e578a799b460c531/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_e578a799b460c531", + "api_calls": 0, + "input_tokens": 45089, + "cached_input_tokens": 22912, + "output_tokens": 710, + "total_tokens": 45799, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21794, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68906, "bytes_utf8": 68906, "lines": 2150, "estimated_tokens": 21794}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 687, "bytes_utf8": 687, "lines": 1, "estimated_tokens": 209}, "usage": {"input_tokens": 45089, "cached_input_tokens": 22912, "output_tokens": 2049, "reasoning_output_tokens": 1834}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b098dcbe4118bc4c2780f43f0a8c7f4779703031 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_e70a16dfca01e668", + "api_calls": 0, + "input_tokens": 45089, + "cached_input_tokens": 22912, + "output_tokens": 2049, + "total_tokens": 47138, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21794, + "estimated_output_tokens": 209, + "estimated_total_tokens": 22003, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 40450.27, + "sql_execution_elapsed_ms_total": 201.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..bb5a0172f8bca78a196e35d12c4b94f521a1a32e --- /dev/null +++ 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"input_tokens": 45089, + "cached_input_tokens": 22912, + "output_tokens": 2049, + "reasoning_output_tokens": 1834 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cc2ca36184eaca46f985431e2227884e66ea1446 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=au_000, measure_col=ay_007.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "au_000", + "measure_col": "ay_007", + "item_col": "ay_000", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1811692.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..791b1df6eb1f3948f03561047ce4e853fdb555f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e1-56b6-7682-b7be-0cd9d7a20960"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"au_000\\\",\\n \\\"ay_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_007\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"ay_007\\\", '') AS REAL)) * 100.0 /\\n NULLIF(SUM(SUM(CAST(NULLIF(\\\"ay_007\\\", '') AS REAL))) OVER (PARTITION BY \\\"au_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"au_000\\\", \\\"ay_000\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with au_000 as the group, ay_000 as the item, and ay_007 as the measure. Because ay_007 is stored as TEXT in SQLite, empty strings are treated as NULL and values are cast to REAL before aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45089,"cached_input_tokens":22912,"output_tokens":2049,"reasoning_output_tokens":1834}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e36dc5ed0c3a75682654a267f39b198de12e44f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"au_000\",\n \"ay_000\",\n SUM(CAST(NULLIF(\"ay_007\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"ay_007\", '') AS REAL)) * 100.0 /\n NULLIF(SUM(SUM(CAST(NULLIF(\"ay_007\", '') AS REAL))) OVER (PARTITION BY \"au_000\"), 0) AS \"share_within_group\"\nFROM \"n18\"\nGROUP BY \"au_000\", \"ay_000\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the provided Within-Group Share of Total template with au_000 as the group, ay_000 as the item, and ay_007 as the measure. Because ay_007 is stored as TEXT in SQLite, empty strings are treated as NULL and values are cast to REAL before aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a4146e9312a8089fbe8c791fab0a2adcef9bc457 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=au_000, measure_col=ay_007. +Result preview: [{"au_000": "10082", "ay_000": "0", "total_measure": 427870.0, "share_within_group": 100.0}, {"au_000": "10292", "ay_000": "0", "total_measure": 27456276.0, "share_within_group": 100.0}, {"au_000": "1094074", "ay_000": "0", "total_measure": 649176.0, "share_within_group": 100.0}, {"au_000": "11112", "ay_000": "0", "total_measure": 3513796.0, "share_within_group": 100.0}, {"au_000": "1116", "ay_000": "0", "total_measure": 2475816.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..58ffd870c8b140f5dee0bf3e672cbb40ca1e67aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_e70a16dfca01e668 +-- problem_id: v2p_n18_c75e39f039ab1922 +-- realization_mode: agent +-- source_kind: agent +SELECT + "au_000", + "ay_000", + SUM(CAST(NULLIF("ay_007", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("ay_007", '') AS REAL)) * 100.0 / + NULLIF(SUM(SUM(CAST(NULLIF("ay_007", '') AS REAL))) OVER (PARTITION BY "au_000"), 0) AS "share_within_group" +FROM "n18" +GROUP BY "au_000", "ay_000" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..caa0714629fa28a564071d5a7be740791c412714 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"au_000\",\n \"ay_000\",\n SUM(CAST(NULLIF(\"ay_007\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"ay_007\", '') AS REAL)) * 100.0 /\n NULLIF(SUM(SUM(CAST(NULLIF(\"ay_007\", '') AS REAL))) OVER (PARTITION BY \"au_000\"), 0) AS \"share_within_group\"\nFROM \"n18\"\nGROUP BY \"au_000\", \"ay_000\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"au_000\\\",\\n \\\"ay_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_007\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"ay_007\\\", '') AS REAL)) * 100.0 /\\n NULLIF(SUM(SUM(CAST(NULLIF(\\\"ay_007\\\", '') AS REAL))) OVER (PARTITION BY \\\"au_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"au_000\\\", \\\"ay_000\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"au_000\", \"ay_000\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"au_000\": \"10082\", \"ay_000\": \"0\", \"total_measure\": 427870.0, \"share_within_group\": 100.0}, {\"au_000\": \"10292\", \"ay_000\": \"0\", \"total_measure\": 27456276.0, \"share_within_group\": 100.0}, {\"au_000\": \"1094074\", \"ay_000\": \"0\", \"total_measure\": 649176.0, \"share_within_group\": 100.0}, {\"au_000\": \"11112\", \"ay_000\": \"0\", \"total_measure\": 3513796.0, \"share_within_group\": 100.0}, {\"au_000\": \"1116\", \"ay_000\": \"0\", \"total_measure\": 2475816.0, \"share_within_group\": 100.0}, {\"au_000\": \"11174\", \"ay_000\": \"0\", \"total_measure\": 31303124.0, \"share_within_group\": 100.0}, {\"au_000\": \"1134798\", \"ay_000\": \"0\", \"total_measure\": 5227978.0, \"share_within_group\": 100.0}, {\"au_000\": \"12\", \"ay_000\": \"0\", \"total_measure\": 1181408.0, \"share_within_group\": 100.0}, {\"au_000\": \"1248\", \"ay_000\": \"0\", \"total_measure\": 14201556.0, \"share_within_group\": 100.0}, {\"au_000\": \"1299622\", \"ay_000\": \"0\", \"total_measure\": 53578250.0, \"share_within_group\": 100.0}, {\"au_000\": \"1324\", \"ay_000\": \"0\", \"total_measure\": 24233212.0, \"share_within_group\": 100.0}, {\"au_000\": \"139982\", \"ay_000\": \"0\", \"total_measure\": 3115802.0, \"share_within_group\": 100.0}, {\"au_000\": \"143446\", \"ay_000\": \"0\", \"total_measure\": 12498510.0, \"share_within_group\": 100.0}, {\"au_000\": \"15014\", \"ay_000\": \"0\", \"total_measure\": 7734400.0, \"share_within_group\": 100.0}, {\"au_000\": \"1509122\", \"ay_000\": \"0\", \"total_measure\": 14047882.0, \"share_within_group\": 100.0}, {\"au_000\": \"1654\", \"ay_000\": \"0\", \"total_measure\": 118386.0, \"share_within_group\": 100.0}, {\"au_000\": \"18198\", \"ay_000\": \"0\", \"total_measure\": 5242100.0, \"share_within_group\": 100.0}, {\"au_000\": \"19670\", \"ay_000\": \"0\", \"total_measure\": 915096.0, \"share_within_group\": 100.0}, {\"au_000\": \"1980\", \"ay_000\": \"0\", \"total_measure\": 33246.0, \"share_within_group\": 100.0}, {\"au_000\": \"205016\", \"ay_000\": \"0\", \"total_measure\": 29731740.0, \"share_within_group\": 100.0}, {\"au_000\": \"206\", \"ay_000\": \"0\", \"total_measure\": 710084.0, \"share_within_group\": 100.0}, {\"au_000\": \"2068\", \"ay_000\": \"0\", \"total_measure\": 9178370.0, \"share_within_group\": 100.0}, {\"au_000\": \"20738\", \"ay_000\": \"0\", \"total_measure\": 25916562.0, \"share_within_group\": 100.0}, {\"au_000\": \"2134\", \"ay_000\": \"0\", \"total_measure\": 57458.0, \"share_within_group\": 100.0}, {\"au_000\": \"219766\", \"ay_000\": \"3146168\", \"total_measure\": 6653440.0, \"share_within_group\": 100.0}, {\"au_000\": \"2376\", \"ay_000\": \"0\", \"total_measure\": 4541722.0, \"share_within_group\": 100.0}, {\"au_000\": \"24242\", \"ay_000\": \"0\", \"total_measure\": 3249770.0, \"share_within_group\": 100.0}, {\"au_000\": \"245306\", \"ay_000\": \"0\", \"total_measure\": 60285808.0, \"share_within_group\": 100.0}, {\"au_000\": \"2460\", \"ay_000\": \"0\", \"total_measure\": 922912.0, \"share_within_group\": 100.0}, {\"au_000\": \"249166\", \"ay_000\": \"0\", \"total_measure\": 7717024.0, \"share_within_group\": 100.0}, {\"au_000\": \"2576\", \"ay_000\": \"0\", \"total_measure\": 1108700.0, \"share_within_group\": 100.0}, {\"au_000\": \"26212\", \"ay_000\": \"0\", \"total_measure\": 19083588.0, \"share_within_group\": 100.0}, {\"au_000\": \"2626676\", \"ay_000\": \"0\", \"total_measure\": 11168598.0, \"share_within_group\": 100.0}, {\"au_000\": \"265264\", \"ay_000\": \"0\", \"total_measure\": 44762872.0, \"share_within_group\": 100.0}, {\"au_000\": \"26918\", \"ay_000\": \"0\", \"total_measure\": 3749080.0, \"share_within_group\": 100.0}, {\"au_000\": \"2698\", \"ay_000\": \"0\", \"total_measure\": 43081392.0, \"share_within_group\": 100.0}, {\"au_000\": \"292312\", \"ay_000\": \"0\", \"total_measure\": 2843084.0, \"share_within_group\": 100.0}, {\"au_000\": \"351304\", \"ay_000\": \"0\", \"total_measure\": 94400.0, \"share_within_group\": 100.0}, {\"au_000\": \"358\", \"ay_000\": \"0\", \"total_measure\": 85619938.0, \"share_within_group\": 100.0}, {\"au_000\": \"3784\", \"ay_000\": \"0\", \"total_measure\": 183888.0, \"share_within_group\": 100.0}, {\"au_000\": \"37936\", \"ay_000\": \"0\", \"total_measure\": 1441268.0, \"share_within_group\": 100.0}, {\"au_000\": \"38998\", \"ay_000\": \"0\", \"total_measure\": 46474710.0, \"share_within_group\": 100.0}, {\"au_000\": \"4030\", \"ay_000\": \"0\", \"total_measure\": 819230.0, \"share_within_group\": 100.0}, {\"au_000\": \"42176\", \"ay_000\": \"0\", \"total_measure\": 43886.0, \"share_within_group\": 100.0}, {\"au_000\": \"4448\", \"ay_000\": \"0\", \"total_measure\": 2262324.0, \"share_within_group\": 100.0}, {\"au_000\": \"466\", \"ay_000\": \"0\", \"total_measure\": 27815064.0, \"share_within_group\": 100.0}, {\"au_000\": \"475950\", \"ay_000\": \"0\", \"total_measure\": 31481766.0, \"share_within_group\": 100.0}, {\"au_000\": \"5444\", \"ay_000\": \"0\", \"total_measure\": 2199372.0, \"share_within_group\": 100.0}, {\"au_000\": \"5488\", \"ay_000\": \"0\", \"total_measure\": 107178.0, \"share_within_group\": 100.0}, {\"au_000\": \"5590\", \"ay_000\": \"0\", \"total_measure\": 95360.0, \"share_within_group\": 100.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 201.72}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..66ceb6e8fabe0c635cdc39de2ab8fd901385890b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:23:38.236297+00:00", + "ended_at": "2026-05-26T01:24:18.916679+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_e70a16dfca01e668", + "problem_id": "v2p_n18_c75e39f039ab1922", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=au_000, measure_col=ay_007.", + "bindings": { + "group_col": "au_000", + "measure_col": "ay_007", + "item_col": "ay_000", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1811692.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=31" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_e70a16dfca01e668.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_e70a16dfca01e668", + "api_calls": 0, + "input_tokens": 45089, + "cached_input_tokens": 22912, + "output_tokens": 2049, + "total_tokens": 47138, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21794, + "estimated_output_tokens": 209, + "estimated_total_tokens": 22003, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 40450.27, + "sql_execution_elapsed_ms_total": 201.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1e33b157d3810b39d907ac92ecb050a768694aad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:24:18.713061+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 40450.27, "started_at": "2026-05-26T01:23:38.250898+00:00", "ended_at": "2026-05-26T01:24:18.701133+00:00", "prompt_metrics": {"chars": 68906, "bytes_utf8": 68906, "lines": 2150, "estimated_tokens": 21794}, "response_metrics": {"chars": 687, "bytes_utf8": 687, "lines": 1, "estimated_tokens": 209}, "usage": {"input_tokens": 45089, "cached_input_tokens": 22912, "output_tokens": 2049, "reasoning_output_tokens": 1834}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"au_000\\\",\\n \\\"ay_000\\\",\\n SUM(CAST(NULLIF(\\\"ay_007\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"ay_007\\\", '') AS REAL)) * 100.0 /\\n NULLIF(SUM(SUM(CAST(NULLIF(\\\"ay_007\\\", '') AS REAL))) OVER (PARTITION BY \\\"au_000\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"au_000\\\", \\\"ay_000\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with au_000 as the group, ay_000 as the item, and ay_007 as the measure. Because ay_007 is stored as TEXT in SQLite, empty strings are treated as NULL and values are cast to REAL before aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..04978459154bb229034d35842b5788867b9e95a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_e70a16dfca01e668", + "api_calls": 0, + "input_tokens": 45089, + "cached_input_tokens": 22912, + "output_tokens": 2049, + "total_tokens": 47138, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21794, + "estimated_output_tokens": 209, + "estimated_total_tokens": 22003, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 40450.27, + "sql_execution_elapsed_ms_total": 201.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e70a16dfca01e668/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d9ae32b5d8651436df98757fb194a8dc89afa80d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68417, "bytes_utf8": 68417, "lines": 2146, "estimated_tokens": 21646}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 270, "bytes_utf8": 270, "lines": 1, "estimated_tokens": 72}, "usage": {"input_tokens": 44941, "cached_input_tokens": 44416, "output_tokens": 558, "reasoning_output_tokens": 480}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f4dbd0ce88f5349285f604739869932923bb2db7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_e9007e80e9276d64", + "api_calls": 0, + "input_tokens": 44941, + "cached_input_tokens": 44416, + "output_tokens": 558, + "total_tokens": 45499, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21646, + "estimated_output_tokens": 72, + "estimated_total_tokens": 21718, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16975.8, + "sql_execution_elapsed_ms_total": 167.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8fe4bde3f2486352c17c07a4c20f6d77183b43ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:24:18.932318+00:00", + "ended_at": "2026-05-26T01:24:35.908185+00:00", + "elapsed_ms": 16975.8, + "prompt_metrics": { + "chars": 68417, + "bytes_utf8": 68417, + "lines": 2146, + "estimated_tokens": 21646 + }, + "stdout_metrics": { + "chars": 624, + "bytes_utf8": 624, + "lines": 4, + "estimated_tokens": 182 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 270, + "bytes_utf8": 270, + "lines": 1, + "estimated_tokens": 72 + }, + "usage": { + "input_tokens": 44941, + "cached_input_tokens": 44416, + "output_tokens": 558, + "reasoning_output_tokens": 480 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e59c8dff3016543acd70b11aca50c048b59a50b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2146 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=ch_000.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "ch_000", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1167164.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1b85698cc897f2392662c2a226386984bb9113db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e1-f5aa-7d91-bcea-e6a0259573d6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"ch_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ch_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Grouped count distribution for \\\"ch_000\\\" using the provided Grouped Count by Category template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44941,"cached_input_tokens":44416,"output_tokens":558,"reasoning_output_tokens":480}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e482bef65959d9c56910afee8081ccace32add48 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"ch_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nGROUP BY \"ch_000\"\nORDER BY \"row_count\" DESC;","notes":"Grouped count distribution for \"ch_000\" using the provided Grouped Count by Category template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..eb0ea8bc435dc0501cf895c15e76e26c6f5f89a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=ch_000. +Result preview: [{"ch_000": "0", "row_count": 57145}, {"ch_000": "", "row_count": 18842}, {"ch_000": "2", "row_count": 13}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d82140d6e452599b4339d8fe515524bdbd20617d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n18_e9007e80e9276d64 +-- problem_id: v2p_n18_7bfff8b8aba2a1b9 +-- realization_mode: agent +-- source_kind: agent +SELECT "ch_000", COUNT(*) AS "row_count" +FROM "n18" +GROUP BY "ch_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4d69c2bef0d87318d8ef373413b37f64ebec4516 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"ch_000\", COUNT(*) AS \"row_count\"\nFROM \"n18\"\nGROUP BY \"ch_000\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"ch_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ch_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"ch_000\", \"row_count\"], \"rows\": [{\"ch_000\": \"0\", \"row_count\": 57145}, {\"ch_000\": \"\", \"row_count\": 18842}, {\"ch_000\": \"2\", \"row_count\": 13}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 167.68}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d90ac4f57d0e403b0651303d3d261d53cc178085 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:24:18.917016+00:00", + "ended_at": "2026-05-26T01:24:36.090381+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_e9007e80e9276d64", + "problem_id": "v2p_n18_7bfff8b8aba2a1b9", + "dataset_id": "n18", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=ch_000.", + "bindings": { + "group_col": "ch_000", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1167164.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=14" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_e9007e80e9276d64.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_e9007e80e9276d64", + "api_calls": 0, + "input_tokens": 44941, + "cached_input_tokens": 44416, + "output_tokens": 558, + "total_tokens": 45499, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21646, + "estimated_output_tokens": 72, + "estimated_total_tokens": 21718, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16975.8, + "sql_execution_elapsed_ms_total": 167.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..601e0cb33b46661d21f08a2b29553f122194eb87 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:24:35.920030+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16975.8, "started_at": "2026-05-26T01:24:18.932318+00:00", "ended_at": "2026-05-26T01:24:35.908185+00:00", "prompt_metrics": {"chars": 68417, "bytes_utf8": 68417, "lines": 2146, "estimated_tokens": 21646}, "response_metrics": {"chars": 270, "bytes_utf8": 270, "lines": 1, "estimated_tokens": 72}, "usage": {"input_tokens": 44941, "cached_input_tokens": 44416, "output_tokens": 558, "reasoning_output_tokens": 480}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"ch_000\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ch_000\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Grouped count distribution for \\\"ch_000\\\" using the provided Grouped Count by Category template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b1f03b72138adbae5bc83a25f4e174a72c20685c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_e9007e80e9276d64", + "api_calls": 0, + "input_tokens": 44941, + "cached_input_tokens": 44416, + "output_tokens": 558, + "total_tokens": 45499, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21646, + "estimated_output_tokens": 72, + "estimated_total_tokens": 21718, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16975.8, + "sql_execution_elapsed_ms_total": 167.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_e9007e80e9276d64/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..218441351d504f574ccf9362e126ad0be11bb6ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68811, "bytes_utf8": 68811, "lines": 2152, "estimated_tokens": 21770}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 506, "bytes_utf8": 506, "lines": 1, "estimated_tokens": 142}, "usage": {"input_tokens": 45065, "cached_input_tokens": 44416, "output_tokens": 664, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3b28a6594e29057fb56f08abed6d435addf8413b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_ed051819c62d7d90", + "api_calls": 0, + "input_tokens": 45065, + "cached_input_tokens": 44416, + "output_tokens": 664, + "total_tokens": 45729, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21770, + "estimated_output_tokens": 142, + "estimated_total_tokens": 21912, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16473.83, + "sql_execution_elapsed_ms_total": 156.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b271cdb448bf8d27a8c0b25f335bd1fd3ce6de91 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:24:36.106882+00:00", + "ended_at": "2026-05-26T01:24:52.580729+00:00", + "elapsed_ms": 16473.83, + "prompt_metrics": { + "chars": 68811, + "bytes_utf8": 68811, + "lines": 2152, + "estimated_tokens": 21770 + }, + "stdout_metrics": { + "chars": 874, + "bytes_utf8": 874, + "lines": 4, + "estimated_tokens": 264 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 506, + "bytes_utf8": 506, + "lines": 1, + "estimated_tokens": 142 + }, + "usage": { + "input_tokens": 45065, + "cached_input_tokens": 44416, + "output_tokens": 664, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c499c11fd1a251fae3cc3765f2a513e1b1e62e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2152 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ch_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ci_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ck_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cn_004", + "type": "TEXT", + "notnull": false, + "pk": 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"cs_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cs_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ct_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cy_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cz_000", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=cf_000.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "ae_000", + "group_col_2": "cf_000", + "predicate_col": "ba_001", + "predicate_op": ">=", + "predicate_value": 641214.0, + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 96.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e83279964f59c1564f76700282835a4c8c4dc78b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e2-38b3-7471-8a1a-43f627094291"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"cf_000\\\", COUNT(*) AS row_count\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"ba_001\\\", '') AS REAL) >= 641214.0\\nGROUP BY \\\"ae_000\\\", \\\"cf_000\\\"\\nORDER BY row_count DESC\\nLIMIT 14;\",\"notes\":\"Used the planned filtered two-dimensional group-count template with group_col=\\\"ae_000\\\", group_col_2=\\\"cf_000\\\", and predicate on \\\"ba_001\\\". Applied CAST(NULLIF(...)) because the schema stores fields as TEXT and some rows contain empty strings.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45065,"cached_input_tokens":44416,"output_tokens":664,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ba0c15580db433543203b216bed307bd9f7f3e85 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"ae_000\", \"cf_000\", COUNT(*) AS row_count\nFROM \"n18\"\nWHERE CAST(NULLIF(\"ba_001\", '') AS REAL) >= 641214.0\nGROUP BY \"ae_000\", \"cf_000\"\nORDER BY row_count DESC\nLIMIT 14;","notes":"Used the planned filtered two-dimensional group-count template with group_col=\"ae_000\", group_col_2=\"cf_000\", and predicate on \"ba_001\". Applied CAST(NULLIF(...)) because the schema stores fields as TEXT and some rows contain empty strings."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..fc00b26a63f7d3e060b86668ae2fd7d2d3a23250 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=cf_000. +Result preview: [{"ae_000": "0", "cf_000": "0", "row_count": 8791}, {"ae_000": "0", "cf_000": "2", "row_count": 7174}, {"ae_000": "0", "cf_000": "", "row_count": 4997}, {"ae_000": "", "cf_000": "", "row_count": 2144}, {"ae_000": "0", "cf_000": "4", "row_count": 1448}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..be38a12a0886a9fa14f898893549206234e56c10 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n18_ed051819c62d7d90 +-- problem_id: v2p_n18_65d766c11f2ddffb +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", "cf_000", COUNT(*) AS row_count +FROM "n18" +WHERE CAST(NULLIF("ba_001", '') AS REAL) >= 641214.0 +GROUP BY "ae_000", "cf_000" +ORDER BY row_count DESC +LIMIT 14; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7d80dc4f4047762c27f8bd2a1d8fd79168dc0178 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"ae_000\", \"cf_000\", COUNT(*) AS row_count\nFROM \"n18\"\nWHERE CAST(NULLIF(\"ba_001\", '') AS REAL) >= 641214.0\nGROUP BY \"ae_000\", \"cf_000\"\nORDER BY row_count DESC\nLIMIT 14;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"cf_000\\\", COUNT(*) AS row_count\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"ba_001\\\", '') AS REAL) >= 641214.0\\nGROUP BY \\\"ae_000\\\", \\\"cf_000\\\"\\nORDER BY row_count DESC\\nLIMIT 14;\", \"columns\": [\"ae_000\", \"cf_000\", \"row_count\"], \"rows\": [{\"ae_000\": \"0\", \"cf_000\": \"0\", \"row_count\": 8791}, {\"ae_000\": \"0\", \"cf_000\": \"2\", \"row_count\": 7174}, {\"ae_000\": \"0\", \"cf_000\": \"\", \"row_count\": 4997}, {\"ae_000\": \"\", \"cf_000\": \"\", \"row_count\": 2144}, {\"ae_000\": \"0\", \"cf_000\": \"4\", \"row_count\": 1448}, {\"ae_000\": \"0\", \"cf_000\": \"6\", \"row_count\": 428}, {\"ae_000\": \"0\", \"cf_000\": \"8\", \"row_count\": 192}, {\"ae_000\": \"0\", \"cf_000\": \"10\", \"row_count\": 117}, {\"ae_000\": \"0\", \"cf_000\": \"12\", \"row_count\": 73}, {\"ae_000\": \"0\", \"cf_000\": \"14\", \"row_count\": 63}, {\"ae_000\": \"0\", \"cf_000\": \"16\", \"row_count\": 47}, {\"ae_000\": \"0\", \"cf_000\": \"18\", \"row_count\": 39}, {\"ae_000\": \"0\", \"cf_000\": \"30\", \"row_count\": 26}, {\"ae_000\": \"0\", \"cf_000\": \"20\", \"row_count\": 20}], \"row_count_returned\": 14, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 156.55}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1f0485a92003d8a38f2b31dd5a5bfe0d20455f8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:24:36.090891+00:00", + "ended_at": "2026-05-26T01:24:52.756658+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_ed051819c62d7d90", + "problem_id": "v2p_n18_65d766c11f2ddffb", + "dataset_id": "n18", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=ae_000, group_col_2=cf_000.", + "bindings": { + "group_col": "ae_000", + "group_col_2": "cf_000", + "predicate_col": "ba_001", + "predicate_op": ">=", + "predicate_value": 641214.0, + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 96.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=54" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_ed051819c62d7d90.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_ed051819c62d7d90", + "api_calls": 0, + "input_tokens": 45065, + "cached_input_tokens": 44416, + "output_tokens": 664, + "total_tokens": 45729, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21770, + "estimated_output_tokens": 142, + "estimated_total_tokens": 21912, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16473.83, + "sql_execution_elapsed_ms_total": 156.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..baf62607c901fcfa4d815ba1948dba95da6f3e6d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:24:52.593537+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16473.83, "started_at": "2026-05-26T01:24:36.106882+00:00", "ended_at": "2026-05-26T01:24:52.580729+00:00", "prompt_metrics": {"chars": 68811, "bytes_utf8": 68811, "lines": 2152, "estimated_tokens": 21770}, "response_metrics": {"chars": 506, "bytes_utf8": 506, "lines": 1, "estimated_tokens": 142}, "usage": {"input_tokens": 45065, "cached_input_tokens": 44416, "output_tokens": 664, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"ae_000\\\", \\\"cf_000\\\", COUNT(*) AS row_count\\nFROM \\\"n18\\\"\\nWHERE CAST(NULLIF(\\\"ba_001\\\", '') AS REAL) >= 641214.0\\nGROUP BY \\\"ae_000\\\", \\\"cf_000\\\"\\nORDER BY row_count DESC\\nLIMIT 14;\",\"notes\":\"Used the planned filtered two-dimensional group-count template with group_col=\\\"ae_000\\\", group_col_2=\\\"cf_000\\\", and predicate on \\\"ba_001\\\". Applied CAST(NULLIF(...)) because the schema stores fields as TEXT and some rows contain empty strings.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a4604031b62e601e8f980b6326eb16f451b681fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_ed051819c62d7d90", + "api_calls": 0, + "input_tokens": 45065, + "cached_input_tokens": 44416, + "output_tokens": 664, + "total_tokens": 45729, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21770, + "estimated_output_tokens": 142, + "estimated_total_tokens": 21912, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16473.83, + "sql_execution_elapsed_ms_total": 156.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_ed051819c62d7d90/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f9831e4c9699bbd3ca2d92378e944778c05a9181 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68735, "bytes_utf8": 68735, "lines": 2151, "estimated_tokens": 21734}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 489, "bytes_utf8": 489, "lines": 1, "estimated_tokens": 131}, "usage": {"input_tokens": 45029, "cached_input_tokens": 44416, "output_tokens": 653, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..80e48fdc6578ded4acb446002316eec56914dd6c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_edee0b02da893a3d", + "api_calls": 0, + "input_tokens": 45029, + "cached_input_tokens": 44416, + "output_tokens": 653, + "total_tokens": 45682, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21734, + "estimated_output_tokens": 131, + "estimated_total_tokens": 21865, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16371.53, + "sql_execution_elapsed_ms_total": 179.69, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..190087f6503ca904b83acbbb2619eb79bf7c5835 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:24:52.772539+00:00", + "ended_at": "2026-05-26T01:25:09.144084+00:00", + "elapsed_ms": 16371.53, + "prompt_metrics": { + "chars": 68735, + "bytes_utf8": 68735, + "lines": 2151, + "estimated_tokens": 21734 + }, + "stdout_metrics": { + "chars": 852, + "bytes_utf8": 852, + "lines": 4, + "estimated_tokens": 246 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 489, + "bytes_utf8": 489, + "lines": 1, + "estimated_tokens": 131 + }, + "usage": { + "input_tokens": 45029, + "cached_input_tokens": 44416, + "output_tokens": 653, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..172ce45454e4fba7acf472da60bfaa340fd29a18 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=au_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "au_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 500.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ff8f82dadc78f4320b96ac3ab80965ee2bfa4cc1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e2-79cb-78a2-93ea-a8fc8615f329"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"au_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"au_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template exactly on \\\"au_000\\\" as the grouping column and measures, for each group, the share of rows where \\\"ch_000\\\" equals '0'. The comparison uses a text literal because the SQLite schema stores these fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45029,"cached_input_tokens":44416,"output_tokens":653,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9d5b3ed437c8804bb0e2b7ad380aa13ab928a8d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"au_000\",\n AVG(CASE WHEN \"ch_000\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"au_000\"\nORDER BY \"condition_rate\" DESC;","notes":"Applies the Grouped Condition Rate template exactly on \"au_000\" as the grouping column and measures, for each group, the share of rows where \"ch_000\" equals '0'. The comparison uses a text literal because the SQLite schema stores these fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1d015031a8de84332c5992aba113369ada8dfa2a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=au_000, condition_col=ch_000. +Result preview: [{"au_000": "97978", "condition_rate": 1.0}, {"au_000": "970", "condition_rate": 1.0}, {"au_000": "96986", "condition_rate": 1.0}, {"au_000": "966", "condition_rate": 1.0}, {"au_000": "862024", "condition_rate": 1.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..95cb3286da378a2989db587aa3aa98ade8c9788c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_edee0b02da893a3d +-- problem_id: v2p_n18_c458020157be416f +-- realization_mode: agent +-- source_kind: agent +SELECT "au_000", + AVG(CASE WHEN "ch_000" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n18" +GROUP BY "au_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..15f3207b10b69b8d0f93bafe7a7ecede0acbece0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"au_000\",\n AVG(CASE WHEN \"ch_000\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"au_000\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"au_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"au_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"au_000\", \"condition_rate\"], \"rows\": [{\"au_000\": \"97978\", \"condition_rate\": 1.0}, {\"au_000\": \"970\", \"condition_rate\": 1.0}, {\"au_000\": \"96986\", \"condition_rate\": 1.0}, {\"au_000\": \"966\", \"condition_rate\": 1.0}, {\"au_000\": \"862024\", \"condition_rate\": 1.0}, {\"au_000\": \"804\", \"condition_rate\": 1.0}, {\"au_000\": \"793618\", \"condition_rate\": 1.0}, {\"au_000\": \"7440\", \"condition_rate\": 1.0}, {\"au_000\": \"6132\", \"condition_rate\": 1.0}, {\"au_000\": \"5988\", \"condition_rate\": 1.0}, {\"au_000\": \"5711474\", \"condition_rate\": 1.0}, {\"au_000\": \"5488\", \"condition_rate\": 1.0}, {\"au_000\": \"5444\", \"condition_rate\": 1.0}, {\"au_000\": \"4448\", \"condition_rate\": 1.0}, {\"au_000\": \"42176\", \"condition_rate\": 1.0}, {\"au_000\": \"4030\", \"condition_rate\": 1.0}, {\"au_000\": \"37936\", \"condition_rate\": 1.0}, {\"au_000\": \"3784\", \"condition_rate\": 1.0}, {\"au_000\": \"351304\", \"condition_rate\": 1.0}, {\"au_000\": \"26918\", \"condition_rate\": 1.0}, {\"au_000\": \"249166\", \"condition_rate\": 1.0}, {\"au_000\": \"24242\", \"condition_rate\": 1.0}, {\"au_000\": \"206\", \"condition_rate\": 1.0}, {\"au_000\": \"1980\", \"condition_rate\": 1.0}, {\"au_000\": \"19670\", \"condition_rate\": 1.0}, {\"au_000\": \"1654\", \"condition_rate\": 1.0}, {\"au_000\": \"15014\", \"condition_rate\": 1.0}, {\"au_000\": \"139982\", \"condition_rate\": 1.0}, {\"au_000\": \"1248\", \"condition_rate\": 1.0}, {\"au_000\": \"1134798\", \"condition_rate\": 1.0}, {\"au_000\": \"1116\", \"condition_rate\": 1.0}, {\"au_000\": \"1094074\", \"condition_rate\": 1.0}, {\"au_000\": \"10082\", \"condition_rate\": 1.0}, {\"au_000\": \"0\", \"condition_rate\": 0.7550080528158235}, {\"au_000\": \"\", \"condition_rate\": 0.48484848484848486}, {\"au_000\": \"9648\", \"condition_rate\": 0.0}, {\"au_000\": \"866\", \"condition_rate\": 0.0}, {\"au_000\": \"846\", \"condition_rate\": 0.0}, {\"au_000\": \"76044\", \"condition_rate\": 0.0}, {\"au_000\": \"748658\", \"condition_rate\": 0.0}, {\"au_000\": \"729144\", \"condition_rate\": 0.0}, {\"au_000\": \"720126\", \"condition_rate\": 0.0}, {\"au_000\": \"634638\", \"condition_rate\": 0.0}, {\"au_000\": \"588396\", \"condition_rate\": 0.0}, {\"au_000\": \"5590\", \"condition_rate\": 0.0}, {\"au_000\": \"475950\", \"condition_rate\": 0.0}, {\"au_000\": \"466\", \"condition_rate\": 0.0}, {\"au_000\": \"38998\", \"condition_rate\": 0.0}, {\"au_000\": \"358\", \"condition_rate\": 0.0}, {\"au_000\": \"292312\", \"condition_rate\": 0.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 179.69}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b5b2d47f8e37e992397a3d10530aacbc00b43b7e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:24:52.757843+00:00", + "ended_at": "2026-05-26T01:25:09.338100+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_edee0b02da893a3d", + "problem_id": "v2p_n18_c458020157be416f", + "dataset_id": "n18", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=au_000, condition_col=ch_000.", + "bindings": { + "group_col": "au_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 500.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=103" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_edee0b02da893a3d.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_edee0b02da893a3d", + "api_calls": 0, + "input_tokens": 45029, + "cached_input_tokens": 44416, + "output_tokens": 653, + "total_tokens": 45682, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21734, + "estimated_output_tokens": 131, + "estimated_total_tokens": 21865, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16371.53, + "sql_execution_elapsed_ms_total": 179.69, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2f19cf03ea284369c93b29cc946fa6b03c376d1f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:25:09.156748+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16371.53, "started_at": "2026-05-26T01:24:52.772539+00:00", "ended_at": "2026-05-26T01:25:09.144084+00:00", "prompt_metrics": {"chars": 68735, "bytes_utf8": 68735, "lines": 2151, "estimated_tokens": 21734}, "response_metrics": {"chars": 489, "bytes_utf8": 489, "lines": 1, "estimated_tokens": 131}, "usage": {"input_tokens": 45029, "cached_input_tokens": 44416, "output_tokens": 653, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"au_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"au_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template exactly on \\\"au_000\\\" as the grouping column and measures, for each group, the share of rows where \\\"ch_000\\\" equals '0'. The comparison uses a text literal because the SQLite schema stores these fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3a706a5852b03cd7a25260b228c6185489ffa4f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_edee0b02da893a3d", + "api_calls": 0, + "input_tokens": 45029, + "cached_input_tokens": 44416, + "output_tokens": 653, + "total_tokens": 45682, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21734, + "estimated_output_tokens": 131, + "estimated_total_tokens": 21865, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16371.53, + "sql_execution_elapsed_ms_total": 179.69, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_edee0b02da893a3d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..35fbfdb23b807e4ab62615ccd9d1db4a3be9f3c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68500, "bytes_utf8": 68500, "lines": 2148, "estimated_tokens": 21674}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 432, "bytes_utf8": 432, "lines": 1, "estimated_tokens": 118}, "usage": {"input_tokens": 44969, "cached_input_tokens": 44416, "output_tokens": 1158, "reasoning_output_tokens": 1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..78a47c5de8435e03c9113b32d629b1a56ca7bf6f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_efabf6838fb142ea", + "api_calls": 0, + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 1158, + "total_tokens": 46127, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21674, + "estimated_output_tokens": 118, + "estimated_total_tokens": 21792, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25965.53, + "sql_execution_elapsed_ms_total": 30.37, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1cad6bc35cd4c1c22147669060173f253f481cb4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:25:09.353851+00:00", + "ended_at": "2026-05-26T01:25:35.319362+00:00", + "elapsed_ms": 25965.53, + "prompt_metrics": { + "chars": 68500, + "bytes_utf8": 68500, + "lines": 2148, + "estimated_tokens": 21674 + }, + "stdout_metrics": { + "chars": 792, + "bytes_utf8": 792, + "lines": 4, + "estimated_tokens": 237 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 432, + "bytes_utf8": 432, + "lines": 1, + "estimated_tokens": 118 + }, + "usage": { + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 1158, + "reasoning_output_tokens": 1034 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb67e4bf3d7eb0f8163e30f0711df70118943d0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ae_000, measure_col=ac_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "ae_000", + "measure_col": "ac_000", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1204.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..99ac5e4b457616f3b0ead217f8b0b31d4b8fb72e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e2-ba9d-7462-a9d2-9678e4585a9d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ae_000\\\", SUM(CAST(NULLIF(\\\"ac_000\\\", '') AS REAL)) AS total_measure\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ae_000\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Uses the planned grouped-sum template with group_col=\\\"ae_000\\\" and measure_col=\\\"ac_000\\\". Because the schema stores values as TEXT, blank \\\"ac_000\\\" entries are converted to NULL and non-blank values are cast to REAL before summing.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44969,"cached_input_tokens":44416,"output_tokens":1158,"reasoning_output_tokens":1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a480757bdbfefd5331ad8c11aad998e1d0f214c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"ae_000\", SUM(CAST(NULLIF(\"ac_000\", '') AS REAL)) AS total_measure\nFROM \"n18\"\nGROUP BY \"ae_000\"\nORDER BY total_measure DESC;","notes":"Uses the planned grouped-sum template with group_col=\"ae_000\" and measure_col=\"ac_000\". Because the schema stores values as TEXT, blank \"ac_000\" entries are converted to NULL and non-blank values are cast to REAL before summing."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..5352781561b53701576c68f0906e6d94a4092651 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ae_000, measure_col=ac_000. +Result preview: [{"ae_000": "0", "total_measure": 24671474614302.0}, {"ae_000": "4", "total_measure": 63921198216.0}, {"ae_000": "2", "total_measure": 49006268606.0}, {"ae_000": "8", "total_measure": 36222012076.0}, {"ae_000": "10", "total_measure": 34091311870.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..cacf700e1a66dd0080d15bd5f9159d0d594fda9c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_efabf6838fb142ea +-- problem_id: v2p_n18_bd18a03ebed9930a +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", SUM(CAST(NULLIF("ac_000", '') AS REAL)) AS total_measure +FROM "n18" +GROUP BY "ae_000" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..70148eaed93f16da7fe281d12b4fe09bc7602d9d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"ae_000\", SUM(CAST(NULLIF(\"ac_000\", '') AS REAL)) AS total_measure\nFROM \"n18\"\nGROUP BY \"ae_000\"\nORDER BY total_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ae_000\\\", SUM(CAST(NULLIF(\\\"ac_000\\\", '') AS REAL)) AS total_measure\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ae_000\\\"\\nORDER BY total_measure DESC;\", \"columns\": [\"ae_000\", \"total_measure\"], \"rows\": [{\"ae_000\": \"0\", \"total_measure\": 24671474614302.0}, {\"ae_000\": \"4\", \"total_measure\": 63921198216.0}, {\"ae_000\": \"2\", \"total_measure\": 49006268606.0}, {\"ae_000\": \"8\", \"total_measure\": 36222012076.0}, {\"ae_000\": \"10\", \"total_measure\": 34091311870.0}, {\"ae_000\": \"6\", \"total_measure\": 34091305776.0}, {\"ae_000\": \"14\", \"total_measure\": 21307067374.0}, {\"ae_000\": \"44\", \"total_measure\": 21307065562.0}, {\"ae_000\": \"22\", \"total_measure\": 21307065438.0}, {\"ae_000\": \"18\", \"total_measure\": 19176360354.0}, {\"ae_000\": \"24\", \"total_measure\": 19176358680.0}, {\"ae_000\": \"20\", \"total_measure\": 19176358278.0}, {\"ae_000\": \"40\", \"total_measure\": 14914945430.0}, {\"ae_000\": \"26\", \"total_measure\": 12784240758.0}, {\"ae_000\": \"34\", \"total_measure\": 12784240310.0}, {\"ae_000\": \"32\", \"total_measure\": 12784240148.0}, {\"ae_000\": \"50\", \"total_measure\": 12784239958.0}, {\"ae_000\": \"204\", \"total_measure\": 12784238840.0}, {\"ae_000\": \"30\", \"total_measure\": 10653536614.0}, {\"ae_000\": \"38\", \"total_measure\": 10653535920.0}, {\"ae_000\": \"16\", \"total_measure\": 10653534176.0}, {\"ae_000\": \"76\", \"total_measure\": 10653533034.0}, {\"ae_000\": \"58\", \"total_measure\": 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6392120642.0}, {\"ae_000\": \"80\", \"total_measure\": 6392120114.0}, {\"ae_000\": \"406\", \"total_measure\": 6392119704.0}, {\"ae_000\": \"68\", \"total_measure\": 6392119596.0}, {\"ae_000\": \"48\", \"total_measure\": 6392119574.0}, {\"ae_000\": \"104\", \"total_measure\": 6392119402.0}, {\"ae_000\": \"246\", \"total_measure\": 6392119382.0}, {\"ae_000\": \"96\", \"total_measure\": 6392119296.0}, {\"ae_000\": \"226\", \"total_measure\": 6392119296.0}, {\"ae_000\": \"1468\", \"total_measure\": 6392119296.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 30.37}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..588bed953d06f9a5f6b93403b933e7337bf49082 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:25:09.338526+00:00", + "ended_at": "2026-05-26T01:25:35.363889+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_efabf6838fb142ea", + "problem_id": "v2p_n18_bd18a03ebed9930a", + "dataset_id": "n18", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_conditional_contrast", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=ae_000, measure_col=ac_000.", + "bindings": { + "group_col": "ae_000", + "measure_col": "ac_000", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1204.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=2" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_efabf6838fb142ea.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_efabf6838fb142ea", + "api_calls": 0, + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 1158, + "total_tokens": 46127, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21674, + "estimated_output_tokens": 118, + "estimated_total_tokens": 21792, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25965.53, + "sql_execution_elapsed_ms_total": 30.37, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8c606534bef98de4c1fce744f70668a64470ee08 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:25:35.331984+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 25965.53, "started_at": "2026-05-26T01:25:09.353851+00:00", "ended_at": "2026-05-26T01:25:35.319362+00:00", "prompt_metrics": {"chars": 68500, "bytes_utf8": 68500, "lines": 2148, "estimated_tokens": 21674}, "response_metrics": {"chars": 432, "bytes_utf8": 432, "lines": 1, "estimated_tokens": 118}, "usage": {"input_tokens": 44969, "cached_input_tokens": 44416, "output_tokens": 1158, "reasoning_output_tokens": 1034}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"ae_000\\\", SUM(CAST(NULLIF(\\\"ac_000\\\", '') AS REAL)) AS total_measure\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ae_000\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Uses the planned grouped-sum template with group_col=\\\"ae_000\\\" and measure_col=\\\"ac_000\\\". Because the schema stores values as TEXT, blank \\\"ac_000\\\" entries are converted to NULL and non-blank values are cast to REAL before summing.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f2ce9c8c66631f3c71d3a1150dbbbaa257b8e78c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_efabf6838fb142ea", + "api_calls": 0, + "input_tokens": 44969, + "cached_input_tokens": 44416, + "output_tokens": 1158, + "total_tokens": 46127, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21674, + "estimated_output_tokens": 118, + "estimated_total_tokens": 21792, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25965.53, + "sql_execution_elapsed_ms_total": 30.37, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_efabf6838fb142ea/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8e043299c6d82145822a650a498b7f3c402dc76e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68753, "bytes_utf8": 68753, "lines": 2151, "estimated_tokens": 21731}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 415, "bytes_utf8": 415, "lines": 1, "estimated_tokens": 114}, "usage": {"input_tokens": 45026, "cached_input_tokens": 44416, "output_tokens": 636, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e76ea8e4a790cb252431636b19a0ca534466e51e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f096b0c18f6c6c80", + "api_calls": 0, + "input_tokens": 45026, + "cached_input_tokens": 44416, + "output_tokens": 636, + "total_tokens": 45662, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21731, + "estimated_output_tokens": 114, + "estimated_total_tokens": 21845, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15277.51, + "sql_execution_elapsed_ms_total": 29.45, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ab7b75dcaf26f1048b6887b7052592efb8d66f5d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:25:35.378779+00:00", + "ended_at": "2026-05-26T01:25:50.656313+00:00", + "elapsed_ms": 15277.51, + "prompt_metrics": { + "chars": 68753, + "bytes_utf8": 68753, + "lines": 2151, + "estimated_tokens": 21731 + }, + "stdout_metrics": { + "chars": 778, + "bytes_utf8": 778, + "lines": 4, + "estimated_tokens": 230 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 415, + "bytes_utf8": 415, + "lines": 1, + "estimated_tokens": 114 + }, + "usage": { + "input_tokens": 45026, + "cached_input_tokens": 44416, + "output_tokens": 636, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5ab95d2a95c8220fbfcfccf48e0aee40a649b39c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=ae_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "ae_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 254.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f3a3c23aefbdc3cec4d1b42b03a115b25d411a22 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e3-2046-7b92-ac43-f8023ad587f6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"ae_000\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'neg' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ae_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Implements the provided Grouped Condition Rate template with group_col=\\\"ae_000\\\" and condition_col=\\\"class\\\", measuring the within-group proportion of rows where class='neg'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45026,"cached_input_tokens":44416,"output_tokens":636,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e94856f57b663171b1413357a809cc665eb216ca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"ae_000\",\n AVG(CASE WHEN \"class\" = 'neg' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"ae_000\"\nORDER BY \"condition_rate\" DESC;","notes":"Implements the provided Grouped Condition Rate template with group_col=\"ae_000\" and condition_col=\"class\", measuring the within-group proportion of rows where class='neg'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c9ec13203202c87f5c64c013579ca225b2c23df7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ae_000, condition_col=class. +Result preview: [{"ae_000": "98", "condition_rate": 1.0}, {"ae_000": "972", "condition_rate": 1.0}, {"ae_000": "962", "condition_rate": 1.0}, {"ae_000": "96", "condition_rate": 1.0}, {"ae_000": "952", "condition_rate": 1.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a959c922d29e2fac078823f390bde2c5d83cc827 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_f096b0c18f6c6c80 +-- problem_id: v2p_n18_39903887e709c1e6 +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", + AVG(CASE WHEN "class" = 'neg' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n18" +GROUP BY "ae_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..990094e9a119eab6deec331d6441eddc816a0cfe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"ae_000\",\n AVG(CASE WHEN \"class\" = 'neg' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"ae_000\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"ae_000\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'neg' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ae_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"ae_000\", \"condition_rate\"], \"rows\": [{\"ae_000\": \"98\", \"condition_rate\": 1.0}, {\"ae_000\": \"972\", \"condition_rate\": 1.0}, {\"ae_000\": \"962\", \"condition_rate\": 1.0}, {\"ae_000\": \"96\", \"condition_rate\": 1.0}, {\"ae_000\": \"952\", \"condition_rate\": 1.0}, {\"ae_000\": \"950\", \"condition_rate\": 1.0}, {\"ae_000\": \"946\", \"condition_rate\": 1.0}, {\"ae_000\": \"94\", \"condition_rate\": 1.0}, {\"ae_000\": \"938\", \"condition_rate\": 1.0}, {\"ae_000\": \"920\", \"condition_rate\": 1.0}, {\"ae_000\": \"92\", \"condition_rate\": 1.0}, {\"ae_000\": \"90\", \"condition_rate\": 1.0}, {\"ae_000\": \"894\", \"condition_rate\": 1.0}, {\"ae_000\": \"88\", \"condition_rate\": 1.0}, {\"ae_000\": \"878\", \"condition_rate\": 1.0}, {\"ae_000\": \"872\", \"condition_rate\": 1.0}, {\"ae_000\": \"864\", \"condition_rate\": 1.0}, {\"ae_000\": \"86\", \"condition_rate\": 1.0}, {\"ae_000\": \"84\", \"condition_rate\": 1.0}, {\"ae_000\": \"836\", \"condition_rate\": 1.0}, {\"ae_000\": \"8332\", \"condition_rate\": 1.0}, {\"ae_000\": \"832\", \"condition_rate\": 1.0}, {\"ae_000\": \"826\", \"condition_rate\": 1.0}, {\"ae_000\": \"82\", \"condition_rate\": 1.0}, {\"ae_000\": \"814\", \"condition_rate\": 1.0}, {\"ae_000\": \"806\", \"condition_rate\": 1.0}, {\"ae_000\": \"804\", \"condition_rate\": 1.0}, {\"ae_000\": \"80\", \"condition_rate\": 1.0}, {\"ae_000\": \"8\", \"condition_rate\": 1.0}, {\"ae_000\": \"794\", \"condition_rate\": 1.0}, {\"ae_000\": \"788\", \"condition_rate\": 1.0}, {\"ae_000\": \"784\", \"condition_rate\": 1.0}, {\"ae_000\": \"782\", \"condition_rate\": 1.0}, {\"ae_000\": \"78\", \"condition_rate\": 1.0}, {\"ae_000\": \"778\", \"condition_rate\": 1.0}, {\"ae_000\": \"764\", \"condition_rate\": 1.0}, {\"ae_000\": \"762\", \"condition_rate\": 1.0}, {\"ae_000\": \"760\", \"condition_rate\": 1.0}, {\"ae_000\": \"76\", \"condition_rate\": 1.0}, {\"ae_000\": \"752\", \"condition_rate\": 1.0}, {\"ae_000\": \"748\", \"condition_rate\": 1.0}, {\"ae_000\": \"746\", \"condition_rate\": 1.0}, {\"ae_000\": \"744\", \"condition_rate\": 1.0}, {\"ae_000\": \"74\", \"condition_rate\": 1.0}, {\"ae_000\": \"734\", \"condition_rate\": 1.0}, {\"ae_000\": \"732\", \"condition_rate\": 1.0}, {\"ae_000\": \"730\", \"condition_rate\": 1.0}, {\"ae_000\": \"72\", \"condition_rate\": 1.0}, {\"ae_000\": \"716\", \"condition_rate\": 1.0}, {\"ae_000\": \"714\", \"condition_rate\": 1.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 29.45}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..06757b4f77ff1de74f12d23684a509497dd0b983 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:25:35.364287+00:00", + "ended_at": "2026-05-26T01:25:50.698819+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_f096b0c18f6c6c80", + "problem_id": "v2p_n18_39903887e709c1e6", + "dataset_id": "n18", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ae_000, condition_col=class.", + "bindings": { + "group_col": "ae_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 254.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=98" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f096b0c18f6c6c80.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f096b0c18f6c6c80", + "api_calls": 0, + "input_tokens": 45026, + "cached_input_tokens": 44416, + "output_tokens": 636, + "total_tokens": 45662, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21731, + 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\\\"ae_000\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'neg' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ae_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Implements the provided Grouped Condition Rate template with group_col=\\\"ae_000\\\" and condition_col=\\\"class\\\", measuring the within-group proportion of rows where class='neg'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..43176617c48be3a66196c9f4fc4e50f0ba4cb50a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f096b0c18f6c6c80", + "api_calls": 0, + "input_tokens": 45026, + "cached_input_tokens": 44416, + "output_tokens": 636, + "total_tokens": 45662, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21731, + "estimated_output_tokens": 114, + "estimated_total_tokens": 21845, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15277.51, + "sql_execution_elapsed_ms_total": 29.45, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f096b0c18f6c6c80/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..84646a1cd44508729965c66a4e9b3b473aaf4cbe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68501, "bytes_utf8": 68501, "lines": 2148, "estimated_tokens": 21670}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 406, "bytes_utf8": 406, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 44965, "cached_input_tokens": 22912, "output_tokens": 1478, "reasoning_output_tokens": 1367}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f26aecf650938a200c9dde25146323bb15a5e64e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f106247b7dd464bc", + "api_calls": 0, + "input_tokens": 44965, + "cached_input_tokens": 22912, + "output_tokens": 1478, + "total_tokens": 46443, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21670, + "estimated_output_tokens": 105, + "estimated_total_tokens": 21775, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30727.23, + "sql_execution_elapsed_ms_total": 34.08, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..54f1dc10d56f7bafad1307cdf2bd43a1b81009d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:25:50.711938+00:00", + "ended_at": "2026-05-26T01:26:21.439150+00:00", + "elapsed_ms": 30727.23, + "prompt_metrics": { + "chars": 68501, + "bytes_utf8": 68501, + "lines": 2148, + "estimated_tokens": 21670 + }, + "stdout_metrics": { + "chars": 770, + "bytes_utf8": 770, + "lines": 4, + "estimated_tokens": 226 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 406, + "bytes_utf8": 406, + "lines": 1, + "estimated_tokens": 105 + }, + "usage": { + "input_tokens": 44965, + "cached_input_tokens": 22912, + "output_tokens": 1478, + "reasoning_output_tokens": 1367 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..636b892287212f42c8356634a0ffa2b34217637c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"80950", + "cs_003": "227322", + "cs_004": "186242", + "cs_005": "2288268", + "cs_006": "1137268", + "cs_007": "22228", + "cs_008": "204", + "cs_009": "0", + "ct_000": "1716", + "cu_000": "1664", + "cv_000": "3440288", + "cx_000": "215826", + "cy_000": "0", + "cz_000": "4262", + "da_000": "0", + "db_000": "0", + "dc_000": "3590004", + "dd_000": "2026", + "de_000": "444", + "df_000": "0", + "dg_000": "0", + "dh_000": "0", + "di_000": "0", + "dj_000": "0", + "dk_000": "0", + "dl_000": "0", + "dm_000": "0", + "dn_000": "44946", + "do_000": "62648", + "dp_000": "11506", + "dq_000": "0", + "dr_000": "0", + "ds_000": "149474", + "dt_000": "35154", + "du_000": "457040", + "dv_000": "80482", + "dx_000": "98334", + "dy_000": "27588", + "dz_000": "0", + "ea_000": "0", + "eb_000": "21173050", + "ec_00": "1116.06", + "ed_000": "1176", + "ee_000": "404740", + "ee_001": "904230", + "ee_002": "622012", + "ee_003": "229790", + "ee_004": "405298", + "ee_005": "347188", + "ee_006": "286954", + "ee_007": "311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=class, measure_col=aa_000.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "class", + "measure_col": "aa_000", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 35545.04, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f4f84a2110c23b500ce5ceaca65411a17b88e08d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e3-5c25-7e73-8e4b-72cf4fe7c468"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"class\\\", SUM(CAST(NULLIF(\\\"aa_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the provided grouped-sum template with \\\"class\\\" as the group column and \\\"aa_000\\\" as the measure, casting the TEXT-stored values to REAL and treating empty strings as NULL for SQLite aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44965,"cached_input_tokens":22912,"output_tokens":1478,"reasoning_output_tokens":1367}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0bc0d49dd156142acc9b00d60f46f53bb2369294 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"class\", SUM(CAST(NULLIF(\"aa_000\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"class\"\nORDER BY \"total_measure\" DESC;","notes":"Uses the provided grouped-sum template with \"class\" as the group column and \"aa_000\" as the measure, casting the TEXT-stored values to REAL and treating empty strings as NULL for SQLite aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..37f0c735e0663ae3ee1db462c32a6ff43fe19fcc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=class, measure_col=aa_000. +Result preview: [{"class": "neg", "total_measure": 3696618076.0}, {"class": "pos", "total_measure": 951523638.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b6433cd11d13e78de36cf07d7cf1d747e4b6b1af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_f106247b7dd464bc +-- problem_id: v2p_n18_43c2f47e1e7ea177 +-- realization_mode: agent +-- source_kind: agent +SELECT "class", SUM(CAST(NULLIF("aa_000", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "class" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0691bfae5b2c81da287d5fe480b2c622136a89aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"class\", SUM(CAST(NULLIF(\"aa_000\", '') AS REAL)) AS \"total_measure\"\nFROM \"n18\"\nGROUP BY \"class\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"class\\\", SUM(CAST(NULLIF(\\\"aa_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"class\", \"total_measure\"], \"rows\": [{\"class\": \"neg\", \"total_measure\": 3696618076.0}, {\"class\": \"pos\", \"total_measure\": 951523638.0}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 34.08}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..251b5a4ee8a8f574612a75d5d8b1d8521e38ee06 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:25:50.699258+00:00", + "ended_at": "2026-05-26T01:26:21.485783+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_f106247b7dd464bc", + "problem_id": "v2p_n18_43c2f47e1e7ea177", + "dataset_id": "n18", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_rank_order", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=class, measure_col=aa_000.", + "bindings": { + "group_col": "class", + "measure_col": "aa_000", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 35545.04, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=0" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f106247b7dd464bc.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f106247b7dd464bc", + "api_calls": 0, + "input_tokens": 44965, + "cached_input_tokens": 22912, + "output_tokens": 1478, + "total_tokens": 46443, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21670, + "estimated_output_tokens": 105, + "estimated_total_tokens": 21775, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30727.23, + "sql_execution_elapsed_ms_total": 34.08, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d9624145f93d3fc6913ef9d97d5ff5679b6e4be5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:26:21.450254+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 30727.23, "started_at": "2026-05-26T01:25:50.711938+00:00", "ended_at": "2026-05-26T01:26:21.439150+00:00", "prompt_metrics": {"chars": 68501, "bytes_utf8": 68501, "lines": 2148, "estimated_tokens": 21670}, "response_metrics": {"chars": 406, "bytes_utf8": 406, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 44965, "cached_input_tokens": 22912, "output_tokens": 1478, "reasoning_output_tokens": 1367}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"class\\\", SUM(CAST(NULLIF(\\\"aa_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"class\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the provided grouped-sum template with \\\"class\\\" as the group column and \\\"aa_000\\\" as the measure, casting the TEXT-stored values to REAL and treating empty strings as NULL for SQLite aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0a9b2b13fbdb24cdd1243210ec0d3eeb71ea74fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f106247b7dd464bc", + "api_calls": 0, + "input_tokens": 44965, + "cached_input_tokens": 22912, + "output_tokens": 1478, + "total_tokens": 46443, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21670, + "estimated_output_tokens": 105, + "estimated_total_tokens": 21775, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30727.23, + "sql_execution_elapsed_ms_total": 34.08, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f106247b7dd464bc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0413426eaa72da63e7184db5e308424faef1929e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68910, "bytes_utf8": 68910, "lines": 2150, "estimated_tokens": 21793}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 771, "bytes_utf8": 771, "lines": 1, "estimated_tokens": 225}, "usage": {"input_tokens": 45088, "cached_input_tokens": 44416, "output_tokens": 747, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..72ce7c1d4d057fe9986101ba79fc7c23f9e29724 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f3ab82cc5c693985", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 747, + "total_tokens": 45835, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 225, + "estimated_total_tokens": 22018, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17159.18, + "sql_execution_elapsed_ms_total": 50.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b9df3c784fa8de3e443e955109cc0605e7938085 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:26:21.501443+00:00", + "ended_at": "2026-05-26T01:26:38.660650+00:00", + "elapsed_ms": 17159.18, + "prompt_metrics": { + "chars": 68910, + "bytes_utf8": 68910, + "lines": 2150, + "estimated_tokens": 21793 + }, + "stdout_metrics": { + "chars": 1164, + "bytes_utf8": 1164, + "lines": 4, + "estimated_tokens": 368 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 771, + "bytes_utf8": 771, + "lines": 1, + "estimated_tokens": 225 + }, + "usage": { + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 747, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1fc72f98f7320e56696b5141224cf06489661f4c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=ab_000, measure_col=av_000.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "ab_000", + "measure_col": "av_000", + "item_col": "ar_000", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 376.08, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..dc39eeb762b77efbd0ee11b556d80263717d2d42 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e3-d46b-7ce1-9e28-371e4aef6df6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"ab_000\\\",\\n \\\"ar_000\\\",\\n SUM(CAST(NULLIF(\\\"av_000\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"av_000\\\", '') AS REAL)) * 100.0 /\\n SUM(SUM(CAST(NULLIF(\\\"av_000\\\", '') AS REAL))) OVER (PARTITION BY \\\"ab_000\\\") AS share_within_group\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"av_000\\\", '') IS NOT NULL\\nGROUP BY \\\"ab_000\\\", \\\"ar_000\\\"\\nORDER BY share_within_group DESC\\nLIMIT 15;\",\"notes\":\"Used the planned template with group_col=\\\"ab_000\\\", item_col=\\\"ar_000\\\", and measure_col=\\\"av_000\\\". Because the schema stores fields as TEXT and sample rows show empty strings, the query converts \\\"av_000\\\" to REAL with NULLIF(..., '') and excludes empty measures to keep SQLite aggregation numeric and valid.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45088,"cached_input_tokens":44416,"output_tokens":747,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..505f599f2e808b11d7b497f0d3110a204fba86ad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"ab_000\",\n \"ar_000\",\n SUM(CAST(NULLIF(\"av_000\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"av_000\", '') AS REAL)) * 100.0 /\n SUM(SUM(CAST(NULLIF(\"av_000\", '') AS REAL))) OVER (PARTITION BY \"ab_000\") AS share_within_group\nFROM \"n18\"\nWHERE NULLIF(\"av_000\", '') IS NOT NULL\nGROUP BY \"ab_000\", \"ar_000\"\nORDER BY share_within_group DESC\nLIMIT 15;","notes":"Used the planned template with group_col=\"ab_000\", item_col=\"ar_000\", and measure_col=\"av_000\". Because the schema stores fields as TEXT and sample rows show empty strings, the query converts \"av_000\" to REAL with NULLIF(..., '') and excludes empty measures to keep SQLite aggregation numeric and valid."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9e91760d9e732b299481e12c08f044802e9095c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ab_000, measure_col=av_000. +Result preview: [{"ab_000": "134", "ar_000": "2", "total_measure": 74.0, "share_within_group": 100.0}, {"ab_000": "18", "ar_000": "0", "total_measure": 3762.0, "share_within_group": 100.0}, {"ab_000": "20", "ar_000": "0", "total_measure": 862.0, "share_within_group": 100.0}, {"ab_000": "204", "ar_000": "100", "total_measure": 6780.0, "share_within_group": 100.0}, {"ab_000": "24", "ar_000": "0", "total_measure": 14650.0, "share_within_group": 100.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6bc994e03502a34f068a354dc4321beee1fd765c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_f3ab82cc5c693985 +-- problem_id: v2p_n18_2e967d9900f3f29c +-- realization_mode: agent +-- source_kind: agent +SELECT + "ab_000", + "ar_000", + SUM(CAST(NULLIF("av_000", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("av_000", '') AS REAL)) * 100.0 / + SUM(SUM(CAST(NULLIF("av_000", '') AS REAL))) OVER (PARTITION BY "ab_000") AS share_within_group +FROM "n18" +WHERE NULLIF("av_000", '') IS NOT NULL +GROUP BY "ab_000", "ar_000" +ORDER BY share_within_group DESC +LIMIT 15; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7d0b5ec4c4c14b2e3cd2cc314ebbb4db0d93d8be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"ab_000\",\n \"ar_000\",\n SUM(CAST(NULLIF(\"av_000\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"av_000\", '') AS REAL)) * 100.0 /\n SUM(SUM(CAST(NULLIF(\"av_000\", '') AS REAL))) OVER (PARTITION BY \"ab_000\") AS share_within_group\nFROM \"n18\"\nWHERE NULLIF(\"av_000\", '') IS NOT NULL\nGROUP BY \"ab_000\", \"ar_000\"\nORDER BY share_within_group DESC\nLIMIT 15;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"ab_000\\\",\\n \\\"ar_000\\\",\\n SUM(CAST(NULLIF(\\\"av_000\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"av_000\\\", '') AS REAL)) * 100.0 /\\n SUM(SUM(CAST(NULLIF(\\\"av_000\\\", '') AS REAL))) OVER (PARTITION BY \\\"ab_000\\\") AS share_within_group\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"av_000\\\", '') IS NOT NULL\\nGROUP BY \\\"ab_000\\\", \\\"ar_000\\\"\\nORDER BY share_within_group DESC\\nLIMIT 15;\", \"columns\": [\"ab_000\", \"ar_000\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"ab_000\": \"134\", \"ar_000\": \"2\", \"total_measure\": 74.0, \"share_within_group\": 100.0}, {\"ab_000\": \"18\", \"ar_000\": \"0\", \"total_measure\": 3762.0, \"share_within_group\": 100.0}, {\"ab_000\": \"20\", \"ar_000\": \"0\", \"total_measure\": 862.0, \"share_within_group\": 100.0}, {\"ab_000\": \"204\", \"ar_000\": \"100\", \"total_measure\": 6780.0, \"share_within_group\": 100.0}, {\"ab_000\": \"24\", \"ar_000\": \"0\", \"total_measure\": 14650.0, \"share_within_group\": 100.0}, {\"ab_000\": \"28\", \"ar_000\": \"0\", \"total_measure\": 3190.0, \"share_within_group\": 100.0}, {\"ab_000\": \"30\", \"ar_000\": \"2\", \"total_measure\": 266.0, \"share_within_group\": 100.0}, {\"ab_000\": \"32\", \"ar_000\": \"0\", \"total_measure\": 630.0, \"share_within_group\": 100.0}, {\"ab_000\": \"36\", \"ar_000\": \"0\", \"total_measure\": 436.0, \"share_within_group\": 100.0}, {\"ab_000\": \"38\", \"ar_000\": \"0\", \"total_measure\": 10164.0, \"share_within_group\": 100.0}, {\"ab_000\": \"44\", \"ar_000\": \"0\", \"total_measure\": 354.0, \"share_within_group\": 100.0}, {\"ab_000\": \"46\", \"ar_000\": \"0\", \"total_measure\": 322.0, \"share_within_group\": 100.0}, {\"ab_000\": \"48\", \"ar_000\": \"66\", \"total_measure\": 8020.0, \"share_within_group\": 100.0}, {\"ab_000\": \"52\", \"ar_000\": \"0\", \"total_measure\": 9696.0, \"share_within_group\": 100.0}, {\"ab_000\": \"58\", \"ar_000\": \"0\", \"total_measure\": 980.0, \"share_within_group\": 100.0}], \"row_count_returned\": 15, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 50.04}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4e7268e8997970e34eb06a2076068647907e2962 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:26:21.486143+00:00", + "ended_at": "2026-05-26T01:26:38.723975+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_f3ab82cc5c693985", + "problem_id": "v2p_n18_2e967d9900f3f29c", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=ab_000, measure_col=av_000.", + "bindings": { + "group_col": "ab_000", + "measure_col": "av_000", + "item_col": "ar_000", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 376.08, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=25" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f3ab82cc5c693985.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f3ab82cc5c693985", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 747, + "total_tokens": 45835, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 225, + "estimated_total_tokens": 22018, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17159.18, + "sql_execution_elapsed_ms_total": 50.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9efa1614fcf68d4619ab30a20a4ceadd67fa5069 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:26:38.672404+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17159.18, "started_at": "2026-05-26T01:26:21.501443+00:00", "ended_at": "2026-05-26T01:26:38.660650+00:00", "prompt_metrics": {"chars": 68910, "bytes_utf8": 68910, "lines": 2150, "estimated_tokens": 21793}, "response_metrics": {"chars": 771, "bytes_utf8": 771, "lines": 1, "estimated_tokens": 225}, "usage": {"input_tokens": 45088, "cached_input_tokens": 44416, "output_tokens": 747, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"ab_000\\\",\\n \\\"ar_000\\\",\\n SUM(CAST(NULLIF(\\\"av_000\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"av_000\\\", '') AS REAL)) * 100.0 /\\n SUM(SUM(CAST(NULLIF(\\\"av_000\\\", '') AS REAL))) OVER (PARTITION BY \\\"ab_000\\\") AS share_within_group\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"av_000\\\", '') IS NOT NULL\\nGROUP BY \\\"ab_000\\\", \\\"ar_000\\\"\\nORDER BY share_within_group DESC\\nLIMIT 15;\",\"notes\":\"Used the planned template with group_col=\\\"ab_000\\\", item_col=\\\"ar_000\\\", and measure_col=\\\"av_000\\\". Because the schema stores fields as TEXT and sample rows show empty strings, the query converts \\\"av_000\\\" to REAL with NULLIF(..., '') and excludes empty measures to keep SQLite aggregation numeric and valid.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c7c653aa3a7860135b030dc80f6370b0acfac907 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f3ab82cc5c693985", + "api_calls": 0, + "input_tokens": 45088, + "cached_input_tokens": 44416, + "output_tokens": 747, + "total_tokens": 45835, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21793, + "estimated_output_tokens": 225, + "estimated_total_tokens": 22018, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17159.18, + "sql_execution_elapsed_ms_total": 50.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f3ab82cc5c693985/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2c1f24c0c92ec6e765a4f8b134696d0e00771ec3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 69310, "bytes_utf8": 69310, "lines": 2151, "estimated_tokens": 21879}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 637, "bytes_utf8": 637, "lines": 1, "estimated_tokens": 175}, "usage": {"input_tokens": 45174, "cached_input_tokens": 22912, "output_tokens": 697, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..22867d407f930b0f63ca339e4c912ae2d4e7457b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f40a9097e739b6ae", + "api_calls": 0, + "input_tokens": 45174, + "cached_input_tokens": 22912, + "output_tokens": 697, + "total_tokens": 45871, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21879, + "estimated_output_tokens": 175, + "estimated_total_tokens": 22054, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16243.3, + "sql_execution_elapsed_ms_total": 37.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7ebb4e216367de7551e9193459e9c9ebf594eb07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:26:38.739607+00:00", + "ended_at": "2026-05-26T01:26:54.985167+00:00", + "elapsed_ms": 16243.3, + "prompt_metrics": { + "chars": 69310, + "bytes_utf8": 69310, + "lines": 2151, + "estimated_tokens": 21879 + }, + "stdout_metrics": { + "chars": 999, + "bytes_utf8": 999, + "lines": 4, + "estimated_tokens": 293 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 637, + "bytes_utf8": 637, + "lines": 1, + "estimated_tokens": 175 + }, + "usage": { + "input_tokens": 45174, + "cached_input_tokens": 22912, + "output_tokens": 697, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..213eb6172327bc8106a3af73057b15b747fb5f6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cf_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "cf_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3706.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4191d00fe9832ac7b73b589f28ebd02225d8b5fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e4-17bf-7710-b6bf-45bce8d72817"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"cf_000\\\",\\n SUM(CASE WHEN \\\"class\\\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n18\\\"\\n GROUP BY \\\"cf_000\\\"\\n)\\nSELECT \\\"cf_000\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC\\nLIMIT 11;\",\"notes\":\"Computes the neg-to-pos class ratio for each cf_000 group using the requested template; groups with zero 'pos' rows return NULL ratios via NULLIF.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45174,"cached_input_tokens":22912,"output_tokens":697,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..712a4e5f8d9deabe4518713cc324121d01e20cb5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"cf_000\",\n SUM(CASE WHEN \"class\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"class\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n18\"\n GROUP BY \"cf_000\"\n)\nSELECT \"cf_000\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC\nLIMIT 11;","notes":"Computes the neg-to-pos class ratio for each cf_000 group using the requested template; groups with zero 'pos' rows return NULL ratios via NULLIF."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c947a60cc6cc99865c23ffcde85d7c630fcd5439 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cf_000, condition_col=class. +Result preview: [{"cf_000": "2", "condition_ratio": 1044.0}, {"cf_000": "8", "condition_ratio": 542.0}, {"cf_000": "4", "condition_ratio": 304.5833333333333}, {"cf_000": "14", "condition_ratio": 140.0}, {"cf_000": "16", "condition_ratio": 126.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..76a3e6e0bf90e808f0bad6a9868c6dd8a7279a91 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n18_f40a9097e739b6ae +-- problem_id: v2p_n18_1089c639c4d9d0d2 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "cf_000", + SUM(CASE WHEN "class" = 'neg' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "class" = 'pos' THEN 1 ELSE 0 END) AS denominator_count + FROM "n18" + GROUP BY "cf_000" +) +SELECT "cf_000", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC +LIMIT 11; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..729cdcdc63cb635f9dcaf5e38779f232950d798a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"cf_000\",\n SUM(CASE WHEN \"class\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"class\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n18\"\n GROUP BY \"cf_000\"\n)\nSELECT \"cf_000\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC\nLIMIT 11;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"cf_000\\\",\\n SUM(CASE WHEN \\\"class\\\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n18\\\"\\n GROUP BY \\\"cf_000\\\"\\n)\\nSELECT \\\"cf_000\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC\\nLIMIT 11;\", \"columns\": [\"cf_000\", \"condition_ratio\"], \"rows\": [{\"cf_000\": \"2\", \"condition_ratio\": 1044.0}, {\"cf_000\": \"8\", \"condition_ratio\": 542.0}, {\"cf_000\": \"4\", \"condition_ratio\": 304.5833333333333}, {\"cf_000\": \"14\", \"condition_ratio\": 140.0}, {\"cf_000\": \"16\", \"condition_ratio\": 126.0}, {\"cf_000\": \"12\", \"condition_ratio\": 104.0}, {\"cf_000\": \"0\", \"condition_ratio\": 98.79779411764706}, {\"cf_000\": \"20\", \"condition_ratio\": 36.5}, {\"cf_000\": \"30\", \"condition_ratio\": 22.5}, {\"cf_000\": \"36\", \"condition_ratio\": 20.0}, {\"cf_000\": \"44\", \"condition_ratio\": 20.0}], \"row_count_returned\": 11, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 37.16}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6bb7a4cce65125a869783374a672f877b82ab394 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:26:38.724402+00:00", + "ended_at": "2026-05-26T01:26:55.037066+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_f40a9097e739b6ae", + "problem_id": "v2p_n18_1089c639c4d9d0d2", + "dataset_id": "n18", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=cf_000, condition_col=class.", + "bindings": { + "group_col": "cf_000", + "condition_col": "class", + "condition_value": "neg", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3706.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=36" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f40a9097e739b6ae.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f40a9097e739b6ae", + "api_calls": 0, + "input_tokens": 45174, + "cached_input_tokens": 22912, + "output_tokens": 697, + "total_tokens": 45871, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21879, + "estimated_output_tokens": 175, + "estimated_total_tokens": 22054, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16243.3, + "sql_execution_elapsed_ms_total": 37.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..80444fa29d2b85148dafbb4083c4016367456743 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:26:54.996987+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16243.3, "started_at": "2026-05-26T01:26:38.739607+00:00", "ended_at": "2026-05-26T01:26:54.985167+00:00", "prompt_metrics": {"chars": 69310, "bytes_utf8": 69310, "lines": 2151, "estimated_tokens": 21879}, "response_metrics": {"chars": 637, "bytes_utf8": 637, "lines": 1, "estimated_tokens": 175}, "usage": {"input_tokens": 45174, "cached_input_tokens": 22912, "output_tokens": 697, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"cf_000\\\",\\n SUM(CASE WHEN \\\"class\\\" = 'neg' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"class\\\" = 'pos' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n18\\\"\\n GROUP BY \\\"cf_000\\\"\\n)\\nSELECT \\\"cf_000\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC\\nLIMIT 11;\",\"notes\":\"Computes the neg-to-pos class ratio for each cf_000 group using the requested template; groups with zero 'pos' rows return NULL ratios via NULLIF.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/usage_summary.json 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f40a9097e739b6ae/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..140c7843e5d050e67e312b715bf03b635372521e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68904, "bytes_utf8": 68904, "lines": 2150, "estimated_tokens": 21789}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 769, "bytes_utf8": 769, "lines": 1, "estimated_tokens": 231}, "usage": {"input_tokens": 45084, "cached_input_tokens": 44416, "output_tokens": 4312, "reasoning_output_tokens": 4075}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2b3bb6325e2f0bb3f947835c08c9d62a95dbd413 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f73be74eddadf154", + "api_calls": 0, + "input_tokens": 45084, + "cached_input_tokens": 44416, + "output_tokens": 4312, + "total_tokens": 49396, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21789, + "estimated_output_tokens": 231, + "estimated_total_tokens": 22020, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 80667.41, + "sql_execution_elapsed_ms_total": 133.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e14501f3dbf22c0bdf584d0d9cc076b5cfc48881 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:26:55.051507+00:00", + "ended_at": "2026-05-26T01:28:15.720360+00:00", + "elapsed_ms": 80667.41, + "prompt_metrics": { + "chars": 68904, + "bytes_utf8": 68904, + "lines": 2150, + "estimated_tokens": 21789 + }, + "stdout_metrics": { + "chars": 1206, + "bytes_utf8": 1206, + "lines": 4, + "estimated_tokens": 396 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 769, + "bytes_utf8": 769, + "lines": 1, + "estimated_tokens": 231 + }, + "usage": { + "input_tokens": 45084, + "cached_input_tokens": 44416, + "output_tokens": 4312, + "reasoning_output_tokens": 4075 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5b584352b2acbf754979fd2b01619ece0ae75766 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2150 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=class, measure_col=at_000.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "class", + "measure_col": "at_000", + "item_col": "aq_000", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2855.68, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4aa1ce04dea7bff784ebf414ad8c5d66eb4ec83f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e4-5776-7123-8260-05f110ce108c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"class\\\",\\n \\\"aq_000\\\",\\n SUM(CAST(NULLIF(\\\"at_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"at_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"aq_000\\\", '') IS NOT NULL\\n GROUP BY \\\"class\\\", \\\"aq_000\\\"\\n)\\nSELECT\\n \\\"class\\\",\\n \\\"aq_000\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"class\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned template with group_col=\\\"class\\\", item_col=\\\"aq_000\\\", and measure_col=\\\"at_000\\\". Since \\\"at_000\\\" is stored as TEXT, the query casts it to REAL and excludes blank measure/item values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45084,"cached_input_tokens":44416,"output_tokens":4312,"reasoning_output_tokens":4075}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e8d9e1743d9f7d23b5dac131b8b97fab433f099d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n \"class\",\n \"aq_000\",\n SUM(CAST(NULLIF(\"at_000\", '') AS REAL)) AS \"total_measure\"\n FROM \"n18\"\n WHERE NULLIF(\"at_000\", '') IS NOT NULL\n AND NULLIF(\"aq_000\", '') IS NOT NULL\n GROUP BY \"class\", \"aq_000\"\n)\nSELECT\n \"class\",\n \"aq_000\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"class\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the planned template with group_col=\"class\", item_col=\"aq_000\", and measure_col=\"at_000\". Since \"at_000\" is stored as TEXT, the query casts it to REAL and excludes blank measure/item values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..333bc80c0177a6d94e264302881c8c29f5819b25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=class, measure_col=at_000. +Result preview: [{"class": "pos", "aq_000": "8910462", "total_measure": 27711750.0, "share_within_group": 16.797628574362363}, {"class": "pos", "aq_000": "10012312", "total_measure": 10654346.0, "share_within_group": 6.458190002823472}, {"class": "pos", "aq_000": "8299058", "total_measure": 10400504.0, "share_within_group": 6.304322288493872}, {"class": "pos", "aq_000": "9672896", "total_measure": 8212016.0, "share_within_group": 4.9777583376986625}, {"class": "pos", "aq_000": "6867538", "total_measure": 8055026.0, "share_within_group": 4.88259799200093}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f26696d69f21111cc49123b799180976d47582db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/generated_sql.sql @@ -0,0 +1,30 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_f73be74eddadf154 +-- problem_id: v2p_n18_9558254505f8d9af +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "class", + "aq_000", + SUM(CAST(NULLIF("at_000", '') AS REAL)) AS "total_measure" + FROM "n18" + WHERE NULLIF("at_000", '') IS NOT NULL + AND NULLIF("aq_000", '') IS NOT NULL + GROUP BY "class", "aq_000" +) +SELECT + "class", + "aq_000", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "class") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..528a3f769c218cb0c04f3ee4193a58644da129f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n \"class\",\n \"aq_000\",\n SUM(CAST(NULLIF(\"at_000\", '') AS REAL)) AS \"total_measure\"\n FROM \"n18\"\n WHERE NULLIF(\"at_000\", '') IS NOT NULL\n AND NULLIF(\"aq_000\", '') IS NOT NULL\n GROUP BY \"class\", \"aq_000\"\n)\nSELECT\n \"class\",\n \"aq_000\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"class\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"class\\\",\\n \\\"aq_000\\\",\\n SUM(CAST(NULLIF(\\\"at_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"at_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"aq_000\\\", '') IS NOT NULL\\n GROUP BY \\\"class\\\", \\\"aq_000\\\"\\n)\\nSELECT\\n \\\"class\\\",\\n \\\"aq_000\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"class\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"class\", \"aq_000\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"class\": \"pos\", \"aq_000\": \"8910462\", \"total_measure\": 27711750.0, \"share_within_group\": 16.797628574362363}, {\"class\": \"pos\", \"aq_000\": \"10012312\", \"total_measure\": 10654346.0, \"share_within_group\": 6.458190002823472}, {\"class\": \"pos\", \"aq_000\": \"8299058\", \"total_measure\": 10400504.0, \"share_within_group\": 6.304322288493872}, {\"class\": \"pos\", \"aq_000\": \"9672896\", \"total_measure\": 8212016.0, \"share_within_group\": 4.9777583376986625}, {\"class\": \"pos\", \"aq_000\": \"6867538\", \"total_measure\": 8055026.0, \"share_within_group\": 4.88259799200093}, {\"class\": \"pos\", \"aq_000\": \"4611954\", \"total_measure\": 7869774.0, \"share_within_group\": 4.770306480686856}, {\"class\": \"pos\", \"aq_000\": \"5218544\", \"total_measure\": 6309640.0, \"share_within_group\": 3.8246227379338995}, {\"class\": \"pos\", \"aq_000\": \"11492374\", \"total_measure\": 6274052.0, \"share_within_group\": 3.8030508774160903}, {\"class\": \"pos\", \"aq_000\": \"2363040\", \"total_measure\": 6178524.0, \"share_within_group\": 3.745146058613536}, {\"class\": \"pos\", \"aq_000\": \"3150326\", \"total_measure\": 6074804.0, \"share_within_group\": 3.6822756142809743}, {\"class\": \"pos\", \"aq_000\": \"4042194\", \"total_measure\": 5270110.0, \"share_within_group\": 3.1945059523860038}, {\"class\": \"pos\", \"aq_000\": \"2864752\", \"total_measure\": 4995208.0, \"share_within_group\": 3.0278726040644663}, {\"class\": \"neg\", \"aq_000\": \"1492772\", \"total_measure\": 5612844.0, \"share_within_group\": 2.486800186870085}, {\"class\": \"pos\", \"aq_000\": \"6881790\", \"total_measure\": 3937842.0, \"share_within_group\": 2.386944429728337}, {\"class\": \"pos\", \"aq_000\": \"4597334\", \"total_measure\": 3394398.0, \"share_within_group\": 2.057532881812172}, {\"class\": \"pos\", \"aq_000\": \"2461906\", \"total_measure\": 2916032.0, \"share_within_group\": 1.7675687189352904}, {\"class\": \"pos\", \"aq_000\": \"2883128\", \"total_measure\": 2779104.0, \"share_within_group\": 1.6845690640802093}, {\"class\": \"pos\", \"aq_000\": \"20559444\", \"total_measure\": 2531138.0, \"share_within_group\": 1.5342631192347795}, {\"class\": \"pos\", \"aq_000\": \"11845290\", \"total_measure\": 2388912.0, \"share_within_group\": 1.4480520527515275}, {\"class\": \"neg\", \"aq_000\": \"1527294\", \"total_measure\": 3266748.0, \"share_within_group\": 1.4473499596385497}, {\"class\": \"neg\", \"aq_000\": \"10015734\", \"total_measure\": 3185302.0, \"share_within_group\": 1.4112648790591107}, {\"class\": \"pos\", \"aq_000\": \"4052578\", \"total_measure\": 2228946.0, \"share_within_group\": 1.3510877884042218}, {\"class\": \"neg\", \"aq_000\": \"15757896\", \"total_measure\": 3043900.0, \"share_within_group\": 1.348615975931961}, {\"class\": \"neg\", \"aq_000\": \"10085652\", \"total_measure\": 3022780.0, \"share_within_group\": 1.3392586483549438}, {\"class\": \"pos\", \"aq_000\": \"6558846\", \"total_measure\": 2153716.0, \"share_within_group\": 1.3054867131329277}, {\"class\": \"pos\", \"aq_000\": \"8954860\", \"total_measure\": 2026440.0, \"share_within_group\": 1.2283376707797546}, {\"class\": \"neg\", \"aq_000\": \"19328544\", \"total_measure\": 2755820.0, \"share_within_group\": 1.2209806100045393}, {\"class\": \"neg\", \"aq_000\": \"4855274\", \"total_measure\": 2340608.0, \"share_within_group\": 1.0370187398384163}, {\"class\": \"neg\", \"aq_000\": \"11107454\", \"total_measure\": 2330936.0, \"share_within_group\": 1.032733509141214}, {\"class\": \"neg\", \"aq_000\": \"8201422\", \"total_measure\": 2325002.0, \"share_within_group\": 1.030104419091876}, {\"class\": \"pos\", \"aq_000\": \"9614782\", \"total_measure\": 1692684.0, \"share_within_group\": 1.026029649003256}, {\"class\": \"pos\", \"aq_000\": \"3022080\", \"total_measure\": 1556838.0, \"share_within_group\": 0.9436858543561181}, {\"class\": \"neg\", \"aq_000\": \"7782230\", \"total_measure\": 2075458.0, \"share_within_group\": 0.9195426315502467}, {\"class\": \"neg\", \"aq_000\": \"8494840\", \"total_measure\": 2044976.0, \"share_within_group\": 0.906037420413758}, {\"class\": \"neg\", \"aq_000\": \"11698314\", \"total_measure\": 2036220.0, \"share_within_group\": 0.9021580283557862}, {\"class\": \"neg\", \"aq_000\": \"3702882\", \"total_measure\": 2002016.0, \"share_within_group\": 0.8870037654559614}, {\"class\": \"neg\", \"aq_000\": \"1063666\", \"total_measure\": 1958864.0, \"share_within_group\": 0.8678850438838283}, {\"class\": \"neg\", \"aq_000\": \"17733416\", \"total_measure\": 1908492.0, \"share_within_group\": 0.8455674631684156}, {\"class\": \"neg\", \"aq_000\": \"13869946\", \"total_measure\": 1887514.0, \"share_within_group\": 0.8362730494415846}, {\"class\": \"neg\", \"aq_000\": \"1059398\", \"total_measure\": 1809898.0, \"share_within_group\": 0.801884870596046}, {\"class\": \"pos\", \"aq_000\": \"7673782\", \"total_measure\": 1313210.0, \"share_within_group\": 0.7960094118970618}, {\"class\": \"neg\", \"aq_000\": \"865040\", \"total_measure\": 1782152.0, \"share_within_group\": 0.7895918587138527}, {\"class\": \"neg\", \"aq_000\": \"4077962\", \"total_measure\": 1735536.0, \"share_within_group\": 0.7689383936413982}, {\"class\": \"neg\", \"aq_000\": \"8471586\", \"total_measure\": 1710818.0, \"share_within_group\": 0.7579869531561371}, {\"class\": \"pos\", \"aq_000\": \"3710182\", \"total_measure\": 1193866.0, \"share_within_group\": 0.7236683946542423}, {\"class\": \"neg\", \"aq_000\": \"3927008\", \"total_measure\": 1603932.0, \"share_within_group\": 0.710630546177109}, {\"class\": \"neg\", \"aq_000\": \"6180312\", \"total_measure\": 1596932.0, \"share_within_group\": 0.70752915919609}, {\"class\": \"neg\", \"aq_000\": \"1362094\", \"total_measure\": 1594228.0, \"share_within_group\": 0.7063311377108507}, {\"class\": \"pos\", \"aq_000\": \"2204958\", \"total_measure\": 1161742.0, \"share_within_group\": 0.7041962566505862}, {\"class\": \"pos\", \"aq_000\": \"3764188\", \"total_measure\": 1116060.0, \"share_within_group\": 0.6765058629174577}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 133.7}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..669b002ce9fc8c1e29666e3c852218f1536f8ee1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:26:55.037425+00:00", + "ended_at": "2026-05-26T01:28:15.872924+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_f73be74eddadf154", + "problem_id": "v2p_n18_9558254505f8d9af", + "dataset_id": "n18", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=class, measure_col=at_000.", + "bindings": { + "group_col": "class", + "measure_col": "at_000", + "item_col": "aq_000", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2855.68, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=24" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f73be74eddadf154.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f73be74eddadf154", + "api_calls": 0, + "input_tokens": 45084, + "cached_input_tokens": 44416, + "output_tokens": 4312, + "total_tokens": 49396, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21789, + "estimated_output_tokens": 231, + "estimated_total_tokens": 22020, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 80667.41, + "sql_execution_elapsed_ms_total": 133.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2aa2f22af9f132ffccac42723654924fbeca8aa4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:28:15.732147+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 80667.41, "started_at": "2026-05-26T01:26:55.051507+00:00", "ended_at": "2026-05-26T01:28:15.720360+00:00", "prompt_metrics": {"chars": 68904, "bytes_utf8": 68904, "lines": 2150, "estimated_tokens": 21789}, "response_metrics": {"chars": 769, "bytes_utf8": 769, "lines": 1, "estimated_tokens": 231}, "usage": {"input_tokens": 45084, "cached_input_tokens": 44416, "output_tokens": 4312, "reasoning_output_tokens": 4075}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"class\\\",\\n \\\"aq_000\\\",\\n SUM(CAST(NULLIF(\\\"at_000\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n18\\\"\\n WHERE NULLIF(\\\"at_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"aq_000\\\", '') IS NOT NULL\\n GROUP BY \\\"class\\\", \\\"aq_000\\\"\\n)\\nSELECT\\n \\\"class\\\",\\n \\\"aq_000\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"class\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned template with group_col=\\\"class\\\", item_col=\\\"aq_000\\\", and measure_col=\\\"at_000\\\". Since \\\"at_000\\\" is stored as TEXT, the query casts it to REAL and excludes blank measure/item values.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..190dd1818567b6c3b88764bf959213b8c610a1fb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f73be74eddadf154", + "api_calls": 0, + "input_tokens": 45084, + "cached_input_tokens": 44416, + "output_tokens": 4312, + "total_tokens": 49396, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21789, + "estimated_output_tokens": 231, + "estimated_total_tokens": 22020, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 80667.41, + "sql_execution_elapsed_ms_total": 133.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f73be74eddadf154/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7f20588fcbe2bddb15542fee32a778d6885b5af1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68589, "bytes_utf8": 68589, "lines": 2148, "estimated_tokens": 21687}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 530, "bytes_utf8": 530, "lines": 1, "estimated_tokens": 140}, "usage": {"input_tokens": 44982, "cached_input_tokens": 44416, "output_tokens": 615, "reasoning_output_tokens": 469}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d7ac0eae3e48befc3642a402bc80005dea143164 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f86f2992b4a1ab85", + "api_calls": 0, + "input_tokens": 44982, + "cached_input_tokens": 44416, + "output_tokens": 615, + "total_tokens": 45597, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21687, + "estimated_output_tokens": 140, + "estimated_total_tokens": 21827, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16745.71, + "sql_execution_elapsed_ms_total": 83.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..98e8b29aa5a081b2f19e5c2866ac5fd7b26605f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:28:15.889038+00:00", + "ended_at": "2026-05-26T01:28:32.634805+00:00", + "elapsed_ms": 16745.71, + "prompt_metrics": { + "chars": 68589, + "bytes_utf8": 68589, + "lines": 2148, + "estimated_tokens": 21687 + }, + "stdout_metrics": { + "chars": 895, + "bytes_utf8": 895, + "lines": 4, + "estimated_tokens": 259 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 530, + "bytes_utf8": 530, + "lines": 1, + "estimated_tokens": 140 + }, + "usage": { + "input_tokens": 44982, + "cached_input_tokens": 44416, + "output_tokens": 615, + "reasoning_output_tokens": 469 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7ac020ed558257f6c89f87a25977015cf82b6ced --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2148 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=cf_000, measure_col=du_000.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "cf_000", + "measure_col": "du_000", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 4797440.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..dc3c4246071d0dab46ad8c47b50a4c9f94f69ed3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e5-933c-7f32-bf96-284aacdd823e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"cf_000\\\",\\n AVG(CAST(NULLIF(\\\"du_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cf_000\\\") AS avg_measure\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"cf_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"du_000\\\", '') IS NOT NULL\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the planned window-partition-average template with \\\"cf_000\\\" as the grouping column and \\\"du_000\\\" as the measure, filtering empty-string missing values and casting the measure to REAL for SQLite-safe averaging.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":44982,"cached_input_tokens":44416,"output_tokens":615,"reasoning_output_tokens":469}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a6edebf77ddae6ea42bfca4aee3f80621b6286da --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"cf_000\",\n AVG(CAST(NULLIF(\"du_000\", '') AS REAL)) OVER (PARTITION BY \"cf_000\") AS avg_measure\nFROM \"n18\"\nWHERE NULLIF(\"cf_000\", '') IS NOT NULL\n AND NULLIF(\"du_000\", '') IS NOT NULL\nORDER BY avg_measure DESC;","notes":"Uses the planned window-partition-average template with \"cf_000\" as the grouping column and \"du_000\" as the measure, filtering empty-string missing values and casting the measure to REAL for SQLite-safe averaging."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..5d2e11da3e1e751c3e6aaa6da5498bdbc7171bc9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=cf_000, measure_col=du_000. +Result preview: [{"cf_000": "23044", "avg_measure": 172174720.0}, {"cf_000": "16512", "avg_measure": 159762180.0}, {"cf_000": "223146", "avg_measure": 156252840.0}, {"cf_000": "82934", "avg_measure": 104438780.0}, {"cf_000": "3290", "avg_measure": 98579780.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..830ff5d0e9045b4056d077f9b169a6d3df9ca7c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_f86f2992b4a1ab85 +-- problem_id: v2p_n18_57101ebe99e7f8b9 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "cf_000", + AVG(CAST(NULLIF("du_000", '') AS REAL)) OVER (PARTITION BY "cf_000") AS avg_measure +FROM "n18" +WHERE NULLIF("cf_000", '') IS NOT NULL + AND NULLIF("du_000", '') IS NOT NULL +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..17832e898c6924c2e36dc213aa045887f46c6cf7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"cf_000\",\n AVG(CAST(NULLIF(\"du_000\", '') AS REAL)) OVER (PARTITION BY \"cf_000\") AS avg_measure\nFROM \"n18\"\nWHERE NULLIF(\"cf_000\", '') IS NOT NULL\n AND NULLIF(\"du_000\", '') IS NOT NULL\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"cf_000\\\",\\n AVG(CAST(NULLIF(\\\"du_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cf_000\\\") AS avg_measure\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"cf_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"du_000\\\", '') IS NOT NULL\\nORDER BY avg_measure DESC;\", \"columns\": [\"cf_000\", \"avg_measure\"], \"rows\": [{\"cf_000\": \"23044\", \"avg_measure\": 172174720.0}, {\"cf_000\": \"16512\", \"avg_measure\": 159762180.0}, {\"cf_000\": \"223146\", \"avg_measure\": 156252840.0}, {\"cf_000\": \"82934\", \"avg_measure\": 104438780.0}, {\"cf_000\": \"3290\", \"avg_measure\": 98579780.0}, {\"cf_000\": \"39800\", \"avg_measure\": 91228220.0}, {\"cf_000\": \"31218\", \"avg_measure\": 82801840.0}, {\"cf_000\": \"50800\", \"avg_measure\": 70659380.0}, {\"cf_000\": \"464\", \"avg_measure\": 61360950.0}, {\"cf_000\": \"1616\", \"avg_measure\": 55558540.0}, {\"cf_000\": \"20054\", \"avg_measure\": 49904660.0}, {\"cf_000\": \"8378\", \"avg_measure\": 46195980.0}, {\"cf_000\": \"1210\", \"avg_measure\": 38451620.0}, {\"cf_000\": \"28246\", \"avg_measure\": 37215940.0}, {\"cf_000\": \"12446\", \"avg_measure\": 35718760.0}, {\"cf_000\": \"146\", \"avg_measure\": 35315933.333333336}, {\"cf_000\": \"140934\", \"avg_measure\": 33825660.0}, {\"cf_000\": \"1506\", \"avg_measure\": 31190400.0}, {\"cf_000\": \"816\", \"avg_measure\": 30886720.0}, {\"cf_000\": \"2796\", \"avg_measure\": 30624460.0}, {\"cf_000\": \"1846\", \"avg_measure\": 27442580.0}, {\"cf_000\": \"316\", \"avg_measure\": 27124960.0}, {\"cf_000\": \"6920\", \"avg_measure\": 27084860.0}, {\"cf_000\": \"16774\", \"avg_measure\": 26939980.0}, {\"cf_000\": \"1594\", \"avg_measure\": 26878020.0}, {\"cf_000\": \"164\", \"avg_measure\": 26133848.0}, {\"cf_000\": \"416\", \"avg_measure\": 25769173.333333332}, {\"cf_000\": \"14130\", \"avg_measure\": 25747640.0}, {\"cf_000\": \"180\", \"avg_measure\": 24881020.0}, {\"cf_000\": \"6832\", \"avg_measure\": 24238340.0}, {\"cf_000\": \"3044\", \"avg_measure\": 23926960.0}, {\"cf_000\": \"2376\", \"avg_measure\": 23276780.0}, {\"cf_000\": \"11672\", \"avg_measure\": 20459420.0}, {\"cf_000\": \"692\", \"avg_measure\": 20443160.0}, {\"cf_000\": \"468\", \"avg_measure\": 19185780.0}, {\"cf_000\": \"122\", \"avg_measure\": 18888563.333333332}, {\"cf_000\": \"348\", \"avg_measure\": 18740860.0}, {\"cf_000\": \"200\", \"avg_measure\": 18665832.0}, {\"cf_000\": \"336\", \"avg_measure\": 18541980.0}, {\"cf_000\": \"112\", \"avg_measure\": 18440562.85714286}, {\"cf_000\": \"842\", \"avg_measure\": 17676600.0}, {\"cf_000\": \"90\", \"avg_measure\": 17597788.888888888}, {\"cf_000\": \"8282\", \"avg_measure\": 17490680.0}, {\"cf_000\": \"58\", \"avg_measure\": 17343164.76190476}, {\"cf_000\": \"366\", \"avg_measure\": 17123620.0}, {\"cf_000\": \"2486\", \"avg_measure\": 17065060.0}, {\"cf_000\": \"11884\", \"avg_measure\": 16859920.0}, {\"cf_000\": \"1316\", \"avg_measure\": 16137920.0}, {\"cf_000\": \"4076\", \"avg_measure\": 16107820.0}, {\"cf_000\": \"3110\", \"avg_measure\": 16052960.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 83.36}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8acb025cc7b373a5ab4c5fdfeb5cd3f8ded96fdc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:28:15.873475+00:00", + "ended_at": "2026-05-26T01:28:32.733282+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_f86f2992b4a1ab85", + "problem_id": "v2p_n18_57101ebe99e7f8b9", + "dataset_id": "n18", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=cf_000, measure_col=du_000.", + "bindings": { + "group_col": "cf_000", + "measure_col": "du_000", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 4797440.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f86f2992b4a1ab85.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f86f2992b4a1ab85", + "api_calls": 0, + "input_tokens": 44982, + "cached_input_tokens": 44416, + "output_tokens": 615, + "total_tokens": 45597, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21687, + "estimated_output_tokens": 140, + "estimated_total_tokens": 21827, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16745.71, + "sql_execution_elapsed_ms_total": 83.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cdf70e199f43020618f549425d090e1cda680ffe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:28:32.646995+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16745.71, "started_at": "2026-05-26T01:28:15.889038+00:00", "ended_at": "2026-05-26T01:28:32.634805+00:00", "prompt_metrics": {"chars": 68589, "bytes_utf8": 68589, "lines": 2148, "estimated_tokens": 21687}, "response_metrics": {"chars": 530, "bytes_utf8": 530, "lines": 1, "estimated_tokens": 140}, "usage": {"input_tokens": 44982, "cached_input_tokens": 44416, "output_tokens": 615, "reasoning_output_tokens": 469}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"cf_000\\\",\\n AVG(CAST(NULLIF(\\\"du_000\\\", '') AS REAL)) OVER (PARTITION BY \\\"cf_000\\\") AS avg_measure\\nFROM \\\"n18\\\"\\nWHERE NULLIF(\\\"cf_000\\\", '') IS NOT NULL\\n AND NULLIF(\\\"du_000\\\", '') IS NOT NULL\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the planned window-partition-average template with \\\"cf_000\\\" as the grouping column and \\\"du_000\\\" as the measure, filtering empty-string missing values and casting the measure to REAL for SQLite-safe averaging.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4d2edf069a52dccd67f8fceb413e0883c6f7e3bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f86f2992b4a1ab85", + "api_calls": 0, + "input_tokens": 44982, + "cached_input_tokens": 44416, + "output_tokens": 615, + "total_tokens": 45597, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21687, + "estimated_output_tokens": 140, + "estimated_total_tokens": 21827, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16745.71, + "sql_execution_elapsed_ms_total": 83.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f86f2992b4a1ab85/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8aa66c2f02eb5f7fb0ced7aabfb15a8b612a596c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68750, "bytes_utf8": 68750, "lines": 2151, "estimated_tokens": 21730}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 407, "bytes_utf8": 407, "lines": 1, "estimated_tokens": 115}, "usage": {"input_tokens": 45025, "cached_input_tokens": 44416, "output_tokens": 637, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8e440532a90451c80cd809f0543e0f4fcb3e5871 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f891d6fdaf139c15", + "api_calls": 0, + "input_tokens": 45025, + "cached_input_tokens": 44416, + "output_tokens": 637, + "total_tokens": 45662, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21730, + "estimated_output_tokens": 115, + "estimated_total_tokens": 21845, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14941.27, + "sql_execution_elapsed_ms_total": 30.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..931adea369302b4bd7da6194c5d1485f9e1a110d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:28:32.749434+00:00", + "ended_at": "2026-05-26T01:28:47.690730+00:00", + "elapsed_ms": 14941.27, + "prompt_metrics": { + "chars": 68750, + "bytes_utf8": 68750, + "lines": 2151, + "estimated_tokens": 21730 + }, + "stdout_metrics": { + "chars": 770, + "bytes_utf8": 770, + "lines": 4, + "estimated_tokens": 233 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 407, + "bytes_utf8": 407, + "lines": 1, + "estimated_tokens": 115 + }, + "usage": { + "input_tokens": 45025, + "cached_input_tokens": 44416, + "output_tokens": 637, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4bc95eb85174d18f19831354f587f408d75a074e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ae_000, condition_col=class.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "ae_000", + "condition_col": "class", + "condition_value": "pos", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 254.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..399f9c6dff4ba8590bc6ea16b82997d2f9f72112 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e5-d51b-7bd1-a1fe-e7bc9fd1f9f7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"ae_000\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'pos' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ae_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the provided Grouped Condition Rate template directly: groups rows by raw \\\"ae_000\\\" values and computes the fraction of rows with \\\"class\\\" = 'pos' in each group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45025,"cached_input_tokens":44416,"output_tokens":637,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..227d033b5ef918e1a9dba8a5b74b2224f56a24e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"ae_000\",\n AVG(CASE WHEN \"class\" = 'pos' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"ae_000\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the provided Grouped Condition Rate template directly: groups rows by raw \"ae_000\" values and computes the fraction of rows with \"class\" = 'pos' in each group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..eca1176a4f11075ff487f2f673130f0d392726cd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ae_000, condition_col=class. +Result preview: [{"ae_000": "940", "condition_rate": 1.0}, {"ae_000": "936", "condition_rate": 1.0}, {"ae_000": "816", "condition_rate": 1.0}, {"ae_000": "662", "condition_rate": 1.0}, {"ae_000": "5386", "condition_rate": 1.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b61f5786756e76acc2c467a86f84c15d95541bae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_f891d6fdaf139c15 +-- problem_id: v2p_n18_5aa719301fa9ed6a +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", + AVG(CASE WHEN "class" = 'pos' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n18" +GROUP BY "ae_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2135b452fe1ec3bd6acff077ea8d4b7809b5a209 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"ae_000\",\n AVG(CASE WHEN \"class\" = 'pos' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"ae_000\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"ae_000\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'pos' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ae_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"ae_000\", \"condition_rate\"], \"rows\": [{\"ae_000\": \"940\", \"condition_rate\": 1.0}, {\"ae_000\": \"936\", \"condition_rate\": 1.0}, {\"ae_000\": \"816\", \"condition_rate\": 1.0}, {\"ae_000\": \"662\", \"condition_rate\": 1.0}, {\"ae_000\": \"5386\", \"condition_rate\": 1.0}, {\"ae_000\": \"468\", \"condition_rate\": 1.0}, {\"ae_000\": \"404\", \"condition_rate\": 1.0}, {\"ae_000\": \"1346\", \"condition_rate\": 1.0}, {\"ae_000\": \"422\", \"condition_rate\": 0.5}, {\"ae_000\": \"152\", \"condition_rate\": 0.3333333333333333}, {\"ae_000\": \"1468\", \"condition_rate\": 0.25}, {\"ae_000\": \"\", \"condition_rate\": 0.14545454545454545}, {\"ae_000\": \"214\", \"condition_rate\": 0.14285714285714285}, {\"ae_000\": \"38\", \"condition_rate\": 0.06666666666666667}, {\"ae_000\": \"14\", \"condition_rate\": 0.02}, {\"ae_000\": \"0\", \"condition_rate\": 0.012758331318360903}, {\"ae_000\": \"98\", \"condition_rate\": 0.0}, {\"ae_000\": \"972\", \"condition_rate\": 0.0}, {\"ae_000\": \"962\", \"condition_rate\": 0.0}, {\"ae_000\": \"96\", \"condition_rate\": 0.0}, {\"ae_000\": \"952\", \"condition_rate\": 0.0}, {\"ae_000\": \"950\", \"condition_rate\": 0.0}, {\"ae_000\": \"946\", \"condition_rate\": 0.0}, {\"ae_000\": \"94\", \"condition_rate\": 0.0}, {\"ae_000\": \"938\", \"condition_rate\": 0.0}, {\"ae_000\": \"920\", \"condition_rate\": 0.0}, {\"ae_000\": \"92\", \"condition_rate\": 0.0}, {\"ae_000\": \"90\", \"condition_rate\": 0.0}, {\"ae_000\": \"894\", \"condition_rate\": 0.0}, {\"ae_000\": \"88\", \"condition_rate\": 0.0}, {\"ae_000\": \"878\", \"condition_rate\": 0.0}, {\"ae_000\": \"872\", \"condition_rate\": 0.0}, {\"ae_000\": \"864\", \"condition_rate\": 0.0}, {\"ae_000\": \"86\", \"condition_rate\": 0.0}, {\"ae_000\": \"84\", \"condition_rate\": 0.0}, {\"ae_000\": \"836\", \"condition_rate\": 0.0}, {\"ae_000\": \"8332\", \"condition_rate\": 0.0}, {\"ae_000\": \"832\", \"condition_rate\": 0.0}, {\"ae_000\": \"826\", \"condition_rate\": 0.0}, {\"ae_000\": \"82\", \"condition_rate\": 0.0}, {\"ae_000\": \"814\", \"condition_rate\": 0.0}, {\"ae_000\": \"806\", \"condition_rate\": 0.0}, {\"ae_000\": \"804\", \"condition_rate\": 0.0}, {\"ae_000\": \"80\", \"condition_rate\": 0.0}, {\"ae_000\": \"8\", \"condition_rate\": 0.0}, {\"ae_000\": \"794\", \"condition_rate\": 0.0}, {\"ae_000\": \"788\", \"condition_rate\": 0.0}, {\"ae_000\": \"784\", \"condition_rate\": 0.0}, {\"ae_000\": \"782\", \"condition_rate\": 0.0}, {\"ae_000\": \"78\", \"condition_rate\": 0.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 30.28}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..086c62b4b39223a49009bd9d55529ad64b4cf646 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:28:32.733744+00:00", + "ended_at": "2026-05-26T01:28:47.734971+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_f891d6fdaf139c15", + "problem_id": "v2p_n18_5aa719301fa9ed6a", + "dataset_id": "n18", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=ae_000, condition_col=class.", + "bindings": { + "group_col": "ae_000", + "condition_col": "class", + "condition_value": "pos", + "positive_value": "neg", + "negative_value": "pos", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 254.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=98" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f891d6fdaf139c15.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f891d6fdaf139c15", + "api_calls": 0, + "input_tokens": 45025, + "cached_input_tokens": 44416, + "output_tokens": 637, + "total_tokens": 45662, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21730, + "estimated_output_tokens": 115, + "estimated_total_tokens": 21845, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14941.27, + "sql_execution_elapsed_ms_total": 30.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..83c6ab9131cfad0b1cc6a0be567b09599b1786de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:28:47.702910+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14941.27, "started_at": "2026-05-26T01:28:32.749434+00:00", "ended_at": "2026-05-26T01:28:47.690730+00:00", "prompt_metrics": {"chars": 68750, "bytes_utf8": 68750, "lines": 2151, "estimated_tokens": 21730}, "response_metrics": {"chars": 407, "bytes_utf8": 407, "lines": 1, "estimated_tokens": 115}, "usage": {"input_tokens": 45025, "cached_input_tokens": 44416, "output_tokens": 637, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"ae_000\\\",\\n AVG(CASE WHEN \\\"class\\\" = 'pos' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ae_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the provided Grouped Condition Rate template directly: groups rows by raw \\\"ae_000\\\" values and computes the fraction of rows with \\\"class\\\" = 'pos' in each group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d964adb5cc29c0984aa1c98c8a6c242aa2030c68 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_f891d6fdaf139c15", + "api_calls": 0, + "input_tokens": 45025, + "cached_input_tokens": 44416, + "output_tokens": 637, + "total_tokens": 45662, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21730, + "estimated_output_tokens": 115, + "estimated_total_tokens": 21845, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14941.27, + "sql_execution_elapsed_ms_total": 30.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_f891d6fdaf139c15/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1fef360b364332648e86fe17fbbed860809d4dfe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68735, "bytes_utf8": 68735, "lines": 2151, "estimated_tokens": 21734}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 417, "bytes_utf8": 417, "lines": 1, "estimated_tokens": 115}, "usage": {"input_tokens": 45029, "cached_input_tokens": 22912, "output_tokens": 1098, "reasoning_output_tokens": 977}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..22764b459ed48827feaf35077687f7cf164ac37a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_fb9cd46d868f8305", + "api_calls": 0, + "input_tokens": 45029, + "cached_input_tokens": 22912, + "output_tokens": 1098, + "total_tokens": 46127, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21734, + "estimated_output_tokens": 115, + "estimated_total_tokens": 21849, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23204.79, + "sql_execution_elapsed_ms_total": 35.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..72666c1e16124dd2490044e8a91f445da5d09617 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:28:47.750926+00:00", + "ended_at": "2026-05-26T01:29:10.955757+00:00", + "elapsed_ms": 23204.79, + "prompt_metrics": { + "chars": 68735, + "bytes_utf8": 68735, + "lines": 2151, + "estimated_tokens": 21734 + }, + "stdout_metrics": { + "chars": 781, + "bytes_utf8": 781, + "lines": 4, + "estimated_tokens": 237 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 417, + "bytes_utf8": 417, + "lines": 1, + "estimated_tokens": 115 + }, + "usage": { + "input_tokens": 45029, + "cached_input_tokens": 22912, + "output_tokens": 1098, + "reasoning_output_tokens": 977 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..67b4f267f262dd7e76d79b7cb7729874f5a395be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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Focus on group_col=af_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "af_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 882.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bd1b525f5cd9e3175bf494f2a8ad052faad47a19 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e6-0fb2-7bd0-8b25-f6a53d2e7100"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"af_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"af_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the Grouped Condition Rate template with group_col=\\\"af_000\\\" and condition_col=\\\"ch_000\\\", using text comparison to '0' because the SQLite schema stores these fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45029,"cached_input_tokens":22912,"output_tokens":1098,"reasoning_output_tokens":977}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..02cb42ef1ba01e617148aa12c837e477606da78f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"af_000\",\n AVG(CASE WHEN \"ch_000\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"af_000\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the Grouped Condition Rate template with group_col=\"af_000\" and condition_col=\"ch_000\", using text comparison to '0' because the SQLite schema stores these fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..59567b621cab2eb0c5a75470d25cbb18f69b9527 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=af_000, condition_col=ch_000. +Result preview: [{"af_000": "994", "condition_rate": 1.0}, {"af_000": "988", "condition_rate": 1.0}, {"af_000": "986", "condition_rate": 1.0}, {"af_000": "982", "condition_rate": 1.0}, {"af_000": "962", "condition_rate": 1.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7b0cd400d4e47c7df94d11a34b753f2033be8a72 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_fb9cd46d868f8305 +-- problem_id: v2p_n18_b90ad5f4f7a956d2 +-- realization_mode: agent +-- source_kind: agent +SELECT "af_000", + AVG(CASE WHEN "ch_000" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n18" +GROUP BY "af_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4c506649ef20e53d22c79c466c0eb97f64d3602e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"af_000\",\n AVG(CASE WHEN \"ch_000\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"af_000\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"af_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"af_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"af_000\", \"condition_rate\"], \"rows\": [{\"af_000\": \"994\", \"condition_rate\": 1.0}, {\"af_000\": \"988\", \"condition_rate\": 1.0}, {\"af_000\": \"986\", \"condition_rate\": 1.0}, {\"af_000\": \"982\", \"condition_rate\": 1.0}, {\"af_000\": \"962\", \"condition_rate\": 1.0}, {\"af_000\": \"96\", \"condition_rate\": 1.0}, {\"af_000\": \"956\", \"condition_rate\": 1.0}, {\"af_000\": \"954\", \"condition_rate\": 1.0}, {\"af_000\": \"948\", \"condition_rate\": 1.0}, {\"af_000\": \"940\", \"condition_rate\": 1.0}, {\"af_000\": \"94\", \"condition_rate\": 1.0}, {\"af_000\": \"934\", \"condition_rate\": 1.0}, {\"af_000\": \"932\", \"condition_rate\": 1.0}, {\"af_000\": \"930\", \"condition_rate\": 1.0}, {\"af_000\": \"924\", \"condition_rate\": 1.0}, {\"af_000\": \"92\", \"condition_rate\": 1.0}, {\"af_000\": \"912\", \"condition_rate\": 1.0}, {\"af_000\": \"910\", \"condition_rate\": 1.0}, {\"af_000\": \"9040\", \"condition_rate\": 1.0}, {\"af_000\": \"900\", \"condition_rate\": 1.0}, {\"af_000\": \"90\", \"condition_rate\": 1.0}, {\"af_000\": \"882\", \"condition_rate\": 1.0}, {\"af_000\": \"88\", \"condition_rate\": 1.0}, {\"af_000\": \"878\", \"condition_rate\": 1.0}, {\"af_000\": \"876\", \"condition_rate\": 1.0}, {\"af_000\": \"874\", \"condition_rate\": 1.0}, {\"af_000\": \"872\", \"condition_rate\": 1.0}, {\"af_000\": \"870\", \"condition_rate\": 1.0}, {\"af_000\": \"862\", \"condition_rate\": 1.0}, {\"af_000\": \"858\", \"condition_rate\": 1.0}, {\"af_000\": \"840\", \"condition_rate\": 1.0}, {\"af_000\": \"84\", \"condition_rate\": 1.0}, {\"af_000\": \"828\", \"condition_rate\": 1.0}, {\"af_000\": \"82\", \"condition_rate\": 1.0}, {\"af_000\": \"814\", \"condition_rate\": 1.0}, {\"af_000\": \"8134\", \"condition_rate\": 1.0}, {\"af_000\": \"808\", \"condition_rate\": 1.0}, {\"af_000\": \"8056\", \"condition_rate\": 1.0}, {\"af_000\": \"802\", \"condition_rate\": 1.0}, {\"af_000\": \"800\", \"condition_rate\": 1.0}, {\"af_000\": \"80\", \"condition_rate\": 1.0}, {\"af_000\": \"792\", \"condition_rate\": 1.0}, {\"af_000\": \"788\", \"condition_rate\": 1.0}, {\"af_000\": \"786\", \"condition_rate\": 1.0}, {\"af_000\": \"780\", \"condition_rate\": 1.0}, {\"af_000\": \"78\", \"condition_rate\": 1.0}, {\"af_000\": \"770\", \"condition_rate\": 1.0}, {\"af_000\": \"766\", \"condition_rate\": 1.0}, {\"af_000\": \"762\", \"condition_rate\": 1.0}, {\"af_000\": \"76\", \"condition_rate\": 1.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 35.64}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6afe547564812ae00c7e4ac18f649a5fa4f209d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:28:47.735358+00:00", + "ended_at": "2026-05-26T01:29:11.004470+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_fb9cd46d868f8305", + "problem_id": "v2p_n18_b90ad5f4f7a956d2", + "dataset_id": "n18", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=af_000, condition_col=ch_000.", + "bindings": { + "group_col": "af_000", + "condition_col": "ch_000", + "condition_value": "0", + "positive_value": "0", + "negative_value": "2", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 882.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=99" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_fb9cd46d868f8305.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_fb9cd46d868f8305", + "api_calls": 0, + "input_tokens": 45029, + "cached_input_tokens": 22912, + "output_tokens": 1098, + "total_tokens": 46127, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21734, + "estimated_output_tokens": 115, + "estimated_total_tokens": 21849, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23204.79, + "sql_execution_elapsed_ms_total": 35.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0cf086839720088a5dcd59bdd60119c8f0d343a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:29:10.967250+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 23204.79, "started_at": "2026-05-26T01:28:47.750926+00:00", "ended_at": "2026-05-26T01:29:10.955757+00:00", "prompt_metrics": {"chars": 68735, "bytes_utf8": 68735, "lines": 2151, "estimated_tokens": 21734}, "response_metrics": {"chars": 417, "bytes_utf8": 417, "lines": 1, "estimated_tokens": 115}, "usage": {"input_tokens": 45029, "cached_input_tokens": 22912, "output_tokens": 1098, "reasoning_output_tokens": 977}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"af_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"af_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the Grouped Condition Rate template with group_col=\\\"af_000\\\" and condition_col=\\\"ch_000\\\", using text comparison to '0' because the SQLite schema stores these fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d4a8bea3b661989dec2508145ab705e77f30516c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_fb9cd46d868f8305", + "api_calls": 0, + "input_tokens": 45029, + "cached_input_tokens": 22912, + "output_tokens": 1098, + "total_tokens": 46127, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21734, + "estimated_output_tokens": 115, + "estimated_total_tokens": 21849, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23204.79, + "sql_execution_elapsed_ms_total": 35.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fb9cd46d868f8305/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6fe80121be9b3c2d8e33568fe345b11af3abba3b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68746, "bytes_utf8": 68746, "lines": 2151, "estimated_tokens": 21737}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 420, "bytes_utf8": 420, "lines": 1, "estimated_tokens": 121}, "usage": {"input_tokens": 45032, "cached_input_tokens": 44416, "output_tokens": 1535, "reasoning_output_tokens": 1408}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6e441c0d2708b4deb5be3c71bdeb9d5dd240f089 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_fc126b22b59067b2", + "api_calls": 0, + "input_tokens": 45032, + "cached_input_tokens": 44416, + "output_tokens": 1535, + "total_tokens": 46567, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21737, + "estimated_output_tokens": 121, + "estimated_total_tokens": 21858, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 31731.51, + "sql_execution_elapsed_ms_total": 173.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..aaf8c8debfaf16266fba1dbf84b1459ed148adb8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:29:11.020117+00:00", + "ended_at": "2026-05-26T01:29:42.751657+00:00", + "elapsed_ms": 31731.51, + "prompt_metrics": { + "chars": 68746, + "bytes_utf8": 68746, + "lines": 2151, + "estimated_tokens": 21737 + }, + "stdout_metrics": { + "chars": 785, + "bytes_utf8": 785, + "lines": 4, + "estimated_tokens": 239 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 420, + "bytes_utf8": 420, + "lines": 1, + "estimated_tokens": 121 + }, + "usage": { + "input_tokens": 45032, + "cached_input_tokens": 44416, + "output_tokens": 1535, + "reasoning_output_tokens": 1408 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6807d47d7f3b29713348a886106c460d6ec40b00 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ag_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ah_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ai_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ak_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "al_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "am_0", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "an_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ao_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ap_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ar_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "as_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "at_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "au_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "av_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ax_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ay_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "az_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_001", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_002", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_003", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_004", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_005", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_006", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_007", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_008", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ba_009", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "be_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bf_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bg_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bh_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bi_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bj_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bk_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bl_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bm_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bn_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bo_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bp_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bq_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "br_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bs_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bt_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bu_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bv_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bx_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "by_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "bz_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ca_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cb_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cc_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cd_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ce_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "cf_000", + "type": "TEXT", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=ar_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "ar_000", + "condition_col": "ch_000", + "condition_value": "2", + "positive_value": "0", + "negative_value": "2", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3031738.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..040e35c455a988eeff7d38c55ba6c7a80e1bec31 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e6-6a93-7173-a7c1-62d991782d90"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"ar_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '2' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ar_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Used the provided Grouped Condition Rate template with \\\"ar_000\\\" as the group column and compared \\\"ch_000\\\" to the text literal '2' because the schema stores these fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45032,"cached_input_tokens":44416,"output_tokens":1535,"reasoning_output_tokens":1408}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..68d35b92a2d06cfd3ee0c844fe4bccb0ddaae877 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"ar_000\",\n AVG(CASE WHEN \"ch_000\" = '2' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"ar_000\"\nORDER BY \"condition_rate\" DESC;","notes":"Used the provided Grouped Condition Rate template with \"ar_000\" as the group column and compared \"ch_000\" to the text literal '2' because the schema stores these fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2e2520fa2e0e1dc2047a2b204d2c11708bde7ee4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=ar_000, condition_col=ch_000. +Result preview: [{"ar_000": "48", "condition_rate": 0.09090909090909091}, {"ar_000": "8", "condition_rate": 0.004739336492890996}, {"ar_000": "0", "condition_rate": 0.00015826199553988922}, {"ar_000": "98", "condition_rate": 0.0}, {"ar_000": "94", "condition_rate": 0.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c02d85e5b52d64794fff046450e0b60f6f00b8d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_fc126b22b59067b2 +-- problem_id: v2p_n18_3df5742a2c1c1504 +-- realization_mode: agent +-- source_kind: agent +SELECT "ar_000", + AVG(CASE WHEN "ch_000" = '2' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n18" +GROUP BY "ar_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..608b3243e39cbfe1198cbbeca903de1d6e49f4e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"ar_000\",\n AVG(CASE WHEN \"ch_000\" = '2' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"ar_000\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"ar_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '2' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ar_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"ar_000\", \"condition_rate\"], \"rows\": [{\"ar_000\": \"48\", \"condition_rate\": 0.09090909090909091}, {\"ar_000\": \"8\", \"condition_rate\": 0.004739336492890996}, {\"ar_000\": \"0\", \"condition_rate\": 0.00015826199553988922}, {\"ar_000\": \"98\", \"condition_rate\": 0.0}, {\"ar_000\": \"94\", \"condition_rate\": 0.0}, {\"ar_000\": \"92\", \"condition_rate\": 0.0}, {\"ar_000\": \"88\", \"condition_rate\": 0.0}, {\"ar_000\": \"86\", \"condition_rate\": 0.0}, {\"ar_000\": \"84\", \"condition_rate\": 0.0}, {\"ar_000\": \"82\", \"condition_rate\": 0.0}, {\"ar_000\": \"80\", \"condition_rate\": 0.0}, {\"ar_000\": \"78\", \"condition_rate\": 0.0}, {\"ar_000\": \"76\", \"condition_rate\": 0.0}, {\"ar_000\": \"74\", \"condition_rate\": 0.0}, {\"ar_000\": \"72\", \"condition_rate\": 0.0}, {\"ar_000\": \"70\", \"condition_rate\": 0.0}, {\"ar_000\": \"68\", \"condition_rate\": 0.0}, {\"ar_000\": \"66\", \"condition_rate\": 0.0}, {\"ar_000\": \"64\", \"condition_rate\": 0.0}, {\"ar_000\": \"62\", \"condition_rate\": 0.0}, {\"ar_000\": \"60\", \"condition_rate\": 0.0}, {\"ar_000\": \"6\", \"condition_rate\": 0.0}, {\"ar_000\": \"58\", \"condition_rate\": 0.0}, {\"ar_000\": \"56\", 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\"condition_rate\": 0.0}, {\"ar_000\": \"218\", \"condition_rate\": 0.0}, {\"ar_000\": \"206\", \"condition_rate\": 0.0}, {\"ar_000\": \"20\", \"condition_rate\": 0.0}, {\"ar_000\": \"2\", \"condition_rate\": 0.0}, {\"ar_000\": \"190\", \"condition_rate\": 0.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 173.7}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9805950e93376c89caefdfb7847e4e4922883b38 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:29:11.004906+00:00", + "ended_at": "2026-05-26T01:29:42.939025+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_fc126b22b59067b2", + "problem_id": "v2p_n18_3df5742a2c1c1504", + "dataset_id": "n18", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=ar_000, condition_col=ch_000.", + "bindings": { + "group_col": "ar_000", + "condition_col": "ch_000", + "condition_value": "2", + "positive_value": "0", + "negative_value": "2", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3031738.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=101" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_fc126b22b59067b2.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_fc126b22b59067b2", + "api_calls": 0, + "input_tokens": 45032, + "cached_input_tokens": 44416, + "output_tokens": 1535, + "total_tokens": 46567, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21737, + "estimated_output_tokens": 121, + "estimated_total_tokens": 21858, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 31731.51, + "sql_execution_elapsed_ms_total": 173.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..902a9f7c4ee74f0dacac45db0744c2cb37856af6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:29:42.763199+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 31731.51, "started_at": "2026-05-26T01:29:11.020117+00:00", "ended_at": "2026-05-26T01:29:42.751657+00:00", "prompt_metrics": {"chars": 68746, "bytes_utf8": 68746, "lines": 2151, "estimated_tokens": 21737}, "response_metrics": {"chars": 420, "bytes_utf8": 420, "lines": 1, "estimated_tokens": 121}, "usage": {"input_tokens": 45032, "cached_input_tokens": 44416, "output_tokens": 1535, "reasoning_output_tokens": 1408}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"ar_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '2' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"ar_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Used the provided Grouped Condition Rate template with \\\"ar_000\\\" as the group column and compared \\\"ch_000\\\" to the text literal '2' because the schema stores these fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..089339cdeb46aa7501a17f42fdf808e61649b14b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_fc126b22b59067b2", + "api_calls": 0, + "input_tokens": 45032, + "cached_input_tokens": 44416, + "output_tokens": 1535, + "total_tokens": 46567, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21737, + "estimated_output_tokens": 121, + "estimated_total_tokens": 21858, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 31731.51, + "sql_execution_elapsed_ms_total": 173.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc126b22b59067b2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c52d65c1a5a02fb5f5541e2ffe943393c5244bd2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 68742, "bytes_utf8": 68742, "lines": 2151, "estimated_tokens": 21735}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 434, "bytes_utf8": 434, "lines": 1, "estimated_tokens": 117}, "usage": {"input_tokens": 45030, "cached_input_tokens": 44416, "output_tokens": 507, "reasoning_output_tokens": 384}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..525746c6ca7c2d7f1308f64e064bf8ee97d10f86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_fc8206615392e6b4", + "api_calls": 0, + "input_tokens": 45030, + "cached_input_tokens": 44416, + "output_tokens": 507, + "total_tokens": 45537, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21735, + "estimated_output_tokens": 117, + "estimated_total_tokens": 21852, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13224.49, + "sql_execution_elapsed_ms_total": 32.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f806eeb4cce1e6214a212d18086ca776679d2136 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:29:42.954239+00:00", + "ended_at": "2026-05-26T01:29:56.178773+00:00", + "elapsed_ms": 13224.49, + "prompt_metrics": { + "chars": 68742, + "bytes_utf8": 68742, + "lines": 2151, + "estimated_tokens": 21735 + }, + "stdout_metrics": { + "chars": 797, + "bytes_utf8": 797, + "lines": 4, + "estimated_tokens": 233 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 434, + "bytes_utf8": 434, + "lines": 1, + "estimated_tokens": 117 + }, + "usage": { + "input_tokens": 45030, + "cached_input_tokens": 44416, + "output_tokens": 507, + "reasoning_output_tokens": 384 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..82f05ed88fc74095be0d7db70f9c0e2c3ad40331 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,2151 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n18 +- dataset_name: Aps Failure At Scania Trucks +- table_name: n18 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 170 feature columns and target `class`. +- task_type: classification +- target_column: class +- main_row_count: 76000 +- important_fields: +- class: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for class. +- aa_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for aa 000. +- ab_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ab 000. +- ac_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ac 000. +- ad_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ad 000. +- ae_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ae 000. +- af_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for af 000. +- ag_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ag 000. +- ag_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ag 001. +- ag_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 002. +- ag_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 003. +- ag_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 004. +- ag_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 005. +- ag_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 006. +- ag_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 007. +- ag_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 008. +- ag_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ag 009. +- ah_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ah 000. +- ai_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ai 000. +- aj_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aj 000. +- ak_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ak 000. +- al_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for al 000. +- am_0: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for am 0. +- an_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for an 000. +- ao_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ao 000. +- ap_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ap 000. +- aq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for aq 000. +- ar_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for ar 000. +- as_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for as 000. +- at_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for at 000. +- au_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for au 000. +- av_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for av 000. +- ax_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ax 000. +- ay_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 000. +- ay_001: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 001. +- ay_002: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 002. +- ay_003: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 003. +- ay_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 004. +- ay_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 005. +- ay_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 006. +- ay_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 007. +- ay_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ay 008. +- ay_009: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for ay 009. +- az_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 000. +- az_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 001. +- az_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 002. +- az_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 003. +- az_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 004. +- az_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 005. +- az_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 006. +- az_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 007. +- az_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 008. +- az_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for az 009. +- ba_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 000. +- ba_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 001. +- ba_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 002. +- ba_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 003. +- ba_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 004. +- ba_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 005. +- ba_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 006. +- ba_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 007. +- ba_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 008. +- ba_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ba 009. +- bb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bb 000. +- bc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bc 000. +- bd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bd 000. +- be_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for be 000. +- bf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bf 000. +- bg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bg 000. +- bh_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bh 000. +- bi_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bi 000. +- bj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bj 000. +- bk_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bk 000. +- bl_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bl 000. +- bm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bm 000. +- bn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bn 000. +- bo_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bo 000. +- bp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bp 000. +- bq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bq 000. +- br_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for br 000. +- bs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bs 000. +- bt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bt 000. +- bu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bu 000. +- bv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bv 000. +- bx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bx 000. +- by_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for by 000. +- bz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for bz 000. +- ca_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ca 000. +- cb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cb 000. +- cc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cc 000. +- cd_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cd 000. +- ce_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ce 000. +- cf_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cf 000. +- cg_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cg 000. +- ch_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ch 000. +- ci_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ci 000. +- cj_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cj 000. +- ck_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ck 000. +- cl_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cl 000. +- cm_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cm 000. +- cn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 000. +- cn_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 001. +- cn_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 002. +- cn_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 003. +- cn_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 004. +- cn_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 005. +- cn_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 006. +- cn_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 007. +- cn_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 008. +- cn_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cn 009. +- co_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for co 000. +- cp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cp 000. +- cq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cq 000. +- cr_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for cr 000. +- cs_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 000. +- cs_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 001. +- cs_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 002. +- cs_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 003. +- cs_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 004. +- cs_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 005. +- cs_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 006. +- cs_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 007. +- cs_008: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cs 008. +- cs_009: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for cs 009. +- ct_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ct 000. +- cu_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cu 000. +- cv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cv 000. +- cx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cx 000. +- cy_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cy 000. +- cz_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for cz 000. +- da_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for da 000. +- db_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for db 000. +- dc_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dc 000. +- dd_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dd 000. +- de_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for de 000. +- df_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for df 000. +- dg_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dg 000. +- dh_000: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dh 000. +- di_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for di 000. +- dj_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dj 000. +- dk_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dk 000. +- dl_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for dl 000. +- dm_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'high_cardinality_candidate', 'missingness_candidate'] desc=Categorical field for dm 000. +- dn_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dn 000. +- do_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for do 000. +- dp_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dp 000. +- dq_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dq 000. +- dr_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dr 000. +- ds_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ds 000. +- dt_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dt 000. +- du_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for du 000. +- dv_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dv 000. +- dx_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dx 000. +- dy_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for dy 000. +- dz_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for dz 000. +- ea_000: role=feature, type=categorical_binary. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for ea 000. +- eb_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for eb 000. +- ec_00: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ec 00. +- ed_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ed 000. +- ee_000: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 000. +- ee_001: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 001. +- ee_002: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 002. +- ee_003: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 003. +- ee_004: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 004. +- ee_005: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 005. +- ee_006: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 006. +- ee_007: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 007. +- ee_008: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 008. +- ee_009: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for ee 009. +- ef_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for ef 000. +- eg_000: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate', 'missingness_candidate'] desc=Categorical field for eg 000. +- useful_field_combinations: [['class', 'ab_000', 'class'], ['class', 'aa_000', 'class'], ['aa_000', 'ab_000', 'class']] +- fields_requiring_caution: ['class', 'aa_000', 'ac_000', 'ad_000', 'ab_000'] +- source_url: https://archive.ics.uci.edu/dataset/421/aps+failure+at+scania+trucks + +SQLite schema snapshot: +{ + "table_name": "n18", + "quoted_table_name": "\"n18\"", + "row_count": 76000, + "columns": [ + { + "name": "class", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "aa_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ab_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ac_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ad_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "ae_000", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "af_000", 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"311560", + "ee_008": "433954", + "ee_009": "1218", + "ef_000": "0", + "eg_000": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n18", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=au_000, condition_col=ch_000.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "au_000", + "condition_col": "ch_000", + "condition_value": "2", + "positive_value": "0", + "negative_value": "2", + "top_k": 18, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 500.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8c070728c65f94250b7c77f47c52e3c6b0f6fbcd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e6-e762-7a43-823f-b177624aa4a5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"au_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '2' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"au_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the provided Grouped Condition Rate template with group_col=\\\"au_000\\\" and condition_col=\\\"ch_000\\\". The condition value is compared as text because the SQLite schema stores these fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":45030,"cached_input_tokens":44416,"output_tokens":507,"reasoning_output_tokens":384}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..445984aabbacc1a631a9c2e78a2563a118e69b4f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"au_000\",\n AVG(CASE WHEN \"ch_000\" = '2' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"au_000\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the provided Grouped Condition Rate template with group_col=\"au_000\" and condition_col=\"ch_000\". The condition value is compared as text because the SQLite schema stores these fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..37f4fe6ea6c330cc0ccebdb3401409bdad71e7ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=au_000, condition_col=ch_000. +Result preview: [{"au_000": "0", "condition_rate": 0.0001730357119088501}, {"au_000": "97978", "condition_rate": 0.0}, {"au_000": "970", "condition_rate": 0.0}, {"au_000": "96986", "condition_rate": 0.0}, {"au_000": "966", "condition_rate": 0.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5d1f5454d981c60a4b3284a767db28d069cdeaef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_fc8206615392e6b4 +-- problem_id: v2p_n18_79df64faf88eeef1 +-- realization_mode: agent +-- source_kind: agent +SELECT "au_000", + AVG(CASE WHEN "ch_000" = '2' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n18" +GROUP BY "au_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ed2ff650ffea71e6abaa98094d2e42c8c76efab6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"au_000\",\n AVG(CASE WHEN \"ch_000\" = '2' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n18\"\nGROUP BY \"au_000\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"au_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '2' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"au_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"au_000\", \"condition_rate\"], \"rows\": [{\"au_000\": \"0\", \"condition_rate\": 0.0001730357119088501}, {\"au_000\": \"97978\", \"condition_rate\": 0.0}, {\"au_000\": \"970\", \"condition_rate\": 0.0}, {\"au_000\": \"96986\", \"condition_rate\": 0.0}, {\"au_000\": \"966\", \"condition_rate\": 0.0}, {\"au_000\": \"9648\", \"condition_rate\": 0.0}, {\"au_000\": \"866\", \"condition_rate\": 0.0}, {\"au_000\": \"862024\", \"condition_rate\": 0.0}, {\"au_000\": \"846\", \"condition_rate\": 0.0}, {\"au_000\": \"804\", \"condition_rate\": 0.0}, {\"au_000\": \"793618\", \"condition_rate\": 0.0}, {\"au_000\": \"76044\", \"condition_rate\": 0.0}, {\"au_000\": \"748658\", \"condition_rate\": 0.0}, {\"au_000\": \"7440\", \"condition_rate\": 0.0}, {\"au_000\": \"729144\", \"condition_rate\": 0.0}, {\"au_000\": \"720126\", \"condition_rate\": 0.0}, {\"au_000\": \"634638\", \"condition_rate\": 0.0}, {\"au_000\": \"6132\", \"condition_rate\": 0.0}, {\"au_000\": \"5988\", \"condition_rate\": 0.0}, {\"au_000\": \"588396\", \"condition_rate\": 0.0}, {\"au_000\": \"5711474\", \"condition_rate\": 0.0}, {\"au_000\": \"5590\", \"condition_rate\": 0.0}, {\"au_000\": \"5488\", \"condition_rate\": 0.0}, {\"au_000\": \"5444\", \"condition_rate\": 0.0}, {\"au_000\": \"475950\", \"condition_rate\": 0.0}, {\"au_000\": \"466\", \"condition_rate\": 0.0}, {\"au_000\": \"4448\", \"condition_rate\": 0.0}, {\"au_000\": \"42176\", \"condition_rate\": 0.0}, {\"au_000\": \"4030\", \"condition_rate\": 0.0}, {\"au_000\": \"38998\", \"condition_rate\": 0.0}, {\"au_000\": \"37936\", \"condition_rate\": 0.0}, {\"au_000\": \"3784\", \"condition_rate\": 0.0}, {\"au_000\": \"358\", \"condition_rate\": 0.0}, {\"au_000\": \"351304\", \"condition_rate\": 0.0}, {\"au_000\": \"292312\", \"condition_rate\": 0.0}, {\"au_000\": \"2698\", \"condition_rate\": 0.0}, {\"au_000\": \"26918\", \"condition_rate\": 0.0}, {\"au_000\": \"265264\", \"condition_rate\": 0.0}, {\"au_000\": \"2626676\", \"condition_rate\": 0.0}, {\"au_000\": \"26212\", \"condition_rate\": 0.0}, {\"au_000\": \"2576\", \"condition_rate\": 0.0}, {\"au_000\": \"249166\", \"condition_rate\": 0.0}, {\"au_000\": \"2460\", \"condition_rate\": 0.0}, {\"au_000\": \"245306\", \"condition_rate\": 0.0}, {\"au_000\": \"24242\", \"condition_rate\": 0.0}, {\"au_000\": \"2376\", \"condition_rate\": 0.0}, {\"au_000\": \"219766\", \"condition_rate\": 0.0}, {\"au_000\": \"2134\", \"condition_rate\": 0.0}, {\"au_000\": \"20738\", \"condition_rate\": 0.0}, {\"au_000\": \"2068\", \"condition_rate\": 0.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 32.44}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a308fb3cc718f8aac05c7cc6c84f88c912bc1c86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n18", + "started_at": "2026-05-26T01:29:42.939406+00:00", + "ended_at": "2026-05-26T01:29:56.224769+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n18_fc8206615392e6b4", + "problem_id": "v2p_n18_79df64faf88eeef1", + "dataset_id": "n18", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=au_000, condition_col=ch_000.", + "bindings": { + "group_col": "au_000", + "condition_col": "ch_000", + "condition_value": "2", + "positive_value": "0", + "negative_value": "2", + "top_k": 18, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 500.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=103" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_fc8206615392e6b4.sql", + "usage_summary": { + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_fc8206615392e6b4", + "api_calls": 0, + "input_tokens": 45030, + "cached_input_tokens": 44416, + "output_tokens": 507, + "total_tokens": 45537, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21735, + "estimated_output_tokens": 117, + "estimated_total_tokens": 21852, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13224.49, + "sql_execution_elapsed_ms_total": 32.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a5381da2f6b76c576d3152e96e31a4b90e1a2221 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:29:56.189983+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13224.49, "started_at": "2026-05-26T01:29:42.954239+00:00", "ended_at": "2026-05-26T01:29:56.178773+00:00", "prompt_metrics": {"chars": 68742, "bytes_utf8": 68742, "lines": 2151, "estimated_tokens": 21735}, "response_metrics": {"chars": 434, "bytes_utf8": 434, "lines": 1, "estimated_tokens": 117}, "usage": {"input_tokens": 45030, "cached_input_tokens": 44416, "output_tokens": 507, "reasoning_output_tokens": 384}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"au_000\\\",\\n AVG(CASE WHEN \\\"ch_000\\\" = '2' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n18\\\"\\nGROUP BY \\\"au_000\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the provided Grouped Condition Rate template with group_col=\\\"au_000\\\" and condition_col=\\\"ch_000\\\". The condition value is compared as text because the SQLite schema stores these fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0dc3a0db5ecfdc65f5ac6d356a3d38338470626f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n18", + "model": "v2-cli:codex", + "run_id": "v2q_n18_fc8206615392e6b4", + "api_calls": 0, + "input_tokens": 45030, + "cached_input_tokens": 44416, + "output_tokens": 507, + "total_tokens": 45537, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 21735, + "estimated_output_tokens": 117, + "estimated_total_tokens": 21852, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13224.49, + "sql_execution_elapsed_ms_total": 32.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/artifacts/v2q_n18_fc8206615392e6b4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_021cd12dc21a8a1b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_021cd12dc21a8a1b.sql new file mode 100644 index 0000000000000000000000000000000000000000..75cd748a3dcbb6873c8f0819e543e59d75ae8ce8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_021cd12dc21a8a1b.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_021cd12dc21a8a1b +-- problem_id: v2p_n18_5d2a7a4bf15b3b3e +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", SUM(CAST(NULLIF("ac_000", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "ae_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_058ccd7d04d86a8d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_058ccd7d04d86a8d.sql new file mode 100644 index 0000000000000000000000000000000000000000..456d5c58e3a2567cce56e83828a6185688bd1331 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_058ccd7d04d86a8d.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_058ccd7d04d86a8d +-- problem_id: v2p_n18_d8506e2aa098f5ac +-- realization_mode: agent +-- source_kind: agent +SELECT "af_000", SUM(CAST(NULLIF("ad_000", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "af_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_07ba4aff743acc10.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_07ba4aff743acc10.sql new file mode 100644 index 0000000000000000000000000000000000000000..4e747e699e43b7b8ba508fde1d4f2b2c8ac7d73e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_07ba4aff743acc10.sql @@ -0,0 +1,34 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_07ba4aff743acc10 +-- problem_id: v2p_n18_cef7a902f5e1a0e7 +-- realization_mode: agent +-- source_kind: agent +WITH "group_item_totals" AS ( + SELECT + "af_000", + "at_000", + SUM(CAST(NULLIF("ay_003", '') AS REAL)) AS "total_measure" + FROM "n18" + WHERE NULLIF("af_000", '') IS NOT NULL + AND NULLIF("at_000", '') IS NOT NULL + AND NULLIF("ay_003", '') IS NOT NULL + GROUP BY "af_000", "at_000" +) +SELECT + "af_000", + "at_000", + "total_measure", + CASE + WHEN SUM("total_measure") OVER (PARTITION BY "af_000") = 0 THEN NULL + ELSE "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "af_000") + END AS "share_within_group" +FROM "group_item_totals" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_0a4c5bf2b8f45278.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_0a4c5bf2b8f45278.sql new file mode 100644 index 0000000000000000000000000000000000000000..58fc5a0cc01048b909a553a37f57ef0bb8520b0d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_0a4c5bf2b8f45278.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_0a4c5bf2b8f45278 +-- problem_id: v2p_n18_72b65eef66d2f861 +-- realization_mode: agent +-- source_kind: agent +SELECT "as_000", + AVG(CASE WHEN "class" = 'neg' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n18" +GROUP BY "as_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_0c1d8becdd45c410.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_0c1d8becdd45c410.sql new file mode 100644 index 0000000000000000000000000000000000000000..c377ea77dccd24dcbff263e07c565e098ba602e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_0c1d8becdd45c410.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_0c1d8becdd45c410 +-- problem_id: v2p_n18_21b801773fb60a6b +-- realization_mode: agent +-- source_kind: agent +SELECT "as_000", + AVG(CASE WHEN "class" = 'pos' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n18" +GROUP BY "as_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_0d4e7d2902c5084f.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_0d4e7d2902c5084f.sql new file mode 100644 index 0000000000000000000000000000000000000000..85cff15c683c51d04bcdefc03a03e6ae1066c9bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_0d4e7d2902c5084f.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_0d4e7d2902c5084f +-- problem_id: v2p_n18_e1313a11cb031734 +-- realization_mode: agent +-- source_kind: agent +SELECT + "ae_000", + "as_000", + SUM(CAST(NULLIF("ax_000", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("ax_000", '') AS REAL)) * 100.0 + / SUM(SUM(CAST(NULLIF("ax_000", '') AS REAL))) OVER (PARTITION BY "ae_000") AS share_within_group +FROM "n18" +GROUP BY "ae_000", "as_000" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_1045ea31a4a2f6fa.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_1045ea31a4a2f6fa.sql new file mode 100644 index 0000000000000000000000000000000000000000..34129180d4e312133a241fd01ad3ce882a31d6b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_1045ea31a4a2f6fa.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_1045ea31a4a2f6fa +-- problem_id: v2p_n18_7c3f85633a5ed16a +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "dh_000", + AVG(CAST(NULLIF("ee_001", '') AS REAL)) OVER (PARTITION BY "dh_000") AS "avg_measure" +FROM "n18" +WHERE NULLIF("dh_000", '') IS NOT NULL + AND NULLIF("ee_001", '') IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_179ad293922a546f.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_179ad293922a546f.sql new file mode 100644 index 0000000000000000000000000000000000000000..fc249d96b74962aeeba5681443a6a4aa47383664 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_179ad293922a546f.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n18_179ad293922a546f +-- problem_id: v2p_n18_143bc764defe841d +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "cy_000", + SUM(CASE WHEN "class" = 'neg' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "class" = 'pos' THEN 1 ELSE 0 END) AS denominator_count + FROM "n18" + GROUP BY "cy_000" +) +SELECT "cy_000", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_17a9f7d665c63a27.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_17a9f7d665c63a27.sql new file mode 100644 index 0000000000000000000000000000000000000000..4bc844c19266c1acca7762f768044c2f49c67088 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_17a9f7d665c63a27.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_17a9f7d665c63a27 +-- problem_id: v2p_n18_677cfee468a3f453 +-- realization_mode: agent +-- source_kind: agent +SELECT "ar_000", + AVG(CASE WHEN "ch_000" = '0' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n18" +GROUP BY "ar_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_185942d015909245.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_185942d015909245.sql new file mode 100644 index 0000000000000000000000000000000000000000..cef01c719545bf9c2ab1d5e87ddf359b8ec41352 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_185942d015909245.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_185942d015909245 +-- problem_id: v2p_n18_13566de17686fb7f +-- realization_mode: agent +-- source_kind: agent +SELECT "af_000", SUM(CAST(NULLIF("ad_000", '') AS REAL)) AS total_measure +FROM "n18" +GROUP BY "af_000" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_1b16bc726b5d64fc.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_1b16bc726b5d64fc.sql new file mode 100644 index 0000000000000000000000000000000000000000..bd6943bf0f89ed7adbe16f1b069ea2cb1d0fa3be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_1b16bc726b5d64fc.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n18_1b16bc726b5d64fc +-- problem_id: v2p_n18_ab8e6ce364dabfca +-- realization_mode: agent +-- source_kind: agent +SELECT "cg_000", COUNT(*) AS "row_count" +FROM "n18" +GROUP BY "cg_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_2394ff581e8b75bd.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_2394ff581e8b75bd.sql new file mode 100644 index 0000000000000000000000000000000000000000..daf71817e8e80548cfce7a2fe6f0174538e887d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_2394ff581e8b75bd.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_2394ff581e8b75bd +-- problem_id: v2p_n18_5aed2dfa8b8d9b15 +-- realization_mode: agent +-- source_kind: agent +SELECT "class", + AVG(CASE WHEN "class" = 'pos' THEN 1 ELSE 0 END) AS condition_rate +FROM "n18" +GROUP BY "class" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_24c4f555f3aa49ac.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_24c4f555f3aa49ac.sql new file mode 100644 index 0000000000000000000000000000000000000000..076213ddbee88e7d6d7a32a337ff182d27a8bf94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_24c4f555f3aa49ac.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n18_24c4f555f3aa49ac +-- problem_id: v2p_n18_a0274c4940f23ed2 +-- realization_mode: agent +-- source_kind: agent +SELECT + "ae_000", + "au_000", + COUNT(*) AS "row_count" +FROM "n18" +WHERE NULLIF("az_006", '') IS NOT NULL + AND CAST("az_006" AS REAL) >= 1884.0 +GROUP BY "ae_000", "au_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_25e32e651cb84f60.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_25e32e651cb84f60.sql new file mode 100644 index 0000000000000000000000000000000000000000..fa2366fbf94559cd856bfdfa607a57f88c37cd3f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_25e32e651cb84f60.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_25e32e651cb84f60 +-- problem_id: v2p_n18_1d09d389e160e008 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "cf_000", + AVG(CAST(NULLIF("du_000", '') AS REAL)) OVER (PARTITION BY "cf_000") AS "avg_measure" +FROM "n18" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_26a1582ab3ad8f6a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_26a1582ab3ad8f6a.sql new file mode 100644 index 0000000000000000000000000000000000000000..c3e95ccf50cdf50940bbec430bb83029de3ab75a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_26a1582ab3ad8f6a.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n18_26a1582ab3ad8f6a +-- problem_id: v2p_n18_851b86c4f2b2ab53 +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", "cd_000", COUNT(*) AS "row_count" +FROM "n18" +WHERE CAST(NULLIF("ba_000", '') AS REAL) >= 1052220.0 +GROUP BY "ae_000", "cd_000" +ORDER BY "row_count" DESC +LIMIT 13; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_26ce3aba9541bd5e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_26ce3aba9541bd5e.sql new file mode 100644 index 0000000000000000000000000000000000000000..7043ef72af8a6ee1f7d3733d8b98948d8157e8fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_26ce3aba9541bd5e.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_26ce3aba9541bd5e +-- problem_id: v2p_n18_08cb609c44311933 +-- realization_mode: agent +-- source_kind: agent +SELECT "au_000", SUM(CAST(NULLIF("ag_003", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "au_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_291406b3e3a40b0e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_291406b3e3a40b0e.sql new file mode 100644 index 0000000000000000000000000000000000000000..91ed74023a36d4da704b453edeafc6b81775534f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_291406b3e3a40b0e.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_291406b3e3a40b0e +-- problem_id: v2p_n18_e35700d07cae6e58 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "cs_009", + AVG(CAST(NULLIF(NULLIF("ec_00", ''), 'na') AS REAL)) OVER (PARTITION BY "cs_009") AS "avg_measure" +FROM "n18" +WHERE NULLIF(NULLIF("cs_009", ''), 'na') IS NOT NULL + AND NULLIF(NULLIF("ec_00", ''), 'na') IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_29bb9969f4670b58.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_29bb9969f4670b58.sql new file mode 100644 index 0000000000000000000000000000000000000000..2e54374a7b7094c65ea8b7b1035c5afd448d07b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_29bb9969f4670b58.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n18_29bb9969f4670b58 +-- problem_id: v2p_n18_e129b8c1dd0769f8 +-- realization_mode: agent +-- source_kind: agent +SELECT "cs_009", COUNT(*) AS "row_count" +FROM "n18" +GROUP BY "cs_009" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_2eec87e074c0f745.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_2eec87e074c0f745.sql new file mode 100644 index 0000000000000000000000000000000000000000..8a8ef4b6dce6e92549f210ccdef410b3a747593a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_2eec87e074c0f745.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_2eec87e074c0f745 +-- problem_id: v2p_n18_57050ab3d4f2a975 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "cg_000", + AVG(CAST(NULLIF("dv_000", '') AS REAL)) OVER (PARTITION BY "cg_000") AS "avg_measure" +FROM "n18" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_320b34a429cbd034.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_320b34a429cbd034.sql new file mode 100644 index 0000000000000000000000000000000000000000..65181b3d3355921dc054ad4420306909ab494fd1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_320b34a429cbd034.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n18_320b34a429cbd034 +-- problem_id: v2p_n18_d3db658087bb45ff +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", "cg_000", COUNT(*) AS "row_count" +FROM "n18" +WHERE CAST(NULLIF("ba_002", '') AS REAL) >= 323232.0 +GROUP BY "ae_000", "cg_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_3597517e34a0b609.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_3597517e34a0b609.sql new file mode 100644 index 0000000000000000000000000000000000000000..d804b6e88a881e330c2842fb0f9237577e3d4d6b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_3597517e34a0b609.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n18_3597517e34a0b609 +-- problem_id: v2p_n18_2d729e73086cab10 +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", "az_009", COUNT(*) AS "row_count" +FROM "n18" +WHERE CAST(NULLIF("az_008", '') AS REAL) >= 2998.0 +GROUP BY "ae_000", "az_009" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_37d8232585ba708e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_37d8232585ba708e.sql new file mode 100644 index 0000000000000000000000000000000000000000..b5ad24dfc9d044065f1851d8717f90166d858992 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_37d8232585ba708e.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_37d8232585ba708e +-- problem_id: v2p_n18_6c9e721adf79910c +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "cs_009", + AVG(CAST(NULLIF("ec_00", '') AS REAL)) OVER (PARTITION BY "cs_009") AS avg_measure +FROM "n18" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_3883dc559cc3931c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_3883dc559cc3931c.sql new file mode 100644 index 0000000000000000000000000000000000000000..4d1078f44446a84d453dd25425338298da1fe92c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_3883dc559cc3931c.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_3883dc559cc3931c +-- problem_id: v2p_n18_aa3e5c85caf02cd7 +-- realization_mode: agent +-- source_kind: agent +SELECT "aj_000", + AVG(CASE WHEN "class" = 'neg' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n18" +GROUP BY "aj_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_3dde2834e605827e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_3dde2834e605827e.sql new file mode 100644 index 0000000000000000000000000000000000000000..6fc3beb32d2ba05e5aaf516d6a4ea8ee6c6562c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_3dde2834e605827e.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n18_3dde2834e605827e +-- problem_id: v2p_n18_215b1a0fbdf9432c +-- realization_mode: agent +-- source_kind: agent +SELECT "cl_000", COUNT(*) AS "row_count" +FROM "n18" +GROUP BY "cl_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_43a3fa9b0bffb904.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_43a3fa9b0bffb904.sql new file mode 100644 index 0000000000000000000000000000000000000000..b559abc20f349228c1c51eab54b2f41cd0ed4b24 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_43a3fa9b0bffb904.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_43a3fa9b0bffb904 +-- problem_id: v2p_n18_9ef68e9261996626 +-- realization_mode: agent +-- source_kind: agent +SELECT + "g"."class", + "g"."aq_000", + "g"."total_measure", + "g"."total_measure" * 100.0 / SUM("g"."total_measure") OVER (PARTITION BY "g"."class") AS "share_within_group" +FROM ( + SELECT + "class", + "aq_000", + SUM(CAST(NULLIF("at_000", '') AS REAL)) AS "total_measure" + FROM "n18" + GROUP BY "class", "aq_000" +) AS "g" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_48dde16621e34147.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_48dde16621e34147.sql new file mode 100644 index 0000000000000000000000000000000000000000..eefbcec33645218d9508d65c70c42c5baadc289f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_48dde16621e34147.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n18_48dde16621e34147 +-- problem_id: v2p_n18_bccce5b59c7d2903 +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", "ch_000", COUNT(*) AS "row_count" +FROM "n18" +WHERE CAST(NULLIF("ba_003", '') AS REAL) >= 220220.0 +GROUP BY "ae_000", "ch_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_48f98b3898aac3cc.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_48f98b3898aac3cc.sql new file mode 100644 index 0000000000000000000000000000000000000000..6c4c9de3a0145295b5a231a31aa391ce7e8dca3c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_48f98b3898aac3cc.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_48f98b3898aac3cc +-- problem_id: v2p_n18_94b71f84f0995cf4 +-- realization_mode: agent +-- source_kind: agent +SELECT "class", SUM(CAST(NULLIF("aa_000", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "class" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_497b778ea0016b04.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_497b778ea0016b04.sql new file mode 100644 index 0000000000000000000000000000000000000000..e3bb56f37ca2ba18ced513d5e7f52593e85bdfc2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_497b778ea0016b04.sql @@ -0,0 +1,34 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_497b778ea0016b04 +-- problem_id: v2p_n18_3b4f8efe0ac5b3d6 +-- realization_mode: agent +-- source_kind: agent +WITH "filtered_stable_view" AS ( + SELECT + CAST(NULLIF(TRIM("cl_000"), '') AS INTEGER) AS "cl_000", + CAST(NULLIF(TRIM("dy_000"), '') AS REAL) AS "dy_000" + FROM "n18" + WHERE NULLIF(TRIM("cl_000"), '') IS NOT NULL + AND NULLIF(TRIM("dy_000"), '') IS NOT NULL +), +"stable_groups" AS ( + SELECT "cl_000" + FROM "filtered_stable_view" + GROUP BY "cl_000" + HAVING COUNT(*) >= 5 +) +SELECT DISTINCT + "f"."cl_000", + AVG("f"."dy_000") OVER (PARTITION BY "f"."cl_000") AS "avg_measure" +FROM "filtered_stable_view" AS "f" +JOIN "stable_groups" AS "s" + ON "f"."cl_000" = "s"."cl_000" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_49d668f92c8722cc.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_49d668f92c8722cc.sql new file mode 100644 index 0000000000000000000000000000000000000000..bcc2853363104ab40a798ace0d89085b25760a51 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_49d668f92c8722cc.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_49d668f92c8722cc +-- problem_id: v2p_n18_ef6d9fa41feeb991 +-- realization_mode: agent +-- source_kind: agent +SELECT + "as_000", + SUM(CAST(NULLIF("ag_002", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "as_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_4e2a0657d4c6978b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_4e2a0657d4c6978b.sql new file mode 100644 index 0000000000000000000000000000000000000000..f024e42c8647c67593932738c650da80ecc133a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_4e2a0657d4c6978b.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_4e2a0657d4c6978b +-- problem_id: v2p_n18_3438cd70c7e64107 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "cs_008", + AVG(CAST(NULLIF("eb_000", '') AS REAL)) OVER (PARTITION BY "cs_008") AS "avg_measure" +FROM "n18" +WHERE NULLIF("cs_008", '') IS NOT NULL + AND NULLIF("eb_000", '') IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_4f1ecaf386ed5b64.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_4f1ecaf386ed5b64.sql new file mode 100644 index 0000000000000000000000000000000000000000..daf451fb32c0734d4dcb0f3babcaa27e0feca55b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_4f1ecaf386ed5b64.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n18_4f1ecaf386ed5b64 +-- problem_id: v2p_n18_fc33da16688dd958 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT + "cg_000", + SUM(CASE WHEN "ch_000" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "ch_000" = '2' THEN 1 ELSE 0 END) AS denominator_count + FROM "n18" + GROUP BY "cg_000" +) +SELECT + "cg_000", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_5166a63678be318b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_5166a63678be318b.sql new file mode 100644 index 0000000000000000000000000000000000000000..67b26730b6943079af494546ec1fda7465a16b45 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_5166a63678be318b.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_5166a63678be318b +-- problem_id: v2p_n18_39f14351faf9843d +-- realization_mode: agent +-- source_kind: agent +SELECT "class", + AVG(CASE WHEN "class" = 'neg' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n18" +GROUP BY "class" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_573248433566da47.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_573248433566da47.sql new file mode 100644 index 0000000000000000000000000000000000000000..00e716d6906318ef3cd33da259071edfe39f6e75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_573248433566da47.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_573248433566da47 +-- problem_id: v2p_n18_391c2dfaf5fd29a6 +-- realization_mode: agent +-- source_kind: agent +SELECT + "az_009", + "ay_002", + SUM(CAST(NULLIF("az_000", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("az_000", '') AS REAL)) * 100.0 / + SUM(SUM(CAST(NULLIF("az_000", '') AS REAL))) OVER (PARTITION BY "az_009") AS share_within_group +FROM "n18" +WHERE NULLIF("az_000", '') IS NOT NULL +GROUP BY "az_009", "ay_002" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_592510edbf4d6e77.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_592510edbf4d6e77.sql new file mode 100644 index 0000000000000000000000000000000000000000..c230fe82083b00fc2b113f50cbf8d50525bf38cb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_592510edbf4d6e77.sql @@ -0,0 +1,29 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n18_592510edbf4d6e77 +-- problem_id: v2p_n18_d2ce530cd1c09595 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "cs_008", + SUM(CASE WHEN "class" = 'neg' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "class" = 'pos' THEN 1 ELSE 0 END) AS denominator_count + FROM "n18" + WHERE "cs_008" IS NOT NULL + AND "cs_008" <> '' + AND "class" IN ('neg', 'pos') + GROUP BY "cs_008" + HAVING COUNT(*) >= 5 +) +SELECT "cs_008", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC, "cs_008" ASC +LIMIT 10; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_60ab304e3b7be3d0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_60ab304e3b7be3d0.sql new file mode 100644 index 0000000000000000000000000000000000000000..26a2bcaf0b54de21e2599a3d66264029d679832d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_60ab304e3b7be3d0.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_60ab304e3b7be3d0 +-- problem_id: v2p_n18_037672b792b00af9 +-- realization_mode: agent +-- source_kind: agent +SELECT + "ay_003", + "ay_001", + SUM(CAST(NULLIF("ay_008", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("ay_008", '') AS REAL)) * 100.0 / SUM(SUM(CAST(NULLIF("ay_008", '') AS REAL))) OVER (PARTITION BY "ay_003") AS share_within_group +FROM "n18" +GROUP BY "ay_003", "ay_001" +ORDER BY share_within_group DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6362fcee8621f148.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6362fcee8621f148.sql new file mode 100644 index 0000000000000000000000000000000000000000..4a7489520cdd4d15b00525d59352d2d20479a9a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6362fcee8621f148.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_6362fcee8621f148 +-- problem_id: v2p_n18_5c505b4337f5f93f +-- realization_mode: agent +-- source_kind: agent +SELECT + "ar_000", + "av_000", + SUM(CAST(NULLIF("ay_005", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("ay_005", '') AS REAL)) * 100.0 + / SUM(SUM(CAST(NULLIF("ay_005", '') AS REAL))) OVER (PARTITION BY "ar_000") AS "share_within_group" +FROM "n18" +WHERE NULLIF("ar_000", '') IS NOT NULL + AND NULLIF("av_000", '') IS NOT NULL + AND NULLIF("ay_005", '') IS NOT NULL +GROUP BY "ar_000", "av_000" +ORDER BY "share_within_group" DESC +LIMIT 14; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_64f2cd54cf218fba.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_64f2cd54cf218fba.sql new file mode 100644 index 0000000000000000000000000000000000000000..29ce00d1a8bc8acf75cc86eb3432cec28037737a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_64f2cd54cf218fba.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n18_64f2cd54cf218fba +-- problem_id: v2p_n18_5c9a6bc7198f839c +-- realization_mode: agent +-- source_kind: agent +SELECT "cs_008", COUNT(*) AS "row_count" +FROM "n18" +GROUP BY "cs_008" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6658a5a94cd41605.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6658a5a94cd41605.sql new file mode 100644 index 0000000000000000000000000000000000000000..6c5646a90aab1908ba8a32c1254da04d404ce0f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6658a5a94cd41605.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_6658a5a94cd41605 +-- problem_id: v2p_n18_486285925778ee12 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "cl_000", + AVG(CAST(NULLIF("dy_000", '') AS REAL)) OVER (PARTITION BY "cl_000") AS avg_measure +FROM "n18" +WHERE NULLIF("cl_000", '') IS NOT NULL + AND NULLIF("dy_000", '') IS NOT NULL +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6893acb6acaf03ae.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6893acb6acaf03ae.sql new file mode 100644 index 0000000000000000000000000000000000000000..48dc7a9b3fde0ab75f1976b7acdd7ae8e7a87698 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6893acb6acaf03ae.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_6893acb6acaf03ae +-- problem_id: v2p_n18_255cf4bea96d12af +-- realization_mode: agent +-- source_kind: agent +SELECT "ab_000", SUM(CAST(NULLIF("ab_000", '') AS INTEGER)) AS total_measure +FROM "n18" +GROUP BY "ab_000" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6d3895ca27700bc0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6d3895ca27700bc0.sql new file mode 100644 index 0000000000000000000000000000000000000000..3eab6c794ff115c125eaf294ab37e70f4b08e64b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6d3895ca27700bc0.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n18_6d3895ca27700bc0 +-- problem_id: v2p_n18_d23e3584921c8afe +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "db_000", + SUM(CASE WHEN "ch_000" = '0' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "ch_000" = '2' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n18" + GROUP BY "db_000" +) +SELECT + "db_000", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6fb42fa2764b9e95.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6fb42fa2764b9e95.sql new file mode 100644 index 0000000000000000000000000000000000000000..9b037e7804d94325ae901bbe6ee988fe70f023f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_6fb42fa2764b9e95.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_6fb42fa2764b9e95 +-- problem_id: v2p_n18_31c09c3015000d98 +-- realization_mode: agent +-- source_kind: agent +SELECT "ay_003", SUM(CAST(NULLIF("ag_004", '') AS REAL)) AS total_measure +FROM "n18" +GROUP BY "ay_003" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_7020d66abaf293ea.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_7020d66abaf293ea.sql new file mode 100644 index 0000000000000000000000000000000000000000..1103b733f227b7eec6375332d217be9ca4a9226d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_7020d66abaf293ea.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_7020d66abaf293ea +-- problem_id: v2p_n18_bc698c3108e90256 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "as_000", + "ax_000", + COALESCE(SUM(CAST(NULLIF("ay_006", '') AS REAL)), 0.0) AS "total_measure" + FROM "n18" + GROUP BY "as_000", "ax_000" +) +SELECT + "as_000", + "ax_000", + "total_measure", + "total_measure" * 100.0 / NULLIF(SUM("total_measure") OVER (PARTITION BY "as_000"), 0) AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_704fd74115ead6ca.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_704fd74115ead6ca.sql new file mode 100644 index 0000000000000000000000000000000000000000..af86dad4497caa9c862628dd03bb799fc559b161 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_704fd74115ead6ca.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n18_704fd74115ead6ca +-- problem_id: v2p_n18_6d506a6baadd68ab +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", "as_000", COUNT(*) AS "row_count" +FROM "n18" +WHERE CAST(NULLIF("az_005", '') AS REAL) >= 2499914.0 +GROUP BY "ae_000", "as_000" +ORDER BY "row_count" DESC +LIMIT 13; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_72113ff04f4df524.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_72113ff04f4df524.sql new file mode 100644 index 0000000000000000000000000000000000000000..9f875f871cbd60f4a9c7ecba1ddfcb270067a880 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_72113ff04f4df524.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_72113ff04f4df524 +-- problem_id: v2p_n18_162d6b4d15320551 +-- realization_mode: agent +-- source_kind: agent +SELECT + "ae_000", + "as_000", + SUM(CAST(NULLIF("ax_000", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("ax_000", '') AS REAL)) * 100.0 / NULLIF( + SUM(SUM(CAST(NULLIF("ax_000", '') AS REAL))) OVER (PARTITION BY "ae_000"), + 0 + ) AS "share_within_group" +FROM "n18" +GROUP BY "ae_000", "as_000" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_7f96bf58fc862f1c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_7f96bf58fc862f1c.sql new file mode 100644 index 0000000000000000000000000000000000000000..27ed2d6fd773338ffb23e74d901ee269e2f5fcbc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_7f96bf58fc862f1c.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_7f96bf58fc862f1c +-- problem_id: v2p_n18_5a171b6c0dfc7650 +-- realization_mode: agent +-- source_kind: agent +SELECT "as_000", SUM(CAST(NULLIF("ag_002", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "as_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_81e5d28d03527d65.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_81e5d28d03527d65.sql new file mode 100644 index 0000000000000000000000000000000000000000..96af43a52a05ecf15bb1bc6169df026a85e7a694 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_81e5d28d03527d65.sql @@ -0,0 +1,31 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_81e5d28d03527d65 +-- problem_id: v2p_n18_466c4cc95b4d5988 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "ay_003", + "ay_001", + SUM(CAST(NULLIF("ay_008", '') AS REAL)) AS "total_measure" + FROM "n18" + WHERE NULLIF("ay_003", '') IS NOT NULL + AND NULLIF("ay_001", '') IS NOT NULL + AND NULLIF("ay_008", '') IS NOT NULL + GROUP BY "ay_003", "ay_001" +) +SELECT + "ay_003", + "ay_001", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "ay_003") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_847117e38813d781.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_847117e38813d781.sql new file mode 100644 index 0000000000000000000000000000000000000000..a14c6a87c005829bc404b8331b8f299da65bc93f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_847117e38813d781.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n18_847117e38813d781 +-- problem_id: v2p_n18_2b3ae5fec163f32d +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", "ay_003", COUNT(*) AS "row_count" +FROM "n18" +WHERE CAST(NULLIF("az_007", '') AS REAL) >= 1760.0 +GROUP BY "ae_000", "ay_003" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_84fb0f1aebadde41.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_84fb0f1aebadde41.sql new file mode 100644 index 0000000000000000000000000000000000000000..5afa4c96145d96404643d29d7c79a23de6c0f1df --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_84fb0f1aebadde41.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n18_84fb0f1aebadde41 +-- problem_id: v2p_n18_b2f4babbe1d504b6 +-- realization_mode: agent +-- source_kind: agent +SELECT "cf_000", COUNT(*) AS "row_count" +FROM "n18" +GROUP BY "cf_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_8630490fa2a29aed.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_8630490fa2a29aed.sql new file mode 100644 index 0000000000000000000000000000000000000000..96336214639231f9ca45541d798a6a06a851fecd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_8630490fa2a29aed.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_8630490fa2a29aed +-- problem_id: v2p_n18_756dbf4413193a1d +-- realization_mode: agent +-- source_kind: agent +SELECT + "af_000", + AVG(CASE WHEN "ch_000" = '2' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n18" +WHERE "af_000" IS NOT NULL + AND "af_000" <> '' + AND "ch_000" IS NOT NULL + AND "ch_000" <> '' +GROUP BY "af_000" +HAVING COUNT(*) >= 5 +ORDER BY "condition_rate" DESC +LIMIT 19; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_87edb4efb392502b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_87edb4efb392502b.sql new file mode 100644 index 0000000000000000000000000000000000000000..e45b5147210689c535a086c66c404e47b5001909 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_87edb4efb392502b.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_87edb4efb392502b +-- problem_id: v2p_n18_9fb3a3f912961135 +-- realization_mode: agent +-- source_kind: agent +SELECT "aj_000", SUM(CAST(NULLIF("ae_000", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "aj_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_8eedd674d3e0d205.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_8eedd674d3e0d205.sql new file mode 100644 index 0000000000000000000000000000000000000000..40fc48644c42e2a2b3fe279e398ccb1d4ee46ebd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_8eedd674d3e0d205.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_8eedd674d3e0d205 +-- problem_id: v2p_n18_0de5e436327dddcf +-- realization_mode: agent +-- source_kind: agent +SELECT "ab_000", + AVG(CASE WHEN "ch_000" = '2' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n18" +GROUP BY "ab_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_93f6df9fd8fcbeae.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_93f6df9fd8fcbeae.sql new file mode 100644 index 0000000000000000000000000000000000000000..7c7dfb6671225f4b5071271f82d6b8cb97720669 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_93f6df9fd8fcbeae.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_93f6df9fd8fcbeae +-- problem_id: v2p_n18_a1aab3ccb918e839 +-- realization_mode: agent +-- source_kind: agent +SELECT + "ar_000", + SUM(COALESCE(CAST(NULLIF("af_000", '') AS REAL), 0)) AS "total_measure" +FROM "n18" +GROUP BY "ar_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_945d5d6ab8ae9468.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_945d5d6ab8ae9468.sql new file mode 100644 index 0000000000000000000000000000000000000000..c87e19c1df75098d63de8ded589741a5f24a882c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_945d5d6ab8ae9468.sql @@ -0,0 +1,32 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_945d5d6ab8ae9468 +-- problem_id: v2p_n18_4567f6513e8c0596 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "aj_000", + "au_000", + SUM(CAST(NULLIF("ay_004", '') AS REAL)) AS "total_measure" + FROM "n18" + WHERE NULLIF("aj_000", '') IS NOT NULL + AND NULLIF("au_000", '') IS NOT NULL + AND NULLIF("ay_004", '') IS NOT NULL + GROUP BY "aj_000", "au_000" +) +SELECT + "aj_000", + "au_000", + "total_measure", + "total_measure" * 100.0 / NULLIF(SUM("total_measure") OVER (PARTITION BY "aj_000"), 0) AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC +LIMIT 13; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_95b3866a2abe36fd.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_95b3866a2abe36fd.sql new file mode 100644 index 0000000000000000000000000000000000000000..65936aad44ea53c2848e4a4eb432d3ff49f15fc1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_95b3866a2abe36fd.sql @@ -0,0 +1,38 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_95b3866a2abe36fd +-- problem_id: v2p_n18_69fbfb28d27a84b6 +-- realization_mode: agent +-- source_kind: agent +WITH "filtered" AS ( + SELECT + "cg_000", + CAST("dv_000" AS REAL) AS "dv_000_num" + FROM "n18" + WHERE "cg_000" IS NOT NULL + AND TRIM("cg_000") <> '' + AND "dv_000" IS NOT NULL + AND TRIM("dv_000") <> '' + AND "cg_000" GLOB '*[0-9]*' + AND "dv_000" GLOB '*[0-9]*' +), +"scored" AS ( + SELECT DISTINCT + "cg_000", + AVG("dv_000_num") OVER (PARTITION BY "cg_000") AS "avg_measure", + COUNT(*) OVER (PARTITION BY "cg_000") AS "group_size" + FROM "filtered" +) +SELECT + "cg_000", + "avg_measure" +FROM "scored" +WHERE "group_size" >= 5 +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_9a5212335ed63158.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_9a5212335ed63158.sql new file mode 100644 index 0000000000000000000000000000000000000000..58d7ae0cb07f77b03ce0a173b7d58056593e612c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_9a5212335ed63158.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_9a5212335ed63158 +-- problem_id: v2p_n18_ab98a057319f18ed +-- realization_mode: agent +-- source_kind: agent +SELECT "ab_000", + AVG(CASE WHEN "ch_000" = '0' THEN 1.0 ELSE 0.0 END) AS condition_rate +FROM "n18" +GROUP BY "ab_000" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_9c2fad50760df553.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_9c2fad50760df553.sql new file mode 100644 index 0000000000000000000000000000000000000000..c2c8ae026c546c7f04e5229f5ccc12d38a1908f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_9c2fad50760df553.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n18_9c2fad50760df553 +-- problem_id: v2p_n18_a42adb0aeab3d609 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "ch_000", + SUM(CASE WHEN "class" = 'neg' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "class" = 'pos' THEN 1 ELSE 0 END) AS denominator_count + FROM "n18" + GROUP BY "ch_000" +) +SELECT "ch_000", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_9e39e57b0ff07d43.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_9e39e57b0ff07d43.sql new file mode 100644 index 0000000000000000000000000000000000000000..24f07e357f82a0539347832de68837804932cfd6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_9e39e57b0ff07d43.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_9e39e57b0ff07d43 +-- problem_id: v2p_n18_91566e9af08169ac +-- realization_mode: agent +-- source_kind: agent +SELECT "ay_003", SUM(CAST(NULLIF("ag_004", '') AS REAL)) AS total_measure +FROM "n18" +GROUP BY "ay_003" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_9f960fa420f7f7e0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_9f960fa420f7f7e0.sql new file mode 100644 index 0000000000000000000000000000000000000000..a98c64bc31d7e954c290b984c61073a1acda8ca5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_9f960fa420f7f7e0.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n18_9f960fa420f7f7e0 +-- problem_id: v2p_n18_cc84e55bdc55d387 +-- realization_mode: agent +-- source_kind: agent +SELECT "db_000", COUNT(*) AS "row_count" +FROM "n18" +GROUP BY "db_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_a07298413f18a3a0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_a07298413f18a3a0.sql new file mode 100644 index 0000000000000000000000000000000000000000..7f19bad2baee75739dfa0a350bc37c86449ce81f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_a07298413f18a3a0.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n18_a07298413f18a3a0 +-- problem_id: v2p_n18_21e404dd11163cf8 +-- realization_mode: agent +-- source_kind: agent +SELECT "cy_000", COUNT(*) AS "row_count" +FROM "n18" +GROUP BY "cy_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_a52d547b2d2f27ce.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_a52d547b2d2f27ce.sql new file mode 100644 index 0000000000000000000000000000000000000000..a4c70a6563bd9ccf1134039e1831a237f8cad754 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_a52d547b2d2f27ce.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n18_a52d547b2d2f27ce +-- problem_id: v2p_n18_9782eaac0a1bfa9b +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", "bf_000", COUNT(*) AS "row_count" +FROM "n18" +WHERE CAST(NULLIF("az_009", '') AS REAL) >= 1208.0 +GROUP BY "ae_000", "bf_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_a74c58bb96029db1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_a74c58bb96029db1.sql new file mode 100644 index 0000000000000000000000000000000000000000..988d68d01991adea4f5c595631c3a2e56117c4a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_a74c58bb96029db1.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_a74c58bb96029db1 +-- problem_id: v2p_n18_bfffe7ece0177476 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "cy_000", + AVG(CAST(NULLIF("ed_000", '') AS REAL)) OVER (PARTITION BY "cy_000") AS "avg_measure" +FROM "n18" +WHERE NULLIF("cy_000", '') IS NOT NULL + AND NULLIF("ed_000", '') IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_ac0b891cca88df15.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_ac0b891cca88df15.sql new file mode 100644 index 0000000000000000000000000000000000000000..cc221b316bc85840d1c922f52b41e1df44b176a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_ac0b891cca88df15.sql @@ -0,0 +1,33 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_ac0b891cca88df15 +-- problem_id: v2p_n18_2d5a5571af897274 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "aj_000", + "au_000", + SUM(CAST(NULLIF("ay_004", '') AS REAL)) AS "total_measure" + FROM "n18" + WHERE NULLIF("aj_000", '') IS NOT NULL + AND NULLIF("au_000", '') IS NOT NULL + AND NULLIF("ay_004", '') IS NOT NULL + GROUP BY "aj_000", "au_000" +) +SELECT + "grouped"."aj_000", + "grouped"."au_000", + "grouped"."total_measure", + "grouped"."total_measure" * 100.0 + / NULLIF(SUM("grouped"."total_measure") OVER (PARTITION BY "grouped"."aj_000"), 0.0) AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC +LIMIT 18; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_ac1fe773f7c98809.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_ac1fe773f7c98809.sql new file mode 100644 index 0000000000000000000000000000000000000000..db5b4145cb57dbeb1db84b5a4db1d77008808821 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_ac1fe773f7c98809.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_ac1fe773f7c98809 +-- problem_id: v2p_n18_f848d33e2bf64929 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "ch_000", + AVG(CAST(NULLIF("dx_000", '') AS REAL)) OVER (PARTITION BY "ch_000") AS "avg_measure" +FROM "n18" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_aef3279937e7e2c3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_aef3279937e7e2c3.sql new file mode 100644 index 0000000000000000000000000000000000000000..14141afe3c560341fa623889b475d301ee0cf894 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_aef3279937e7e2c3.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_aef3279937e7e2c3 +-- problem_id: v2p_n18_b73dfbe914a070f0 +-- realization_mode: agent +-- source_kind: agent +SELECT + "aj_000", + AVG(CASE WHEN "class" = 'pos' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n18" +GROUP BY "aj_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_afda3a09ae5b629d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_afda3a09ae5b629d.sql new file mode 100644 index 0000000000000000000000000000000000000000..ba41efd1671b9801ef01c53bcfd2ed2de3137187 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_afda3a09ae5b629d.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n18_afda3a09ae5b629d +-- problem_id: v2p_n18_a94bdebcc5719580 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "cs_009", + SUM(CASE WHEN "ch_000" = '0' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "ch_000" = '2' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n18" + GROUP BY "cs_009" +) +SELECT "cs_009", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_b18333380094102e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_b18333380094102e.sql new file mode 100644 index 0000000000000000000000000000000000000000..b9fa5dd683675e69404200788a4e073b085e1df5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_b18333380094102e.sql @@ -0,0 +1,33 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_b18333380094102e +-- problem_id: v2p_n18_27972bd6342fd534 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + NULLIF("as_000", '') AS "as_000", + CAST(NULLIF("ax_000", '') AS REAL) AS "ax_000", + SUM(CAST(NULLIF("ay_006", '') AS REAL)) AS "total_measure" + FROM "n18" + WHERE NULLIF("as_000", '') IS NOT NULL + AND NULLIF("ax_000", '') IS NOT NULL + AND NULLIF("ay_006", '') IS NOT NULL + GROUP BY + NULLIF("as_000", ''), + CAST(NULLIF("ax_000", '') AS REAL) +) +SELECT + "as_000", + "ax_000", + "total_measure", + "total_measure" * 100.0 / NULLIF(SUM("total_measure") OVER (PARTITION BY "as_000"), 0) AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_b6c226cc3dbaf76a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_b6c226cc3dbaf76a.sql new file mode 100644 index 0000000000000000000000000000000000000000..08bf1e9b8dc8d4d096ffeac8c0b384a4cd8d0f04 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_b6c226cc3dbaf76a.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_b6c226cc3dbaf76a +-- problem_id: v2p_n18_7dbc49c249e7ba47 +-- realization_mode: agent +-- source_kind: agent +SELECT + "af_000", + "at_000", + SUM(CAST(NULLIF("ay_003", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("ay_003", '') AS REAL)) * 100.0 / + NULLIF(SUM(SUM(CAST(NULLIF("ay_003", '') AS REAL))) OVER (PARTITION BY "af_000"), 0) AS "share_within_group" +FROM "n18" +WHERE NULLIF("af_000", '') IS NOT NULL + AND NULLIF("at_000", '') IS NOT NULL + AND NULLIF("ay_003", '') IS NOT NULL +GROUP BY "af_000", "at_000" +ORDER BY "share_within_group" DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_b9beb2b624733bf8.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_b9beb2b624733bf8.sql new file mode 100644 index 0000000000000000000000000000000000000000..452e4a04cca078d6ceb96204ba2da7f3af67e2fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_b9beb2b624733bf8.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_b9beb2b624733bf8 +-- problem_id: v2p_n18_d05ff49df2964cb5 +-- realization_mode: agent +-- source_kind: agent +SELECT + "bf_000", + "ay_003", + SUM(CAST(NULLIF("az_001", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("az_001", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF("az_001", '') AS REAL))) OVER (PARTITION BY "bf_000"), 0) AS "share_within_group" +FROM "n18" +GROUP BY "bf_000", "ay_003" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_c4cd7d92250ce649.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_c4cd7d92250ce649.sql new file mode 100644 index 0000000000000000000000000000000000000000..aa8517d26196acd38e96bc0df69d0df49e26ce31 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_c4cd7d92250ce649.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_c4cd7d92250ce649 +-- problem_id: v2p_n18_ab53e04e9b0bf3be +-- realization_mode: agent +-- source_kind: agent +SELECT "ab_000", SUM(CAST(NULLIF("ab_000", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "ab_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_c7f991b45efd60e5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_c7f991b45efd60e5.sql new file mode 100644 index 0000000000000000000000000000000000000000..fcd5f14eede7ac2435b6592164b4f725e9cee543 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_c7f991b45efd60e5.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n18_c7f991b45efd60e5 +-- problem_id: v2p_n18_d505206755737c5f +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "cl_000", + SUM(CASE WHEN "ch_000" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "ch_000" = '2' THEN 1 ELSE 0 END) AS denominator_count + FROM "n18" + GROUP BY "cl_000" +) +SELECT "cl_000", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_c89efd26affd6d24.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_c89efd26affd6d24.sql new file mode 100644 index 0000000000000000000000000000000000000000..58e6009552f05a6224ba5fda0016a508518e68b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_c89efd26affd6d24.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_c89efd26affd6d24 +-- problem_id: v2p_n18_7bd9c2d6fdac084a +-- realization_mode: agent +-- source_kind: agent +SELECT + COALESCE(NULLIF("ab_000", ''), 'MISSING') AS "ab_000", + COALESCE(NULLIF("ar_000", ''), 'MISSING') AS "ar_000", + SUM(CAST("av_000" AS REAL)) AS "total_measure", + SUM(CAST("av_000" AS REAL)) * 100.0 + / SUM(SUM(CAST("av_000" AS REAL))) OVER ( + PARTITION BY COALESCE(NULLIF("ab_000", ''), 'MISSING') + ) AS "share_within_group" +FROM "n18" +WHERE NULLIF("av_000", '') IS NOT NULL +GROUP BY + COALESCE(NULLIF("ab_000", ''), 'MISSING'), + COALESCE(NULLIF("ar_000", ''), 'MISSING') +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_ca08f4a81330dcf2.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_ca08f4a81330dcf2.sql new file mode 100644 index 0000000000000000000000000000000000000000..cd143ba94d09d99e7c06b9fc3d23d06147705e05 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_ca08f4a81330dcf2.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_ca08f4a81330dcf2 +-- problem_id: v2p_n18_91a22bcbd26928c2 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "ch_000", + "avg_measure" +FROM ( + SELECT + "ch_000", + AVG(CAST(NULLIF("dx_000", '') AS REAL)) OVER (PARTITION BY "ch_000") AS "avg_measure", + COUNT(*) OVER (PARTITION BY "ch_000") AS "group_size" + FROM "n18" + WHERE NULLIF("ch_000", '') IS NOT NULL + AND NULLIF("dx_000", '') IS NOT NULL +) +WHERE "group_size" >= 5 +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_cd54cbfbb1dfc730.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_cd54cbfbb1dfc730.sql new file mode 100644 index 0000000000000000000000000000000000000000..06e8016e0bc6f785a7e2451eb7e9092a4c82b875 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_cd54cbfbb1dfc730.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_cd54cbfbb1dfc730 +-- problem_id: v2p_n18_b30cc738855b69c8 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "db_000", + AVG(CAST("ee_000" AS REAL)) OVER (PARTITION BY "db_000") AS avg_measure +FROM "n18" +WHERE "db_000" <> '' + AND "ee_000" <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_cf3e760ca6b65963.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_cf3e760ca6b65963.sql new file mode 100644 index 0000000000000000000000000000000000000000..eca7e7a0d7f5e94b6b975c2b52fef7b832d53a3f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_cf3e760ca6b65963.sql @@ -0,0 +1,31 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_cf3e760ca6b65963 +-- problem_id: v2p_n18_d1d84c879ec6b668 +-- realization_mode: agent +-- source_kind: agent +SELECT + "s"."au_000", + "s"."ay_000", + "s"."total_measure", + "s"."total_measure" * 100.0 + / NULLIF(SUM("s"."total_measure") OVER (PARTITION BY "s"."au_000"), 0) AS "share_within_group" +FROM ( + SELECT + "au_000", + "ay_000", + SUM(CAST(NULLIF("ay_007", '') AS REAL)) AS "total_measure" + FROM "n18" + WHERE NULLIF("au_000", '') IS NOT NULL + AND NULLIF("ay_000", '') IS NOT NULL + AND NULLIF("ay_007", '') IS NOT NULL + GROUP BY "au_000", "ay_000" +) AS "s" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_d199d8dd38e257a7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_d199d8dd38e257a7.sql new file mode 100644 index 0000000000000000000000000000000000000000..d1956581ad8e0140b30952be890b14b030a0333c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_d199d8dd38e257a7.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_d199d8dd38e257a7 +-- problem_id: v2p_n18_d4d52d1f6ec731a0 +-- realization_mode: agent +-- source_kind: agent +SELECT + "bf_000", + "ay_003", + SUM(CAST(NULLIF("az_001", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("az_001", '') AS REAL)) * 100.0 + / SUM(SUM(CAST(NULLIF("az_001", '') AS REAL))) OVER (PARTITION BY "bf_000") AS share_within_group +FROM "n18" +WHERE NULLIF("bf_000", '') IS NOT NULL + AND NULLIF("ay_003", '') IS NOT NULL + AND NULLIF("az_001", '') IS NOT NULL +GROUP BY "bf_000", "ay_003" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_d214f6c5a37b758a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_d214f6c5a37b758a.sql new file mode 100644 index 0000000000000000000000000000000000000000..0a6d17bc07c3add6e6e62f7cb9ebe27c27d2a4df --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_d214f6c5a37b758a.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_d214f6c5a37b758a +-- problem_id: v2p_n18_9eebde823d182a0c +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "cy_000", + AVG(CAST("ed_000" AS REAL)) OVER (PARTITION BY "cy_000") AS avg_measure +FROM "n18" +WHERE NULLIF(TRIM("cy_000"), '') IS NOT NULL + AND NULLIF(TRIM("ed_000"), '') IS NOT NULL +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_d4e5aa98fd5994e2.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_d4e5aa98fd5994e2.sql new file mode 100644 index 0000000000000000000000000000000000000000..54ce9b1fa55cb686e860190a566c5655b1a7c6b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_d4e5aa98fd5994e2.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_d4e5aa98fd5994e2 +-- problem_id: v2p_n18_8469731a881723c6 +-- realization_mode: agent +-- source_kind: agent +SELECT "au_000", SUM(CAST(NULLIF("ag_003", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "au_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_d62684fdcdb588bf.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_d62684fdcdb588bf.sql new file mode 100644 index 0000000000000000000000000000000000000000..ab815336d0dc914d09cbb222aed81fe3b936f0b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_d62684fdcdb588bf.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_d62684fdcdb588bf +-- problem_id: v2p_n18_6af990bea4202d95 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "cs_008", + AVG(CAST(NULLIF("eb_000", '') AS REAL)) OVER (PARTITION BY "cs_008") AS "avg_measure" +FROM "n18" +WHERE NULLIF("cs_008", '') IS NOT NULL + AND NULLIF("eb_000", '') IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_dce7a19d82ad56e4.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_dce7a19d82ad56e4.sql new file mode 100644 index 0000000000000000000000000000000000000000..30ab7e4bdba28ff45c3567f21dc29a4569a0aa62 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_dce7a19d82ad56e4.sql @@ -0,0 +1,29 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_dce7a19d82ad56e4 +-- problem_id: v2p_n18_96a1479fd72350f6 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "filtered"."db_000", + "filtered"."avg_measure" +FROM ( + SELECT + "db_000", + AVG(CAST("ee_000" AS REAL)) OVER (PARTITION BY "db_000") AS "avg_measure", + COUNT(*) OVER (PARTITION BY "db_000") AS "group_size" + FROM "n18" + WHERE "db_000" IS NOT NULL + AND "db_000" <> '' + AND "ee_000" IS NOT NULL + AND "ee_000" <> '' +) AS "filtered" +WHERE "filtered"."group_size" >= 5 +ORDER BY "filtered"."avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_dd32accd43a7aedb.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_dd32accd43a7aedb.sql new file mode 100644 index 0000000000000000000000000000000000000000..1dad5fbd1c1f9a4e5232ae727be7b9d682792c30 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_dd32accd43a7aedb.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_dd32accd43a7aedb +-- problem_id: v2p_n18_867dc14c4918e025 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "dh_000", + AVG(CAST(NULLIF("ee_001", '') AS REAL)) OVER (PARTITION BY "dh_000") AS avg_measure +FROM "n18" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_decbc8c1b15515dd.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_decbc8c1b15515dd.sql new file mode 100644 index 0000000000000000000000000000000000000000..6b48e32353b95ce49f73181dc3b70e4b09ee891a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_decbc8c1b15515dd.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_decbc8c1b15515dd +-- problem_id: v2p_n18_bc317a4a02fd92f9 +-- realization_mode: agent +-- source_kind: agent +SELECT "ar_000", SUM(CAST(NULLIF("af_000", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "ar_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_e0c274979ad1ac97.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_e0c274979ad1ac97.sql new file mode 100644 index 0000000000000000000000000000000000000000..f9c83f6f9a97367e0d787d8732c783e8b8b47b12 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_e0c274979ad1ac97.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_e0c274979ad1ac97 +-- problem_id: v2p_n18_915a9904240283d2 +-- realization_mode: agent +-- source_kind: agent +SELECT + "aj_000", + SUM(CAST(NULLIF("ae_000", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "aj_000" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_e578a799b460c531.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_e578a799b460c531.sql new file mode 100644 index 0000000000000000000000000000000000000000..d784a599dd8e02e43bfe6dd1e2a771e10886f867 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_e578a799b460c531.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_e578a799b460c531 +-- problem_id: v2p_n18_831ddd52098cf326 +-- realization_mode: agent +-- source_kind: agent +SELECT "ar_000", "av_000", + SUM(CAST(NULLIF("ay_005", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("ay_005", '') AS REAL)) * 100.0 + / SUM(SUM(CAST(NULLIF("ay_005", '') AS REAL))) OVER (PARTITION BY "ar_000") AS share_within_group +FROM "n18" +GROUP BY "ar_000", "av_000" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_e70a16dfca01e668.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_e70a16dfca01e668.sql new file mode 100644 index 0000000000000000000000000000000000000000..58ffd870c8b140f5dee0bf3e672cbb40ca1e67aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_e70a16dfca01e668.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_e70a16dfca01e668 +-- problem_id: v2p_n18_c75e39f039ab1922 +-- realization_mode: agent +-- source_kind: agent +SELECT + "au_000", + "ay_000", + SUM(CAST(NULLIF("ay_007", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("ay_007", '') AS REAL)) * 100.0 / + NULLIF(SUM(SUM(CAST(NULLIF("ay_007", '') AS REAL))) OVER (PARTITION BY "au_000"), 0) AS "share_within_group" +FROM "n18" +GROUP BY "au_000", "ay_000" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_e9007e80e9276d64.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_e9007e80e9276d64.sql new file mode 100644 index 0000000000000000000000000000000000000000..d82140d6e452599b4339d8fe515524bdbd20617d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_e9007e80e9276d64.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n18_e9007e80e9276d64 +-- problem_id: v2p_n18_7bfff8b8aba2a1b9 +-- realization_mode: agent +-- source_kind: agent +SELECT "ch_000", COUNT(*) AS "row_count" +FROM "n18" +GROUP BY "ch_000" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_ed051819c62d7d90.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_ed051819c62d7d90.sql new file mode 100644 index 0000000000000000000000000000000000000000..be38a12a0886a9fa14f898893549206234e56c10 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_ed051819c62d7d90.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n18_ed051819c62d7d90 +-- problem_id: v2p_n18_65d766c11f2ddffb +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", "cf_000", COUNT(*) AS row_count +FROM "n18" +WHERE CAST(NULLIF("ba_001", '') AS REAL) >= 641214.0 +GROUP BY "ae_000", "cf_000" +ORDER BY row_count DESC +LIMIT 14; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_edee0b02da893a3d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_edee0b02da893a3d.sql new file mode 100644 index 0000000000000000000000000000000000000000..95cb3286da378a2989db587aa3aa98ade8c9788c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_edee0b02da893a3d.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_edee0b02da893a3d +-- problem_id: v2p_n18_c458020157be416f +-- realization_mode: agent +-- source_kind: agent +SELECT "au_000", + AVG(CASE WHEN "ch_000" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n18" +GROUP BY "au_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_efabf6838fb142ea.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_efabf6838fb142ea.sql new file mode 100644 index 0000000000000000000000000000000000000000..cacf700e1a66dd0080d15bd5f9159d0d594fda9c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_efabf6838fb142ea.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_efabf6838fb142ea +-- problem_id: v2p_n18_bd18a03ebed9930a +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", SUM(CAST(NULLIF("ac_000", '') AS REAL)) AS total_measure +FROM "n18" +GROUP BY "ae_000" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f096b0c18f6c6c80.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f096b0c18f6c6c80.sql new file mode 100644 index 0000000000000000000000000000000000000000..a959c922d29e2fac078823f390bde2c5d83cc827 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f096b0c18f6c6c80.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_f096b0c18f6c6c80 +-- problem_id: v2p_n18_39903887e709c1e6 +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", + AVG(CASE WHEN "class" = 'neg' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n18" +GROUP BY "ae_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f106247b7dd464bc.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f106247b7dd464bc.sql new file mode 100644 index 0000000000000000000000000000000000000000..b6433cd11d13e78de36cf07d7cf1d747e4b6b1af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f106247b7dd464bc.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n18_f106247b7dd464bc +-- problem_id: v2p_n18_43c2f47e1e7ea177 +-- realization_mode: agent +-- source_kind: agent +SELECT "class", SUM(CAST(NULLIF("aa_000", '') AS REAL)) AS "total_measure" +FROM "n18" +GROUP BY "class" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f3ab82cc5c693985.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f3ab82cc5c693985.sql new file mode 100644 index 0000000000000000000000000000000000000000..6bc994e03502a34f068a354dc4321beee1fd765c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f3ab82cc5c693985.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_f3ab82cc5c693985 +-- problem_id: v2p_n18_2e967d9900f3f29c +-- realization_mode: agent +-- source_kind: agent +SELECT + "ab_000", + "ar_000", + SUM(CAST(NULLIF("av_000", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("av_000", '') AS REAL)) * 100.0 / + SUM(SUM(CAST(NULLIF("av_000", '') AS REAL))) OVER (PARTITION BY "ab_000") AS share_within_group +FROM "n18" +WHERE NULLIF("av_000", '') IS NOT NULL +GROUP BY "ab_000", "ar_000" +ORDER BY share_within_group DESC +LIMIT 15; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f40a9097e739b6ae.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f40a9097e739b6ae.sql new file mode 100644 index 0000000000000000000000000000000000000000..76a3e6e0bf90e808f0bad6a9868c6dd8a7279a91 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f40a9097e739b6ae.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n18_f40a9097e739b6ae +-- problem_id: v2p_n18_1089c639c4d9d0d2 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "cf_000", + SUM(CASE WHEN "class" = 'neg' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "class" = 'pos' THEN 1 ELSE 0 END) AS denominator_count + FROM "n18" + GROUP BY "cf_000" +) +SELECT "cf_000", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC +LIMIT 11; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f73be74eddadf154.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f73be74eddadf154.sql new file mode 100644 index 0000000000000000000000000000000000000000..f26696d69f21111cc49123b799180976d47582db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f73be74eddadf154.sql @@ -0,0 +1,30 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n18_f73be74eddadf154 +-- problem_id: v2p_n18_9558254505f8d9af +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "class", + "aq_000", + SUM(CAST(NULLIF("at_000", '') AS REAL)) AS "total_measure" + FROM "n18" + WHERE NULLIF("at_000", '') IS NOT NULL + AND NULLIF("aq_000", '') IS NOT NULL + GROUP BY "class", "aq_000" +) +SELECT + "class", + "aq_000", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "class") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f86f2992b4a1ab85.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f86f2992b4a1ab85.sql new file mode 100644 index 0000000000000000000000000000000000000000..830ff5d0e9045b4056d077f9b169a6d3df9ca7c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f86f2992b4a1ab85.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n18_f86f2992b4a1ab85 +-- problem_id: v2p_n18_57101ebe99e7f8b9 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "cf_000", + AVG(CAST(NULLIF("du_000", '') AS REAL)) OVER (PARTITION BY "cf_000") AS avg_measure +FROM "n18" +WHERE NULLIF("cf_000", '') IS NOT NULL + AND NULLIF("du_000", '') IS NOT NULL +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f891d6fdaf139c15.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f891d6fdaf139c15.sql new file mode 100644 index 0000000000000000000000000000000000000000..b61f5786756e76acc2c467a86f84c15d95541bae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_f891d6fdaf139c15.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_f891d6fdaf139c15 +-- problem_id: v2p_n18_5aa719301fa9ed6a +-- realization_mode: agent +-- source_kind: agent +SELECT "ae_000", + AVG(CASE WHEN "class" = 'pos' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n18" +GROUP BY "ae_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_fb9cd46d868f8305.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_fb9cd46d868f8305.sql new file mode 100644 index 0000000000000000000000000000000000000000..7b0cd400d4e47c7df94d11a34b753f2033be8a72 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_fb9cd46d868f8305.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_fb9cd46d868f8305 +-- problem_id: v2p_n18_b90ad5f4f7a956d2 +-- realization_mode: agent +-- source_kind: agent +SELECT "af_000", + AVG(CASE WHEN "ch_000" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n18" +GROUP BY "af_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_fc126b22b59067b2.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_fc126b22b59067b2.sql new file mode 100644 index 0000000000000000000000000000000000000000..c02d85e5b52d64794fff046450e0b60f6f00b8d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_fc126b22b59067b2.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_fc126b22b59067b2 +-- problem_id: v2p_n18_3df5742a2c1c1504 +-- realization_mode: agent +-- source_kind: agent +SELECT "ar_000", + AVG(CASE WHEN "ch_000" = '2' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n18" +GROUP BY "ar_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_fc8206615392e6b4.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_fc8206615392e6b4.sql new file mode 100644 index 0000000000000000000000000000000000000000..5d1f5454d981c60a4b3284a767db28d069cdeaef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n18/sql/v2q_n18_fc8206615392e6b4.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n18 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n18_fc8206615392e6b4 +-- problem_id: v2p_n18_79df64faf88eeef1 +-- realization_mode: agent +-- source_kind: agent +SELECT "au_000", + AVG(CASE WHEN "ch_000" = '2' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n18" +GROUP BY "au_000" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..46e189d2fdd5e9eead6b5a93dc1766dedb2aa166 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7685, "bytes_utf8": 7685, "lines": 240, "estimated_tokens": 2204}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 361, "bytes_utf8": 361, "lines": 1, "estimated_tokens": 95}, "usage": {"input_tokens": 25499, "cached_input_tokens": 6528, "output_tokens": 463, "reasoning_output_tokens": 362}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..093a33e9f3fe211cfb54ab2cd4ce61f103989556 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_013e40bfcc5a99f7", + "api_calls": 0, + "input_tokens": 25499, + "cached_input_tokens": 6528, + "output_tokens": 463, + "total_tokens": 25962, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2204, + "estimated_output_tokens": 95, + "estimated_total_tokens": 2299, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14410.28, + "sql_execution_elapsed_ms_total": 1.66, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c88f3c729e8716fb054ff1bfc976fd849a548521 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:08:10.055322+00:00", + "ended_at": "2026-05-26T00:08:24.465782+00:00", + "elapsed_ms": 14410.28, + "prompt_metrics": { + "chars": 7685, + "bytes_utf8": 7685, + "lines": 240, + "estimated_tokens": 2204 + }, + "stdout_metrics": { + "chars": 714, + "bytes_utf8": 714, + "lines": 4, + "estimated_tokens": 204 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 101 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 361, + "bytes_utf8": 361, + "lines": 1, + "estimated_tokens": 95 + }, + "usage": { + "input_tokens": 25499, + "cached_input_tokens": 6528, + "output_tokens": 463, + "reasoning_output_tokens": 362 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b6fffe4f0f13206b2a1586ff4ce79cba8d4759c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=sulphates, measure_col=volatile acidity.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "sulphates", + "measure_col": "volatile acidity", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..27c976febc78e42a0c70b672681a253e734ce7a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619c-3e88-7780-a804-c011a7efc102"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum.\\nSELECT \\\"sulphates\\\", SUM(CAST(\\\"volatile acidity\\\" AS REAL)) AS total_measure\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Used the planned grouped-sum template with \\\"sulphates\\\" as the grouping column and cast \\\"volatile acidity\\\" to REAL because the schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25499,"cached_input_tokens":6528,"output_tokens":463,"reasoning_output_tokens":362}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2d2e6abda324102111cd60c687200b0b235046a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum.\nSELECT \"sulphates\", SUM(CAST(\"volatile acidity\" AS REAL)) AS total_measure\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY total_measure DESC;","notes":"Used the planned grouped-sum template with \"sulphates\" as the grouping column and cast \"volatile acidity\" to REAL because the schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..63f2f961320d0906fdf387b70a84b38129f8c06a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:08:23.615716Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e619c-3e88-7780-a804-c011a7efc102.1779754090121317000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d1fe4ecc6ce2ab721d29c0dd41fdfb8bcab97220 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=sulphates, measure_col=volatile acidity. +Result preview: [{"sulphates": "0.5", "total_measure": 68.94}, {"sulphates": "0.46", "total_measure": 62.075}, {"sulphates": "0.38", "total_measure": 62.06}, {"sulphates": "0.44", "total_measure": 58.86}, {"sulphates": "0.48", "total_measure": 51.445}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..40c11f50a0b385c4663df50a903bc5746f6648ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_013e40bfcc5a99f7 +-- problem_id: v2p_n3_6c67d6596e05925d +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", SUM(CAST("volatile acidity" AS REAL)) AS total_measure +FROM "n3" +GROUP BY "sulphates" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b1005f650d4e42519ae7a979486ecc6ee69b2388 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum.\nSELECT \"sulphates\", SUM(CAST(\"volatile acidity\" AS REAL)) AS total_measure\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY total_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum.\\nSELECT \\\"sulphates\\\", SUM(CAST(\\\"volatile acidity\\\" AS REAL)) AS total_measure\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY total_measure DESC;\", \"columns\": [\"sulphates\", \"total_measure\"], \"rows\": [{\"sulphates\": \"0.5\", \"total_measure\": 68.94}, {\"sulphates\": \"0.46\", \"total_measure\": 62.075}, {\"sulphates\": \"0.38\", \"total_measure\": 62.06}, {\"sulphates\": \"0.44\", \"total_measure\": 58.86}, {\"sulphates\": \"0.48\", \"total_measure\": 51.445}, {\"sulphates\": \"0.47\", \"total_measure\": 49.395}, {\"sulphates\": \"0.42\", \"total_measure\": 48.655}, {\"sulphates\": \"0.45\", \"total_measure\": 48.39}, {\"sulphates\": \"0.4\", \"total_measure\": 47.63}, {\"sulphates\": \"0.49\", \"total_measure\": 46.33}, {\"sulphates\": \"0.54\", \"total_measure\": 45.275}, {\"sulphates\": \"0.43\", \"total_measure\": 43.855000000000004}, {\"sulphates\": \"0.52\", \"total_measure\": 42.405}, {\"sulphates\": \"0.51\", \"total_measure\": 42.115}, {\"sulphates\": \"0.39\", \"total_measure\": 41.045}, {\"sulphates\": \"0.53\", \"total_measure\": 38.67}, {\"sulphates\": \"0.41\", \"total_measure\": 36.405}, {\"sulphates\": \"0.36\", \"total_measure\": 33.615}, {\"sulphates\": \"0.37\", \"total_measure\": 32.910000000000004}, {\"sulphates\": \"0.56\", \"total_measure\": 30.77}, {\"sulphates\": \"0.58\", \"total_measure\": 28.34}, {\"sulphates\": \"0.6\", \"total_measure\": 26.55}, {\"sulphates\": \"0.55\", \"total_measure\": 26.52}, {\"sulphates\": \"0.59\", \"total_measure\": 26.365}, {\"sulphates\": \"0.57\", \"total_measure\": 26.16}, {\"sulphates\": \"0.34\", \"total_measure\": 25.17}, {\"sulphates\": \"0.35\", \"total_measure\": 24.64}, {\"sulphates\": \"0.62\", \"total_measure\": 19.65}, {\"sulphates\": \"0.64\", \"total_measure\": 18.05}, {\"sulphates\": \"0.33\", \"total_measure\": 16.73}, {\"sulphates\": \"0.32\", \"total_measure\": 15.74}, {\"sulphates\": \"0.63\", \"total_measure\": 14.39}, {\"sulphates\": \"0.61\", \"total_measure\": 12.345}, {\"sulphates\": \"0.68\", \"total_measure\": 10.605}, {\"sulphates\": \"0.67\", \"total_measure\": 10.28}, {\"sulphates\": \"0.31\", \"total_measure\": 9.22}, {\"sulphates\": \"0.66\", \"total_measure\": 9.03}, {\"sulphates\": \"0.3\", \"total_measure\": 8.67}, {\"sulphates\": \"0.65\", \"total_measure\": 8.26}, {\"sulphates\": \"0.69\", \"total_measure\": 8.135}, {\"sulphates\": \"0.72\", \"total_measure\": 7.85}, {\"sulphates\": \"0.7\", \"total_measure\": 6.54}, {\"sulphates\": \"0.29\", \"total_measure\": 5.76}, {\"sulphates\": \"0.71\", \"total_measure\": 5.3950000000000005}, {\"sulphates\": \"0.75\", \"total_measure\": 5.03}, {\"sulphates\": \"0.74\", \"total_measure\": 4.81}, {\"sulphates\": \"0.77\", \"total_measure\": 4.415}, {\"sulphates\": \"0.79\", \"total_measure\": 4.26}, {\"sulphates\": \"0.76\", \"total_measure\": 4.245}, {\"sulphates\": \"0.78\", \"total_measure\": 4.17}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.66}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..165257cb13c1c491d7df48d225c44392ce264802 --- /dev/null +++ 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Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=sulphates, measure_col=volatile acidity.", + "bindings": { + "group_col": "sulphates", + "measure_col": "volatile acidity", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=1" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_013e40bfcc5a99f7.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_013e40bfcc5a99f7", + "api_calls": 0, + "input_tokens": 25499, + "cached_input_tokens": 6528, + "output_tokens": 463, + "total_tokens": 25962, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2204, + "estimated_output_tokens": 95, + "estimated_total_tokens": 2299, + "usage_source": "ai_cli_json_usage", + 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"stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum.\\nSELECT \\\"sulphates\\\", SUM(CAST(\\\"volatile acidity\\\" AS REAL)) AS total_measure\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Used the planned grouped-sum template with \\\"sulphates\\\" as the grouping column and cast \\\"volatile acidity\\\" to REAL because the schema stores values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..386c58e59871dfcb8f87a77f2e7f98d210f87ee1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_013e40bfcc5a99f7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": 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"reasoning_output_tokens": 2192}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b0a38644bc54a1085ecff0f043ee1ece0bd8dffd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_064702741f312b8a", + "api_calls": 0, + "input_tokens": 25594, + "cached_input_tokens": 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"chars": 480, + "bytes_utf8": 480, + "lines": 1, + "estimated_tokens": 123 + }, + "usage": { + "input_tokens": 25594, + "cached_input_tokens": 3456, + "output_tokens": 2321, + "reasoning_output_tokens": 2192 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b5dc6a21c31c89587e85e2aee4ffee9431d7e17c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,244 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=fixed acidity, group_col_2=sulphates.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "fixed acidity", + "group_col_2": "sulphates", + "predicate_col": "fixed acidity", + "predicate_op": ">=", + "predicate_value": 7.3, + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.05, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f60fca085b50024181291bc56162ee91bf289e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619c-77ca-73b2-8ebb-145928937248"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"fixed acidity\\\", \\\"sulphates\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"fixed acidity\\\" AS REAL) >= 7.3\\nGROUP BY \\\"fixed acidity\\\", \\\"sulphates\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the provided filtered two-dimensional group count template with the bound columns. CAST on \\\"fixed acidity\\\" ensures the >= 7.3 predicate is evaluated numerically even though the schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25594,"cached_input_tokens":3456,"output_tokens":2321,"reasoning_output_tokens":2192}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9b7406885f53b021e72729778a306c2351ed8ca6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"fixed acidity\", \"sulphates\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nWHERE CAST(\"fixed acidity\" AS REAL) >= 7.3\nGROUP BY \"fixed acidity\", \"sulphates\"\nORDER BY \"row_count\" DESC;","notes":"Used the provided filtered two-dimensional group count template with the bound columns. CAST on \"fixed acidity\" ensures the >= 7.3 predicate is evaluated numerically even though the schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4fac20b6fd24810f5ba9f40b77525f0aab7612a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:09:10.471131Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e619c-77ca-73b2-8ebb-145928937248.1779754104778599000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..924c0844aef2c7390e1ec38ea25e8816aa185894 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=fixed acidity, group_col_2=sulphates. +Result preview: [{"fixed acidity": "7.4", "sulphates": "0.44", "row_count": 18}, {"fixed acidity": "7.3", "sulphates": "0.41", "row_count": 16}, {"fixed acidity": "7.3", "sulphates": "0.46", "row_count": 15}, {"fixed acidity": "7.7", "sulphates": "0.5", "row_count": 13}, {"fixed acidity": "7.3", "sulphates": "0.45", "row_count": 11}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..80a00c604d84a652e6fa2916cf6b037cb6efde07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n3_064702741f312b8a +-- problem_id: v2p_n3_f2c7485ee840b52a +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", "sulphates", COUNT(*) AS "row_count" +FROM "n3" +WHERE CAST("fixed acidity" AS REAL) >= 7.3 +GROUP BY "fixed acidity", "sulphates" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..18ec52a2b8658f31946194e8193a6de0a3242b7e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"fixed acidity\", \"sulphates\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nWHERE CAST(\"fixed acidity\" AS REAL) >= 7.3\nGROUP BY \"fixed acidity\", \"sulphates\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"fixed acidity\\\", \\\"sulphates\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"fixed acidity\\\" AS REAL) >= 7.3\\nGROUP BY \\\"fixed acidity\\\", \\\"sulphates\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"fixed acidity\", \"sulphates\", \"row_count\"], \"rows\": [{\"fixed acidity\": \"7.4\", \"sulphates\": \"0.44\", \"row_count\": 18}, {\"fixed acidity\": \"7.3\", \"sulphates\": \"0.41\", \"row_count\": 16}, {\"fixed acidity\": \"7.3\", \"sulphates\": \"0.46\", \"row_count\": 15}, {\"fixed acidity\": \"7.7\", \"sulphates\": \"0.5\", \"row_count\": 13}, {\"fixed acidity\": \"7.3\", \"sulphates\": \"0.45\", \"row_count\": 11}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.49\", \"row_count\": 11}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.5\", \"row_count\": 11}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.48\", \"row_count\": 10}, {\"fixed acidity\": \"7.5\", \"sulphates\": \"0.46\", \"row_count\": 10}, {\"fixed acidity\": \"7.6\", \"sulphates\": \"0.46\", \"row_count\": 10}, {\"fixed acidity\": \"7.6\", \"sulphates\": \"0.53\", \"row_count\": 10}, {\"fixed acidity\": \"7.3\", \"sulphates\": \"0.54\", \"row_count\": 9}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.55\", \"row_count\": 9}, {\"fixed acidity\": \"7.5\", \"sulphates\": \"0.38\", \"row_count\": 9}, {\"fixed acidity\": \"7.5\", \"sulphates\": \"0.53\", \"row_count\": 9}, {\"fixed acidity\": \"7.6\", \"sulphates\": \"0.38\", \"row_count\": 9}, {\"fixed acidity\": \"7.6\", \"sulphates\": \"0.45\", \"row_count\": 9}, {\"fixed acidity\": \"7.3\", \"sulphates\": \"0.38\", \"row_count\": 8}, {\"fixed acidity\": \"7.3\", \"sulphates\": \"0.48\", \"row_count\": 8}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.42\", \"row_count\": 8}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.43\", \"row_count\": 8}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.68\", \"row_count\": 8}, {\"fixed acidity\": \"7.5\", \"sulphates\": \"0.44\", \"row_count\": 8}, {\"fixed acidity\": \"7.6\", \"sulphates\": \"0.44\", \"row_count\": 8}, {\"fixed acidity\": \"7.8\", \"sulphates\": \"0.38\", \"row_count\": 8}, {\"fixed acidity\": \"7.9\", \"sulphates\": \"0.51\", \"row_count\": 8}, {\"fixed acidity\": \"7.3\", \"sulphates\": \"0.37\", \"row_count\": 7}, {\"fixed acidity\": \"7.3\", \"sulphates\": \"0.44\", \"row_count\": 7}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.45\", \"row_count\": 7}, {\"fixed acidity\": \"7.5\", \"sulphates\": \"0.39\", \"row_count\": 7}, {\"fixed acidity\": \"7.5\", \"sulphates\": \"0.45\", \"row_count\": 7}, {\"fixed acidity\": \"7.6\", \"sulphates\": \"0.41\", \"row_count\": 7}, {\"fixed acidity\": \"7.6\", \"sulphates\": \"0.47\", \"row_count\": 7}, {\"fixed acidity\": \"7.6\", \"sulphates\": \"0.5\", \"row_count\": 7}, {\"fixed acidity\": \"8\", \"sulphates\": \"0.47\", \"row_count\": 7}, {\"fixed acidity\": \"8.3\", \"sulphates\": \"0.51\", \"row_count\": 7}, {\"fixed acidity\": \"7.3\", \"sulphates\": \"0.35\", \"row_count\": 6}, {\"fixed acidity\": \"7.3\", \"sulphates\": \"0.4\", \"row_count\": 6}, {\"fixed acidity\": \"7.3\", \"sulphates\": \"0.42\", \"row_count\": 6}, {\"fixed acidity\": \"7.3\", \"sulphates\": \"0.5\", \"row_count\": 6}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.36\", \"row_count\": 6}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.47\", \"row_count\": 6}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.52\", \"row_count\": 6}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.6\", \"row_count\": 6}, {\"fixed acidity\": \"7.6\", \"sulphates\": \"0.39\", \"row_count\": 6}, {\"fixed acidity\": \"7.6\", \"sulphates\": \"0.43\", \"row_count\": 6}, {\"fixed acidity\": \"7.6\", \"sulphates\": \"0.51\", \"row_count\": 6}, {\"fixed acidity\": \"7.6\", \"sulphates\": \"0.54\", \"row_count\": 6}, {\"fixed acidity\": \"7.8\", \"sulphates\": \"0.35\", \"row_count\": 6}, {\"fixed acidity\": \"7.9\", \"sulphates\": \"0.49\", \"row_count\": 6}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.76}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fe750b47adab2b1a4db2caa32d57876739f3ca07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:08:24.700922+00:00", + "ended_at": "2026-05-26T00:09:11.420219+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_064702741f312b8a", + "problem_id": "v2p_n3_f2c7485ee840b52a", + "dataset_id": "n3", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=fixed acidity, group_col_2=sulphates.", + "bindings": { + "group_col": "fixed acidity", + "group_col_2": "sulphates", + "predicate_col": "fixed acidity", + "predicate_op": ">=", + "predicate_value": 7.3, + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.05, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=48" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_064702741f312b8a.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_064702741f312b8a", + "api_calls": 0, + "input_tokens": 25594, + "cached_input_tokens": 3456, + "output_tokens": 2321, + "total_tokens": 27915, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2299, + "estimated_output_tokens": 123, + "estimated_total_tokens": 2422, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 46709.97, + "sql_execution_elapsed_ms_total": 2.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2d38378af679d8693a947b7f966ffde6d330489a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:09:11.415566+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 46709.97, "started_at": "2026-05-26T00:08:24.701530+00:00", "ended_at": "2026-05-26T00:09:11.411995+00:00", "prompt_metrics": {"chars": 7995, "bytes_utf8": 7995, "lines": 244, "estimated_tokens": 2299}, "response_metrics": {"chars": 480, "bytes_utf8": 480, "lines": 1, "estimated_tokens": 123}, "usage": {"input_tokens": 25594, "cached_input_tokens": 3456, "output_tokens": 2321, "reasoning_output_tokens": 2192}, "stderr_preview": "2026-05-26T00:09:10.471131Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e619c-77ca-73b2-8ebb-145928937248.1779754104778599000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"fixed acidity\\\", \\\"sulphates\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"fixed acidity\\\" AS REAL) >= 7.3\\nGROUP BY \\\"fixed acidity\\\", \\\"sulphates\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the provided filtered two-dimensional group count template with the bound columns. CAST on \\\"fixed acidity\\\" ensures the >= 7.3 predicate is evaluated numerically even though the schema stores values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0677113a78fe1efc524c2da674fb6cb37b113220 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_064702741f312b8a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_064702741f312b8a", + "api_calls": 0, + "input_tokens": 25594, + "cached_input_tokens": 3456, + "output_tokens": 2321, + "total_tokens": 27915, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2299, + "estimated_output_tokens": 123, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..63f273c5ff7c534ec5201ae7ecaab4b65fdb8b23 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_0cd59c719f55b19f", + "api_calls": 0, + "input_tokens": 25619, + "cached_input_tokens": 22912, + "output_tokens": 3073, + "total_tokens": 28692, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2324, + "estimated_output_tokens": 176, + 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"input_tokens": 25619, + "cached_input_tokens": 22912, + "output_tokens": 3073, + "reasoning_output_tokens": 2891 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..dcd282f8fb020e69a0c3c8932f7b7a6b4c18478d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=sulphates, measure_col=total sulfur dioxide.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "sulphates", + "measure_col": "total sulfur dioxide", + "item_col": "density", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 167.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b619ab92a646dad811b71047acec17a723f4dba2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619d-2e28-77b2-b54b-930528c60b3e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"sulphates\\\",\\n \\\"density\\\",\\n SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL))) OVER (PARTITION BY \\\"sulphates\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\", \\\"density\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Follows the requested within-group share template with \\\"sulphates\\\" as the group, \\\"density\\\" as the item, and casts the text-stored measure \\\"total sulfur dioxide\\\" to REAL for SQLite aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25619,"cached_input_tokens":22912,"output_tokens":3073,"reasoning_output_tokens":2891}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..73dd27244bf6a379168da30f6c202cb360836342 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"sulphates\",\n \"density\",\n SUM(CAST(\"total sulfur dioxide\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"total sulfur dioxide\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"total sulfur dioxide\" AS REAL))) OVER (PARTITION BY \"sulphates\") AS \"share_within_group\"\nFROM \"n3\"\nGROUP BY \"sulphates\", \"density\"\nORDER BY \"share_within_group\" DESC;","notes":"Follows the requested within-group share template with \"sulphates\" as the group, \"density\" as the item, and casts the text-stored measure \"total sulfur dioxide\" to REAL for SQLite aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..aa6c258d3e335ae09fba2566f91aca46acede860 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=sulphates, measure_col=total sulfur dioxide. +Result preview: [{"sulphates": "0.22", "density": "0.99146", "total_measure": 86.0, "share_within_group": 100.0}, {"sulphates": "0.23", "density": "0.99148", "total_measure": 103.0, "share_within_group": 100.0}, {"sulphates": "0.83", "density": "0.98746", "total_measure": 212.0, "share_within_group": 100.0}, {"sulphates": "0.89", "density": "0.98999", "total_measure": 161.0, "share_within_group": 100.0}, {"sulphates": "0.97", "density": "0.9932", "total_measure": 134.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..01a948bbfb7ed04a55163d460886f3b8121b3f2a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_0cd59c719f55b19f +-- problem_id: v2p_n3_8506720119be0fc7 +-- realization_mode: agent +-- source_kind: agent +SELECT + "sulphates", + "density", + SUM(CAST("total sulfur dioxide" AS REAL)) AS "total_measure", + SUM(CAST("total sulfur dioxide" AS REAL)) * 100.0 / SUM(SUM(CAST("total sulfur dioxide" AS REAL))) OVER (PARTITION BY "sulphates") AS "share_within_group" +FROM "n3" +GROUP BY "sulphates", "density" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9428d38c8b26101de4627145e0be97d53a2ef2c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"sulphates\",\n \"density\",\n SUM(CAST(\"total sulfur dioxide\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"total sulfur dioxide\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"total sulfur dioxide\" AS REAL))) OVER (PARTITION BY \"sulphates\") AS \"share_within_group\"\nFROM \"n3\"\nGROUP BY \"sulphates\", \"density\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"sulphates\\\",\\n \\\"density\\\",\\n SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL))) OVER (PARTITION BY \\\"sulphates\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\", \\\"density\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"sulphates\", \"density\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"sulphates\": \"0.22\", \"density\": \"0.99146\", \"total_measure\": 86.0, \"share_within_group\": 100.0}, {\"sulphates\": \"0.23\", \"density\": \"0.99148\", \"total_measure\": 103.0, \"share_within_group\": 100.0}, {\"sulphates\": \"0.83\", \"density\": \"0.98746\", \"total_measure\": 212.0, \"share_within_group\": 100.0}, {\"sulphates\": \"0.89\", \"density\": \"0.98999\", \"total_measure\": 161.0, \"share_within_group\": 100.0}, {\"sulphates\": \"0.97\", \"density\": \"0.9932\", \"total_measure\": 134.0, \"share_within_group\": 100.0}, {\"sulphates\": \"0.99\", \"density\": \"0.98976\", \"total_measure\": 121.0, \"share_within_group\": 100.0}, {\"sulphates\": \"1\", \"density\": \"0.99188\", \"total_measure\": 120.0, \"share_within_group\": 100.0}, {\"sulphates\": \"1.01\", \"density\": \"0.9943\", \"total_measure\": 146.0, \"share_within_group\": 100.0}, {\"sulphates\": \"1.06\", \"density\": \"0.99203\", \"total_measure\": 168.0, \"share_within_group\": 100.0}, {\"sulphates\": \"1.08\", \"density\": \"0.99168\", \"total_measure\": 121.0, \"share_within_group\": 100.0}, {\"sulphates\": \"0.98\", \"density\": \"0.9942\", \"total_measure\": 480.0, \"share_within_group\": 69.06474820143885}, {\"sulphates\": \"0.95\", \"density\": \"0.9934\", \"total_measure\": 351.0, \"share_within_group\": 60.51724137931034}, {\"sulphates\": \"0.86\", \"density\": \"0.9909\", \"total_measure\": 153.0, \"share_within_group\": 60.0}, {\"sulphates\": \"0.92\", \"density\": \"0.98981\", \"total_measure\": 134.0, \"share_within_group\": 56.30252100840336}, {\"sulphates\": \"0.94\", \"density\": \"0.99026\", \"total_measure\": 120.0, \"share_within_group\": 55.81395348837209}, {\"sulphates\": \"0.87\", \"density\": \"0.99234\", \"total_measure\": 126.0, \"share_within_group\": 55.26315789473684}, {\"sulphates\": \"0.9\", \"density\": \"0.99035\", \"total_measure\": 340.0, \"share_within_group\": 49.56268221574344}, {\"sulphates\": \"0.8\", \"density\": \"0.9945\", \"total_measure\": 306.0, \"share_within_group\": 45.945945945945944}, {\"sulphates\": \"0.87\", \"density\": \"0.993\", \"total_measure\": 102.0, \"share_within_group\": 44.73684210526316}, {\"sulphates\": \"0.94\", \"density\": \"0.98946\", \"total_measure\": 95.0, \"share_within_group\": 44.18604651162791}, {\"sulphates\": \"0.92\", \"density\": \"0.9924\", \"total_measure\": 104.0, \"share_within_group\": 43.69747899159664}, {\"sulphates\": \"0.85\", \"density\": \"0.99935\", \"total_measure\": 178.0, \"share_within_group\": 42.78846153846154}, {\"sulphates\": \"0.86\", \"density\": \"0.993\", \"total_measure\": 102.0, \"share_within_group\": 40.0}, {\"sulphates\": \"0.25\", \"density\": \"0.989\", \"total_measure\": 166.0, \"share_within_group\": 38.967136150234744}, {\"sulphates\": \"0.96\", \"density\": \"0.99461\", \"total_measure\": 137.0, \"share_within_group\": 38.37535014005602}, {\"sulphates\": \"0.84\", \"density\": \"0.98975\", \"total_measure\": 118.0, \"share_within_group\": 38.311688311688314}, {\"sulphates\": \"0.96\", \"density\": \"0.9932\", \"total_measure\": 136.0, \"share_within_group\": 38.095238095238095}, {\"sulphates\": \"0.88\", \"density\": \"1.00013\", \"total_measure\": 382.0, \"share_within_group\": 38.04780876494024}, {\"sulphates\": \"0.26\", \"density\": \"0.98934\", \"total_measure\": 172.0, \"share_within_group\": 37.310195227765725}, {\"sulphates\": \"0.84\", \"density\": \"0.99174\", \"total_measure\": 114.0, \"share_within_group\": 37.01298701298701}, {\"sulphates\": \"0.81\", \"density\": \"0.9903\", \"total_measure\": 268.0, \"share_within_group\": 36.71232876712329}, {\"sulphates\": \"0.25\", \"density\": \"0.9927\", \"total_measure\": 151.0, \"share_within_group\": 35.44600938967136}, {\"sulphates\": \"0.85\", \"density\": \"0.9934\", \"total_measure\": 141.0, \"share_within_group\": 33.89423076923077}, {\"sulphates\": \"0.9\", \"density\": \"0.9907\", \"total_measure\": 232.0, \"share_within_group\": 33.819241982507286}, {\"sulphates\": \"0.26\", \"density\": \"0.9931\", \"total_measure\": 155.0, \"share_within_group\": 33.622559652928416}, {\"sulphates\": \"0.82\", \"density\": \"1.0004\", \"total_measure\": 680.0, \"share_within_group\": 31.642624476500696}, {\"sulphates\": \"0.88\", \"density\": \"0.99398\", \"total_measure\": 304.0, \"share_within_group\": 30.278884462151396}, {\"sulphates\": \"0.26\", \"density\": \"0.99234\", \"total_measure\": 134.0, \"share_within_group\": 29.067245119305856}, {\"sulphates\": \"0.78\", \"density\": \"0.99742\", \"total_measure\": 731.0, \"share_within_group\": 25.894438540559687}, {\"sulphates\": \"0.8\", \"density\": \"0.99873\", \"total_measure\": 171.0, \"share_within_group\": 25.675675675675677}, {\"sulphates\": \"0.81\", \"density\": \"0.9952\", \"total_measure\": 187.0, \"share_within_group\": 25.616438356164384}, {\"sulphates\": \"0.95\", \"density\": \"0.9901\", \"total_measure\": 147.0, \"share_within_group\": 25.344827586206897}, {\"sulphates\": \"0.84\", \"density\": \"0.9966\", \"total_measure\": 76.0, \"share_within_group\": 24.675324675324674}, {\"sulphates\": \"0.96\", \"density\": \"0.98926\", \"total_measure\": 84.0, \"share_within_group\": 23.529411764705884}, {\"sulphates\": \"0.85\", \"density\": \"0.99246\", \"total_measure\": 97.0, \"share_within_group\": 23.317307692307693}, {\"sulphates\": \"0.73\", \"density\": \"0.99067\", \"total_measure\": 306.0, \"share_within_group\": 21.016483516483518}, {\"sulphates\": \"0.73\", \"density\": \"0.9907\", \"total_measure\": 300.0, \"share_within_group\": 20.604395604395606}, {\"sulphates\": \"0.81\", \"density\": \"0.9968\", \"total_measure\": 150.0, \"share_within_group\": 20.54794520547945}, {\"sulphates\": \"0.29\", \"density\": \"0.99815\", \"total_measure\": 351.0, \"share_within_group\": 20.454545454545453}, {\"sulphates\": \"0.76\", \"density\": \"0.99922\", \"total_measure\": 549.0, \"share_within_group\": 19.992716678805536}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 8.56}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..41c49f22d00e4ab6d3e36e9579c19abf0d48cd88 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:09:11.420719+00:00", + "ended_at": "2026-05-26T00:10:10.988011+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_0cd59c719f55b19f", + "problem_id": "v2p_n3_8506720119be0fc7", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=sulphates, measure_col=total sulfur dioxide.", + "bindings": { + "group_col": "sulphates", + "measure_col": "total sulfur dioxide", + "item_col": "density", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 167.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=28" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_0cd59c719f55b19f.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_0cd59c719f55b19f", + "api_calls": 0, + "input_tokens": 25619, + "cached_input_tokens": 22912, + "output_tokens": 3073, + "total_tokens": 28692, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2324, + "estimated_output_tokens": 176, + "estimated_total_tokens": 2500, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 59553.56, + "sql_execution_elapsed_ms_total": 8.56, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b4ef65e4964d951ae43e280ddd0cc2746443fcbb --- /dev/null +++ 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\\\"sulphates\\\",\\n \\\"density\\\",\\n SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL))) OVER (PARTITION BY \\\"sulphates\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\", \\\"density\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Follows the requested within-group share template with \\\"sulphates\\\" as the group, \\\"density\\\" as the item, and casts the text-stored measure \\\"total sulfur dioxide\\\" to REAL for SQLite aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1e7983696bdc8d3b2e301e5697e2dac26b3a4658 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_0cd59c719f55b19f", + "api_calls": 0, + "input_tokens": 25619, + "cached_input_tokens": 22912, + "output_tokens": 3073, + "total_tokens": 28692, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2324, + "estimated_output_tokens": 176, + "estimated_total_tokens": 2500, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 59553.56, + "sql_execution_elapsed_ms_total": 8.56, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_0cd59c719f55b19f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..23adf1f2520780e35b7ea971de6fb2c8964e69a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7669, "bytes_utf8": 7669, "lines": 240, "estimated_tokens": 2203}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 352, "bytes_utf8": 352, "lines": 1, "estimated_tokens": 94}, "usage": {"input_tokens": 25498, "cached_input_tokens": 3456, "output_tokens": 418, "reasoning_output_tokens": 318}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..79b7b58c9d31fa8e396280229f80751f03223ab2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_16e0c70bd0131559", + "api_calls": 0, + "input_tokens": 25498, + "cached_input_tokens": 3456, + "output_tokens": 418, + "total_tokens": 25916, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2203, + "estimated_output_tokens": 94, + "estimated_total_tokens": 2297, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11353.54, + "sql_execution_elapsed_ms_total": 2.08, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a4c83f9d4c4595db263d5f85bdae452d5d40a398 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:10:10.988926+00:00", + "ended_at": "2026-05-26T00:10:22.342609+00:00", + "elapsed_ms": 11353.54, + "prompt_metrics": { + "chars": 7669, + "bytes_utf8": 7669, + "lines": 240, + "estimated_tokens": 2203 + }, + "stdout_metrics": { + "chars": 705, + "bytes_utf8": 705, + "lines": 4, + "estimated_tokens": 209 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 352, + "bytes_utf8": 352, + "lines": 1, + "estimated_tokens": 94 + }, + "usage": { + "input_tokens": 25498, + "cached_input_tokens": 3456, + "output_tokens": 418, + "reasoning_output_tokens": 318 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..62ec4fca847f2a5a683b488aa118e1036f561950 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=sulphates, measure_col=density.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "sulphates", + "measure_col": "density", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.9961, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ee4f09f77365e0bb17333e3ad7ce43d1dc0d6f85 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619e-16d2-7d00-8892-3c8c1e49cf40"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"sulphates\\\", SUM(CAST(\\\"density\\\" AS REAL)) AS total_measure\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Used the required grouped-sum template with \\\"sulphates\\\" as the grouping column and CAST(\\\"density\\\" AS REAL) because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25498,"cached_input_tokens":3456,"output_tokens":418,"reasoning_output_tokens":318}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..96759bd573413cc32722a22cd8bfdb8f61a7764c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"sulphates\", SUM(CAST(\"density\" AS REAL)) AS total_measure\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY total_measure DESC;","notes":"Used the required grouped-sum template with \"sulphates\" as the grouping column and CAST(\"density\" AS REAL) because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..63201876281a6fd84da78bd8db24168aa34d2101 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=sulphates, measure_col=density. +Result preview: [{"sulphates": "0.5", "total_measure": 247.76275}, {"sulphates": "0.46", "total_measure": 223.80382}, {"sulphates": "0.44", "total_measure": 214.78218999999999}, {"sulphates": "0.38", "total_measure": 212.67294}, {"sulphates": "0.42", "total_measure": 179.87646}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1e4b9172fadfad27b1f3fd50f77609fb309c0ebb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_16e0c70bd0131559 +-- problem_id: v2p_n3_be96d79b6fc052c6 +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", SUM(CAST("density" AS REAL)) AS total_measure +FROM "n3" +GROUP BY "sulphates" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..13919ec2c125f48dbd6e691ab37426e797de9d96 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"sulphates\", SUM(CAST(\"density\" AS REAL)) AS total_measure\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY total_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"sulphates\\\", SUM(CAST(\\\"density\\\" AS REAL)) AS total_measure\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY total_measure DESC;\", \"columns\": [\"sulphates\", \"total_measure\"], \"rows\": [{\"sulphates\": \"0.5\", \"total_measure\": 247.76275}, {\"sulphates\": \"0.46\", \"total_measure\": 223.80382}, {\"sulphates\": \"0.44\", \"total_measure\": 214.78218999999999}, {\"sulphates\": \"0.38\", \"total_measure\": 212.67294}, {\"sulphates\": \"0.42\", \"total_measure\": 179.87646}, {\"sulphates\": \"0.48\", \"total_measure\": 177.978625}, {\"sulphates\": \"0.45\", \"total_measure\": 177.00311}, {\"sulphates\": \"0.47\", \"total_measure\": 171.02074}, {\"sulphates\": \"0.4\", \"total_measure\": 166.86804}, {\"sulphates\": \"0.54\", \"total_measure\": 166.03342}, {\"sulphates\": \"0.49\", \"total_measure\": 165.14438}, {\"sulphates\": \"0.43\", \"total_measure\": 160.04614}, {\"sulphates\": \"0.52\", \"total_measure\": 155.10136}, {\"sulphates\": \"0.39\", \"total_measure\": 150.00463}, {\"sulphates\": \"0.51\", \"total_measure\": 139.24286}, {\"sulphates\": \"0.41\", \"total_measure\": 138.175745}, {\"sulphates\": \"0.53\", \"total_measure\": 134.2483}, {\"sulphates\": \"0.37\", \"total_measure\": 128.12675}, {\"sulphates\": \"0.36\", \"total_measure\": 119.2091}, {\"sulphates\": \"0.56\", \"total_measure\": 107.36007000000001}, {\"sulphates\": \"0.55\", \"total_measure\": 101.38638}, {\"sulphates\": \"0.58\", \"total_measure\": 98.41839}, {\"sulphates\": \"0.59\", \"total_measure\": 96.40586}, {\"sulphates\": \"0.6\", \"total_measure\": 87.464855}, {\"sulphates\": \"0.35\", \"total_measure\": 84.46088}, {\"sulphates\": \"0.34\", \"total_measure\": 83.40676}, {\"sulphates\": \"0.57\", \"total_measure\": 82.52327}, {\"sulphates\": \"0.62\", \"total_measure\": 67.56883}, {\"sulphates\": \"0.64\", \"total_measure\": 66.595}, {\"sulphates\": \"0.33\", \"total_measure\": 58.54953}, {\"sulphates\": \"0.32\", \"total_measure\": 53.58394}, {\"sulphates\": \"0.63\", \"total_measure\": 47.70669}, {\"sulphates\": \"0.61\", \"total_measure\": 44.759185}, {\"sulphates\": \"0.68\", \"total_measure\": 43.73037}, {\"sulphates\": \"0.66\", \"total_measure\": 35.77627}, {\"sulphates\": \"0.67\", \"total_measure\": 34.83572}, {\"sulphates\": \"0.31\", \"total_measure\": 34.720225}, {\"sulphates\": \"0.72\", \"total_measure\": 32.78834}, {\"sulphates\": \"0.3\", \"total_measure\": 30.79547}, {\"sulphates\": \"0.69\", \"total_measure\": 29.878955}, {\"sulphates\": \"0.65\", \"total_measure\": 27.79983}, {\"sulphates\": \"0.7\", \"total_measure\": 26.82181}, {\"sulphates\": \"0.75\", \"total_measure\": 21.89547}, {\"sulphates\": \"0.78\", \"total_measure\": 18.90784}, {\"sulphates\": \"0.76\", \"total_measure\": 18.89882}, {\"sulphates\": \"0.74\", \"total_measure\": 18.86797}, {\"sulphates\": \"0.71\", \"total_measure\": 17.88591}, {\"sulphates\": \"0.79\", \"total_measure\": 15.9174}, {\"sulphates\": \"0.77\", \"total_measure\": 15.90527}, {\"sulphates\": \"0.29\", \"total_measure\": 15.90007}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.08}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..dda872cc46bdf211bec94b9b2d380890bf6bcfec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_16e0c70bd0131559/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:10:10.988393+00:00", + "ended_at": "2026-05-26T00:10:22.348042+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_16e0c70bd0131559", + "problem_id": "v2p_n3_be96d79b6fc052c6", + "dataset_id": "n3", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_rank_order", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=sulphates, measure_col=density.", + "bindings": { + "group_col": "sulphates", + "measure_col": "density", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.9961, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=7" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_16e0c70bd0131559.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_16e0c70bd0131559", + "api_calls": 0, + "input_tokens": 25498, + "cached_input_tokens": 3456, + "output_tokens": 418, + "total_tokens": 25916, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2203, + "estimated_output_tokens": 94, + "estimated_total_tokens": 2297, + "usage_source": "ai_cli_json_usage", + 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"ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11353.54, "started_at": "2026-05-26T00:10:10.988926+00:00", "ended_at": "2026-05-26T00:10:22.342609+00:00", "prompt_metrics": {"chars": 7669, "bytes_utf8": 7669, "lines": 240, "estimated_tokens": 2203}, "response_metrics": {"chars": 352, "bytes_utf8": 352, "lines": 1, "estimated_tokens": 94}, "usage": {"input_tokens": 25498, "cached_input_tokens": 3456, "output_tokens": 418, "reasoning_output_tokens": 318}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"sulphates\\\", SUM(CAST(\\\"density\\\" AS REAL)) AS total_measure\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Used the required grouped-sum template with 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fa473fdd4d73d90a0e76e1afefe072f3f66e1a20 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_189d01080ebba895", + "api_calls": 0, + "input_tokens": 25506, + "cached_input_tokens": 6528, + "output_tokens": 470, + "total_tokens": 25976, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2211, + "estimated_output_tokens": 94, + "estimated_total_tokens": 2305, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12415.5, + "sql_execution_elapsed_ms_total": 4.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a0349ade7384ff255ac568381c8dc8de15eb09bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:10:22.348991+00:00", + "ended_at": "2026-05-26T00:10:34.764644+00:00", + "elapsed_ms": 12415.5, + "prompt_metrics": { + "chars": 7769, + "bytes_utf8": 7769, + "lines": 240, + "estimated_tokens": 2211 + }, + "stdout_metrics": { + "chars": 768, + "bytes_utf8": 768, + "lines": 4, + "estimated_tokens": 205 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 415, + "bytes_utf8": 415, + "lines": 1, + "estimated_tokens": 94 + }, + "usage": { + "input_tokens": 25506, + "cached_input_tokens": 6528, + "output_tokens": 470, + "reasoning_output_tokens": 370 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a3dd3c7b431a5050114b9a9c671118a4406ca16f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=quality, measure_col=free sulfur dioxide.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "quality", + "measure_col": "free sulfur dioxide", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 46.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..02a2cfd60188176f3c237638764a171c39178179 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619e-433b-7fc2-a21b-633a7c5db591"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"quality\\\",\\n AVG(CAST(\\\"free sulfur dioxide\\\" AS REAL)) OVER (PARTITION BY \\\"quality\\\") AS avg_measure\\nFROM \\\"n3\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the planned Window Partition Average template with \\\"quality\\\" as the group column and cast \\\"free sulfur dioxide\\\" from TEXT to REAL so SQLite computes the average numerically.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25506,"cached_input_tokens":6528,"output_tokens":470,"reasoning_output_tokens":370}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..765e6130110abeb578a11edcabc771bb09670218 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"quality\",\n AVG(CAST(\"free sulfur dioxide\" AS REAL)) OVER (PARTITION BY \"quality\") AS avg_measure\nFROM \"n3\"\nORDER BY avg_measure DESC;","notes":"Used the planned Window Partition Average template with \"quality\" as the group column and cast \"free sulfur dioxide\" from TEXT to REAL so SQLite computes the average numerically."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..bea739ea11b58e02c08b63242a779a00633d486a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=quality, measure_col=free sulfur dioxide. +Result preview: [{"quality": "3", "avg_measure": 53.325}, {"quality": "8", "avg_measure": 36.72}, {"quality": "5", "avg_measure": 36.432052161976664}, {"quality": "6", "avg_measure": 35.65059144676979}, {"quality": "7", "avg_measure": 34.12556818181818}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..8b23501994517ad0c73aa87a0476d05e390314f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_189d01080ebba895 +-- problem_id: v2p_n3_7b1f7d11eecdfb81 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "quality", + AVG(CAST("free sulfur dioxide" AS REAL)) OVER (PARTITION BY "quality") AS avg_measure +FROM "n3" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5977c1b1ae2d1ca21ca67abeaeb4961f24b9a0e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"quality\",\n AVG(CAST(\"free sulfur dioxide\" AS REAL)) OVER (PARTITION BY \"quality\") AS avg_measure\nFROM \"n3\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"quality\\\",\\n AVG(CAST(\\\"free sulfur dioxide\\\" AS REAL)) OVER (PARTITION BY \\\"quality\\\") AS avg_measure\\nFROM \\\"n3\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"quality\", \"avg_measure\"], \"rows\": [{\"quality\": \"3\", \"avg_measure\": 53.325}, {\"quality\": \"8\", \"avg_measure\": 36.72}, {\"quality\": \"5\", \"avg_measure\": 36.432052161976664}, {\"quality\": \"6\", \"avg_measure\": 35.65059144676979}, {\"quality\": \"7\", \"avg_measure\": 34.12556818181818}, {\"quality\": \"9\", \"avg_measure\": 33.4}, {\"quality\": \"4\", \"avg_measure\": 23.358895705521473}], \"row_count_returned\": 7, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 4.36}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..008c2a1d04a9b7af70abe906091efa59c20efdca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:10:22.348370+00:00", + "ended_at": "2026-05-26T00:10:34.774071+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_189d01080ebba895", + "problem_id": "v2p_n3_7b1f7d11eecdfb81", + "dataset_id": "n3", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=quality, measure_col=free sulfur dioxide.", + "bindings": { + "group_col": "quality", + "measure_col": "free sulfur dioxide", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 46.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=137" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_189d01080ebba895.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_189d01080ebba895", + "api_calls": 0, + "input_tokens": 25506, + "cached_input_tokens": 6528, + "output_tokens": 470, + "total_tokens": 25976, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2211, + "estimated_output_tokens": 94, + "estimated_total_tokens": 2305, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12415.5, + "sql_execution_elapsed_ms_total": 4.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..91f968faabe62742cae02821596975ae4d903334 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:10:34.768072+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12415.5, "started_at": "2026-05-26T00:10:22.348991+00:00", "ended_at": "2026-05-26T00:10:34.764644+00:00", "prompt_metrics": {"chars": 7769, "bytes_utf8": 7769, "lines": 240, "estimated_tokens": 2211}, "response_metrics": {"chars": 415, "bytes_utf8": 415, "lines": 1, "estimated_tokens": 94}, "usage": {"input_tokens": 25506, "cached_input_tokens": 6528, "output_tokens": 470, "reasoning_output_tokens": 370}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"quality\\\",\\n AVG(CAST(\\\"free sulfur dioxide\\\" AS REAL)) OVER (PARTITION BY \\\"quality\\\") AS avg_measure\\nFROM \\\"n3\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the planned Window Partition Average template with \\\"quality\\\" as the group column and cast \\\"free sulfur dioxide\\\" from TEXT to REAL so SQLite computes the average numerically.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bca869bec950857b931ad951c786035bd1929062 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_189d01080ebba895/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_189d01080ebba895", + "api_calls": 0, + "input_tokens": 25506, + "cached_input_tokens": 6528, + "output_tokens": 470, + "total_tokens": 25976, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2211, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8076, "bytes_utf8": 8076, "lines": 242, "estimated_tokens": 2317}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 935, "bytes_utf8": 935, "lines": 1, "estimated_tokens": 259}, "usage": {"input_tokens": 25612, "cached_input_tokens": 22912, "output_tokens": 4323, "reasoning_output_tokens": 4058}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7604d9fe877bd8c9388ed4006a5c26ffe42eb96d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_1a7cf5cc4eae02b7", + "api_calls": 0, + "input_tokens": 25612, + "cached_input_tokens": 22912, + "output_tokens": 4323, + "total_tokens": 29935, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2317, + "estimated_output_tokens": 259, + "estimated_total_tokens": 2576, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 81012.92, + "sql_execution_elapsed_ms_total": 4.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..bbbabef97f0423344bcc4aebb360ff5558cb7913 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:10:34.775389+00:00", + "ended_at": "2026-05-26T00:11:55.803124+00:00", + "elapsed_ms": 81012.92, + "prompt_metrics": { + "chars": 8076, + "bytes_utf8": 8076, + "lines": 242, + "estimated_tokens": 2317 + }, + "stdout_metrics": { + "chars": 1377, + "bytes_utf8": 1377, + "lines": 4, + "estimated_tokens": 429 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 935, + "bytes_utf8": 935, + "lines": 1, + "estimated_tokens": 259 + }, + "usage": { + "input_tokens": 25612, + "cached_input_tokens": 22912, + "output_tokens": 4323, + "reasoning_output_tokens": 4058 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c02ad313cfebd7f8b6fdfff7c8089a700d1ed2c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=quality, measure_col=alcohol.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "quality", + "measure_col": "alcohol", + "item_col": "fixed acidity", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 11.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e4f04e27d85e35e74024ebbcaeaa7ffff587de7e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619e-73c0-74b1-97f2-3ba856162918"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"quality\\\",\\n \\\"fixed acidity\\\",\\n SUM(CAST(NULLIF(TRIM(\\\"alcohol\\\"), '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n3\\\"\\n WHERE NULLIF(TRIM(\\\"quality\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"fixed acidity\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"alcohol\\\"), '') IS NOT NULL\\n GROUP BY \\\"quality\\\", \\\"fixed acidity\\\"\\n)\\nSELECT\\n \\\"quality\\\",\\n \\\"fixed acidity\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"quality\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applies the Within-Group Share of Total template with group_col=\\\"quality\\\", item_col=\\\"fixed acidity\\\", and measure_col=\\\"alcohol\\\". A CTE keeps the windowed denominator SQLite-safe, and \\\"alcohol\\\" is cast to REAL because the source columns are stored as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25612,"cached_input_tokens":22912,"output_tokens":4323,"reasoning_output_tokens":4058}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7fafd6f465839757850af30e33311f8d84ac5d63 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nWITH \"grouped\" AS (\n SELECT\n \"quality\",\n \"fixed acidity\",\n SUM(CAST(NULLIF(TRIM(\"alcohol\"), '') AS REAL)) AS \"total_measure\"\n FROM \"n3\"\n WHERE NULLIF(TRIM(\"quality\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"fixed acidity\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"alcohol\"), '') IS NOT NULL\n GROUP BY \"quality\", \"fixed acidity\"\n)\nSELECT\n \"quality\",\n \"fixed acidity\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"quality\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;","notes":"Applies the Within-Group Share of Total template with group_col=\"quality\", item_col=\"fixed acidity\", and measure_col=\"alcohol\". A CTE keeps the windowed denominator SQLite-safe, and \"alcohol\" is cast to REAL because the source columns are stored as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a471867cb3361e388d942e29dbdd4ac1e3beff4c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=quality, measure_col=alcohol. +Result preview: [{"quality": "9", "fixed acidity": "7.1", "total_measure": 12.9, "share_within_group": 21.182266009852217}, {"quality": "9", "fixed acidity": "6.9", "total_measure": 12.7, "share_within_group": 20.85385878489327}, {"quality": "9", "fixed acidity": "7.4", "total_measure": 12.5, "share_within_group": 20.525451559934318}, {"quality": "9", "fixed acidity": "6.6", "total_measure": 12.4, "share_within_group": 20.361247947454846}, {"quality": "9", "fixed acidity": "9.1", "total_measure": 10.4, "share_within_group": 17.077175697865353}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4f3a4cb70499985f81d09456d1976ba08a78ad7f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/generated_sql.sql @@ -0,0 +1,31 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_1a7cf5cc4eae02b7 +-- problem_id: v2p_n3_1d807af98821572c +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "quality", + "fixed acidity", + SUM(CAST(NULLIF(TRIM("alcohol"), '') AS REAL)) AS "total_measure" + FROM "n3" + WHERE NULLIF(TRIM("quality"), '') IS NOT NULL + AND NULLIF(TRIM("fixed acidity"), '') IS NOT NULL + AND NULLIF(TRIM("alcohol"), '') IS NOT NULL + GROUP BY "quality", "fixed acidity" +) +SELECT + "quality", + "fixed acidity", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "quality") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fe0889326ea00232218f66fe8c4d6b1942f5a38b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nWITH \"grouped\" AS (\n SELECT\n \"quality\",\n \"fixed acidity\",\n SUM(CAST(NULLIF(TRIM(\"alcohol\"), '') AS REAL)) AS \"total_measure\"\n FROM \"n3\"\n WHERE NULLIF(TRIM(\"quality\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"fixed acidity\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"alcohol\"), '') IS NOT NULL\n GROUP BY \"quality\", \"fixed acidity\"\n)\nSELECT\n \"quality\",\n \"fixed acidity\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"quality\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"quality\\\",\\n \\\"fixed acidity\\\",\\n SUM(CAST(NULLIF(TRIM(\\\"alcohol\\\"), '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n3\\\"\\n WHERE NULLIF(TRIM(\\\"quality\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"fixed acidity\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"alcohol\\\"), '') IS NOT NULL\\n GROUP BY \\\"quality\\\", \\\"fixed acidity\\\"\\n)\\nSELECT\\n \\\"quality\\\",\\n \\\"fixed acidity\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"quality\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"quality\", \"fixed acidity\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"quality\": \"9\", \"fixed acidity\": \"7.1\", \"total_measure\": 12.9, \"share_within_group\": 21.182266009852217}, {\"quality\": \"9\", \"fixed acidity\": \"6.9\", \"total_measure\": 12.7, \"share_within_group\": 20.85385878489327}, {\"quality\": \"9\", \"fixed acidity\": \"7.4\", \"total_measure\": 12.5, \"share_within_group\": 20.525451559934318}, {\"quality\": \"9\", \"fixed acidity\": \"6.6\", \"total_measure\": 12.4, \"share_within_group\": 20.361247947454846}, {\"quality\": \"9\", \"fixed acidity\": \"9.1\", \"total_measure\": 10.4, \"share_within_group\": 17.077175697865353}, {\"quality\": \"3\", \"fixed acidity\": \"7.1\", \"total_measure\": 22.5, \"share_within_group\": 10.874818753020783}, {\"quality\": \"3\", \"fixed acidity\": \"6.1\", \"total_measure\": 20.6, \"share_within_group\": 9.956500724987917}, {\"quality\": \"8\", \"fixed acidity\": \"7.3\", \"total_measure\": 199.6, \"share_within_group\": 9.802092029661642}, {\"quality\": \"8\", \"fixed acidity\": \"7\", \"total_measure\": 182.1, \"share_within_group\": 8.942690173353633}, {\"quality\": \"4\", \"fixed acidity\": \"6.9\", \"total_measure\": 122.9, \"share_within_group\": 7.426654983835394}, {\"quality\": \"5\", \"fixed acidity\": \"6.4\", \"total_measure\": 1019.88, \"share_within_group\": 7.1362797974737395}, {\"quality\": \"4\", \"fixed acidity\": \"6.8\", \"total_measure\": 112.3, \"share_within_group\": 6.7861135450342935}, {\"quality\": \"5\", \"fixed acidity\": \"6.6\", \"total_measure\": 962.75, \"share_within_group\": 6.736531136033497}, {\"quality\": \"8\", \"fixed acidity\": \"6.5\", \"total_measure\": 133.3, \"share_within_group\": 6.546186711191869}, {\"quality\": \"6\", \"fixed acidity\": \"6.8\", \"total_measure\": 1500.25, \"share_within_group\": 6.454168698196002}, {\"quality\": \"8\", \"fixed acidity\": \"6.8\", \"total_measure\": 131.0, \"share_within_group\": 6.433236752934244}, {\"quality\": \"7\", \"fixed acidity\": \"6.5\", \"total_measure\": 625.1, \"share_within_group\": 6.248635932738781}, {\"quality\": \"5\", \"fixed acidity\": \"6.8\", \"total_measure\": 883.6, \"share_within_group\": 6.182704660399063}, {\"quality\": \"6\", \"fixed acidity\": \"6.6\", \"total_measure\": 1426.9166666666667, \"share_within_group\": 6.138684142599019}, {\"quality\": \"7\", \"fixed acidity\": \"6.7\", \"total_measure\": 612.7866666666666, \"share_within_group\": 6.125549167231731}, {\"quality\": \"3\", \"fixed acidity\": \"6.9\", \"total_measure\": 12.6, \"share_within_group\": 6.089898501691638}, {\"quality\": \"3\", \"fixed acidity\": \"8.3\", \"total_measure\": 12.4, \"share_within_group\": 5.993233446109231}, {\"quality\": \"7\", \"fixed acidity\": \"6.8\", \"total_measure\": 573.15, \"share_within_group\": 5.72933240257436}, {\"quality\": \"3\", \"fixed acidity\": \"5.8\", \"total_measure\": 11.7, \"share_within_group\": 5.654905751570807}, {\"quality\": \"4\", \"fixed acidity\": \"7.6\", \"total_measure\": 90.3, \"share_within_group\": 5.456687917333897}, {\"quality\": \"8\", \"fixed acidity\": \"6.6\", \"total_measure\": 111.0, \"share_within_group\": 5.451063202867947}, {\"quality\": \"4\", \"fixed acidity\": \"6.5\", \"total_measure\": 88.5, \"share_within_group\": 5.347916729612956}, {\"quality\": \"3\", \"fixed acidity\": \"6.2\", \"total_measure\": 11.0, \"share_within_group\": 5.316578057032383}, {\"quality\": \"3\", \"fixed acidity\": \"8.6\", \"total_measure\": 11.0, \"share_within_group\": 5.316578057032383}, {\"quality\": \"3\", \"fixed acidity\": \"9.4\", \"total_measure\": 11.0, \"share_within_group\": 5.316578057032383}, {\"quality\": \"6\", \"fixed acidity\": \"6.4\", \"total_measure\": 1225.0666666666666, \"share_within_group\": 5.270312903318323}, {\"quality\": \"6\", \"fixed acidity\": \"7\", \"total_measure\": 1218.8, \"share_within_group\": 5.243353314021854}, {\"quality\": \"7\", \"fixed acidity\": \"7.1\", \"total_measure\": 508.9, \"share_within_group\": 5.087075389810855}, {\"quality\": \"3\", \"fixed acidity\": \"6.8\", \"total_measure\": 10.5, \"share_within_group\": 5.074915418076365}, {\"quality\": \"3\", \"fixed acidity\": \"7.6\", \"total_measure\": 10.4, \"share_within_group\": 5.0265828902851615}, {\"quality\": \"8\", \"fixed acidity\": \"6.9\", \"total_measure\": 101.30000000000001, \"share_within_group\": 4.974709031085794}, {\"quality\": \"5\", \"fixed acidity\": \"7.2\", \"total_measure\": 710.0, \"share_within_group\": 4.9679949172513975}, {\"quality\": \"7\", \"fixed acidity\": \"6.9\", \"total_measure\": 490.8, \"share_within_group\": 4.90614384224635}, {\"quality\": \"7\", \"fixed acidity\": \"7\", \"total_measure\": 490.7, \"share_within_group\": 4.905144220436601}, {\"quality\": \"7\", \"fixed acidity\": \"7.4\", \"total_measure\": 489.09999999999997, \"share_within_group\": 4.889150271480624}, {\"quality\": \"5\", \"fixed acidity\": \"6.9\", \"total_measure\": 696.2, \"share_within_group\": 4.871433889282286}, {\"quality\": \"7\", \"fixed acidity\": \"6.4\", \"total_measure\": 486.2, \"share_within_group\": 4.860161238997913}, {\"quality\": \"8\", \"fixed acidity\": \"7.1\", \"total_measure\": 97.8, \"share_within_group\": 4.802828659824191}, {\"quality\": \"3\", \"fixed acidity\": \"8.5\", \"total_measure\": 9.8, \"share_within_group\": 4.736587723537942}, {\"quality\": \"6\", \"fixed acidity\": \"6.9\", \"total_measure\": 1098.8, \"share_within_group\": 4.72710585940861}, {\"quality\": \"8\", \"fixed acidity\": \"5.2\", \"total_measure\": 95.8, \"share_within_group\": 4.704611304817561}, {\"quality\": \"3\", \"fixed acidity\": \"11.8\", \"total_measure\": 9.7, \"share_within_group\": 4.688255195746737}, {\"quality\": \"7\", \"fixed acidity\": \"6\", \"total_measure\": 468.6833333333334, \"share_within_group\": 4.685060818656942}, {\"quality\": \"7\", \"fixed acidity\": \"6.6\", \"total_measure\": 467.6, \"share_within_group\": 4.674231582384665}, {\"quality\": \"3\", \"fixed acidity\": \"10.3\", \"total_measure\": 9.6, \"share_within_group\": 4.639922667955534}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.58}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fcff26f3259a97d50837f015286817b82b8df00a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:10:34.774731+00:00", + "ended_at": "2026-05-26T00:11:55.813491+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_1a7cf5cc4eae02b7", + "problem_id": "v2p_n3_1d807af98821572c", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=quality, measure_col=alcohol.", + "bindings": { + "group_col": "quality", + "measure_col": "alcohol", + "item_col": "fixed acidity", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 11.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=32" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_1a7cf5cc4eae02b7.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_1a7cf5cc4eae02b7", + "api_calls": 0, + "input_tokens": 25612, + "cached_input_tokens": 22912, + "output_tokens": 4323, + "total_tokens": 29935, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2317, + "estimated_output_tokens": 259, + "estimated_total_tokens": 2576, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 81012.92, + "sql_execution_elapsed_ms_total": 4.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dc4f0acf585c6f07683c7e697fba859eee135c2f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:11:55.807205+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 81012.92, "started_at": "2026-05-26T00:10:34.775389+00:00", "ended_at": "2026-05-26T00:11:55.803124+00:00", "prompt_metrics": {"chars": 8076, "bytes_utf8": 8076, "lines": 242, "estimated_tokens": 2317}, "response_metrics": {"chars": 935, "bytes_utf8": 935, "lines": 1, "estimated_tokens": 259}, "usage": {"input_tokens": 25612, "cached_input_tokens": 22912, "output_tokens": 4323, "reasoning_output_tokens": 4058}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"quality\\\",\\n \\\"fixed acidity\\\",\\n SUM(CAST(NULLIF(TRIM(\\\"alcohol\\\"), '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n3\\\"\\n WHERE NULLIF(TRIM(\\\"quality\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"fixed acidity\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"alcohol\\\"), '') IS NOT NULL\\n GROUP BY \\\"quality\\\", \\\"fixed acidity\\\"\\n)\\nSELECT\\n \\\"quality\\\",\\n \\\"fixed acidity\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"quality\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applies the Within-Group Share of Total template with group_col=\\\"quality\\\", item_col=\\\"fixed acidity\\\", and measure_col=\\\"alcohol\\\". A CTE keeps the windowed denominator SQLite-safe, and \\\"alcohol\\\" is cast to REAL because the source columns are stored as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7c00899fdc5c1a0b67590d7bbc6a59c916096136 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1a7cf5cc4eae02b7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_1a7cf5cc4eae02b7", + "api_calls": 0, + "input_tokens": 25612, + "cached_input_tokens": 22912, + "output_tokens": 4323, + "total_tokens": 29935, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2317, + "estimated_output_tokens": 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..aee69be0ceccb3109da4ead92b490807cfc9fb7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_1b67bfa31db4f804", + "api_calls": 0, + "input_tokens": 25472, + "cached_input_tokens": 6528, + "output_tokens": 386, + "total_tokens": 25858, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2177, + "estimated_output_tokens": 81, + 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"input_tokens": 25472, + "cached_input_tokens": 6528, + "output_tokens": 386, + "reasoning_output_tokens": 299 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..43c2746d72fdbd7549b84be17cbdf3e55d1011b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,238 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=sulphates.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "sulphates", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.39, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a2789b34f017d4b5bb9614f5b280200cf57d75dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619f-b051-79e1-b818-61bc532a34fa"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"sulphates\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template with group_col bound to \\\"sulphates\\\" and the single table \\\"n3\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25472,"cached_input_tokens":6528,"output_tokens":386,"reasoning_output_tokens":299}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4b6e8bcb177dc772668808dd856e1256d8740d71 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"sulphates\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned grouped-count template with group_col bound to \"sulphates\" and the single table \"n3\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d938e5dda72e3f58e8cd740336e18f471f8e8610 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=sulphates. +Result preview: [{"sulphates": "0.5", "row_count": 249}, {"sulphates": "0.46", "row_count": 225}, {"sulphates": "0.44", "row_count": 216}, {"sulphates": "0.38", "row_count": 214}, {"sulphates": "0.42", "row_count": 181}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..61d22a9b3cc210fbb8985a340d7466671abb0687 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n3_1b67bfa31db4f804 +-- problem_id: v2p_n3_c2d36846c230ef0a +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", COUNT(*) AS "row_count" +FROM "n3" +GROUP BY "sulphates" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3d09b0a39b250e49175c44f0ccd3efd6c85efc08 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"sulphates\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"sulphates\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"sulphates\", \"row_count\"], \"rows\": [{\"sulphates\": \"0.5\", \"row_count\": 249}, {\"sulphates\": \"0.46\", \"row_count\": 225}, {\"sulphates\": \"0.44\", \"row_count\": 216}, {\"sulphates\": \"0.38\", \"row_count\": 214}, {\"sulphates\": \"0.42\", \"row_count\": 181}, {\"sulphates\": \"0.48\", \"row_count\": 179}, {\"sulphates\": \"0.45\", \"row_count\": 178}, {\"sulphates\": \"0.47\", \"row_count\": 172}, {\"sulphates\": \"0.4\", \"row_count\": 168}, {\"sulphates\": \"0.54\", \"row_count\": 167}, {\"sulphates\": \"0.49\", \"row_count\": 166}, {\"sulphates\": \"0.43\", \"row_count\": 161}, {\"sulphates\": \"0.52\", \"row_count\": 156}, {\"sulphates\": \"0.39\", \"row_count\": 151}, {\"sulphates\": \"0.51\", \"row_count\": 140}, {\"sulphates\": \"0.41\", \"row_count\": 139}, {\"sulphates\": \"0.53\", \"row_count\": 135}, {\"sulphates\": \"0.37\", \"row_count\": 129}, {\"sulphates\": \"0.36\", \"row_count\": 120}, {\"sulphates\": \"0.56\", \"row_count\": 108}, {\"sulphates\": \"0.55\", \"row_count\": 102}, {\"sulphates\": \"0.58\", \"row_count\": 99}, {\"sulphates\": \"0.59\", \"row_count\": 97}, {\"sulphates\": \"0.6\", \"row_count\": 88}, {\"sulphates\": \"0.35\", \"row_count\": 85}, {\"sulphates\": \"0.34\", \"row_count\": 84}, {\"sulphates\": \"0.57\", \"row_count\": 83}, {\"sulphates\": \"0.62\", \"row_count\": 68}, {\"sulphates\": \"0.64\", \"row_count\": 67}, {\"sulphates\": \"0.33\", \"row_count\": 59}, {\"sulphates\": \"0.32\", \"row_count\": 54}, {\"sulphates\": \"0.63\", \"row_count\": 48}, {\"sulphates\": \"0.61\", \"row_count\": 45}, {\"sulphates\": \"0.68\", \"row_count\": 44}, {\"sulphates\": \"0.66\", \"row_count\": 36}, {\"sulphates\": \"0.67\", \"row_count\": 35}, {\"sulphates\": \"0.31\", \"row_count\": 35}, {\"sulphates\": \"0.72\", \"row_count\": 33}, {\"sulphates\": \"0.3\", \"row_count\": 31}, {\"sulphates\": \"0.69\", \"row_count\": 30}, {\"sulphates\": \"0.65\", \"row_count\": 28}, {\"sulphates\": \"0.7\", \"row_count\": 27}, {\"sulphates\": \"0.75\", \"row_count\": 22}, {\"sulphates\": \"0.78\", \"row_count\": 19}, {\"sulphates\": \"0.76\", \"row_count\": 19}, {\"sulphates\": \"0.74\", \"row_count\": 19}, {\"sulphates\": \"0.71\", \"row_count\": 18}, {\"sulphates\": \"0.79\", \"row_count\": 16}, {\"sulphates\": \"0.77\", \"row_count\": 16}, {\"sulphates\": \"0.29\", \"row_count\": 16}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.99}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c6c83099b9a88d4e77ca2343bdab990b8f832aa1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:11:55.813906+00:00", + "ended_at": "2026-05-26T00:12:07.732559+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_1b67bfa31db4f804", + "problem_id": "v2p_n3_c2d36846c230ef0a", + "dataset_id": "n3", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=sulphates.", + "bindings": { + "group_col": "sulphates", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.39, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=13" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_1b67bfa31db4f804.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_1b67bfa31db4f804", + "api_calls": 0, + "input_tokens": 25472, + "cached_input_tokens": 6528, + "output_tokens": 386, + "total_tokens": 25858, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2177, + "estimated_output_tokens": 81, + "estimated_total_tokens": 2258, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11912.14, + "sql_execution_elapsed_ms_total": 1.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b7d3043251043304dd359e2dcf6f7fbe8dd9e4f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:12:07.729283+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11912.14, "started_at": "2026-05-26T00:11:55.814418+00:00", "ended_at": "2026-05-26T00:12:07.726861+00:00", "prompt_metrics": {"chars": 7579, "bytes_utf8": 7579, "lines": 238, "estimated_tokens": 2177}, "response_metrics": {"chars": 285, "bytes_utf8": 285, "lines": 1, "estimated_tokens": 81}, "usage": {"input_tokens": 25472, "cached_input_tokens": 6528, "output_tokens": 386, "reasoning_output_tokens": 299}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"sulphates\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template with group_col bound to \\\"sulphates\\\" and the single table \\\"n3\\\".\"}"} diff --git 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+ "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1b67bfa31db4f804/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fe2c9f203489ddfe1b27af728a75b1b66e55b6a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8097, "bytes_utf8": 8097, "lines": 242, "estimated_tokens": 2322}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1018, "bytes_utf8": 1018, "lines": 1, "estimated_tokens": 281}, "usage": {"input_tokens": 25617, "cached_input_tokens": 22912, "output_tokens": 2655, "reasoning_output_tokens": 2368}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f3efed6bd3a2186b2487d58940ae087c14f5f01e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_1eb19889856c24b1", + "api_calls": 0, + "input_tokens": 25617, + "cached_input_tokens": 22912, + "output_tokens": 2655, + "total_tokens": 28272, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2322, + "estimated_output_tokens": 281, + "estimated_total_tokens": 2603, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 52210.55, + "sql_execution_elapsed_ms_total": 9.11, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..33bb11c59436cd369b216b02b217b3d8e2f873aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:12:07.733638+00:00", + "ended_at": "2026-05-26T00:12:59.944994+00:00", + "elapsed_ms": 52210.55, + "prompt_metrics": { + "chars": 8097, + "bytes_utf8": 8097, + "lines": 242, + "estimated_tokens": 2322 + }, + "stdout_metrics": { + "chars": 1455, + "bytes_utf8": 1455, + "lines": 4, + "estimated_tokens": 447 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1018, + "bytes_utf8": 1018, + "lines": 1, + "estimated_tokens": 281 + }, + "usage": { + "input_tokens": 25617, + "cached_input_tokens": 22912, + "output_tokens": 2655, + "reasoning_output_tokens": 2368 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..254cf8eec13b204e6936e86981453cca48bb1eb2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=fixed acidity, measure_col=citric acid.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "citric acid", + "item_col": "residual sugar", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.36, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3d288f1b77ca03507c856371d01ee1a2f6a9298d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e619f-dedd-7232-b753-53c32e2e9cb7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n CAST(\\\"fixed acidity\\\" AS REAL) AS \\\"fixed acidity\\\",\\n CAST(\\\"residual sugar\\\" AS REAL) AS \\\"residual sugar\\\",\\n SUM(CAST(\\\"citric acid\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"citric acid\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"citric acid\\\" AS REAL))) OVER (\\n PARTITION BY CAST(\\\"fixed acidity\\\" AS REAL)\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nWHERE \\\"fixed acidity\\\" IS NOT NULL\\n AND \\\"fixed acidity\\\" <> ''\\n AND \\\"residual sugar\\\" IS NOT NULL\\n AND \\\"residual sugar\\\" <> ''\\n AND \\\"citric acid\\\" IS NOT NULL\\n AND \\\"citric acid\\\" <> ''\\nGROUP BY CAST(\\\"fixed acidity\\\" AS REAL), CAST(\\\"residual sugar\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the requested Within-Group Share of Total template with group_col=\\\"fixed acidity\\\", item_col=\\\"residual sugar\\\", and measure_col=\\\"citric acid\\\". Numeric-like TEXT columns are cast to REAL and blank strings are filtered out before aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25617,"cached_input_tokens":22912,"output_tokens":2655,"reasoning_output_tokens":2368}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0790313893b5b740f367e1f6ab530e6500527e3a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n CAST(\"fixed acidity\" AS REAL) AS \"fixed acidity\",\n CAST(\"residual sugar\" AS REAL) AS \"residual sugar\",\n SUM(CAST(\"citric acid\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"citric acid\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"citric acid\" AS REAL))) OVER (\n PARTITION BY CAST(\"fixed acidity\" AS REAL)\n ) AS \"share_within_group\"\nFROM \"n3\"\nWHERE \"fixed acidity\" IS NOT NULL\n AND \"fixed acidity\" <> ''\n AND \"residual sugar\" IS NOT NULL\n AND \"residual sugar\" <> ''\n AND \"citric acid\" IS NOT NULL\n AND \"citric acid\" <> ''\nGROUP BY CAST(\"fixed acidity\" AS REAL), CAST(\"residual sugar\" AS REAL)\nORDER BY \"share_within_group\" DESC;","notes":"Uses the requested Within-Group Share of Total template with group_col=\"fixed acidity\", item_col=\"residual sugar\", and measure_col=\"citric acid\". Numeric-like TEXT columns are cast to REAL and blank strings are filtered out before aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0a476a800b70bf413593afd87234b320874e6446 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=fixed acidity, measure_col=citric acid. +Result preview: [{"fixed acidity": 3.8, "residual sugar": 11.1, "total_measure": 0.02, "share_within_group": 100.0}, {"fixed acidity": 3.9, "residual sugar": 4.2, "total_measure": 0.4, "share_within_group": 100.0}, {"fixed acidity": 4.5, "residual sugar": 0.95, "total_measure": 0.21, "share_within_group": 100.0}, {"fixed acidity": 6.15, "residual sugar": 3.2, "total_measure": 0.74, "share_within_group": 100.0}, {"fixed acidity": 6.45, "residual sugar": 1.2, "total_measure": 0.42, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..da6af11f941bdcc6614baa5bf2ebea1b73f70bf4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/generated_sql.sql @@ -0,0 +1,30 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_1eb19889856c24b1 +-- problem_id: v2p_n3_7c2b9c470c07ce4d +-- realization_mode: agent +-- source_kind: agent +SELECT + CAST("fixed acidity" AS REAL) AS "fixed acidity", + CAST("residual sugar" AS REAL) AS "residual sugar", + SUM(CAST("citric acid" AS REAL)) AS "total_measure", + SUM(CAST("citric acid" AS REAL)) * 100.0 + / SUM(SUM(CAST("citric acid" AS REAL))) OVER ( + PARTITION BY CAST("fixed acidity" AS REAL) + ) AS "share_within_group" +FROM "n3" +WHERE "fixed acidity" IS NOT NULL + AND "fixed acidity" <> '' + AND "residual sugar" IS NOT NULL + AND "residual sugar" <> '' + AND "citric acid" IS NOT NULL + AND "citric acid" <> '' +GROUP BY CAST("fixed acidity" AS REAL), CAST("residual sugar" AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e1633510a26de3d08ae1d4ef0d99904cdb11d7a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n CAST(\"fixed acidity\" AS REAL) AS \"fixed acidity\",\n CAST(\"residual sugar\" AS REAL) AS \"residual sugar\",\n SUM(CAST(\"citric acid\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"citric acid\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"citric acid\" AS REAL))) OVER (\n PARTITION BY CAST(\"fixed acidity\" AS REAL)\n ) AS \"share_within_group\"\nFROM \"n3\"\nWHERE \"fixed acidity\" IS NOT NULL\n AND \"fixed acidity\" <> ''\n AND \"residual sugar\" IS NOT NULL\n AND \"residual sugar\" <> ''\n AND \"citric acid\" IS NOT NULL\n AND \"citric acid\" <> ''\nGROUP BY CAST(\"fixed acidity\" AS REAL), CAST(\"residual sugar\" AS REAL)\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n CAST(\\\"fixed acidity\\\" AS REAL) AS \\\"fixed acidity\\\",\\n CAST(\\\"residual sugar\\\" AS REAL) AS \\\"residual sugar\\\",\\n SUM(CAST(\\\"citric acid\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"citric acid\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"citric acid\\\" AS REAL))) OVER (\\n PARTITION BY CAST(\\\"fixed acidity\\\" AS REAL)\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nWHERE \\\"fixed acidity\\\" IS NOT NULL\\n AND \\\"fixed acidity\\\" <> ''\\n AND \\\"residual sugar\\\" IS NOT NULL\\n AND \\\"residual sugar\\\" <> ''\\n AND \\\"citric acid\\\" IS NOT NULL\\n AND \\\"citric acid\\\" <> ''\\nGROUP BY CAST(\\\"fixed acidity\\\" AS REAL), CAST(\\\"residual sugar\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"fixed acidity\", \"residual sugar\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"fixed acidity\": 3.8, \"residual sugar\": 11.1, \"total_measure\": 0.02, \"share_within_group\": 100.0}, {\"fixed acidity\": 3.9, \"residual sugar\": 4.2, \"total_measure\": 0.4, \"share_within_group\": 100.0}, {\"fixed acidity\": 4.5, \"residual sugar\": 0.95, \"total_measure\": 0.21, \"share_within_group\": 100.0}, {\"fixed acidity\": 6.15, \"residual sugar\": 3.2, \"total_measure\": 0.74, \"share_within_group\": 100.0}, {\"fixed acidity\": 6.45, \"residual sugar\": 1.2, \"total_measure\": 0.42, \"share_within_group\": 100.0}, {\"fixed acidity\": 7.15, \"residual sugar\": 9.6, \"total_measure\": 0.48, \"share_within_group\": 100.0}, {\"fixed acidity\": 10.2, \"residual sugar\": 6.2, \"total_measure\": 0.88, \"share_within_group\": 100.0}, {\"fixed acidity\": 10.7, \"residual sugar\": 8.2, \"total_measure\": 1.12, \"share_within_group\": 100.0}, {\"fixed acidity\": 11.8, \"residual sugar\": 11.1, \"total_measure\": 0.38, \"share_within_group\": 100.0}, {\"fixed acidity\": 14.2, \"residual sugar\": 1.1, \"total_measure\": 0.49, \"share_within_group\": 100.0}, {\"fixed acidity\": 4.4, \"residual sugar\": 4.3, \"total_measure\": 0.39, \"share_within_group\": 67.24137931034483}, {\"fixed acidity\": 9.9, \"residual sugar\": 1.4, \"total_measure\": 0.46, \"share_within_group\": 66.66666666666666}, {\"fixed acidity\": 4.2, \"residual sugar\": 1.8, \"total_measure\": 0.36, \"share_within_group\": 61.016949152542374}, {\"fixed acidity\": 4.7, \"residual sugar\": 1.0, \"total_measure\": 0.38, \"share_within_group\": 54.28571428571429}, {\"fixed acidity\": 9.5, \"residual sugar\": 1.3, \"total_measure\": 0.47, \"share_within_group\": 53.409090909090914}, {\"fixed acidity\": 10.3, \"residual sugar\": 2.2, \"total_measure\": 0.48, \"share_within_group\": 50.526315789473685}, {\"fixed acidity\": 10.3, \"residual sugar\": 1.4, \"total_measure\": 0.47, \"share_within_group\": 49.473684210526315}, {\"fixed acidity\": 9.7, \"residual sugar\": 4.9, \"total_measure\": 0.98, \"share_within_group\": 48.51485148514851}, {\"fixed acidity\": 9.5, \"residual sugar\": 2.3, \"total_measure\": 0.41, \"share_within_group\": 46.59090909090909}, {\"fixed acidity\": 4.9, \"residual sugar\": 1.0, \"total_measure\": 0.68, \"share_within_group\": 39.76608187134502}, {\"fixed acidity\": 4.8, \"residual sugar\": 1.2, \"total_measure\": 0.7, \"share_within_group\": 39.548022598870055}, {\"fixed acidity\": 9.1, \"residual sugar\": 2.0, \"total_measure\": 0.98, \"share_within_group\": 39.04382470119522}, {\"fixed acidity\": 4.2, \"residual sugar\": 5.1, \"total_measure\": 0.23, \"share_within_group\": 38.983050847457626}, {\"fixed acidity\": 10.0, \"residual sugar\": 1.6, \"total_measure\": 0.42, \"share_within_group\": 38.888888888888886}, {\"fixed acidity\": 9.3, \"residual sugar\": 1.3, \"total_measure\": 0.49, \"share_within_group\": 37.404580152671755}, {\"fixed acidity\": 9.3, \"residual sugar\": 7.3, \"total_measure\": 0.49, \"share_within_group\": 37.404580152671755}, {\"fixed acidity\": 10.0, \"residual sugar\": 1.4, \"total_measure\": 0.39, \"share_within_group\": 36.11111111111111}, {\"fixed acidity\": 9.9, \"residual sugar\": 2.4, \"total_measure\": 0.23, \"share_within_group\": 33.33333333333333}, {\"fixed acidity\": 9.4, \"residual sugar\": 1.6, \"total_measure\": 1.3800000000000001, \"share_within_group\": 32.470588235294116}, {\"fixed acidity\": 9.7, \"residual sugar\": 1.5, \"total_measure\": 0.59, \"share_within_group\": 29.207920792079207}, {\"fixed acidity\": 9.6, \"residual sugar\": 1.3, \"total_measure\": 0.54, \"share_within_group\": 28.57142857142857}, {\"fixed acidity\": 4.7, \"residual sugar\": 1.9, \"total_measure\": 0.18, \"share_within_group\": 25.714285714285715}, {\"fixed acidity\": 9.3, \"residual sugar\": 1.7, \"total_measure\": 0.33, \"share_within_group\": 25.19083969465649}, {\"fixed acidity\": 10.0, \"residual sugar\": 14.1, \"total_measure\": 0.27, \"share_within_group\": 25.0}, {\"fixed acidity\": 9.6, \"residual sugar\": 1.45, \"total_measure\": 0.46, \"share_within_group\": 24.33862433862434}, {\"fixed acidity\": 5.4, \"residual sugar\": 1.2, \"total_measure\": 1.68, \"share_within_group\": 23.076923076923077}, {\"fixed acidity\": 8.7, \"residual sugar\": 14.35, \"total_measure\": 1.46, \"share_within_group\": 22.776911076443056}, {\"fixed acidity\": 9.7, \"residual sugar\": 1.2, \"total_measure\": 0.45, \"share_within_group\": 22.277227722772277}, {\"fixed acidity\": 8.9, \"residual sugar\": 1.6, \"total_measure\": 1.32, \"share_within_group\": 22.110552763819097}, {\"fixed acidity\": 9.6, \"residual sugar\": 1.5, \"total_measure\": 0.4, \"share_within_group\": 21.16402116402116}, {\"fixed acidity\": 4.7, \"residual sugar\": 1.3, \"total_measure\": 0.14, \"share_within_group\": 20.000000000000004}, {\"fixed acidity\": 4.8, \"residual sugar\": 1.1, \"total_measure\": 0.35, \"share_within_group\": 19.774011299435028}, {\"fixed acidity\": 9.8, \"residual sugar\": 10.0, \"total_measure\": 0.74, \"share_within_group\": 18.829516539440203}, {\"fixed acidity\": 4.9, \"residual sugar\": 1.2, \"total_measure\": 0.31, \"share_within_group\": 18.12865497076023}, {\"fixed acidity\": 9.1, \"residual sugar\": 10.6, \"total_measure\": 0.45, \"share_within_group\": 17.928286852589643}, {\"fixed acidity\": 5.1, \"residual sugar\": 1.6, \"total_measure\": 0.98, \"share_within_group\": 17.62589928057554}, {\"fixed acidity\": 5.0, \"residual sugar\": 1.5, \"total_measure\": 1.04, \"share_within_group\": 17.42043551088777}, {\"fixed acidity\": 4.4, \"residual sugar\": 2.8, \"total_measure\": 0.1, \"share_within_group\": 17.241379310344826}, {\"fixed acidity\": 8.9, \"residual sugar\": 1.0, \"total_measure\": 0.98, \"share_within_group\": 16.415410385259634}, {\"fixed acidity\": 4.9, \"residual sugar\": 1.3, \"total_measure\": 0.28, \"share_within_group\": 16.374269005847953}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 9.11}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f30bcf1d12b835d3daaebdb0a4abe20b9d815058 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:12:07.732983+00:00", + "ended_at": "2026-05-26T00:12:59.960506+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_1eb19889856c24b1", + "problem_id": "v2p_n3_7c2b9c470c07ce4d", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=fixed acidity, measure_col=citric acid.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "citric acid", + "item_col": "residual sugar", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.36, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=24" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_1eb19889856c24b1.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_1eb19889856c24b1", + "api_calls": 0, + "input_tokens": 25617, + "cached_input_tokens": 22912, + "output_tokens": 2655, + "total_tokens": 28272, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2322, + "estimated_output_tokens": 281, + "estimated_total_tokens": 2603, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 52210.55, + "sql_execution_elapsed_ms_total": 9.11, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8891dd4d93d5b4b3aaa1d04bcbbd3bef5fd5a589 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:12:59.948942+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 52210.55, "started_at": "2026-05-26T00:12:07.733638+00:00", "ended_at": "2026-05-26T00:12:59.944994+00:00", "prompt_metrics": {"chars": 8097, "bytes_utf8": 8097, "lines": 242, "estimated_tokens": 2322}, "response_metrics": {"chars": 1018, "bytes_utf8": 1018, "lines": 1, "estimated_tokens": 281}, "usage": {"input_tokens": 25617, "cached_input_tokens": 22912, "output_tokens": 2655, "reasoning_output_tokens": 2368}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n CAST(\\\"fixed acidity\\\" AS REAL) AS \\\"fixed acidity\\\",\\n CAST(\\\"residual sugar\\\" AS REAL) AS \\\"residual sugar\\\",\\n SUM(CAST(\\\"citric acid\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"citric acid\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"citric acid\\\" AS REAL))) OVER (\\n PARTITION BY CAST(\\\"fixed acidity\\\" AS REAL)\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nWHERE \\\"fixed acidity\\\" IS NOT NULL\\n AND \\\"fixed acidity\\\" <> ''\\n AND \\\"residual sugar\\\" IS NOT NULL\\n AND \\\"residual sugar\\\" <> ''\\n AND \\\"citric acid\\\" IS NOT NULL\\n AND \\\"citric acid\\\" <> ''\\nGROUP BY CAST(\\\"fixed acidity\\\" AS REAL), CAST(\\\"residual sugar\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the requested Within-Group Share of Total template with group_col=\\\"fixed acidity\\\", item_col=\\\"residual sugar\\\", and measure_col=\\\"citric acid\\\". Numeric-like TEXT columns are cast to REAL and blank strings are filtered out bef"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..55c8c99fea3ee96d72aa1e05c13e5a995efbda08 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_1eb19889856c24b1", + "api_calls": 0, + "input_tokens": 25617, + "cached_input_tokens": 22912, + "output_tokens": 2655, + "total_tokens": 28272, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2322, + "estimated_output_tokens": 281, + "estimated_total_tokens": 2603, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 52210.55, + "sql_execution_elapsed_ms_total": 9.11, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_1eb19889856c24b1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d047ef792e18ed6b0bfc18ac72cff0b24022f565 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8094, "bytes_utf8": 8094, "lines": 242, "estimated_tokens": 2324}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 635, "bytes_utf8": 635, "lines": 1, "estimated_tokens": 174}, "usage": {"input_tokens": 25619, "cached_input_tokens": 22912, "output_tokens": 2146, "reasoning_output_tokens": 1966}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6e84f7685b043575c8d305cc43997715f3d2d7ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_276efc539507dcc0", + "api_calls": 0, + "input_tokens": 25619, + "cached_input_tokens": 22912, + "output_tokens": 2146, + "total_tokens": 27765, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2324, + "estimated_output_tokens": 174, + "estimated_total_tokens": 2498, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 42849.47, + "sql_execution_elapsed_ms_total": 5.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..11573e7e3d8058ac6cf82508fc9420c81edcd544 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:12:59.961623+00:00", + "ended_at": "2026-05-26T00:13:42.811678+00:00", + "elapsed_ms": 42849.47, + "prompt_metrics": { + "chars": 8094, + "bytes_utf8": 8094, + "lines": 242, + "estimated_tokens": 2324 + }, + "stdout_metrics": { + "chars": 1018, + "bytes_utf8": 1018, + "lines": 4, + "estimated_tokens": 308 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 635, + "bytes_utf8": 635, + "lines": 1, + "estimated_tokens": 174 + }, + "usage": { + "input_tokens": 25619, + "cached_input_tokens": 22912, + "output_tokens": 2146, + "reasoning_output_tokens": 1966 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..158f69a9c69c411be8c2a987ca9c0f9300d8fffe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=sulphates, measure_col=residual sugar.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "sulphates", + "measure_col": "residual sugar", + "item_col": "chlorides", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bde02cf6550cd2056b698dbafea80f9e53f122a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a0-aaf2-7cd0-b6a2-40acef47ae09"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"sulphates\\\", \\\"chlorides\\\",\\n SUM(CAST(\\\"residual sugar\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"residual sugar\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"residual sugar\\\" AS REAL))) OVER (PARTITION BY \\\"sulphates\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\", \\\"chlorides\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"sulphates\\\", item_col=\\\"chlorides\\\", and measure_col=\\\"residual sugar\\\". The measure is cast to REAL because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25619,"cached_input_tokens":22912,"output_tokens":2146,"reasoning_output_tokens":1966}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4862996732d8be9c8cf05158d1229510c42bd5e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"sulphates\", \"chlorides\",\n SUM(CAST(\"residual sugar\" AS REAL)) AS total_measure,\n SUM(CAST(\"residual sugar\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"residual sugar\" AS REAL))) OVER (PARTITION BY \"sulphates\") AS share_within_group\nFROM \"n3\"\nGROUP BY \"sulphates\", \"chlorides\"\nORDER BY share_within_group DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"sulphates\", item_col=\"chlorides\", and measure_col=\"residual sugar\". The measure is cast to REAL because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c113d639909571b4843d2931ffba25ddcaadf81 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=sulphates, measure_col=residual sugar. +Result preview: [{"sulphates": "0.22", "chlorides": "0.02", "total_measure": 8.55, "share_within_group": 100.0}, {"sulphates": "0.23", "chlorides": "0.035", "total_measure": 6.4, "share_within_group": 100.0}, {"sulphates": "0.83", "chlorides": "0.036", "total_measure": 3.8, "share_within_group": 100.0}, {"sulphates": "0.89", "chlorides": "0.029", "total_measure": 1.8, "share_within_group": 100.0}, {"sulphates": "0.97", "chlorides": "0.047", "total_measure": 1.2, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..9b62c773417dd1e7505017f7576d092e6707ed28 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_276efc539507dcc0 +-- problem_id: v2p_n3_865e4e360c4ac667 +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", "chlorides", + SUM(CAST("residual sugar" AS REAL)) AS total_measure, + SUM(CAST("residual sugar" AS REAL)) * 100.0 + / SUM(SUM(CAST("residual sugar" AS REAL))) OVER (PARTITION BY "sulphates") AS share_within_group +FROM "n3" +GROUP BY "sulphates", "chlorides" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..04cc3a65da3d5a0ea8f5d7b9bc3871572ccfc422 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"sulphates\", \"chlorides\",\n SUM(CAST(\"residual sugar\" AS REAL)) AS total_measure,\n SUM(CAST(\"residual sugar\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"residual sugar\" AS REAL))) OVER (PARTITION BY \"sulphates\") AS share_within_group\nFROM \"n3\"\nGROUP BY \"sulphates\", \"chlorides\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"sulphates\\\", \\\"chlorides\\\",\\n SUM(CAST(\\\"residual sugar\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"residual sugar\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"residual sugar\\\" AS REAL))) OVER (PARTITION BY \\\"sulphates\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\", \\\"chlorides\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"sulphates\", \"chlorides\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"sulphates\": \"0.22\", \"chlorides\": \"0.02\", \"total_measure\": 8.55, \"share_within_group\": 100.0}, {\"sulphates\": \"0.23\", \"chlorides\": \"0.035\", \"total_measure\": 6.4, \"share_within_group\": 100.0}, {\"sulphates\": \"0.83\", \"chlorides\": \"0.036\", \"total_measure\": 3.8, \"share_within_group\": 100.0}, {\"sulphates\": \"0.89\", \"chlorides\": \"0.029\", \"total_measure\": 1.8, \"share_within_group\": 100.0}, {\"sulphates\": \"0.97\", \"chlorides\": \"0.047\", \"total_measure\": 1.2, \"share_within_group\": 100.0}, {\"sulphates\": \"0.99\", \"chlorides\": \"0.03\", \"total_measure\": 1.5, \"share_within_group\": 100.0}, {\"sulphates\": \"1\", \"chlorides\": \"0.039\", \"total_measure\": 2.0, \"share_within_group\": 100.0}, {\"sulphates\": \"1.01\", \"chlorides\": \"0.048\", \"total_measure\": 6.3, \"share_within_group\": 100.0}, {\"sulphates\": \"1.06\", \"chlorides\": \"0.028\", \"total_measure\": 1.6, \"share_within_group\": 100.0}, {\"sulphates\": \"1.08\", \"chlorides\": \"0.028\", \"total_measure\": 5.7, \"share_within_group\": 100.0}, {\"sulphates\": \"0.98\", \"chlorides\": \"0.053\", \"total_measure\": 23.2, \"share_within_group\": 85.6088560885609}, {\"sulphates\": \"0.96\", \"chlorides\": \"0.041\", \"total_measure\": 13.6, \"share_within_group\": 85.0}, {\"sulphates\": \"0.87\", \"chlorides\": \"0.03\", \"total_measure\": 4.3, \"share_within_group\": 78.18181818181819}, {\"sulphates\": \"0.86\", \"chlorides\": \"0.031\", \"total_measure\": 4.2, \"share_within_group\": 71.1864406779661}, {\"sulphates\": \"0.94\", \"chlorides\": \"0.041\", \"total_measure\": 3.2, \"share_within_group\": 66.66666666666666}, {\"sulphates\": \"0.85\", \"chlorides\": \"0.051\", \"total_measure\": 15.2, \"share_within_group\": 63.8655462184874}, {\"sulphates\": \"0.9\", \"chlorides\": \"0.039\", \"total_measure\": 9.0, \"share_within_group\": 62.5}, {\"sulphates\": \"0.92\", \"chlorides\": \"0.036\", \"total_measure\": 3.4, \"share_within_group\": 59.64912280701755}, {\"sulphates\": \"0.95\", \"chlorides\": \"0.036\", \"total_measure\": 3.9000000000000004, \"share_within_group\": 56.52173913043479}, {\"sulphates\": \"0.81\", \"chlorides\": \"0.069\", \"total_measure\": 11.2, \"share_within_group\": 51.141552511415526}, {\"sulphates\": \"0.88\", \"chlorides\": \"0.044\", \"total_measure\": 28.7, \"share_within_group\": 49.653979238754324}, {\"sulphates\": \"0.8\", \"chlorides\": \"0.043\", \"total_measure\": 13.9, \"share_within_group\": 48.85764499121265}, {\"sulphates\": \"0.25\", \"chlorides\": \"0.026\", \"total_measure\": 8.8, \"share_within_group\": 48.75346260387812}, {\"sulphates\": \"0.26\", \"chlorides\": \"0.032\", \"total_measure\": 12.2, \"share_within_group\": 47.28682170542636}, {\"sulphates\": \"0.84\", \"chlorides\": \"0.049\", \"total_measure\": 7.5, \"share_within_group\": 46.58385093167701}, {\"sulphates\": \"0.76\", \"chlorides\": \"0.045\", \"total_measure\": 47.099999999999994, \"share_within_group\": 44.5600756859035}, {\"sulphates\": \"0.92\", \"chlorides\": \"0.054\", \"total_measure\": 2.3, \"share_within_group\": 40.35087719298246}, {\"sulphates\": \"0.68\", \"chlorides\": \"0.049\", \"total_measure\": 85.7, \"share_within_group\": 38.21627647714604}, {\"sulphates\": \"0.72\", \"chlorides\": \"0.039\", \"total_measure\": 56.8, \"share_within_group\": 37.24590163934426}, {\"sulphates\": \"0.25\", \"chlorides\": \"0.036\", \"total_measure\": 6.3, \"share_within_group\": 34.90304709141274}, {\"sulphates\": \"0.26\", \"chlorides\": \"0.031\", \"total_measure\": 9.0, \"share_within_group\": 34.88372093023256}, {\"sulphates\": \"0.82\", \"chlorides\": \"0.055\", \"total_measure\": 47.2, \"share_within_group\": 34.35225618631732}, {\"sulphates\": \"0.84\", \"chlorides\": \"0.026\", \"total_measure\": 5.4, \"share_within_group\": 33.54037267080745}, {\"sulphates\": \"0.94\", \"chlorides\": \"0.045\", \"total_measure\": 1.6, \"share_within_group\": 33.33333333333333}, {\"sulphates\": \"0.78\", \"chlorides\": \"0.044\", \"total_measure\": 51.6, \"share_within_group\": 31.88137164040778}, {\"sulphates\": \"0.71\", \"chlorides\": \"0.048\", \"total_measure\": 29.2, \"share_within_group\": 31.1965811965812}, {\"sulphates\": \"0.69\", \"chlorides\": \"0.074\", \"total_measure\": 65.8, \"share_within_group\": 30.44886626561777}, {\"sulphates\": \"0.85\", \"chlorides\": \"0.041\", \"total_measure\": 7.1, \"share_within_group\": 29.831932773109248}, {\"sulphates\": \"0.29\", \"chlorides\": \"0.04\", \"total_measure\": 34.2, \"share_within_group\": 29.293361884368313}, {\"sulphates\": \"0.86\", \"chlorides\": \"0.038\", \"total_measure\": 1.7, \"share_within_group\": 28.813559322033896}, {\"sulphates\": \"0.29\", \"chlorides\": \"0.038\", \"total_measure\": 33.4, \"share_within_group\": 28.60813704496788}, {\"sulphates\": \"0.78\", \"chlorides\": \"0.047\", \"total_measure\": 43.650000000000006, \"share_within_group\": 26.969416126042635}, {\"sulphates\": \"0.73\", \"chlorides\": \"0.039\", \"total_measure\": 12.15, \"share_within_group\": 26.38436482084691}, {\"sulphates\": \"0.75\", \"chlorides\": \"0.044\", \"total_measure\": 41.099999999999994, \"share_within_group\": 26.2200956937799}, {\"sulphates\": \"0.28\", \"chlorides\": \"0.034\", \"total_measure\": 10.6, \"share_within_group\": 25.029515938606846}, {\"sulphates\": \"0.9\", \"chlorides\": \"0.045\", \"total_measure\": 3.6, \"share_within_group\": 25.0}, {\"sulphates\": \"0.95\", \"chlorides\": \"0.021\", \"total_measure\": 1.7, \"share_within_group\": 24.63768115942029}, {\"sulphates\": \"0.79\", \"chlorides\": \"0.053\", \"total_measure\": 30.0, \"share_within_group\": 24.410089503661514}, {\"sulphates\": \"0.77\", \"chlorides\": \"0.045\", \"total_measure\": 21.8, \"share_within_group\": 24.316787506971554}, {\"sulphates\": \"0.63\", \"chlorides\": \"0.045\", \"total_measure\": 73.60000000000001, \"share_within_group\": 24.258404746209628}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 5.36}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..67f7104e451f777433c7417f34f04b06ecd012d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:12:59.961010+00:00", + "ended_at": "2026-05-26T00:13:42.822183+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_276efc539507dcc0", + "problem_id": "v2p_n3_865e4e360c4ac667", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=sulphates, measure_col=residual sugar.", + "bindings": { + "group_col": "sulphates", + "measure_col": "residual sugar", + "item_col": "chlorides", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=25" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_276efc539507dcc0.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_276efc539507dcc0", + "api_calls": 0, + "input_tokens": 25619, + "cached_input_tokens": 22912, + "output_tokens": 2146, + "total_tokens": 27765, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2324, + "estimated_output_tokens": 174, + "estimated_total_tokens": 2498, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 42849.47, + "sql_execution_elapsed_ms_total": 5.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..412bf90bcbf9059ee6bb2bc63ce269c8c9850844 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:13:42.815096+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 42849.47, "started_at": "2026-05-26T00:12:59.961623+00:00", "ended_at": "2026-05-26T00:13:42.811678+00:00", "prompt_metrics": {"chars": 8094, "bytes_utf8": 8094, "lines": 242, "estimated_tokens": 2324}, "response_metrics": {"chars": 635, "bytes_utf8": 635, "lines": 1, "estimated_tokens": 174}, "usage": {"input_tokens": 25619, "cached_input_tokens": 22912, "output_tokens": 2146, "reasoning_output_tokens": 1966}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"sulphates\\\", \\\"chlorides\\\",\\n SUM(CAST(\\\"residual sugar\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"residual sugar\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"residual sugar\\\" AS REAL))) OVER (PARTITION BY \\\"sulphates\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\", \\\"chlorides\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"sulphates\\\", item_col=\\\"chlorides\\\", and measure_col=\\\"residual sugar\\\". The measure is cast to REAL because the schema stores numeric values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8bea6e7e3738c8fc0ecefe30ad088097e29fe02d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_276efc539507dcc0", + "api_calls": 0, + "input_tokens": 25619, + "cached_input_tokens": 22912, + "output_tokens": 2146, + "total_tokens": 27765, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2324, + "estimated_output_tokens": 174, + "estimated_total_tokens": 2498, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 42849.47, + "sql_execution_elapsed_ms_total": 5.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_276efc539507dcc0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6ed976076c6f43cea4b3b86fbcdf97784e4eb7b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7983, "bytes_utf8": 7983, "lines": 244, "estimated_tokens": 2298}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 472, "bytes_utf8": 472, "lines": 1, "estimated_tokens": 131}, "usage": {"input_tokens": 25593, "cached_input_tokens": 24960, "output_tokens": 768, "reasoning_output_tokens": 631}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..065cc0d57093605eb5d24aa48181fbb572b8f8fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_31a59b8efac697aa", + "api_calls": 0, + "input_tokens": 25593, + "cached_input_tokens": 24960, + "output_tokens": 768, + "total_tokens": 26361, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2298, + "estimated_output_tokens": 131, + "estimated_total_tokens": 2429, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18169.78, + "sql_execution_elapsed_ms_total": 1.8, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b2fc1b1cbb45c8ad4b9ff5970ac3bf60e870e949 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:13:42.825186+00:00", + "ended_at": "2026-05-26T00:14:00.995243+00:00", + "elapsed_ms": 18169.78, + "prompt_metrics": { + "chars": 7983, + "bytes_utf8": 7983, + "lines": 244, + "estimated_tokens": 2298 + }, + "stdout_metrics": { + "chars": 847, + "bytes_utf8": 847, + "lines": 4, + "estimated_tokens": 258 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 472, + "bytes_utf8": 472, + "lines": 1, + "estimated_tokens": 131 + }, + "usage": { + "input_tokens": 25593, + "cached_input_tokens": 24960, + "output_tokens": 768, + "reasoning_output_tokens": 631 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..40e37ae9c3eff9488b3dc05403b4aea795d5d081 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,244 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=sulphates, group_col_2=quality.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "sulphates", + "group_col_2": "quality", + "predicate_col": "citric acid", + "predicate_op": ">=", + "predicate_value": 0.39, + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 167.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9e2ef04d99c6638230674ca37556a7df42ea9e85 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a1-5251-7432-b15d-f1c39d5da3f7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"sulphates\\\", \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"citric acid\\\" AS REAL) >= 0.39\\nGROUP BY \\\"sulphates\\\", \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the filtered two-dimensional group count template with group_col=\\\"sulphates\\\", group_col_2=\\\"quality\\\", and predicate_col=\\\"citric acid\\\" >= 0.39. CAST is applied because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25593,"cached_input_tokens":24960,"output_tokens":768,"reasoning_output_tokens":631}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..228668116b1fef88f1b94e104eb4dd6877e0e3f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"sulphates\", \"quality\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nWHERE CAST(\"citric acid\" AS REAL) >= 0.39\nGROUP BY \"sulphates\", \"quality\"\nORDER BY \"row_count\" DESC;","notes":"Uses the filtered two-dimensional group count template with group_col=\"sulphates\", group_col_2=\"quality\", and predicate_col=\"citric acid\" >= 0.39. CAST is applied because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c4a59e52b0da97b716b181aec3ebc0cc8d4afa5e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=sulphates, group_col_2=quality. +Result preview: [{"sulphates": "0.45", "quality": "6", "row_count": 31}, {"sulphates": "0.44", "quality": "5", "row_count": 28}, {"sulphates": "0.45", "quality": "5", "row_count": 28}, {"sulphates": "0.46", "quality": "5", "row_count": 28}, {"sulphates": "0.47", "quality": "6", "row_count": 27}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6d0dc406bb3958ef709974af9f9cbdde4f286ae8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n3_31a59b8efac697aa +-- problem_id: v2p_n3_c724449bcd29f8e2 +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", "quality", COUNT(*) AS "row_count" +FROM "n3" +WHERE CAST("citric acid" AS REAL) >= 0.39 +GROUP BY "sulphates", "quality" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a6c6dd13be7648fe011a0d25065f9c30579452ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"sulphates\", \"quality\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nWHERE CAST(\"citric acid\" AS REAL) >= 0.39\nGROUP BY \"sulphates\", \"quality\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"sulphates\\\", \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"citric acid\\\" AS REAL) >= 0.39\\nGROUP BY \\\"sulphates\\\", \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"sulphates\", \"quality\", \"row_count\"], \"rows\": [{\"sulphates\": \"0.45\", \"quality\": \"6\", \"row_count\": 31}, {\"sulphates\": \"0.44\", \"quality\": \"5\", \"row_count\": 28}, {\"sulphates\": \"0.45\", \"quality\": \"5\", \"row_count\": 28}, {\"sulphates\": \"0.46\", \"quality\": \"5\", \"row_count\": 28}, {\"sulphates\": \"0.47\", \"quality\": \"6\", \"row_count\": 27}, {\"sulphates\": \"0.47\", \"quality\": \"5\", \"row_count\": 26}, {\"sulphates\": \"0.5\", \"quality\": \"6\", \"row_count\": 26}, {\"sulphates\": \"0.48\", \"quality\": \"5\", \"row_count\": 25}, {\"sulphates\": \"0.46\", \"quality\": \"6\", \"row_count\": 23}, {\"sulphates\": \"0.5\", \"quality\": \"5\", \"row_count\": 23}, {\"sulphates\": \"0.53\", \"quality\": \"6\", \"row_count\": 23}, {\"sulphates\": \"0.51\", \"quality\": \"5\", \"row_count\": 20}, {\"sulphates\": \"0.51\", \"quality\": \"6\", \"row_count\": 20}, {\"sulphates\": \"0.42\", \"quality\": \"5\", \"row_count\": 19}, {\"sulphates\": \"0.44\", \"quality\": \"6\", \"row_count\": 19}, {\"sulphates\": \"0.4\", \"quality\": \"5\", \"row_count\": 18}, {\"sulphates\": \"0.42\", \"quality\": \"6\", \"row_count\": 18}, {\"sulphates\": \"0.52\", \"quality\": \"6\", \"row_count\": 18}, {\"sulphates\": \"0.54\", \"quality\": \"6\", \"row_count\": 18}, {\"sulphates\": \"0.43\", \"quality\": \"5\", \"row_count\": 17}, {\"sulphates\": \"0.49\", \"quality\": \"6\", \"row_count\": 17}, {\"sulphates\": \"0.49\", \"quality\": \"5\", \"row_count\": 16}, {\"sulphates\": \"0.52\", \"quality\": \"5\", \"row_count\": 16}, {\"sulphates\": \"0.4\", \"quality\": \"6\", \"row_count\": 15}, {\"sulphates\": \"0.43\", \"quality\": \"6\", \"row_count\": 15}, {\"sulphates\": \"0.48\", \"quality\": \"6\", \"row_count\": 15}, {\"sulphates\": \"0.53\", \"quality\": \"5\", \"row_count\": 15}, {\"sulphates\": \"0.39\", \"quality\": \"5\", \"row_count\": 13}, {\"sulphates\": \"0.41\", \"quality\": \"6\", \"row_count\": 13}, {\"sulphates\": \"0.59\", \"quality\": \"6\", \"row_count\": 13}, {\"sulphates\": \"0.62\", \"quality\": \"6\", \"row_count\": 13}, {\"sulphates\": \"0.34\", \"quality\": \"5\", \"row_count\": 12}, {\"sulphates\": \"0.36\", \"quality\": \"6\", \"row_count\": 12}, {\"sulphates\": \"0.38\", \"quality\": \"6\", \"row_count\": 12}, {\"sulphates\": \"0.54\", \"quality\": \"5\", \"row_count\": 12}, {\"sulphates\": \"0.58\", \"quality\": \"6\", \"row_count\": 12}, {\"sulphates\": \"0.35\", \"quality\": \"6\", \"row_count\": 11}, {\"sulphates\": \"0.39\", \"quality\": \"6\", \"row_count\": 11}, {\"sulphates\": \"0.64\", \"quality\": \"6\", \"row_count\": 11}, {\"sulphates\": \"0.48\", \"quality\": \"7\", \"row_count\": 10}, {\"sulphates\": \"0.56\", \"quality\": \"6\", \"row_count\": 10}, {\"sulphates\": \"0.78\", \"quality\": \"6\", \"row_count\": 10}, {\"sulphates\": \"0.33\", \"quality\": \"6\", \"row_count\": 9}, {\"sulphates\": \"0.37\", \"quality\": \"6\", \"row_count\": 9}, {\"sulphates\": \"0.38\", \"quality\": \"5\", \"row_count\": 9}, {\"sulphates\": \"0.38\", \"quality\": \"7\", \"row_count\": 9}, {\"sulphates\": \"0.39\", \"quality\": \"7\", \"row_count\": 9}, {\"sulphates\": \"0.57\", \"quality\": \"6\", \"row_count\": 9}, {\"sulphates\": \"0.55\", \"quality\": \"6\", \"row_count\": 8}, {\"sulphates\": \"0.56\", \"quality\": \"5\", \"row_count\": 8}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.8}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1cffa6943c30efdc5435ec8ffa628b548f7fbe78 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:13:42.823184+00:00", + "ended_at": "2026-05-26T00:14:01.000746+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_31a59b8efac697aa", + "problem_id": "v2p_n3_c724449bcd29f8e2", + "dataset_id": "n3", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=sulphates, group_col_2=quality.", + "bindings": { + "group_col": "sulphates", + "group_col_2": "quality", + "predicate_col": "citric acid", + "predicate_op": ">=", + "predicate_value": 0.39, + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 167.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=50" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_31a59b8efac697aa.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_31a59b8efac697aa", + "api_calls": 0, + "input_tokens": 25593, + "cached_input_tokens": 24960, + "output_tokens": 768, + "total_tokens": 26361, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2298, + "estimated_output_tokens": 131, + "estimated_total_tokens": 2429, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18169.78, + "sql_execution_elapsed_ms_total": 1.8, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..33a29641f778e371d8fe0c6604438f8f7d73230d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_31a59b8efac697aa/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:14:00.997650+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18169.78, "started_at": "2026-05-26T00:13:42.825186+00:00", "ended_at": "2026-05-26T00:14:00.995243+00:00", "prompt_metrics": {"chars": 7983, "bytes_utf8": 7983, "lines": 244, "estimated_tokens": 2298}, "response_metrics": {"chars": 472, "bytes_utf8": 472, "lines": 1, "estimated_tokens": 131}, "usage": {"input_tokens": 25593, "cached_input_tokens": 24960, "output_tokens": 768, "reasoning_output_tokens": 631}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"sulphates\\\", \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"citric acid\\\" AS REAL) >= 0.39\\nGROUP BY \\\"sulphates\\\", \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the filtered two-dimensional group count template with group_col=\\\"sulphates\\\", group_col_2=\\\"quality\\\", and predicate_col=\\\"citric acid\\\" >= 0.39. 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plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:14:01.001828+00:00", + "ended_at": "2026-05-26T00:14:55.893134+00:00", + "elapsed_ms": 54890.57, + "prompt_metrics": { + "chars": 7915, + "bytes_utf8": 7915, + "lines": 243, + "estimated_tokens": 2263 + }, + "stdout_metrics": { + "chars": 798, + "bytes_utf8": 798, + "lines": 4, + "estimated_tokens": 239 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 434, + "bytes_utf8": 434, + "lines": 1, + "estimated_tokens": 119 + }, + "usage": { + "input_tokens": 25558, + "cached_input_tokens": 6528, + "output_tokens": 2847, + "reasoning_output_tokens": 2722 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c1c5d9d48cc6b4859b85b48ee20aa1e2f7623d2d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=sulphates, condition_col=quality.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "sulphates", + "condition_col": "quality", + "condition_value": "5", + "positive_value": "6", + "negative_value": "5", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ebc2bf45c3b8864074b11c5f3048fc7240030b1f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a1-9952-71f1-8788-d8c0c44050ad"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT CAST(\\\"sulphates\\\" AS REAL) AS \\\"sulphates\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY CAST(\\\"sulphates\\\" AS REAL)\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the requested grouped condition-rate template; casts \\\"sulphates\\\" to REAL for numeric grouping because the SQLite schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25558,"cached_input_tokens":6528,"output_tokens":2847,"reasoning_output_tokens":2722}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..80f5258af7b25396736de257fb1bd8a3e85a94d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT CAST(\"sulphates\" AS REAL) AS \"sulphates\",\n AVG(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY CAST(\"sulphates\" AS REAL)\nORDER BY \"condition_rate\" DESC;","notes":"Uses the requested grouped condition-rate template; casts \"sulphates\" to REAL for numeric grouping because the SQLite schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0586b2ca49d635adf1c132fefd6c0eeabef6972b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=sulphates, condition_col=quality. +Result preview: [{"sulphates": 0.88, "condition_rate": 0.5714285714285714}, {"sulphates": 0.29, "condition_rate": 0.4375}, {"sulphates": 0.81, "condition_rate": 0.4}, {"sulphates": 0.8, "condition_rate": 0.4}, {"sulphates": 0.48, "condition_rate": 0.39664804469273746}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..af834faf6219e3a3dd8873e972a2e4f9d6c4346e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_321e7d4cf2efc557 +-- problem_id: v2p_n3_8babb400586984c0 +-- realization_mode: agent +-- source_kind: agent +SELECT CAST("sulphates" AS REAL) AS "sulphates", + AVG(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n3" +GROUP BY CAST("sulphates" AS REAL) +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0ec2bfffe86a8878cbe26a21d69f462a3bb9f782 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT CAST(\"sulphates\" AS REAL) AS \"sulphates\",\n AVG(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY CAST(\"sulphates\" AS REAL)\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT CAST(\\\"sulphates\\\" AS REAL) AS \\\"sulphates\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY CAST(\\\"sulphates\\\" AS REAL)\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"sulphates\", \"condition_rate\"], \"rows\": [{\"sulphates\": 0.88, \"condition_rate\": 0.5714285714285714}, {\"sulphates\": 0.29, \"condition_rate\": 0.4375}, {\"sulphates\": 0.81, \"condition_rate\": 0.4}, {\"sulphates\": 0.8, \"condition_rate\": 0.4}, {\"sulphates\": 0.48, \"condition_rate\": 0.39664804469273746}, {\"sulphates\": 0.47, \"condition_rate\": 0.38953488372093026}, {\"sulphates\": 0.52, \"condition_rate\": 0.38461538461538464}, {\"sulphates\": 0.46, \"condition_rate\": 0.37777777777777777}, {\"sulphates\": 0.51, \"condition_rate\": 0.37142857142857144}, {\"sulphates\": 0.7, \"condition_rate\": 0.37037037037037035}, {\"sulphates\": 0.5, \"condition_rate\": 0.36947791164658633}, {\"sulphates\": 0.76, \"condition_rate\": 0.3684210526315789}, {\"sulphates\": 0.45, \"condition_rate\": 0.3539325842696629}, {\"sulphates\": 0.42, \"condition_rate\": 0.34806629834254144}, {\"sulphates\": 0.49, \"condition_rate\": 0.3433734939759036}, {\"sulphates\": 0.73, \"condition_rate\": 0.3333333333333333}, {\"sulphates\": 0.35, \"condition_rate\": 0.32941176470588235}, {\"sulphates\": 0.62, \"condition_rate\": 0.3235294117647059}, {\"sulphates\": 0.39, \"condition_rate\": 0.31788079470198677}, {\"sulphates\": 0.44, \"condition_rate\": 0.3101851851851852}, {\"sulphates\": 0.28, \"condition_rate\": 0.3076923076923077}, {\"sulphates\": 0.6, \"condition_rate\": 0.3068181818181818}, {\"sulphates\": 0.43, \"condition_rate\": 0.2981366459627329}, {\"sulphates\": 0.4, \"condition_rate\": 0.2976190476190476}, {\"sulphates\": 0.34, \"condition_rate\": 0.2976190476190476}, {\"sulphates\": 0.32, \"condition_rate\": 0.2962962962962963}, {\"sulphates\": 0.68, \"condition_rate\": 0.29545454545454547}, {\"sulphates\": 0.41, \"condition_rate\": 0.2949640287769784}, {\"sulphates\": 0.63, \"condition_rate\": 0.2916666666666667}, {\"sulphates\": 0.61, \"condition_rate\": 0.28888888888888886}, {\"sulphates\": 0.67, \"condition_rate\": 0.2857142857142857}, {\"sulphates\": 0.38, \"condition_rate\": 0.2757009345794392}, {\"sulphates\": 0.55, \"condition_rate\": 0.27450980392156865}, {\"sulphates\": 0.56, \"condition_rate\": 0.26851851851851855}, {\"sulphates\": 0.57, \"condition_rate\": 0.26506024096385544}, {\"sulphates\": 0.74, \"condition_rate\": 0.2631578947368421}, {\"sulphates\": 0.53, \"condition_rate\": 0.2518518518518518}, {\"sulphates\": 0.54, \"condition_rate\": 0.25149700598802394}, {\"sulphates\": 0.84, \"condition_rate\": 0.25}, {\"sulphates\": 0.66, \"condition_rate\": 0.25}, {\"sulphates\": 0.72, \"condition_rate\": 0.24242424242424243}, {\"sulphates\": 0.36, \"condition_rate\": 0.24166666666666667}, {\"sulphates\": 0.37, \"condition_rate\": 0.23255813953488372}, {\"sulphates\": 0.65, \"condition_rate\": 0.21428571428571427}, {\"sulphates\": 0.64, \"condition_rate\": 0.208955223880597}, {\"sulphates\": 0.3, \"condition_rate\": 0.1935483870967742}, {\"sulphates\": 0.75, \"condition_rate\": 0.18181818181818182}, {\"sulphates\": 0.31, \"condition_rate\": 0.17142857142857143}, {\"sulphates\": 0.71, \"condition_rate\": 0.16666666666666666}, {\"sulphates\": 0.69, \"condition_rate\": 0.16666666666666666}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.7}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4682114f35cb45c4406ede0db45bf5eb99cc7d43 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:14:01.001208+00:00", + "ended_at": "2026-05-26T00:14:55.901517+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_321e7d4cf2efc557", + "problem_id": "v2p_n3_8babb400586984c0", + "dataset_id": "n3", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=sulphates, condition_col=quality.", + "bindings": { + "group_col": "sulphates", + "condition_col": "quality", + "condition_value": "5", + "positive_value": "6", + "negative_value": "5", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=100" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_321e7d4cf2efc557.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_321e7d4cf2efc557", + "api_calls": 0, + "input_tokens": 25558, + "cached_input_tokens": 6528, + "output_tokens": 2847, + "total_tokens": 28405, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2263, + "estimated_output_tokens": 119, + "estimated_total_tokens": 2382, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 54890.57, + "sql_execution_elapsed_ms_total": 3.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a12e1cb75bbcebbc06e6729a213558d4bdb5c79d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:14:55.896418+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 54890.57, "started_at": "2026-05-26T00:14:01.001828+00:00", "ended_at": "2026-05-26T00:14:55.893134+00:00", "prompt_metrics": {"chars": 7915, "bytes_utf8": 7915, "lines": 243, "estimated_tokens": 2263}, "response_metrics": {"chars": 434, "bytes_utf8": 434, "lines": 1, "estimated_tokens": 119}, "usage": {"input_tokens": 25558, "cached_input_tokens": 6528, "output_tokens": 2847, "reasoning_output_tokens": 2722}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT CAST(\\\"sulphates\\\" AS REAL) AS \\\"sulphates\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY CAST(\\\"sulphates\\\" AS REAL)\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the requested grouped condition-rate template; casts \\\"sulphates\\\" to REAL for numeric grouping because the SQLite schema stores values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5a975a48a7c7342704dfc4a537745d465b2c4216 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_321e7d4cf2efc557", + "api_calls": 0, + "input_tokens": 25558, + "cached_input_tokens": 6528, + "output_tokens": 2847, + "total_tokens": 28405, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2263, + "estimated_output_tokens": 119, + "estimated_total_tokens": 2382, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 54890.57, + "sql_execution_elapsed_ms_total": 3.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_321e7d4cf2efc557/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cdfd8671362aa19380481e7681bb128012273eea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7704, "bytes_utf8": 7704, "lines": 240, "estimated_tokens": 2203}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 474, "bytes_utf8": 474, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 25498, "cached_input_tokens": 24960, "output_tokens": 634, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..72d34c221a1c3893d42aeb4731b907b276ef2b8f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_334db8f2fe4b0e9a", + "api_calls": 0, + "input_tokens": 25498, + "cached_input_tokens": 24960, + "output_tokens": 634, + "total_tokens": 26132, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2203, + "estimated_output_tokens": 112, + "estimated_total_tokens": 2315, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15219.67, + "sql_execution_elapsed_ms_total": 1.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fe60dfded30f650ccdf84c598ff510853b50fe94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:14:55.902483+00:00", + "ended_at": "2026-05-26T00:15:11.122397+00:00", + "elapsed_ms": 15219.67, + "prompt_metrics": { + "chars": 7704, + "bytes_utf8": 7704, + "lines": 240, + "estimated_tokens": 2203 + }, + "stdout_metrics": { + "chars": 840, + "bytes_utf8": 840, + "lines": 4, + "estimated_tokens": 234 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 474, + "bytes_utf8": 474, + "lines": 1, + "estimated_tokens": 112 + }, + "usage": { + "input_tokens": 25498, + "cached_input_tokens": 24960, + "output_tokens": 634, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0697c9c14f4e70d029700f7155ff9f5601198a1d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=fixed acidity, measure_col=total sulfur dioxide.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "total sulfur dioxide", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 155.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a20d1cff31a816622dde53cfc651d274a1c77a64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a2-6fc7-7b42-a40c-665ef91eda2d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT CAST(\\\"fixed acidity\\\" AS REAL) AS \\\"fixed acidity\\\", SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY CAST(\\\"fixed acidity\\\" AS REAL)\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Used the requested grouped numeric sum template with group_col=\\\"fixed acidity\\\" and measure_col=\\\"total sulfur dioxide\\\". Casts are included because the SQLite schema stores these numeric fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25498,"cached_input_tokens":24960,"output_tokens":634,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fac6472575b0e865cfed5dca8857c61d68f97dd5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT CAST(\"fixed acidity\" AS REAL) AS \"fixed acidity\", SUM(CAST(\"total sulfur dioxide\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY CAST(\"fixed acidity\" AS REAL)\nORDER BY \"total_measure\" DESC;","notes":"Used the requested grouped numeric sum template with group_col=\"fixed acidity\" and measure_col=\"total sulfur dioxide\". Casts are included because the SQLite schema stores these numeric fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c937251c7e317497df3700bed7a0e10f668bacbf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:15:10.352765Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a2-6fc7-7b42-a40c-665ef91eda2d.1779754495943992000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..79b114cec3eb7c0ce5d34ce65efe2a649c72a079 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=fixed acidity, measure_col=total sulfur dioxide. +Result preview: [{"fixed acidity": 6.8, "total_measure": 43809.5}, {"fixed acidity": 6.6, "total_measure": 40724.5}, {"fixed acidity": 6.4, "total_measure": 40229.0}, {"fixed acidity": 6.9, "total_measure": 33755.0}, {"fixed acidity": 6.7, "total_measure": 32694.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b97b1c2aabf1f779abc8fa9b22fc652cbc87b41f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_334db8f2fe4b0e9a +-- problem_id: v2p_n3_f6542209cd128ba0 +-- realization_mode: agent +-- source_kind: agent +SELECT CAST("fixed acidity" AS REAL) AS "fixed acidity", SUM(CAST("total sulfur dioxide" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY CAST("fixed acidity" AS REAL) +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9897ca72c6665c5e70c33437728f4e85db4f134a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT CAST(\"fixed acidity\" AS REAL) AS \"fixed acidity\", SUM(CAST(\"total sulfur dioxide\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY CAST(\"fixed acidity\" AS REAL)\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT CAST(\\\"fixed acidity\\\" AS REAL) AS \\\"fixed acidity\\\", SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY CAST(\\\"fixed acidity\\\" AS REAL)\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"fixed acidity\", \"total_measure\"], \"rows\": [{\"fixed acidity\": 6.8, \"total_measure\": 43809.5}, {\"fixed acidity\": 6.6, \"total_measure\": 40724.5}, {\"fixed acidity\": 6.4, \"total_measure\": 40229.0}, {\"fixed acidity\": 6.9, \"total_measure\": 33755.0}, {\"fixed acidity\": 6.7, \"total_measure\": 32694.0}, {\"fixed acidity\": 7.0, \"total_measure\": 31580.0}, {\"fixed acidity\": 6.5, \"total_measure\": 30952.0}, {\"fixed acidity\": 7.4, \"total_measure\": 29490.0}, {\"fixed acidity\": 7.2, \"total_measure\": 29111.0}, {\"fixed acidity\": 7.1, \"total_measure\": 27542.0}, {\"fixed acidity\": 6.3, \"total_measure\": 27171.0}, {\"fixed acidity\": 6.2, \"total_measure\": 27119.0}, {\"fixed acidity\": 7.3, \"total_measure\": 26773.5}, {\"fixed acidity\": 6.0, \"total_measure\": 24098.0}, {\"fixed acidity\": 7.6, \"total_measure\": 22326.0}, {\"fixed acidity\": 6.1, \"total_measure\": 21465.0}, {\"fixed acidity\": 7.5, \"total_measure\": 17881.5}, {\"fixed acidity\": 5.8, \"total_measure\": 15086.0}, {\"fixed acidity\": 7.7, \"total_measure\": 13691.0}, {\"fixed acidity\": 7.8, \"total_measure\": 13427.0}, {\"fixed acidity\": 5.9, \"total_measure\": 12710.0}, {\"fixed acidity\": 8.0, \"total_measure\": 11612.0}, {\"fixed acidity\": 5.7, \"total_measure\": 10863.0}, {\"fixed acidity\": 7.9, \"total_measure\": 10767.0}, {\"fixed acidity\": 5.6, \"total_measure\": 7872.0}, {\"fixed acidity\": 8.1, \"total_measure\": 7685.0}, {\"fixed acidity\": 8.3, \"total_measure\": 7212.0}, {\"fixed acidity\": 8.2, \"total_measure\": 7175.0}, {\"fixed acidity\": 8.4, \"total_measure\": 4720.0}, {\"fixed acidity\": 8.5, \"total_measure\": 3919.0}, {\"fixed acidity\": 5.5, \"total_measure\": 3395.0}, {\"fixed acidity\": 5.4, \"total_measure\": 3259.0}, {\"fixed acidity\": 8.6, \"total_measure\": 3175.5}, {\"fixed acidity\": 5.0, \"total_measure\": 3120.0}, {\"fixed acidity\": 5.3, \"total_measure\": 3062.0}, {\"fixed acidity\": 5.2, \"total_measure\": 2954.0}, {\"fixed acidity\": 9.2, \"total_measure\": 2702.0}, {\"fixed acidity\": 5.1, \"total_measure\": 2460.0}, {\"fixed acidity\": 8.9, \"total_measure\": 2212.0}, {\"fixed acidity\": 8.8, \"total_measure\": 2203.0}, {\"fixed acidity\": 8.7, \"total_measure\": 2080.0}, {\"fixed acidity\": 9.0, \"total_measure\": 1909.0}, {\"fixed acidity\": 9.4, \"total_measure\": 1611.0}, {\"fixed acidity\": 9.8, \"total_measure\": 1145.0}, {\"fixed acidity\": 4.8, \"total_measure\": 1078.0}, {\"fixed acidity\": 4.9, \"total_measure\": 1038.0}, {\"fixed acidity\": 9.1, \"total_measure\": 1025.0}, {\"fixed acidity\": 9.6, \"total_measure\": 691.0}, {\"fixed acidity\": 4.7, \"total_measure\": 507.0}, {\"fixed acidity\": 10.0, \"total_measure\": 499.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.86}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..af6e262a6b6f95113ac491426195a0c48c28b94b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:14:55.901874+00:00", + "ended_at": "2026-05-26T00:15:11.129981+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_334db8f2fe4b0e9a", + "problem_id": "v2p_n3_f6542209cd128ba0", + "dataset_id": "n3", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_rank_order", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=fixed acidity, measure_col=total sulfur dioxide.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "total sulfur dioxide", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 155.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=6" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_334db8f2fe4b0e9a.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_334db8f2fe4b0e9a", + "api_calls": 0, + "input_tokens": 25498, + "cached_input_tokens": 24960, + "output_tokens": 634, + "total_tokens": 26132, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2203, + "estimated_output_tokens": 112, + "estimated_total_tokens": 2315, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15219.67, + "sql_execution_elapsed_ms_total": 1.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cb987c1ec2b2f604ec6555e2f35ff205c007eb37 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:15:11.125753+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15219.67, "started_at": "2026-05-26T00:14:55.902483+00:00", "ended_at": "2026-05-26T00:15:11.122397+00:00", "prompt_metrics": {"chars": 7704, "bytes_utf8": 7704, "lines": 240, "estimated_tokens": 2203}, "response_metrics": {"chars": 474, "bytes_utf8": 474, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 25498, "cached_input_tokens": 24960, "output_tokens": 634, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:15:10.352765Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a2-6fc7-7b42-a40c-665ef91eda2d.1779754495943992000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT CAST(\\\"fixed acidity\\\" AS REAL) AS \\\"fixed acidity\\\", SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY CAST(\\\"fixed acidity\\\" AS REAL)\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Used the requested grouped numeric sum template with group_col=\\\"fixed acidity\\\" and measure_col=\\\"total sulfur dioxide\\\". Casts are included because the SQLite schema stores these numeric fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..520bb99ab605fa54cdd1c4c7442713318af1b24b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_334db8f2fe4b0e9a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_334db8f2fe4b0e9a", + "api_calls": 0, + "input_tokens": 25498, + "cached_input_tokens": 24960, + "output_tokens": 634, + "total_tokens": 26132, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2203, + "estimated_output_tokens": 112, + "estimated_total_tokens": 2315, + 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+1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7756, "bytes_utf8": 7756, "lines": 240, "estimated_tokens": 2214}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 520, "bytes_utf8": 520, "lines": 1, "estimated_tokens": 155}, "usage": {"input_tokens": 25509, "cached_input_tokens": 22912, "output_tokens": 1879, "reasoning_output_tokens": 1718}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d435a5a19928298a930d3cc2334c777d180b9d23 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_355d90fdbe323797", + "api_calls": 0, + "input_tokens": 25509, + "cached_input_tokens": 22912, + "output_tokens": 1879, + "total_tokens": 27388, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2214, + "estimated_output_tokens": 155, + "estimated_total_tokens": 2369, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 37840.39, + "sql_execution_elapsed_ms_total": 7.66, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4df4f0a6130915c20c71efdb35103a040ee8e65c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:15:11.131227+00:00", + "ended_at": "2026-05-26T00:15:48.972142+00:00", + "elapsed_ms": 37840.39, + "prompt_metrics": { + "chars": 7756, + "bytes_utf8": 7756, + "lines": 240, + "estimated_tokens": 2214 + }, + "stdout_metrics": { + "chars": 901, + "bytes_utf8": 901, + "lines": 4, + "estimated_tokens": 288 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 520, + "bytes_utf8": 520, + "lines": 1, + "estimated_tokens": 155 + }, + "usage": { + "input_tokens": 25509, + "cached_input_tokens": 22912, + "output_tokens": 1879, + "reasoning_output_tokens": 1718 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9abb81fbb2af6ccd3265f097059157cbb7a1e74d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=sulphates, measure_col=density.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "sulphates", + "measure_col": "density", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.9953, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c084fca5c3450a6bca27b1cc2325a06baa39ceac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a2-ab41-7bc1-8f30-7a207e05b3e9"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n CAST(\\\"sulphates\\\" AS REAL) AS \\\"sulphates\\\",\\n AVG(CAST(\\\"density\\\" AS REAL)) OVER (PARTITION BY CAST(\\\"sulphates\\\" AS REAL)) AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nWHERE \\\"sulphates\\\" IS NOT NULL\\n AND TRIM(\\\"sulphates\\\") <> ''\\n AND \\\"density\\\" IS NOT NULL\\n AND TRIM(\\\"density\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Casts TEXT-typed numeric fields to REAL and filters NULL or blank values for a stable windowed average by sulphates.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25509,"cached_input_tokens":22912,"output_tokens":1879,"reasoning_output_tokens":1718}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c65cf248a2261a62eeb4c2a6cbb695b8faaf7c47 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n CAST(\"sulphates\" AS REAL) AS \"sulphates\",\n AVG(CAST(\"density\" AS REAL)) OVER (PARTITION BY CAST(\"sulphates\" AS REAL)) AS \"avg_measure\"\nFROM \"n3\"\nWHERE \"sulphates\" IS NOT NULL\n AND TRIM(\"sulphates\") <> ''\n AND \"density\" IS NOT NULL\n AND TRIM(\"density\") <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Casts TEXT-typed numeric fields to REAL and filters NULL or blank values for a stable windowed average by sulphates."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3efe759b435efb71aae9752ed3f7284515c421d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=sulphates, measure_col=density. +Result preview: [{"sulphates": 0.82, "avg_measure": 0.9972861538461538}, {"sulphates": 0.69, "avg_measure": 0.9959651666666667}, {"sulphates": 0.88, "avg_measure": 0.99563}, {"sulphates": 0.67, "avg_measure": 0.9953062857142858}, {"sulphates": 0.75, "avg_measure": 0.9952486363636364}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..910d68d3543f783b849a377a997af297c65b1a11 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_355d90fdbe323797 +-- problem_id: v2p_n3_5d31211ad286d9a4 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + CAST("sulphates" AS REAL) AS "sulphates", + AVG(CAST("density" AS REAL)) OVER (PARTITION BY CAST("sulphates" AS REAL)) AS "avg_measure" +FROM "n3" +WHERE "sulphates" IS NOT NULL + AND TRIM("sulphates") <> '' + AND "density" IS NOT NULL + AND TRIM("density") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..abc8c8864d171de64c362475c197086c260e4bef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n CAST(\"sulphates\" AS REAL) AS \"sulphates\",\n AVG(CAST(\"density\" AS REAL)) OVER (PARTITION BY CAST(\"sulphates\" AS REAL)) AS \"avg_measure\"\nFROM \"n3\"\nWHERE \"sulphates\" IS NOT NULL\n AND TRIM(\"sulphates\") <> ''\n AND \"density\" IS NOT NULL\n AND TRIM(\"density\") <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n CAST(\\\"sulphates\\\" AS REAL) AS \\\"sulphates\\\",\\n AVG(CAST(\\\"density\\\" AS REAL)) OVER (PARTITION BY CAST(\\\"sulphates\\\" AS REAL)) AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nWHERE \\\"sulphates\\\" IS NOT NULL\\n AND TRIM(\\\"sulphates\\\") <> ''\\n AND \\\"density\\\" IS NOT NULL\\n AND TRIM(\\\"density\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"sulphates\", \"avg_measure\"], \"rows\": [{\"sulphates\": 0.82, \"avg_measure\": 0.9972861538461538}, {\"sulphates\": 0.69, \"avg_measure\": 0.9959651666666667}, {\"sulphates\": 0.88, \"avg_measure\": 0.99563}, {\"sulphates\": 0.67, \"avg_measure\": 0.9953062857142858}, {\"sulphates\": 0.75, \"avg_measure\": 0.9952486363636364}, {\"sulphates\": 0.78, \"avg_measure\": 0.9951494736842106}, {\"sulphates\": 0.85, \"avg_measure\": 0.99507}, {\"sulphates\": 0.5, \"avg_measure\": 0.995031124497992}, {\"sulphates\": 0.49, \"avg_measure\": 0.9948456626506025}, {\"sulphates\": 0.79, \"avg_measure\": 0.9948375}, {\"sulphates\": 0.8, \"avg_measure\": 0.994782}, {\"sulphates\": 0.46, \"avg_measure\": 0.9946836444444445}, {\"sulphates\": 0.76, \"avg_measure\": 0.9946747368421053}, {\"sulphates\": 0.61, \"avg_measure\": 0.9946485555555556}, {\"sulphates\": 0.51, \"avg_measure\": 0.9945918571428572}, {\"sulphates\": 0.53, \"avg_measure\": 0.9944318518518519}, {\"sulphates\": 0.45, \"avg_measure\": 0.9943994943820225}, {\"sulphates\": 0.44, \"avg_measure\": 0.9943619907407407}, {\"sulphates\": 0.47, \"avg_measure\": 0.9943066279069767}, {\"sulphates\": 1.01, \"avg_measure\": 0.9943}, {\"sulphates\": 0.48, \"avg_measure\": 0.9942939944134078}, {\"sulphates\": 0.57, \"avg_measure\": 0.9942562650602409}, {\"sulphates\": 0.52, \"avg_measure\": 0.9942394871794872}, {\"sulphates\": 0.54, \"avg_measure\": 0.9942120958083833}, {\"sulphates\": 0.58, \"avg_measure\": 0.9941251515151516}, {\"sulphates\": 0.77, \"avg_measure\": 0.994079375}, {\"sulphates\": 0.43, \"avg_measure\": 0.9940754037267081}, {\"sulphates\": 0.56, \"avg_measure\": 0.9940747222222223}, {\"sulphates\": 0.41, \"avg_measure\": 0.9940701079136691}, {\"sulphates\": 0.55, \"avg_measure\": 0.9939841176470589}, {\"sulphates\": 0.64, \"avg_measure\": 0.993955223880597}, {\"sulphates\": 0.6, \"avg_measure\": 0.9939188068181818}, {\"sulphates\": 0.63, \"avg_measure\": 0.9938893750000001}, {\"sulphates\": 0.59, \"avg_measure\": 0.9938748453608248}, {\"sulphates\": 0.68, \"avg_measure\": 0.9938720454545454}, {\"sulphates\": 0.38, \"avg_measure\": 0.993798785046729}, {\"sulphates\": 0.42, \"avg_measure\": 0.9937925966850829}, {\"sulphates\": 0.66, \"avg_measure\": 0.9937852777777777}, {\"sulphates\": 0.29, \"avg_measure\": 0.993754375}, {\"sulphates\": 0.71, \"avg_measure\": 0.9936616666666667}, {\"sulphates\": 0.62, \"avg_measure\": 0.9936592647058824}, {\"sulphates\": 0.35, \"avg_measure\": 0.9936574117647059}, {\"sulphates\": 0.72, \"avg_measure\": 0.9935860606060606}, {\"sulphates\": 0.36, \"avg_measure\": 0.9934091666666667}, {\"sulphates\": 0.39, \"avg_measure\": 0.9934081456953642}, {\"sulphates\": 0.3, \"avg_measure\": 0.9934022580645162}, {\"sulphates\": 0.7, \"avg_measure\": 0.9934003703703703}, {\"sulphates\": 0.4, \"avg_measure\": 0.9932621428571429}, {\"sulphates\": 0.37, \"avg_measure\": 0.9932306201550387}, {\"sulphates\": 0.97, \"avg_measure\": 0.9932}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 7.66}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f9c86ba168de4069d1eacae27ef662a0dba0c9dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:15:11.130392+00:00", + "ended_at": "2026-05-26T00:15:48.983921+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_355d90fdbe323797", + "problem_id": "v2p_n3_5d31211ad286d9a4", + "dataset_id": "n3", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=sulphates, measure_col=density.", + "bindings": { + "group_col": "sulphates", + "measure_col": "density", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.9953, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=139" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_355d90fdbe323797.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_355d90fdbe323797", + "api_calls": 0, + "input_tokens": 25509, + "cached_input_tokens": 22912, + "output_tokens": 1879, + "total_tokens": 27388, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2214, + "estimated_output_tokens": 155, + "estimated_total_tokens": 2369, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 37840.39, + "sql_execution_elapsed_ms_total": 7.66, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f7ff794362b9aa40e3130de0827916bce8161918 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:15:48.974941+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 37840.39, "started_at": "2026-05-26T00:15:11.131227+00:00", "ended_at": "2026-05-26T00:15:48.972142+00:00", "prompt_metrics": {"chars": 7756, "bytes_utf8": 7756, "lines": 240, "estimated_tokens": 2214}, "response_metrics": {"chars": 520, "bytes_utf8": 520, "lines": 1, "estimated_tokens": 155}, "usage": {"input_tokens": 25509, "cached_input_tokens": 22912, "output_tokens": 1879, "reasoning_output_tokens": 1718}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n CAST(\\\"sulphates\\\" AS REAL) AS \\\"sulphates\\\",\\n AVG(CAST(\\\"density\\\" AS REAL)) OVER (PARTITION BY CAST(\\\"sulphates\\\" AS REAL)) AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nWHERE \\\"sulphates\\\" IS NOT NULL\\n AND TRIM(\\\"sulphates\\\") <> ''\\n AND \\\"density\\\" IS NOT NULL\\n AND TRIM(\\\"density\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Casts TEXT-typed numeric fields to REAL and filters NULL or blank values for a stable windowed average by sulphates.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bf577a4d36ccb889771ba4d8861b86c553f5b57a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_355d90fdbe323797", + "api_calls": 0, + "input_tokens": 25509, + "cached_input_tokens": 22912, + "output_tokens": 1879, + "total_tokens": 27388, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2214, + "estimated_output_tokens": 155, + "estimated_total_tokens": 2369, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 37840.39, + "sql_execution_elapsed_ms_total": 7.66, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_355d90fdbe323797/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b0fbcf45b96aa4f166b29ff59f912a80c3f0418f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7687, "bytes_utf8": 7687, "lines": 240, "estimated_tokens": 2201}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 381, "bytes_utf8": 381, "lines": 1, "estimated_tokens": 92}, "usage": {"input_tokens": 25496, "cached_input_tokens": 6528, "output_tokens": 503, "reasoning_output_tokens": 405}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..31dd0ae5bd3e4ba13afb5285dc0c0e5e081e9026 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_37e386127b1d2197", + "api_calls": 0, + "input_tokens": 25496, + "cached_input_tokens": 6528, + "output_tokens": 503, + "total_tokens": 25999, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2201, + "estimated_output_tokens": 92, + "estimated_total_tokens": 2293, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13005.53, + "sql_execution_elapsed_ms_total": 1.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..15c38bb59d85054cb666dc977dab1e391a08364e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:15:48.984850+00:00", + "ended_at": "2026-05-26T00:16:01.990588+00:00", + "elapsed_ms": 13005.53, + "prompt_metrics": { + "chars": 7687, + "bytes_utf8": 7687, + "lines": 240, + "estimated_tokens": 2201 + }, + "stdout_metrics": { + "chars": 730, + "bytes_utf8": 730, + "lines": 4, + "estimated_tokens": 202 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 381, + "bytes_utf8": 381, + "lines": 1, + "estimated_tokens": 92 + }, + "usage": { + "input_tokens": 25496, + "cached_input_tokens": 6528, + "output_tokens": 503, + "reasoning_output_tokens": 405 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b49c6398a7322d6b1d2edd0b84abe0d2c1d6b8f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=fixed acidity, measure_col=fixed acidity.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "fixed acidity", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.3, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4e8eb425530d68df2845c2dc462adeae7b90c120 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a3-3f20-7c43-bc9a-f938a966d203"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum.\\nSELECT \\\"fixed acidity\\\", SUM(CAST(\\\"fixed acidity\\\" AS REAL)) AS total_measure\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Uses the required grouped-sum template with both group_col and measure_col bound to \\\"fixed acidity\\\". CAST to REAL is needed because the SQLite schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25496,"cached_input_tokens":6528,"output_tokens":503,"reasoning_output_tokens":405}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3ee96346f847ee24f77ecced957374ddf9afae55 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum.\nSELECT \"fixed acidity\", SUM(CAST(\"fixed acidity\" AS REAL)) AS total_measure\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY total_measure DESC;","notes":"Uses the required grouped-sum template with both group_col and measure_col bound to \"fixed acidity\". CAST to REAL is needed because the SQLite schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..185392c74c77dc58dbdaf27a13e39b4c07c16eb4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=fixed acidity, measure_col=fixed acidity. +Result preview: [{"fixed acidity": "6.8", "total_measure": 2094.4}, {"fixed acidity": "6.6", "total_measure": 1914.0}, {"fixed acidity": "6.4", "total_measure": 1792.0}, {"fixed acidity": "6.9", "total_measure": 1662.9}, {"fixed acidity": "7", "total_measure": 1624.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..999dcfd34d8f44122dcc930eba456e2f16ea44aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_37e386127b1d2197 +-- problem_id: v2p_n3_4449203a9feb5f8e +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", SUM(CAST("fixed acidity" AS REAL)) AS total_measure +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..96c5b4f451be6156d072237be58a8aef48e0a3ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum.\nSELECT \"fixed acidity\", SUM(CAST(\"fixed acidity\" AS REAL)) AS total_measure\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY total_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum.\\nSELECT \\\"fixed acidity\\\", SUM(CAST(\\\"fixed acidity\\\" AS REAL)) AS total_measure\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY total_measure DESC;\", \"columns\": [\"fixed acidity\", \"total_measure\"], \"rows\": [{\"fixed acidity\": \"6.8\", \"total_measure\": 2094.4}, {\"fixed acidity\": \"6.6\", \"total_measure\": 1914.0}, {\"fixed acidity\": \"6.4\", \"total_measure\": 1792.0}, {\"fixed acidity\": \"6.9\", \"total_measure\": 1662.9}, {\"fixed acidity\": \"7\", \"total_measure\": 1624.0}, {\"fixed acidity\": \"6.7\", \"total_measure\": 1581.2}, {\"fixed acidity\": \"7.2\", \"total_measure\": 1483.2}, {\"fixed acidity\": \"6.5\", \"total_measure\": 1462.5}, {\"fixed acidity\": \"7.4\", \"total_measure\": 1435.6000000000001}, {\"fixed acidity\": \"7.1\", \"total_measure\": 1420.0}, {\"fixed acidity\": \"7.3\", \"total_measure\": 1299.3999999999999}, {\"fixed acidity\": \"6.2\", \"total_measure\": 1190.4}, {\"fixed acidity\": \"6.3\", \"total_measure\": 1184.3999999999999}, {\"fixed acidity\": \"7.6\", \"total_measure\": 1162.8}, {\"fixed acidity\": \"6\", \"total_measure\": 1104.0}, {\"fixed acidity\": \"6.1\", \"total_measure\": 945.5}, {\"fixed acidity\": \"7.5\", \"total_measure\": 922.5}, {\"fixed acidity\": \"7.8\", \"total_measure\": 725.4}, {\"fixed acidity\": \"7.7\", \"total_measure\": 716.1}, {\"fixed acidity\": \"5.8\", \"total_measure\": 701.8}, {\"fixed acidity\": \"8\", \"total_measure\": 640.0}, {\"fixed acidity\": \"5.9\", \"total_measure\": 607.7}, {\"fixed acidity\": \"7.9\", \"total_measure\": 584.6}, {\"fixed acidity\": \"5.7\", \"total_measure\": 501.6}, {\"fixed acidity\": \"8.2\", \"total_measure\": 459.19999999999993}, {\"fixed acidity\": \"8.1\", \"total_measure\": 453.59999999999997}, {\"fixed acidity\": \"8.3\", \"total_measure\": 431.6}, {\"fixed acidity\": \"5.6\", \"total_measure\": 397.59999999999997}, {\"fixed acidity\": \"8.4\", \"total_measure\": 294.0}, {\"fixed acidity\": \"8.5\", \"total_measure\": 272.0}, {\"fixed acidity\": \"8.6\", \"total_measure\": 215.0}, {\"fixed acidity\": \"9.2\", \"total_measure\": 193.2}, {\"fixed acidity\": \"5.5\", \"total_measure\": 170.5}, {\"fixed acidity\": \"8.8\", \"total_measure\": 158.4}, {\"fixed acidity\": \"9\", \"total_measure\": 153.0}, {\"fixed acidity\": \"5.4\", \"total_measure\": 151.20000000000002}, {\"fixed acidity\": \"5.2\", \"total_measure\": 145.6}, {\"fixed acidity\": \"5.3\", \"total_measure\": 143.1}, {\"fixed acidity\": \"8.9\", \"total_measure\": 142.4}, {\"fixed acidity\": \"8.7\", \"total_measure\": 130.5}, {\"fixed acidity\": \"5\", \"total_measure\": 120.0}, {\"fixed acidity\": \"5.1\", \"total_measure\": 117.3}, {\"fixed acidity\": \"9.4\", \"total_measure\": 103.4}, {\"fixed acidity\": \"9.8\", \"total_measure\": 78.4}, {\"fixed acidity\": \"9.1\", \"total_measure\": 54.599999999999994}, {\"fixed acidity\": \"9.6\", \"total_measure\": 48.0}, {\"fixed acidity\": \"4.8\", \"total_measure\": 43.199999999999996}, {\"fixed acidity\": \"9.7\", \"total_measure\": 38.8}, {\"fixed acidity\": \"4.9\", \"total_measure\": 34.300000000000004}, {\"fixed acidity\": \"10\", \"total_measure\": 30.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.48}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..11e1a7f5856c484045b18b9ca40efd9c81c19a98 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:15:48.984323+00:00", + "ended_at": "2026-05-26T00:16:01.996455+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_37e386127b1d2197", + "problem_id": "v2p_n3_4449203a9feb5f8e", + "dataset_id": "n3", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=fixed acidity, measure_col=fixed acidity.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "fixed acidity", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.3, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=0" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_37e386127b1d2197.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_37e386127b1d2197", + "api_calls": 0, + "input_tokens": 25496, + "cached_input_tokens": 6528, + "output_tokens": 503, + "total_tokens": 25999, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2201, + "estimated_output_tokens": 92, + "estimated_total_tokens": 2293, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13005.53, + "sql_execution_elapsed_ms_total": 1.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..873401d57f72e57f1da3d5ad9e5192a753507ffc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:16:01.993697+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13005.53, "started_at": "2026-05-26T00:15:48.984850+00:00", "ended_at": "2026-05-26T00:16:01.990588+00:00", "prompt_metrics": {"chars": 7687, "bytes_utf8": 7687, "lines": 240, "estimated_tokens": 2201}, "response_metrics": {"chars": 381, "bytes_utf8": 381, "lines": 1, "estimated_tokens": 92}, "usage": {"input_tokens": 25496, "cached_input_tokens": 6528, "output_tokens": 503, "reasoning_output_tokens": 405}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum.\\nSELECT \\\"fixed acidity\\\", SUM(CAST(\\\"fixed acidity\\\" AS REAL)) AS total_measure\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Uses the required grouped-sum template with both group_col and measure_col bound to \\\"fixed acidity\\\". CAST to REAL is needed because the SQLite schema stores values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..98de9f0f08aed12dc076b51667b5e943fe0f9707 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_37e386127b1d2197", + "api_calls": 0, + "input_tokens": 25496, + "cached_input_tokens": 6528, + "output_tokens": 503, + "total_tokens": 25999, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2201, + "estimated_output_tokens": 92, + "estimated_total_tokens": 2293, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13005.53, + "sql_execution_elapsed_ms_total": 1.48, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_37e386127b1d2197/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cb7a8b0bce4ddae7e124b38b97d3fc6d4be1022c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8476, "bytes_utf8": 8476, "lines": 243, "estimated_tokens": 2412}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 669, "bytes_utf8": 669, "lines": 1, "estimated_tokens": 182}, "usage": {"input_tokens": 25707, "cached_input_tokens": 6528, "output_tokens": 704, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2759c69e9f682185826a0ba1f6766f328cd5f189 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:16:01.997404+00:00", + "ended_at": "2026-05-26T00:16:18.164301+00:00", + "elapsed_ms": 16166.65, + "prompt_metrics": { + "chars": 8476, + "bytes_utf8": 8476, + "lines": 243, + "estimated_tokens": 2412 + }, + "stdout_metrics": { + "chars": 1037, + "bytes_utf8": 1037, + "lines": 4, + "estimated_tokens": 306 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 669, + "bytes_utf8": 669, + "lines": 1, + "estimated_tokens": 182 + }, + "usage": { + "input_tokens": 25707, + "cached_input_tokens": 6528, + "output_tokens": 704, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4524979774e22b096856de84c5349e7ba8ee85a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=sulphates, condition_col=quality.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "sulphates", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.9961, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9c322bdaf99f918495a8af66dcaf5a7cb4154691 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a3-71f6-70e1-8705-780334fe3d15"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"sulphates\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n3\\\"\\n GROUP BY \\\"sulphates\\\"\\n)\\nSELECT \\\"sulphates\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applies the requested grouped ratio template with group_col=\\\"sulphates\\\" and condition_col=\\\"quality\\\", computing the ratio of quality '6' to quality '5' for each sulphates group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25707,"cached_input_tokens":6528,"output_tokens":704,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b7b602666c82c0589a08616bf8dee0c2f32345c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"sulphates\",\n SUM(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n3\"\n GROUP BY \"sulphates\"\n)\nSELECT \"sulphates\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Applies the requested grouped ratio template with group_col=\"sulphates\" and condition_col=\"quality\", computing the ratio of quality '6' to quality '5' for each sulphates group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1a18ebbb10403de0cfdb98950a3569427cd3633f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=sulphates, condition_col=quality. +Result preview: [{"sulphates": "0.77", "condition_ratio": 10.0}, {"sulphates": "0.27", "condition_ratio": 7.0}, {"sulphates": "0.78", "condition_ratio": 6.5}, {"sulphates": "0.82", "condition_ratio": 6.0}, {"sulphates": "0.79", "condition_ratio": 4.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..9abc5db8c8e1d3670801bb42461c8e525e187249 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n3_390e4c0d5d35d469 +-- problem_id: v2p_n3_09dea19bcab7ade5 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "sulphates", + SUM(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS denominator_count + FROM "n3" + GROUP BY "sulphates" +) +SELECT "sulphates", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..02a50e7597a636b0c4f3c7597a84ce1357581784 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"sulphates\",\n SUM(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n3\"\n GROUP BY \"sulphates\"\n)\nSELECT \"sulphates\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"sulphates\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n3\\\"\\n GROUP BY \\\"sulphates\\\"\\n)\\nSELECT \\\"sulphates\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"sulphates\", \"condition_ratio\"], \"rows\": [{\"sulphates\": \"0.77\", \"condition_ratio\": 10.0}, {\"sulphates\": \"0.27\", \"condition_ratio\": 7.0}, {\"sulphates\": \"0.78\", \"condition_ratio\": 6.5}, {\"sulphates\": \"0.82\", \"condition_ratio\": 6.0}, {\"sulphates\": \"0.79\", \"condition_ratio\": 4.0}, {\"sulphates\": \"0.58\", \"condition_ratio\": 3.6}, {\"sulphates\": \"0.59\", \"condition_ratio\": 3.5}, {\"sulphates\": \"0.33\", \"condition_ratio\": 3.4444444444444446}, {\"sulphates\": \"0.31\", \"condition_ratio\": 2.6666666666666665}, {\"sulphates\": \"0.69\", \"condition_ratio\": 2.6}, {\"sulphates\": \"0.37\", \"condition_ratio\": 2.3}, {\"sulphates\": \"0.36\", \"condition_ratio\": 2.1379310344827585}, {\"sulphates\": \"0.53\", \"condition_ratio\": 2.1176470588235294}, {\"sulphates\": \"0.56\", \"condition_ratio\": 2.0344827586206895}, {\"sulphates\": \"0.64\", \"condition_ratio\": 2.0}, {\"sulphates\": \"0.71\", \"condition_ratio\": 2.0}, {\"sulphates\": \"0.75\", \"condition_ratio\": 2.0}, {\"sulphates\": \"0.54\", \"condition_ratio\": 1.9761904761904763}, {\"sulphates\": \"0.55\", \"condition_ratio\": 1.9642857142857142}, {\"sulphates\": \"0.67\", \"condition_ratio\": 1.9}, {\"sulphates\": \"0.66\", \"condition_ratio\": 1.8888888888888888}, {\"sulphates\": \"0.62\", \"condition_ratio\": 1.6818181818181819}, {\"sulphates\": \"0.3\", \"condition_ratio\": 1.6666666666666667}, {\"sulphates\": \"0.57\", \"condition_ratio\": 1.6363636363636365}, {\"sulphates\": \"0.72\", \"condition_ratio\": 1.625}, {\"sulphates\": \"0.38\", \"condition_ratio\": 1.5932203389830508}, {\"sulphates\": \"0.35\", \"condition_ratio\": 1.5714285714285714}, {\"sulphates\": \"0.61\", \"condition_ratio\": 1.5384615384615385}, {\"sulphates\": \"0.41\", \"condition_ratio\": 1.5365853658536586}, {\"sulphates\": \"0.65\", \"condition_ratio\": 1.5}, {\"sulphates\": \"0.4\", \"condition_ratio\": 1.48}, {\"sulphates\": \"0.68\", \"condition_ratio\": 1.4615384615384615}, {\"sulphates\": \"0.43\", \"condition_ratio\": 1.4375}, {\"sulphates\": \"0.42\", \"condition_ratio\": 1.4285714285714286}, {\"sulphates\": \"0.76\", \"condition_ratio\": 1.4285714285714286}, {\"sulphates\": \"0.74\", \"condition_ratio\": 1.4}, {\"sulphates\": \"0.34\", \"condition_ratio\": 1.36}, {\"sulphates\": \"0.63\", \"condition_ratio\": 1.3571428571428572}, {\"sulphates\": \"0.45\", \"condition_ratio\": 1.3492063492063493}, {\"sulphates\": \"0.5\", \"condition_ratio\": 1.315217391304348}, {\"sulphates\": \"0.44\", \"condition_ratio\": 1.2686567164179106}, {\"sulphates\": \"0.49\", \"condition_ratio\": 1.2280701754385965}, {\"sulphates\": \"0.51\", \"condition_ratio\": 1.2115384615384615}, {\"sulphates\": \"0.7\", \"condition_ratio\": 1.2}, {\"sulphates\": \"0.39\", \"condition_ratio\": 1.1458333333333333}, {\"sulphates\": \"0.47\", \"condition_ratio\": 1.1194029850746268}, {\"sulphates\": \"0.46\", \"condition_ratio\": 1.1058823529411765}, {\"sulphates\": \"0.6\", \"condition_ratio\": 1.0740740740740742}, {\"sulphates\": \"0.28\", \"condition_ratio\": 1.0}, {\"sulphates\": \"0.29\", \"condition_ratio\": 1.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.73}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..25aab73a4cd2c7d78f84c1dae450eca652ff1b42 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:16:01.996845+00:00", + "ended_at": "2026-05-26T00:16:18.171090+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_390e4c0d5d35d469", + "problem_id": "v2p_n3_09dea19bcab7ade5", + "dataset_id": "n3", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=sulphates, condition_col=quality.", + "bindings": { + "group_col": "sulphates", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.9961, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=40" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_390e4c0d5d35d469.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_390e4c0d5d35d469", + "api_calls": 0, + "input_tokens": 25707, + "cached_input_tokens": 6528, + "output_tokens": 704, + "total_tokens": 26411, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2412, + "estimated_output_tokens": 182, + "estimated_total_tokens": 2594, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16166.65, + "sql_execution_elapsed_ms_total": 1.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_390e4c0d5d35d469/trace.jsonl 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"estimated_tokens": 182}, "usage": {"input_tokens": 25707, "cached_input_tokens": 6528, "output_tokens": 704, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"sulphates\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n3\\\"\\n GROUP BY \\\"sulphates\\\"\\n)\\nSELECT \\\"sulphates\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applies the requested grouped ratio template with group_col=\\\"sulphates\\\" and condition_col=\\\"quality\\\", computing the ratio of quality '6' to quality '5' for each sulphates group.\"}"} diff --git 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"cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7691, "bytes_utf8": 7691, "lines": 240, "estimated_tokens": 2202}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 349, "bytes_utf8": 349, "lines": 1, "estimated_tokens": 86}, "usage": {"input_tokens": 25497, "cached_input_tokens": 22912, "output_tokens": 518, "reasoning_output_tokens": 426}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d164b08b2d9138de2bccaae17fc3b7c157fdccf3 --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4f30e71e7d8039af2add2976c37d02d9e5530b14 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:16:18.172173+00:00", + "ended_at": "2026-05-26T00:16:30.595297+00:00", + "elapsed_ms": 12422.91, + "prompt_metrics": { + "chars": 7691, + "bytes_utf8": 7691, + "lines": 240, + "estimated_tokens": 2202 + }, + "stdout_metrics": { + "chars": 699, + "bytes_utf8": 699, + "lines": 4, + "estimated_tokens": 194 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 349, + "bytes_utf8": 349, + "lines": 1, + "estimated_tokens": 86 + }, + "usage": { + "input_tokens": 25497, + "cached_input_tokens": 22912, + "output_tokens": 518, + "reasoning_output_tokens": 426 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ddb2cf3d064f397a0fdd08387e2fe1289390ba7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=fixed acidity, measure_col=residual sugar.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "residual sugar", + "top_k": 18, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..552890b84f34b12ed2d9e184d17de2296d6b1ccc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a3-b127-74c0-a2bb-ac88871d2ab6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"fixed acidity\\\", SUM(CAST(\\\"residual sugar\\\" AS REAL)) AS total_measure\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Used the planned grouped-sum template with the bound columns; cast \\\"residual sugar\\\" to REAL because the SQLite schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25497,"cached_input_tokens":22912,"output_tokens":518,"reasoning_output_tokens":426}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3149544073fc6354d365bcf9639a03bc09278037 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"fixed acidity\", SUM(CAST(\"residual sugar\" AS REAL)) AS total_measure\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY total_measure DESC;","notes":"Used the planned grouped-sum template with the bound columns; cast \"residual sugar\" to REAL because the SQLite schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..32e808f6d8cf4ed9da0d6f7b3d655f0ed3c687d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=fixed acidity, measure_col=residual sugar. +Result preview: [{"fixed acidity": "6.8", "total_measure": 2278.45}, {"fixed acidity": "6.6", "total_measure": 1963.8}, {"fixed acidity": "6.4", "total_measure": 1700.0}, {"fixed acidity": "6.9", "total_measure": 1647.15}, {"fixed acidity": "7.4", "total_measure": 1573.5}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..adbec9a9720d29f525bbe300c309a24f2349334a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_3934e95d6d975941 +-- problem_id: v2p_n3_50433f5bc2ac2b00 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", SUM(CAST("residual sugar" AS REAL)) AS total_measure +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5ab4ef0ee30f5624d0851437158fad8c583a77f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"fixed acidity\", SUM(CAST(\"residual sugar\" AS REAL)) AS total_measure\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY total_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"fixed acidity\\\", SUM(CAST(\\\"residual sugar\\\" AS REAL)) AS total_measure\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY total_measure DESC;\", \"columns\": [\"fixed acidity\", \"total_measure\"], \"rows\": [{\"fixed acidity\": \"6.8\", \"total_measure\": 2278.45}, {\"fixed acidity\": \"6.6\", \"total_measure\": 1963.8}, {\"fixed acidity\": \"6.4\", \"total_measure\": 1700.0}, {\"fixed acidity\": \"6.9\", \"total_measure\": 1647.15}, {\"fixed acidity\": \"7.4\", \"total_measure\": 1573.5}, {\"fixed acidity\": \"7\", \"total_measure\": 1532.75}, {\"fixed acidity\": \"6.5\", \"total_measure\": 1525.9}, {\"fixed acidity\": \"6.7\", \"total_measure\": 1525.65}, {\"fixed acidity\": \"7.2\", \"total_measure\": 1447.85}, {\"fixed acidity\": \"7.1\", \"total_measure\": 1350.1}, {\"fixed acidity\": \"7.3\", \"total_measure\": 1329.45}, {\"fixed acidity\": \"6.2\", \"total_measure\": 1181.95}, {\"fixed acidity\": \"6.3\", \"total_measure\": 1146.5}, {\"fixed acidity\": \"7.6\", \"total_measure\": 1056.05}, {\"fixed acidity\": \"6\", \"total_measure\": 980.9}, {\"fixed acidity\": \"7.5\", \"total_measure\": 941.1}, {\"fixed acidity\": \"6.1\", \"total_measure\": 874.9}, {\"fixed acidity\": \"7.7\", \"total_measure\": 671.9}, {\"fixed acidity\": \"7.8\", \"total_measure\": 634.6}, {\"fixed acidity\": \"8\", \"total_measure\": 575.55}, {\"fixed acidity\": \"5.7\", \"total_measure\": 570.35}, {\"fixed acidity\": \"5.8\", \"total_measure\": 527.65}, {\"fixed acidity\": \"5.9\", \"total_measure\": 496.95}, {\"fixed acidity\": \"7.9\", \"total_measure\": 487.45}, {\"fixed acidity\": \"8.1\", \"total_measure\": 329.6}, {\"fixed acidity\": \"8.3\", \"total_measure\": 319.65}, {\"fixed acidity\": \"5.6\", \"total_measure\": 307.1}, {\"fixed acidity\": \"8.2\", \"total_measure\": 298.5}, {\"fixed acidity\": \"8.4\", \"total_measure\": 280.5}, {\"fixed acidity\": \"8.5\", \"total_measure\": 208.45000000000002}, {\"fixed acidity\": \"8.7\", \"total_measure\": 119.2}, {\"fixed acidity\": \"5\", \"total_measure\": 118.75}, {\"fixed acidity\": \"8.8\", \"total_measure\": 111.55}, {\"fixed acidity\": \"8.6\", \"total_measure\": 110.7}, {\"fixed acidity\": \"5.3\", \"total_measure\": 105.4}, {\"fixed acidity\": \"5.4\", \"total_measure\": 104.05}, {\"fixed acidity\": \"9\", \"total_measure\": 96.4}, {\"fixed acidity\": \"5.2\", \"total_measure\": 93.3}, {\"fixed acidity\": \"9.2\", \"total_measure\": 91.9}, {\"fixed acidity\": \"5.5\", \"total_measure\": 88.3}, {\"fixed acidity\": \"5.1\", \"total_measure\": 78.55}, {\"fixed acidity\": \"8.9\", \"total_measure\": 63.85}, {\"fixed acidity\": \"9.8\", \"total_measure\": 60.55}, {\"fixed acidity\": \"9.4\", \"total_measure\": 53.35}, {\"fixed acidity\": \"4.8\", \"total_measure\": 41.3}, {\"fixed acidity\": \"4.9\", \"total_measure\": 19.45}, {\"fixed acidity\": \"7.15\", \"total_measure\": 19.2}, {\"fixed acidity\": \"9.1\", \"total_measure\": 19.0}, {\"fixed acidity\": \"10\", \"total_measure\": 17.1}, {\"fixed acidity\": \"10.7\", \"total_measure\": 16.4}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.52}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9c70c22e3a3f73c3e8702b197f74e364b5c2f660 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:16:18.171515+00:00", + "ended_at": "2026-05-26T00:16:30.604062+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_3934e95d6d975941", + "problem_id": "v2p_n3_50433f5bc2ac2b00", + "dataset_id": "n3", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_rank_order", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=fixed acidity, measure_col=residual sugar.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "residual sugar", + "top_k": 18, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=3" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_3934e95d6d975941.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_3934e95d6d975941", + "api_calls": 0, + "input_tokens": 25497, + "cached_input_tokens": 22912, + "output_tokens": 518, + "total_tokens": 26015, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2202, + "estimated_output_tokens": 86, + "estimated_total_tokens": 2288, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12422.91, + "sql_execution_elapsed_ms_total": 4.52, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..74a7c1fda3d50c686d4a184c67752cdc65ea26a6 --- /dev/null +++ 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SUM(CAST(\\\"residual sugar\\\" AS REAL)) AS total_measure\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Used the planned grouped-sum template with the bound columns; cast \\\"residual sugar\\\" to REAL because the SQLite schema stores values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e5cbea60bef34106257572af58144572ddd3d1b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_3934e95d6d975941", + "api_calls": 0, + "input_tokens": 25497, + "cached_input_tokens": 22912, + "output_tokens": 518, + "total_tokens": 26015, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2202, + "estimated_output_tokens": 86, + "estimated_total_tokens": 2288, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12422.91, + "sql_execution_elapsed_ms_total": 4.52, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_3934e95d6d975941/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8256ae791f738f8c3b0a60e10067deee12ec3457 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7575, "bytes_utf8": 7575, "lines": 238, "estimated_tokens": 2172}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 322, "bytes_utf8": 322, "lines": 1, "estimated_tokens": 76}, "usage": {"input_tokens": 25467, "cached_input_tokens": 24960, "output_tokens": 400, "reasoning_output_tokens": 318}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9839fc21698b701887e970e7f56464f2cc0228d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_431279ac8b04d8d4", + "api_calls": 0, + "input_tokens": 25467, + "cached_input_tokens": 24960, + "output_tokens": 400, + "total_tokens": 25867, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2172, + "estimated_output_tokens": 76, + "estimated_total_tokens": 2248, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12951.98, + "sql_execution_elapsed_ms_total": 1.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a59d00e4c689b969fea865ee6e33bd11c09bba58 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:16:30.605132+00:00", + "ended_at": "2026-05-26T00:16:43.557322+00:00", + "elapsed_ms": 12951.98, + "prompt_metrics": { + "chars": 7575, + "bytes_utf8": 7575, + "lines": 238, + "estimated_tokens": 2172 + }, + "stdout_metrics": { + "chars": 676, + "bytes_utf8": 676, + "lines": 4, + "estimated_tokens": 188 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 322, + "bytes_utf8": 322, + "lines": 1, + "estimated_tokens": 76 + }, + "usage": { + "input_tokens": 25467, + "cached_input_tokens": 24960, + "output_tokens": 400, + "reasoning_output_tokens": 318 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b333f56ddb625996494363dd501c09ed6ce916ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,238 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=quality.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "quality", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f61f2f00dea4226f81737a248dcbb8f9e54e3378 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a3-e1b7-7973-83c4-805e3365b22e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned Grouped Count by Category template with group_col fixed to \\\"quality\\\" to measure the count distribution across quality subgroups.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25467,"cached_input_tokens":24960,"output_tokens":400,"reasoning_output_tokens":318}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..36be6b0e79a81cf75c7bbcbbbe5890ad97a953b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"quality\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned Grouped Count by Category template with group_col fixed to \"quality\" to measure the count distribution across quality subgroups."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..fe43420fed922c0cf946fe2eaf9d310f68f68311 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=quality. +Result preview: [{"quality": "6", "row_count": 2198}, {"quality": "5", "row_count": 1457}, {"quality": "7", "row_count": 880}, {"quality": "8", "row_count": 175}, {"quality": "4", "row_count": 163}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2f18bd851d0670646a2727acf818fac1c412a4bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n3_431279ac8b04d8d4 +-- problem_id: v2p_n3_b711df14907c3559 +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", COUNT(*) AS "row_count" +FROM "n3" +GROUP BY "quality" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b26e061489fd03d3d8f9e66d6869ba29eaa3853c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"quality\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"quality\", \"row_count\"], \"rows\": [{\"quality\": \"6\", \"row_count\": 2198}, {\"quality\": \"5\", \"row_count\": 1457}, {\"quality\": \"7\", \"row_count\": 880}, {\"quality\": \"8\", \"row_count\": 175}, {\"quality\": \"4\", \"row_count\": 163}, {\"quality\": \"3\", \"row_count\": 20}, {\"quality\": \"9\", \"row_count\": 5}], \"row_count_returned\": 7, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.09}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..156696006b26a58a872911c306d81c3f46cb8a0e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:16:30.604430+00:00", + "ended_at": "2026-05-26T00:16:43.562269+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_431279ac8b04d8d4", + "problem_id": "v2p_n3_b711df14907c3559", + "dataset_id": "n3", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=quality.", + "bindings": { + "group_col": "quality", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=14" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_431279ac8b04d8d4.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_431279ac8b04d8d4", + "api_calls": 0, + "input_tokens": 25467, + "cached_input_tokens": 24960, + "output_tokens": 400, + "total_tokens": 25867, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2172, + "estimated_output_tokens": 76, + "estimated_total_tokens": 2248, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12951.98, + "sql_execution_elapsed_ms_total": 1.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..acace033f8613c6219ebdf4b7126ef5b0e125a15 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:16:43.559879+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12951.98, "started_at": "2026-05-26T00:16:30.605132+00:00", "ended_at": "2026-05-26T00:16:43.557322+00:00", "prompt_metrics": {"chars": 7575, "bytes_utf8": 7575, "lines": 238, "estimated_tokens": 2172}, "response_metrics": {"chars": 322, "bytes_utf8": 322, "lines": 1, "estimated_tokens": 76}, "usage": {"input_tokens": 25467, "cached_input_tokens": 24960, "output_tokens": 400, "reasoning_output_tokens": 318}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned Grouped Count by Category template with group_col fixed to \\\"quality\\\" to measure the count distribution across quality subgroups.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..de935143793fca729d5f24a1cd9caefa02bec693 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_431279ac8b04d8d4", + "api_calls": 0, + "input_tokens": 25467, + "cached_input_tokens": 24960, + "output_tokens": 400, + "total_tokens": 25867, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2172, + "estimated_output_tokens": 76, + "estimated_total_tokens": 2248, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12951.98, + "sql_execution_elapsed_ms_total": 1.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_431279ac8b04d8d4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3770b01ddc8b0dcfb488ed0a961f09745bbc8b92 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8124, "bytes_utf8": 8124, "lines": 242, "estimated_tokens": 2323}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 630, "bytes_utf8": 630, "lines": 1, "estimated_tokens": 153}, "usage": {"input_tokens": 25618, "cached_input_tokens": 22912, "output_tokens": 947, "reasoning_output_tokens": 788}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c2cbf203fa167e47668679ecd16784556e7d97a3 --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..57554507940558c0bab36474766ac8fc172790c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:16:43.563066+00:00", + "ended_at": "2026-05-26T00:17:04.423778+00:00", + "elapsed_ms": 20860.4, + "prompt_metrics": { + "chars": 8124, + "bytes_utf8": 8124, + "lines": 242, + "estimated_tokens": 2323 + }, + "stdout_metrics": { + "chars": 998, + "bytes_utf8": 998, + "lines": 4, + "estimated_tokens": 275 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 630, + "bytes_utf8": 630, + "lines": 1, + "estimated_tokens": 153 + }, + "usage": { + "input_tokens": 25618, + "cached_input_tokens": 22912, + "output_tokens": 947, + "reasoning_output_tokens": 788 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f052c7bd4ddd3eb95b9a2bbc1e098b01708b5067 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=fixed acidity, measure_col=free sulfur dioxide.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "free sulfur dioxide", + "item_col": "total sulfur dioxide", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 41.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..349d4a6187073c231a3f6e9a3d258e2a95c0f453 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a4-1458-76e1-bb64-750e97b5d015"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"fixed acidity\\\", \\\"total sulfur dioxide\\\",\\n SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL))) OVER (PARTITION BY \\\"fixed acidity\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\", \\\"total sulfur dioxide\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with the bound columns. The measure column is cast from TEXT to REAL because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25618,"cached_input_tokens":22912,"output_tokens":947,"reasoning_output_tokens":788}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3119e3e5f07aed162a39968287c1cbcf2a0622f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"fixed acidity\", \"total sulfur dioxide\",\n SUM(CAST(\"free sulfur dioxide\" AS REAL)) AS total_measure,\n SUM(CAST(\"free sulfur dioxide\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"free sulfur dioxide\" AS REAL))) OVER (PARTITION BY \"fixed acidity\") AS share_within_group\nFROM \"n3\"\nGROUP BY \"fixed acidity\", \"total sulfur dioxide\"\nORDER BY share_within_group DESC;","notes":"Uses the planned Within-Group Share of Total template with the bound columns. The measure column is cast from TEXT to REAL because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..fa27cf400b27056bd0c266ddc5a6ca52d51285c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=fixed acidity, measure_col=free sulfur dioxide. +Result preview: [{"fixed acidity": "10.2", "total sulfur dioxide": "124", "total_measure": 20.0, "share_within_group": 100.0}, {"fixed acidity": "10.7", "total sulfur dioxide": "181", "total_measure": 74.0, "share_within_group": 100.0}, {"fixed acidity": "11.8", "total sulfur dioxide": "123", "total_measure": 15.0, "share_within_group": 100.0}, {"fixed acidity": "14.2", "total sulfur dioxide": "156", "total_measure": 33.0, "share_within_group": 100.0}, {"fixed acidity": "3.8", "total sulfur dioxide": "114", "total_measure": 20.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5d8ec278de5d63c510da60780408969eddc5793e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_48ae4ca1bf17d9f6 +-- problem_id: v2p_n3_012f6589efe57ce6 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", "total sulfur dioxide", + SUM(CAST("free sulfur dioxide" AS REAL)) AS total_measure, + SUM(CAST("free sulfur dioxide" AS REAL)) * 100.0 / SUM(SUM(CAST("free sulfur dioxide" AS REAL))) OVER (PARTITION BY "fixed acidity") AS share_within_group +FROM "n3" +GROUP BY "fixed acidity", "total sulfur dioxide" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0dd13d9f38171393d1f4258ca1f8eedb7ca94055 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"fixed acidity\", \"total sulfur dioxide\",\n SUM(CAST(\"free sulfur dioxide\" AS REAL)) AS total_measure,\n SUM(CAST(\"free sulfur dioxide\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"free sulfur dioxide\" AS REAL))) OVER (PARTITION BY \"fixed acidity\") AS share_within_group\nFROM \"n3\"\nGROUP BY \"fixed acidity\", \"total sulfur dioxide\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"fixed acidity\\\", \\\"total sulfur dioxide\\\",\\n SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL))) OVER (PARTITION BY \\\"fixed acidity\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\", \\\"total sulfur dioxide\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"fixed acidity\", \"total sulfur dioxide\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"fixed acidity\": \"10.2\", \"total sulfur dioxide\": \"124\", \"total_measure\": 20.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"10.7\", \"total sulfur dioxide\": \"181\", \"total_measure\": 74.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"11.8\", \"total sulfur dioxide\": \"123\", \"total_measure\": 15.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"14.2\", \"total sulfur dioxide\": \"156\", \"total_measure\": 33.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"3.8\", \"total sulfur dioxide\": \"114\", \"total_measure\": 20.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"3.9\", \"total sulfur dioxide\": \"118\", \"total_measure\": 29.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"4.5\", \"total sulfur dioxide\": \"159\", \"total_measure\": 89.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"4.6\", \"total sulfur dioxide\": \"178\", \"total_measure\": 11.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"6.15\", \"total sulfur dioxide\": \"80\", \"total_measure\": 40.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"6.45\", \"total sulfur dioxide\": \"129\", \"total_measure\": 51.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"7.15\", \"total sulfur dioxide\": \"178\", \"total_measure\": 112.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"10.3\", \"total sulfur dioxide\": \"164\", \"total_measure\": 28.0, \"share_within_group\": 84.84848484848484}, {\"fixed acidity\": \"9.9\", \"total sulfur dioxide\": \"185\", \"total_measure\": 34.0, \"share_within_group\": 64.15094339622641}, {\"fixed acidity\": \"4.2\", \"total sulfur dioxide\": \"161\", \"total_measure\": 93.0, \"share_within_group\": 59.23566878980892}, {\"fixed acidity\": \"9.7\", \"total sulfur dioxide\": \"142\", \"total_measure\": 23.0, \"share_within_group\": 57.5}, {\"fixed acidity\": \"9.6\", \"total sulfur dioxide\": \"223\", \"total_measure\": 77.5, \"share_within_group\": 53.264604810996566}, {\"fixed acidity\": \"9.5\", \"total sulfur dioxide\": \"145\", \"total_measure\": 22.0, \"share_within_group\": 51.16279069767442}, {\"fixed acidity\": \"9.5\", \"total sulfur dioxide\": \"123\", \"total_measure\": 21.0, \"share_within_group\": 48.83720930232558}, {\"fixed acidity\": \"10\", \"total sulfur dioxide\": \"166\", \"total_measure\": 45.0, \"share_within_group\": 45.91836734693877}, {\"fixed acidity\": \"4.4\", \"total sulfur dioxide\": \"97\", \"total_measure\": 52.0, \"share_within_group\": 45.6140350877193}, {\"fixed acidity\": \"4.7\", \"total sulfur dioxide\": \"168\", \"total_measure\": 69.0, \"share_within_group\": 41.81818181818182}, {\"fixed acidity\": \"4.9\", \"total sulfur dioxide\": \"168\", \"total_measure\": 138.0, \"share_within_group\": 41.19402985074627}, {\"fixed acidity\": \"4.2\", \"total sulfur dioxide\": \"157\", \"total_measure\": 64.0, \"share_within_group\": 40.76433121019108}, {\"fixed acidity\": \"9.3\", \"total sulfur dioxide\": \"147\", \"total_measure\": 34.0, \"share_within_group\": 36.95652173913044}, {\"fixed acidity\": \"9.9\", \"total sulfur dioxide\": \"115\", \"total_measure\": 19.0, \"share_within_group\": 35.84905660377358}, {\"fixed acidity\": \"10\", \"total sulfur dioxide\": \"181\", \"total_measure\": 34.0, \"share_within_group\": 34.69387755102041}, {\"fixed acidity\": \"9.1\", \"total sulfur dioxide\": \"344\", \"total_measure\": 50.5, \"share_within_group\": 34.23728813559322}, {\"fixed acidity\": \"9.4\", \"total sulfur dioxide\": \"208\", \"total_measure\": 124.0, \"share_within_group\": 32.760898282694846}, {\"fixed acidity\": \"9.3\", \"total sulfur dioxide\": \"146\", \"total_measure\": 30.0, \"share_within_group\": 32.608695652173914}, {\"fixed acidity\": \"9.3\", \"total sulfur dioxide\": \"178\", \"total_measure\": 28.0, \"share_within_group\": 30.434782608695652}, {\"fixed acidity\": \"9.7\", \"total sulfur dioxide\": \"59\", \"total_measure\": 11.0, \"share_within_group\": 27.5}, {\"fixed acidity\": \"4.4\", \"total sulfur dioxide\": \"111\", \"total_measure\": 31.0, \"share_within_group\": 27.19298245614035}, {\"fixed acidity\": \"4.4\", \"total sulfur dioxide\": \"127\", \"total_measure\": 31.0, \"share_within_group\": 27.19298245614035}, {\"fixed acidity\": \"4.8\", \"total sulfur dioxide\": \"163\", \"total_measure\": 67.0, \"share_within_group\": 25.968992248062015}, {\"fixed acidity\": \"8.7\", \"total sulfur dioxide\": \"169\", \"total_measure\": 105.0, \"share_within_group\": 25.179856115107913}, {\"fixed acidity\": \"9.1\", \"total sulfur dioxide\": \"182\", \"total_measure\": 34.0, \"share_within_group\": 23.050847457627118}, {\"fixed acidity\": \"8.8\", \"total sulfur dioxide\": \"184\", \"total_measure\": 120.0, \"share_within_group\": 22.727272727272727}, {\"fixed acidity\": \"9.8\", \"total sulfur dioxide\": \"225\", \"total_measure\": 36.0, \"share_within_group\": 22.36024844720497}, {\"fixed acidity\": \"9.8\", \"total sulfur dioxide\": \"167\", \"total_measure\": 35.0, \"share_within_group\": 21.73913043478261}, {\"fixed acidity\": \"4.7\", \"total sulfur dioxide\": \"90\", \"total_measure\": 35.0, \"share_within_group\": 21.21212121212121}, {\"fixed acidity\": \"9.8\", \"total sulfur dioxide\": \"187\", \"total_measure\": 34.0, \"share_within_group\": 21.11801242236025}, {\"fixed acidity\": \"4.7\", \"total sulfur dioxide\": \"106\", \"total_measure\": 33.0, \"share_within_group\": 20.0}, {\"fixed acidity\": \"8.9\", \"total sulfur dioxide\": \"148\", \"total_measure\": 64.0, \"share_within_group\": 19.722650231124806}, {\"fixed acidity\": \"10\", \"total sulfur dioxide\": \"152\", \"total_measure\": 19.0, \"share_within_group\": 19.387755102040817}, {\"fixed acidity\": \"4.9\", \"total sulfur dioxide\": \"143\", \"total_measure\": 64.0, \"share_within_group\": 19.104477611940297}, {\"fixed acidity\": \"9.4\", \"total sulfur dioxide\": \"139\", \"total_measure\": 72.0, \"share_within_group\": 19.022457067371203}, {\"fixed acidity\": \"9.1\", \"total sulfur dioxide\": \"124\", \"total_measure\": 28.0, \"share_within_group\": 18.983050847457626}, {\"fixed acidity\": \"4.8\", \"total sulfur dioxide\": \"130\", \"total_measure\": 47.0, \"share_within_group\": 18.217054263565892}, {\"fixed acidity\": \"4.9\", \"total sulfur dioxide\": \"148\", \"total_measure\": 60.0, \"share_within_group\": 17.91044776119403}, {\"fixed acidity\": \"4.8\", \"total sulfur dioxide\": \"111\", \"total_measure\": 45.0, \"share_within_group\": 17.441860465116278}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 5.19}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..79554f793f9c1a5f7a91587f6eb94f718f1e1015 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:16:43.562590+00:00", + "ended_at": "2026-05-26T00:17:04.433537+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_48ae4ca1bf17d9f6", + "problem_id": "v2p_n3_012f6589efe57ce6", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=fixed acidity, measure_col=free sulfur dioxide.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "free sulfur dioxide", + "item_col": "total sulfur dioxide", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 41.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=27" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_48ae4ca1bf17d9f6.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_48ae4ca1bf17d9f6", + "api_calls": 0, + "input_tokens": 25618, + "cached_input_tokens": 22912, + "output_tokens": 947, + "total_tokens": 26565, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2323, + "estimated_output_tokens": 153, + "estimated_total_tokens": 2476, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20860.4, + "sql_execution_elapsed_ms_total": 5.19, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f5022a1152ab9655a31d6edc6cbfc507262a936c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:17:04.426925+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 20860.4, "started_at": "2026-05-26T00:16:43.563066+00:00", "ended_at": "2026-05-26T00:17:04.423778+00:00", "prompt_metrics": {"chars": 8124, "bytes_utf8": 8124, "lines": 242, "estimated_tokens": 2323}, "response_metrics": {"chars": 630, "bytes_utf8": 630, "lines": 1, "estimated_tokens": 153}, "usage": {"input_tokens": 25618, "cached_input_tokens": 22912, "output_tokens": 947, "reasoning_output_tokens": 788}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"fixed acidity\\\", \\\"total sulfur dioxide\\\",\\n SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL))) OVER (PARTITION BY \\\"fixed acidity\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\", \\\"total sulfur dioxide\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with the bound columns. The measure column is cast from TEXT to REAL because the schema stores numeric values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..85d8664a7d5fc12db6c8a8e171ba6e04036da987 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_48ae4ca1bf17d9f6", + "api_calls": 0, + "input_tokens": 25618, + "cached_input_tokens": 22912, + "output_tokens": 947, + "total_tokens": 26565, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2323, + "estimated_output_tokens": 153, + "estimated_total_tokens": 2476, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20860.4, + "sql_execution_elapsed_ms_total": 5.19, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48ae4ca1bf17d9f6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..de816bb0188268f33247c496ff77a2865e356053 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7758, "bytes_utf8": 7758, "lines": 240, "estimated_tokens": 2215}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 424, "bytes_utf8": 424, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 25510, "cached_input_tokens": 22912, "output_tokens": 355, "reasoning_output_tokens": 239}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..50a285b92fddb2ec984b37469530b333db4cf843 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:17:04.434564+00:00", + "ended_at": "2026-05-26T00:17:14.812328+00:00", + "elapsed_ms": 10377.6, + "prompt_metrics": { + "chars": 7758, + "bytes_utf8": 7758, + "lines": 240, + "estimated_tokens": 2215 + }, + "stdout_metrics": { + "chars": 783, + "bytes_utf8": 783, + "lines": 4, + "estimated_tokens": 232 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 424, + "bytes_utf8": 424, + "lines": 1, + "estimated_tokens": 110 + }, + "usage": { + "input_tokens": 25510, + "cached_input_tokens": 22912, + "output_tokens": 355, + "reasoning_output_tokens": 239 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1fe55f882c26f281ab6b52b8d5bc093ff5643214 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=sulphates, measure_col=chlorides.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "sulphates", + "measure_col": "chlorides", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.047, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f5068856c2fbb57a88ca735fe9631db2c47e539f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a4-65d8-77f2-9a37-7a9ccbb3bfa6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"sulphates\\\",\\n AVG(CAST(\\\"chlorides\\\" AS REAL)) OVER (PARTITION BY \\\"sulphates\\\") AS avg_measure\\nFROM \\\"n3\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"sulphates\\\" and measure_col=\\\"chlorides\\\". CAST(\\\"chlorides\\\" AS REAL) is used because the schema stores numeric-looking values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25510,"cached_input_tokens":22912,"output_tokens":355,"reasoning_output_tokens":239}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e05ce89b8fa035fcc5e24b8b9c58730f60fac599 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"sulphates\",\n AVG(CAST(\"chlorides\" AS REAL)) OVER (PARTITION BY \"sulphates\") AS avg_measure\nFROM \"n3\"\nORDER BY avg_measure DESC;","notes":"Applied the Window Partition Average template with group_col=\"sulphates\" and measure_col=\"chlorides\". CAST(\"chlorides\" AS REAL) is used because the schema stores numeric-looking values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e456798aaab01fc3586de1406d4c3b3ec55499a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=sulphates, measure_col=chlorides. +Result preview: [{"sulphates": "0.74", "avg_measure": 0.05057894736842105}, {"sulphates": "0.67", "avg_measure": 0.0504}, {"sulphates": "0.88", "avg_measure": 0.05014285714285714}, {"sulphates": "0.43", "avg_measure": 0.05006832298136646}, {"sulphates": "0.8", "avg_measure": 0.05}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..dbd57d632113a6636820878df1bfbca00d28294d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_48fa161db6249486 +-- problem_id: v2p_n3_2d08b1e907be8d6b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "sulphates", + AVG(CAST("chlorides" AS REAL)) OVER (PARTITION BY "sulphates") AS avg_measure +FROM "n3" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5c391da84fdda1dd002594a42fb983687d350752 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"sulphates\",\n AVG(CAST(\"chlorides\" AS REAL)) OVER (PARTITION BY \"sulphates\") AS avg_measure\nFROM \"n3\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"sulphates\\\",\\n AVG(CAST(\\\"chlorides\\\" AS REAL)) OVER (PARTITION BY \\\"sulphates\\\") AS avg_measure\\nFROM \\\"n3\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"sulphates\", \"avg_measure\"], \"rows\": [{\"sulphates\": \"0.74\", \"avg_measure\": 0.05057894736842105}, {\"sulphates\": \"0.67\", \"avg_measure\": 0.0504}, {\"sulphates\": \"0.88\", \"avg_measure\": 0.05014285714285714}, {\"sulphates\": \"0.43\", \"avg_measure\": 0.05006832298136646}, {\"sulphates\": \"0.8\", \"avg_measure\": 0.05}, {\"sulphates\": \"0.57\", \"avg_measure\": 0.04918072289156626}, {\"sulphates\": \"0.64\", \"avg_measure\": 0.04914925373134329}, {\"sulphates\": \"0.48\", \"avg_measure\": 0.04907821229050279}, {\"sulphates\": \"0.56\", \"avg_measure\": 0.04898148148148148}, {\"sulphates\": \"0.47\", \"avg_measure\": 0.04847674418604651}, {\"sulphates\": \"0.45\", \"avg_measure\": 0.048286516853932586}, {\"sulphates\": \"0.51\", \"avg_measure\": 0.048171428571428566}, {\"sulphates\": \"0.49\", \"avg_measure\": 0.04808433734939759}, {\"sulphates\": \"0.5\", \"avg_measure\": 0.048}, {\"sulphates\": \"1.01\", \"avg_measure\": 0.048}, {\"sulphates\": \"0.38\", \"avg_measure\": 0.04797196261682243}, {\"sulphates\": \"0.98\", \"avg_measure\": 0.04783333333333333}, {\"sulphates\": \"0.58\", \"avg_measure\": 0.04762626262626263}, {\"sulphates\": \"0.62\", \"avg_measure\": 0.04751470588235294}, {\"sulphates\": \"0.53\", \"avg_measure\": 0.0471037037037037}, {\"sulphates\": \"0.85\", \"avg_measure\": 0.04700000000000001}, {\"sulphates\": \"0.97\", \"avg_measure\": 0.047}, {\"sulphates\": \"0.44\", \"avg_measure\": 0.046884259259259264}, {\"sulphates\": \"0.42\", \"avg_measure\": 0.04681767955801105}, {\"sulphates\": \"0.46\", \"avg_measure\": 0.046720000000000005}, {\"sulphates\": \"0.54\", \"avg_measure\": 0.0462874251497006}, {\"sulphates\": \"0.3\", \"avg_measure\": 0.046096774193548386}, {\"sulphates\": \"0.52\", \"avg_measure\": 0.04608974358974359}, {\"sulphates\": \"0.63\", \"avg_measure\": 0.04608333333333334}, {\"sulphates\": \"0.82\", \"avg_measure\": 0.04576923076923077}, {\"sulphates\": \"0.39\", \"avg_measure\": 0.045456953642384106}, {\"sulphates\": \"0.41\", \"avg_measure\": 0.045374100719424465}, {\"sulphates\": \"0.4\", \"avg_measure\": 0.045267857142857144}, {\"sulphates\": \"0.92\", \"avg_measure\": 0.045}, {\"sulphates\": \"0.69\", \"avg_measure\": 0.04493333333333334}, {\"sulphates\": \"0.7\", \"avg_measure\": 0.044148148148148145}, {\"sulphates\": \"0.72\", \"avg_measure\": 0.04406060606060606}, {\"sulphates\": \"0.71\", \"avg_measure\": 0.043722222222222225}, {\"sulphates\": \"0.75\", \"avg_measure\": 0.043454545454545454}, {\"sulphates\": \"0.76\", \"avg_measure\": 0.043421052631578944}, {\"sulphates\": \"0.55\", \"avg_measure\": 0.043176470588235295}, {\"sulphates\": \"0.94\", \"avg_measure\": 0.043}, {\"sulphates\": \"0.35\", \"avg_measure\": 0.04291764705882353}, {\"sulphates\": \"0.66\", \"avg_measure\": 0.042833333333333334}, {\"sulphates\": \"0.9\", \"avg_measure\": 0.0428}, {\"sulphates\": \"0.6\", \"avg_measure\": 0.04278409090909091}, {\"sulphates\": \"0.81\", \"avg_measure\": 0.042600000000000006}, {\"sulphates\": \"0.59\", \"avg_measure\": 0.04246391752577319}, {\"sulphates\": \"0.68\", \"avg_measure\": 0.04184090909090909}, {\"sulphates\": \"0.77\", \"avg_measure\": 0.0414375}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 8.3}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6cb66df2a386f928bb9bbcad0a7ea01ebbd9819c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:17:04.433914+00:00", + "ended_at": "2026-05-26T00:17:14.826661+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_48fa161db6249486", + "problem_id": "v2p_n3_2d08b1e907be8d6b", + "dataset_id": "n3", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=sulphates, measure_col=chlorides.", + "bindings": { + "group_col": "sulphates", + "measure_col": "chlorides", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.047, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=136" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_48fa161db6249486.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_48fa161db6249486", + "api_calls": 0, + "input_tokens": 25510, + "cached_input_tokens": 22912, + "output_tokens": 355, + "total_tokens": 25865, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2215, + "estimated_output_tokens": 110, + "estimated_total_tokens": 2325, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10377.6, + "sql_execution_elapsed_ms_total": 8.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..accc960de0718f35981b54010c6a6a2bf96e5fba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:17:14.816694+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10377.6, "started_at": "2026-05-26T00:17:04.434564+00:00", "ended_at": "2026-05-26T00:17:14.812328+00:00", "prompt_metrics": {"chars": 7758, "bytes_utf8": 7758, "lines": 240, "estimated_tokens": 2215}, "response_metrics": {"chars": 424, "bytes_utf8": 424, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 25510, "cached_input_tokens": 22912, "output_tokens": 355, "reasoning_output_tokens": 239}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"sulphates\\\",\\n AVG(CAST(\\\"chlorides\\\" AS REAL)) OVER (PARTITION BY \\\"sulphates\\\") AS avg_measure\\nFROM \\\"n3\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"sulphates\\\" and measure_col=\\\"chlorides\\\". CAST(\\\"chlorides\\\" AS REAL) is used because the schema stores numeric-looking values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..02f693368189876862077fe0dcf45c90d22df19f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_48fa161db6249486", + "api_calls": 0, + "input_tokens": 25510, + "cached_input_tokens": 22912, + "output_tokens": 355, + "total_tokens": 25865, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2215, + "estimated_output_tokens": 110, + "estimated_total_tokens": 2325, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10377.6, + "sql_execution_elapsed_ms_total": 8.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_48fa161db6249486/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8055bf7df74e7f61ffc7a8e124fdebbf6f0508fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7703, "bytes_utf8": 7703, "lines": 240, "estimated_tokens": 2203}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 392, "bytes_utf8": 392, "lines": 1, "estimated_tokens": 95}, "usage": {"input_tokens": 25498, "cached_input_tokens": 22912, "output_tokens": 617, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..011a0b550fec573e548fce21e78bc40eb6fad8eb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:17:14.827759+00:00", + "ended_at": "2026-05-26T00:17:30.020084+00:00", + "elapsed_ms": 15192.07, + "prompt_metrics": { + "chars": 7703, + "bytes_utf8": 7703, + "lines": 240, + "estimated_tokens": 2203 + }, + "stdout_metrics": { + "chars": 754, + "bytes_utf8": 754, + "lines": 4, + "estimated_tokens": 213 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 106 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 392, + "bytes_utf8": 392, + "lines": 1, + "estimated_tokens": 95 + }, + "usage": { + "input_tokens": 25498, + "cached_input_tokens": 22912, + "output_tokens": 617, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6552ae8cbeee5ff28a3ba180448647e883cdecff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=fixed acidity, measure_col=total sulfur dioxide.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "total sulfur dioxide", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 167.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2d2f3037984ac71aa37f47f3781768365bb41bf9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a4-8e77-72b1-ae0a-ed6e5adfceb2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"fixed acidity\\\", SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the planned grouped-sum template with \\\"fixed acidity\\\" as the grouping column and casts \\\"total sulfur dioxide\\\" from TEXT to REAL for a reliable SQLite numeric sum.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25498,"cached_input_tokens":22912,"output_tokens":617,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..50f028c3c33d3071afb72fc7a81ee72fd95907ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"fixed acidity\", SUM(CAST(\"total sulfur dioxide\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY \"total_measure\" DESC;","notes":"Uses the planned grouped-sum template with \"fixed acidity\" as the grouping column and casts \"total sulfur dioxide\" from TEXT to REAL for a reliable SQLite numeric sum."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0d815f561d05b9ef0ae0ca8e31b9245859a6e4bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:17:29.193865Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a4-8e77-72b1-ae0a-ed6e5adfceb2.1779754634871858000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..47ba7ce7a12cda362068598c0e9bfc958830f781 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=fixed acidity, measure_col=total sulfur dioxide. +Result preview: [{"fixed acidity": "6.8", "total_measure": 43809.5}, {"fixed acidity": "6.6", "total_measure": 40724.5}, {"fixed acidity": "6.4", "total_measure": 40229.0}, {"fixed acidity": "6.9", "total_measure": 33755.0}, {"fixed acidity": "6.7", "total_measure": 32694.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ce93753688946df1d15e4293e2a59c7e80caea64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_4a149e4d5f07722b +-- problem_id: v2p_n3_01df62226fa55dde +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", SUM(CAST("total sulfur dioxide" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ab0589934f951f10ce19c852d1230a5c449c98ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"fixed acidity\", SUM(CAST(\"total sulfur dioxide\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"fixed acidity\\\", SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"fixed acidity\", \"total_measure\"], \"rows\": [{\"fixed acidity\": \"6.8\", \"total_measure\": 43809.5}, {\"fixed acidity\": \"6.6\", \"total_measure\": 40724.5}, {\"fixed acidity\": \"6.4\", \"total_measure\": 40229.0}, {\"fixed acidity\": \"6.9\", \"total_measure\": 33755.0}, {\"fixed acidity\": \"6.7\", \"total_measure\": 32694.0}, {\"fixed acidity\": \"7\", \"total_measure\": 31580.0}, {\"fixed acidity\": \"6.5\", \"total_measure\": 30952.0}, {\"fixed acidity\": \"7.4\", \"total_measure\": 29490.0}, {\"fixed acidity\": \"7.2\", \"total_measure\": 29111.0}, {\"fixed acidity\": \"7.1\", \"total_measure\": 27542.0}, {\"fixed acidity\": \"6.3\", \"total_measure\": 27171.0}, {\"fixed acidity\": \"6.2\", \"total_measure\": 27119.0}, {\"fixed acidity\": \"7.3\", \"total_measure\": 26773.5}, {\"fixed acidity\": \"6\", \"total_measure\": 24098.0}, {\"fixed acidity\": \"7.6\", \"total_measure\": 22326.0}, {\"fixed acidity\": \"6.1\", \"total_measure\": 21465.0}, {\"fixed acidity\": \"7.5\", \"total_measure\": 17881.5}, {\"fixed acidity\": \"5.8\", \"total_measure\": 15086.0}, {\"fixed acidity\": \"7.7\", \"total_measure\": 13691.0}, {\"fixed acidity\": \"7.8\", \"total_measure\": 13427.0}, {\"fixed acidity\": \"5.9\", \"total_measure\": 12710.0}, {\"fixed acidity\": \"8\", \"total_measure\": 11612.0}, {\"fixed acidity\": \"5.7\", \"total_measure\": 10863.0}, {\"fixed acidity\": \"7.9\", \"total_measure\": 10767.0}, {\"fixed acidity\": \"5.6\", \"total_measure\": 7872.0}, {\"fixed acidity\": \"8.1\", \"total_measure\": 7685.0}, {\"fixed acidity\": \"8.3\", \"total_measure\": 7212.0}, {\"fixed acidity\": \"8.2\", \"total_measure\": 7175.0}, {\"fixed acidity\": \"8.4\", \"total_measure\": 4720.0}, {\"fixed acidity\": \"8.5\", \"total_measure\": 3919.0}, {\"fixed acidity\": \"5.5\", \"total_measure\": 3395.0}, {\"fixed acidity\": \"5.4\", \"total_measure\": 3259.0}, {\"fixed acidity\": \"8.6\", \"total_measure\": 3175.5}, {\"fixed acidity\": \"5\", \"total_measure\": 3120.0}, {\"fixed acidity\": \"5.3\", \"total_measure\": 3062.0}, {\"fixed acidity\": \"5.2\", \"total_measure\": 2954.0}, {\"fixed acidity\": \"9.2\", \"total_measure\": 2702.0}, {\"fixed acidity\": \"5.1\", \"total_measure\": 2460.0}, {\"fixed acidity\": \"8.9\", \"total_measure\": 2212.0}, {\"fixed acidity\": \"8.8\", \"total_measure\": 2203.0}, {\"fixed acidity\": \"8.7\", \"total_measure\": 2080.0}, {\"fixed acidity\": \"9\", \"total_measure\": 1909.0}, {\"fixed acidity\": \"9.4\", \"total_measure\": 1611.0}, {\"fixed acidity\": \"9.8\", \"total_measure\": 1145.0}, {\"fixed acidity\": \"4.8\", \"total_measure\": 1078.0}, {\"fixed acidity\": \"4.9\", \"total_measure\": 1038.0}, {\"fixed acidity\": \"9.1\", \"total_measure\": 1025.0}, {\"fixed acidity\": \"9.6\", \"total_measure\": 691.0}, {\"fixed acidity\": \"4.7\", \"total_measure\": 507.0}, {\"fixed acidity\": \"10\", \"total_measure\": 499.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.92}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4dc365f2c61d4c3a565ac103f7b35ea96c7fd9bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:17:14.827043+00:00", + "ended_at": "2026-05-26T00:17:30.026421+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_4a149e4d5f07722b", + "problem_id": "v2p_n3_01df62226fa55dde", + "dataset_id": "n3", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=fixed acidity, measure_col=total sulfur dioxide.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "total sulfur dioxide", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 167.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=6" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_4a149e4d5f07722b.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_4a149e4d5f07722b", + "api_calls": 0, + "input_tokens": 25498, + "cached_input_tokens": 22912, + "output_tokens": 617, + "total_tokens": 26115, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2203, + 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AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a4-8e77-72b1-ae0a-ed6e5adfceb2.1779754634871858000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"fixed acidity\\\", SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the planned grouped-sum template with \\\"fixed acidity\\\" as the grouping column and casts \\\"total sulfur dioxide\\\" from TEXT to REAL for a reliable SQLite numeric sum.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_4a149e4d5f07722b/usage_summary.json new file mode 100644 index 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structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..39a137e4207b5c550124e6a7805d9b6483ed1e77 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8087, "bytes_utf8": 8087, "lines": 242, "estimated_tokens": 2318}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": 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+ "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_5726e53c324da286", + "api_calls": 0, + "input_tokens": 25613, + "cached_input_tokens": 24960, + "output_tokens": 2487, + "total_tokens": 28100, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2318, + "estimated_output_tokens": 205, + "estimated_total_tokens": 2523, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 48703.25, + "sql_execution_elapsed_ms_total": 5.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ef2699cfcf1c0236bcf6f6033441664b66c63d03 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:17:30.027428+00:00", + "ended_at": "2026-05-26T00:18:18.731330+00:00", + "elapsed_ms": 48703.25, + "prompt_metrics": { + "chars": 8087, + "bytes_utf8": 8087, + "lines": 242, + "estimated_tokens": 2318 + }, + "stdout_metrics": { + "chars": 1165, + "bytes_utf8": 1165, + "lines": 4, + "estimated_tokens": 359 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 106 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 750, + "bytes_utf8": 750, + "lines": 1, + "estimated_tokens": 205 + }, + "usage": { + "input_tokens": 25613, + "cached_input_tokens": 24960, + "output_tokens": 2487, + "reasoning_output_tokens": 2276 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8c8f16a5149ee1e244b62b153745c43fe1dafb17 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=quality, measure_col=chlorides.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "quality", + "measure_col": "chlorides", + "item_col": "free sulfur dioxide", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.047, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..98d7a4d1e3cb06faa410874a6905c9da848f919d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a4-c9d4-7601-b7b6-26a2a7c757ea"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"quality\\\",\\n \\\"free sulfur dioxide\\\",\\n SUM(CAST(\\\"chlorides\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"chlorides\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"chlorides\\\" AS REAL))) OVER (PARTITION BY \\\"quality\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nWHERE TRIM(\\\"quality\\\") <> ''\\n AND TRIM(\\\"free sulfur dioxide\\\") <> ''\\n AND TRIM(\\\"chlorides\\\") <> ''\\nGROUP BY \\\"quality\\\", \\\"free sulfur dioxide\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned template with group_col=\\\"quality\\\", item_col=\\\"free sulfur dioxide\\\", and measure_col=\\\"chlorides\\\". \\\"chlorides\\\" is cast from TEXT to REAL for aggregation, and blank text values are excluded before grouping.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25613,"cached_input_tokens":24960,"output_tokens":2487,"reasoning_output_tokens":2276}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..397825c9db0cf85b11295d2df5816bc0ea654632 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"quality\",\n \"free sulfur dioxide\",\n SUM(CAST(\"chlorides\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"chlorides\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"chlorides\" AS REAL))) OVER (PARTITION BY \"quality\") AS \"share_within_group\"\nFROM \"n3\"\nWHERE TRIM(\"quality\") <> ''\n AND TRIM(\"free sulfur dioxide\") <> ''\n AND TRIM(\"chlorides\") <> ''\nGROUP BY \"quality\", \"free sulfur dioxide\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the planned template with group_col=\"quality\", item_col=\"free sulfur dioxide\", and measure_col=\"chlorides\". \"chlorides\" is cast from TEXT to REAL for aggregation, and blank text values are excluded before grouping."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d331e9fcae030d41acbe39eda038beb167aedb91 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:18:18.086296Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a4-c9d4-7601-b7b6-26a2a7c757ea.1779754650069384000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8bcb8d7a4521ed3e0de612208357c2d84cdfe387 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=quality, measure_col=chlorides. +Result preview: [{"quality": "9", "free sulfur dioxide": "28", "total_measure": 0.035, "share_within_group": 25.547445255474454}, {"quality": "9", "free sulfur dioxide": "31", "total_measure": 0.032, "share_within_group": 23.357664233576642}, {"quality": "9", "free sulfur dioxide": "27", "total_measure": 0.031, "share_within_group": 22.62773722627737}, {"quality": "3", "free sulfur dioxide": "33", "total_measure": 0.244, "share_within_group": 22.467771639042354}, {"quality": "9", "free sulfur dioxide": "24", "total_measure": 0.021, "share_within_group": 15.32846715328467}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0d65215e1ead7e7fbb44ad6e7469af7b064de76f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_5726e53c324da286 +-- problem_id: v2p_n3_d7a3737e7284c6cc +-- realization_mode: agent +-- source_kind: agent +SELECT + "quality", + "free sulfur dioxide", + SUM(CAST("chlorides" AS REAL)) AS "total_measure", + SUM(CAST("chlorides" AS REAL)) * 100.0 / SUM(SUM(CAST("chlorides" AS REAL))) OVER (PARTITION BY "quality") AS "share_within_group" +FROM "n3" +WHERE TRIM("quality") <> '' + AND TRIM("free sulfur dioxide") <> '' + AND TRIM("chlorides") <> '' +GROUP BY "quality", "free sulfur dioxide" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ba769386e868b0f4f83332f81cc3af35a51deaf0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"quality\",\n \"free sulfur dioxide\",\n SUM(CAST(\"chlorides\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"chlorides\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"chlorides\" AS REAL))) OVER (PARTITION BY \"quality\") AS \"share_within_group\"\nFROM \"n3\"\nWHERE TRIM(\"quality\") <> ''\n AND TRIM(\"free sulfur dioxide\") <> ''\n AND TRIM(\"chlorides\") <> ''\nGROUP BY \"quality\", \"free sulfur dioxide\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"quality\\\",\\n \\\"free sulfur dioxide\\\",\\n SUM(CAST(\\\"chlorides\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"chlorides\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"chlorides\\\" AS REAL))) OVER (PARTITION BY \\\"quality\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nWHERE TRIM(\\\"quality\\\") <> ''\\n AND TRIM(\\\"free sulfur dioxide\\\") <> ''\\n AND TRIM(\\\"chlorides\\\") <> ''\\nGROUP BY \\\"quality\\\", \\\"free sulfur dioxide\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"quality\", \"free sulfur dioxide\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"quality\": \"9\", \"free sulfur dioxide\": \"28\", \"total_measure\": 0.035, \"share_within_group\": 25.547445255474454}, {\"quality\": \"9\", \"free sulfur dioxide\": \"31\", \"total_measure\": 0.032, \"share_within_group\": 23.357664233576642}, {\"quality\": \"9\", \"free sulfur dioxide\": \"27\", \"total_measure\": 0.031, \"share_within_group\": 22.62773722627737}, {\"quality\": \"3\", \"free sulfur dioxide\": \"33\", \"total_measure\": 0.244, \"share_within_group\": 22.467771639042354}, {\"quality\": \"9\", \"free sulfur dioxide\": \"24\", \"total_measure\": 0.021, \"share_within_group\": 15.32846715328467}, {\"quality\": \"9\", \"free sulfur dioxide\": \"57\", \"total_measure\": 0.018, \"share_within_group\": 13.138686131386859}, {\"quality\": \"3\", \"free sulfur dioxide\": \"5\", \"total_measure\": 0.122, \"share_within_group\": 11.233885819521177}, {\"quality\": \"8\", \"free sulfur dioxide\": \"45\", \"total_measure\": 0.496, \"share_within_group\": 7.397464578672633}, {\"quality\": \"3\", \"free sulfur dioxide\": \"41\", \"total_measure\": 0.074, \"share_within_group\": 6.813996316758747}, {\"quality\": \"7\", \"free sulfur dioxide\": \"29\", \"total_measure\": 2.1189999999999998, \"share_within_group\": 6.305046417519638}, {\"quality\": \"4\", \"free sulfur dioxide\": \"8\", \"total_measure\": 0.499, \"share_within_group\": 6.1107029145236345}, {\"quality\": \"3\", \"free sulfur dioxide\": \"34\", \"total_measure\": 0.066, \"share_within_group\": 6.077348066298343}, {\"quality\": \"8\", \"free sulfur dioxide\": \"43\", \"total_measure\": 0.376, \"share_within_group\": 5.6077554064131245}, {\"quality\": \"3\", \"free sulfur dioxide\": \"42\", \"total_measure\": 0.06, \"share_within_group\": 5.524861878453038}, {\"quality\": \"8\", \"free sulfur dioxide\": \"29\", \"total_measure\": 0.369, \"share_within_group\": 5.503355704697986}, {\"quality\": \"8\", \"free sulfur dioxide\": \"37\", \"total_measure\": 0.352, \"share_within_group\": 5.249813571961222}, {\"quality\": \"3\", \"free sulfur dioxide\": \"35.5\", \"total_measure\": 0.057, \"share_within_group\": 5.248618784530387}, {\"quality\": \"4\", \"free sulfur dioxide\": \"5\", \"total_measure\": 0.428, \"share_within_group\": 5.241244183198628}, {\"quality\": \"8\", \"free sulfur dioxide\": \"53\", \"total_measure\": 0.336, \"share_within_group\": 5.011185682326622}, {\"quality\": \"7\", \"free sulfur dioxide\": \"35\", \"total_measure\": 1.669, \"share_within_group\": 4.966079504879791}, {\"quality\": \"3\", \"free sulfur dioxide\": \"8\", \"total_measure\": 0.053, \"share_within_group\": 4.8802946593001835}, {\"quality\": \"8\", \"free sulfur dioxide\": \"34\", \"total_measure\": 0.317, \"share_within_group\": 4.727815063385533}, {\"quality\": \"4\", \"free sulfur dioxide\": \"22\", \"total_measure\": 0.386, \"share_within_group\": 4.726916482978202}, {\"quality\": \"3\", \"free sulfur dioxide\": \"24\", \"total_measure\": 0.051, \"share_within_group\": 4.696132596685082}, {\"quality\": \"8\", \"free sulfur dioxide\": \"32\", \"total_measure\": 0.305, \"share_within_group\": 4.548844146159582}, {\"quality\": \"4\", \"free sulfur dioxide\": \"6\", \"total_measure\": 0.357, \"share_within_group\": 4.371785451873621}, {\"quality\": \"3\", \"free sulfur dioxide\": \"146.5\", \"total_measure\": 0.047, \"share_within_group\": 4.327808471454881}, {\"quality\": \"3\", \"free sulfur dioxide\": \"289\", \"total_measure\": 0.047, \"share_within_group\": 4.327808471454881}, {\"quality\": \"8\", \"free sulfur dioxide\": \"30\", \"total_measure\": 0.29, \"share_within_group\": 4.325130499627143}, {\"quality\": \"4\", \"free sulfur dioxide\": \"25\", \"total_measure\": 0.332, \"share_within_group\": 4.065638011266226}, {\"quality\": \"4\", \"free sulfur dioxide\": \"9\", \"total_measure\": 0.327, \"share_within_group\": 4.004408523144747}, {\"quality\": \"7\", \"free sulfur dioxide\": \"40\", \"total_measure\": 1.291, \"share_within_group\": 3.8413472982623187}, {\"quality\": \"3\", \"free sulfur dioxide\": \"118.5\", \"total_measure\": 0.041, \"share_within_group\": 3.775322283609577}, {\"quality\": \"3\", \"free sulfur dioxide\": \"38\", \"total_measure\": 0.041, \"share_within_group\": 3.775322283609577}, {\"quality\": \"3\", \"free sulfur dioxide\": \"64\", \"total_measure\": 0.041, \"share_within_group\": 3.775322283609577}, {\"quality\": \"4\", \"free sulfur dioxide\": \"7\", \"total_measure\": 0.298, \"share_within_group\": 3.649277492040166}, {\"quality\": \"4\", \"free sulfur dioxide\": \"13\", \"total_measure\": 0.289, \"share_within_group\": 3.5390644134215035}, {\"quality\": \"3\", \"free sulfur dioxide\": \"16\", \"total_measure\": 0.038, \"share_within_group\": 3.499079189686924}, {\"quality\": \"6\", \"free sulfur dioxide\": \"36\", \"total_measure\": 3.411, \"share_within_group\": 3.4320038636455106}, {\"quality\": \"7\", \"free sulfur dioxide\": \"25\", \"total_measure\": 1.1500000000000001, \"share_within_group\": 3.4218043323018335}, {\"quality\": \"3\", \"free sulfur dioxide\": \"124\", \"total_measure\": 0.037, \"share_within_group\": 3.4069981583793734}, {\"quality\": \"7\", \"free sulfur dioxide\": \"33\", \"total_measure\": 1.142, \"share_within_group\": 3.3980004760771245}, {\"quality\": \"4\", \"free sulfur dioxide\": \"34\", \"total_measure\": 0.273, \"share_within_group\": 3.34313005143277}, {\"quality\": \"4\", \"free sulfur dioxide\": \"23\", \"total_measure\": 0.264, \"share_within_group\": 3.2329169728141074}, {\"quality\": \"8\", \"free sulfur dioxide\": \"31\", \"total_measure\": 0.213, \"share_within_group\": 3.1767337807606264}, {\"quality\": \"7\", \"free sulfur dioxide\": \"41\", \"total_measure\": 1.054, \"share_within_group\": 3.1361580576053325}, {\"quality\": \"3\", \"free sulfur dioxide\": \"15\", \"total_measure\": 0.034, \"share_within_group\": 3.130755064456722}, {\"quality\": \"8\", \"free sulfur dioxide\": \"41\", \"total_measure\": 0.20800000000000002, \"share_within_group\": 3.1021625652498135}, {\"quality\": \"3\", \"free sulfur dioxide\": \"18\", \"total_measure\": 0.033, \"share_within_group\": 3.0386740331491713}, {\"quality\": \"4\", \"free sulfur dioxide\": \"18\", \"total_measure\": 0.247, \"share_within_group\": 3.0247367132010776}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 5.5}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..38d24e4bca3c05fe37e2be6351403bbe1d8efe33 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:17:30.026794+00:00", + "ended_at": "2026-05-26T00:18:18.741418+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_5726e53c324da286", + "problem_id": "v2p_n3_d7a3737e7284c6cc", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=quality, measure_col=chlorides.", + "bindings": { + "group_col": "quality", + "measure_col": "chlorides", + "item_col": "free sulfur dioxide", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.047, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5726e53c324da286.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_5726e53c324da286", + "api_calls": 0, + "input_tokens": 25613, + "cached_input_tokens": 24960, + "output_tokens": 2487, + "total_tokens": 28100, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2318, + "estimated_output_tokens": 205, + "estimated_total_tokens": 2523, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 48703.25, + "sql_execution_elapsed_ms_total": 5.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a2cd1079fa79248f1602d2140ac5a008a2e51c47 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:18:18.733934+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 48703.25, "started_at": "2026-05-26T00:17:30.027428+00:00", "ended_at": "2026-05-26T00:18:18.731330+00:00", "prompt_metrics": {"chars": 8087, "bytes_utf8": 8087, "lines": 242, "estimated_tokens": 2318}, "response_metrics": {"chars": 750, "bytes_utf8": 750, "lines": 1, "estimated_tokens": 205}, "usage": {"input_tokens": 25613, "cached_input_tokens": 24960, "output_tokens": 2487, "reasoning_output_tokens": 2276}, "stderr_preview": "2026-05-26T00:18:18.086296Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61a4-c9d4-7601-b7b6-26a2a7c757ea.1779754650069384000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"quality\\\",\\n \\\"free sulfur dioxide\\\",\\n SUM(CAST(\\\"chlorides\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"chlorides\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"chlorides\\\" AS REAL))) OVER (PARTITION BY \\\"quality\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nWHERE TRIM(\\\"quality\\\") <> ''\\n AND TRIM(\\\"free sulfur dioxide\\\") <> ''\\n AND TRIM(\\\"chlorides\\\") <> ''\\nGROUP BY \\\"quality\\\", \\\"free sulfur dioxide\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned template with group_col=\\\"quality\\\", item_col=\\\"free sulfur dioxide\\\", and measure_col=\\\"chlorides\\\". \\\"chlorides\\\" is cast from TEXT to REAL for aggregation, and blank text values are excluded before grouping.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9168e9397bf2d6367cf304fbf16e0ab48bd386b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_5726e53c324da286", + "api_calls": 0, + "input_tokens": 25613, + "cached_input_tokens": 24960, + "output_tokens": 2487, + "total_tokens": 28100, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2318, + "estimated_output_tokens": 205, + "estimated_total_tokens": 2523, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 48703.25, + "sql_execution_elapsed_ms_total": 5.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5726e53c324da286/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f80baa53882e1da2a0b988c35c954f85140ae354 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8074, "bytes_utf8": 8074, "lines": 242, "estimated_tokens": 2320}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 899, "bytes_utf8": 899, "lines": 1, "estimated_tokens": 269}, "usage": {"input_tokens": 25615, "cached_input_tokens": 24960, "output_tokens": 791, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bfd6a2e2fde84a244385701bb303e91054790f4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_584a428de5907253", + "api_calls": 0, + "input_tokens": 25615, + "cached_input_tokens": 24960, + "output_tokens": 791, + "total_tokens": 26406, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2320, + "estimated_output_tokens": 269, + "estimated_total_tokens": 2589, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19180.98, + "sql_execution_elapsed_ms_total": 5.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f8aca19279d3a3396190226276d46e8e23d87cb0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:18:18.742762+00:00", + "ended_at": "2026-05-26T00:18:37.924059+00:00", + "elapsed_ms": 19180.98, + "prompt_metrics": { + "chars": 8074, + "bytes_utf8": 8074, + "lines": 242, + "estimated_tokens": 2320 + }, + "stdout_metrics": { + "chars": 1350, + "bytes_utf8": 1350, + "lines": 4, + "estimated_tokens": 442 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 899, + "bytes_utf8": 899, + "lines": 1, + "estimated_tokens": 269 + }, + "usage": { + "input_tokens": 25615, + "cached_input_tokens": 24960, + "output_tokens": 791, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..444e7b9e3657be542b2f411e09759fed728e5de6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=fixed acidity, measure_col=pH.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "pH", + "item_col": "sulphates", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.24, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..27775f9827d9d753b29d01050f0aa864c269f679 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a5-881e-7123-9116-c2e0428b09e6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"agg\\\" AS (\\n SELECT\\n \\\"fixed acidity\\\",\\n \\\"sulphates\\\",\\n SUM(CAST(\\\"pH\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n3\\\"\\n WHERE \\\"fixed acidity\\\" IS NOT NULL\\n AND TRIM(\\\"fixed acidity\\\") <> ''\\n AND \\\"sulphates\\\" IS NOT NULL\\n AND TRIM(\\\"sulphates\\\") <> ''\\n AND \\\"pH\\\" IS NOT NULL\\n AND TRIM(\\\"pH\\\") <> ''\\n GROUP BY \\\"fixed acidity\\\", \\\"sulphates\\\"\\n)\\nSELECT\\n \\\"fixed acidity\\\",\\n \\\"sulphates\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"fixed acidity\\\") AS \\\"share_within_group\\\"\\nFROM \\\"agg\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"fixed acidity\\\", item_col=\\\"sulphates\\\", and measure_col=\\\"pH\\\". CAST is applied because the schema stores numeric fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25615,"cached_input_tokens":24960,"output_tokens":791,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..dd1295f40e650490311a194735bcd88344d2e4cd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nWITH \"agg\" AS (\n SELECT\n \"fixed acidity\",\n \"sulphates\",\n SUM(CAST(\"pH\" AS REAL)) AS \"total_measure\"\n FROM \"n3\"\n WHERE \"fixed acidity\" IS NOT NULL\n AND TRIM(\"fixed acidity\") <> ''\n AND \"sulphates\" IS NOT NULL\n AND TRIM(\"sulphates\") <> ''\n AND \"pH\" IS NOT NULL\n AND TRIM(\"pH\") <> ''\n GROUP BY \"fixed acidity\", \"sulphates\"\n)\nSELECT\n \"fixed acidity\",\n \"sulphates\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"fixed acidity\") AS \"share_within_group\"\nFROM \"agg\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the planned Within-Group Share of Total template with group_col=\"fixed acidity\", item_col=\"sulphates\", and measure_col=\"pH\". CAST is applied because the schema stores numeric fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6fac76bd88a2352f148df565f670aa4d5144f6e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=fixed acidity, measure_col=pH. +Result preview: [{"fixed acidity": "10.7", "sulphates": "0.68", "total_measure": 5.74, "share_within_group": 100.0}, {"fixed acidity": "11.8", "sulphates": "0.55", "total_measure": 2.93, "share_within_group": 100.0}, {"fixed acidity": "14.2", "sulphates": "0.54", "total_measure": 3.15, "share_within_group": 100.0}, {"fixed acidity": "3.8", "sulphates": "0.44", "total_measure": 3.75, "share_within_group": 100.0}, {"fixed acidity": "3.9", "sulphates": "0.36", "total_measure": 3.57, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..33a8a9ab81e7dd01b9497962ef7bf01a33913e9e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/generated_sql.sql @@ -0,0 +1,34 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_584a428de5907253 +-- problem_id: v2p_n3_cd01d53ed89f4df0 +-- realization_mode: agent +-- source_kind: agent +WITH "agg" AS ( + SELECT + "fixed acidity", + "sulphates", + SUM(CAST("pH" AS REAL)) AS "total_measure" + FROM "n3" + WHERE "fixed acidity" IS NOT NULL + AND TRIM("fixed acidity") <> '' + AND "sulphates" IS NOT NULL + AND TRIM("sulphates") <> '' + AND "pH" IS NOT NULL + AND TRIM("pH") <> '' + GROUP BY "fixed acidity", "sulphates" +) +SELECT + "fixed acidity", + "sulphates", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "fixed acidity") AS "share_within_group" +FROM "agg" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1a2bfbfe95195cbeccb0567d97fdadb243d813d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nWITH \"agg\" AS (\n SELECT\n \"fixed acidity\",\n \"sulphates\",\n SUM(CAST(\"pH\" AS REAL)) AS \"total_measure\"\n FROM \"n3\"\n WHERE \"fixed acidity\" IS NOT NULL\n AND TRIM(\"fixed acidity\") <> ''\n AND \"sulphates\" IS NOT NULL\n AND TRIM(\"sulphates\") <> ''\n AND \"pH\" IS NOT NULL\n AND TRIM(\"pH\") <> ''\n GROUP BY \"fixed acidity\", \"sulphates\"\n)\nSELECT\n \"fixed acidity\",\n \"sulphates\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"fixed acidity\") AS \"share_within_group\"\nFROM \"agg\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"agg\\\" AS (\\n SELECT\\n \\\"fixed acidity\\\",\\n \\\"sulphates\\\",\\n SUM(CAST(\\\"pH\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n3\\\"\\n WHERE \\\"fixed acidity\\\" IS NOT NULL\\n AND TRIM(\\\"fixed acidity\\\") <> ''\\n AND \\\"sulphates\\\" IS NOT NULL\\n AND TRIM(\\\"sulphates\\\") <> ''\\n AND \\\"pH\\\" IS NOT NULL\\n AND TRIM(\\\"pH\\\") <> ''\\n GROUP BY \\\"fixed acidity\\\", \\\"sulphates\\\"\\n)\\nSELECT\\n \\\"fixed acidity\\\",\\n \\\"sulphates\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"fixed acidity\\\") AS \\\"share_within_group\\\"\\nFROM \\\"agg\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"fixed acidity\", \"sulphates\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"fixed acidity\": \"10.7\", \"sulphates\": \"0.68\", \"total_measure\": 5.74, \"share_within_group\": 100.0}, {\"fixed acidity\": \"11.8\", \"sulphates\": \"0.55\", \"total_measure\": 2.93, \"share_within_group\": 100.0}, {\"fixed acidity\": \"14.2\", \"sulphates\": \"0.54\", \"total_measure\": 3.15, \"share_within_group\": 100.0}, {\"fixed acidity\": \"3.8\", \"sulphates\": \"0.44\", \"total_measure\": 3.75, \"share_within_group\": 100.0}, {\"fixed acidity\": \"3.9\", \"sulphates\": \"0.36\", \"total_measure\": 3.57, \"share_within_group\": 100.0}, {\"fixed acidity\": \"4.5\", \"sulphates\": \"0.42\", \"total_measure\": 3.34, \"share_within_group\": 100.0}, {\"fixed acidity\": \"4.6\", \"sulphates\": \"0.55\", \"total_measure\": 3.79, \"share_within_group\": 100.0}, {\"fixed acidity\": \"6.15\", \"sulphates\": \"0.47\", \"total_measure\": 6.78, \"share_within_group\": 100.0}, {\"fixed acidity\": \"6.45\", \"sulphates\": \"0.69\", \"total_measure\": 3.27, \"share_within_group\": 100.0}, {\"fixed acidity\": \"7.15\", \"sulphates\": \"0.44\", \"total_measure\": 6.3, \"share_within_group\": 100.0}, {\"fixed acidity\": \"10.2\", \"sulphates\": \"0.51\", \"total_measure\": 2.99, \"share_within_group\": 99.99999999999999}, {\"fixed acidity\": \"10.3\", \"sulphates\": \"0.59\", \"total_measure\": 3.19, \"share_within_group\": 52.4671052631579}, {\"fixed acidity\": \"9.9\", \"sulphates\": \"0.49\", \"total_measure\": 3.02, \"share_within_group\": 52.15889464594128}, {\"fixed acidity\": \"4.2\", \"sulphates\": \"0.89\", \"total_measure\": 3.65, \"share_within_group\": 51.626591230551625}, {\"fixed acidity\": \"9.5\", \"sulphates\": \"0.52\", \"total_measure\": 3.06, \"share_within_group\": 51.34228187919463}, {\"fixed acidity\": \"9.1\", \"sulphates\": \"0.46\", \"total_measure\": 9.5, \"share_within_group\": 50.3711558854719}, {\"fixed acidity\": \"9.7\", \"sulphates\": \"0.54\", \"total_measure\": 5.7, \"share_within_group\": 49.91243432574431}, {\"fixed acidity\": \"9.5\", \"sulphates\": \"0.64\", \"total_measure\": 2.9, \"share_within_group\": 48.65771812080537}, {\"fixed acidity\": \"4.2\", \"sulphates\": \"0.44\", \"total_measure\": 3.42, \"share_within_group\": 48.373408769448375}, {\"fixed acidity\": \"9.9\", \"sulphates\": \"0.44\", \"total_measure\": 2.77, \"share_within_group\": 47.84110535405872}, {\"fixed acidity\": \"10.3\", \"sulphates\": \"0.28\", \"total_measure\": 2.89, \"share_within_group\": 47.5328947368421}, {\"fixed acidity\": \"9.6\", \"sulphates\": \"0.46\", \"total_measure\": 5.72, \"share_within_group\": 39.12448700410397}, {\"fixed acidity\": \"10\", \"sulphates\": \"0.46\", \"total_measure\": 3.11, \"share_within_group\": 35.22083805209513}, {\"fixed acidity\": \"10\", \"sulphates\": \"0.42\", \"total_measure\": 3.0, \"share_within_group\": 33.975084937712346}, {\"fixed acidity\": \"4.4\", \"sulphates\": \"0.34\", \"total_measure\": 3.48, \"share_within_group\": 33.6231884057971}, {\"fixed acidity\": \"9.3\", \"sulphates\": \"0.61\", \"total_measure\": 3.17, \"share_within_group\": 33.58050847457627}, {\"fixed acidity\": \"9.3\", \"sulphates\": \"0.43\", \"total_measure\": 3.16, \"share_within_group\": 33.47457627118644}, {\"fixed acidity\": \"4.4\", \"sulphates\": \"0.36\", \"total_measure\": 3.46, \"share_within_group\": 33.429951690821255}, {\"fixed acidity\": \"4.4\", \"sulphates\": \"0.4\", \"total_measure\": 3.41, \"share_within_group\": 32.94685990338164}, {\"fixed acidity\": \"9.3\", \"sulphates\": \"0.46\", \"total_measure\": 3.11, \"share_within_group\": 32.94491525423729}, {\"fixed acidity\": \"10\", \"sulphates\": \"0.43\", \"total_measure\": 2.72, \"share_within_group\": 30.804077010192525}, {\"fixed acidity\": \"4.9\", \"sulphates\": \"0.46\", \"total_measure\": 6.94, \"share_within_group\": 30.056301429190125}, {\"fixed acidity\": \"4.9\", \"sulphates\": \"0.4\", \"total_measure\": 6.48, \"share_within_group\": 28.064097011693374}, {\"fixed acidity\": \"9.7\", \"sulphates\": \"0.62\", \"total_measure\": 2.98, \"share_within_group\": 26.09457092819615}, {\"fixed acidity\": \"9.7\", \"sulphates\": \"0.47\", \"total_measure\": 2.74, \"share_within_group\": 23.992994746059544}, {\"fixed acidity\": \"9\", \"sulphates\": \"0.36\", \"total_measure\": 12.16, \"share_within_group\": 23.429672447013488}, {\"fixed acidity\": \"8.8\", \"sulphates\": \"0.4\", \"total_measure\": 12.25, \"share_within_group\": 22.38669590643275}, {\"fixed acidity\": \"4.8\", \"sulphates\": \"0.61\", \"total_measure\": 6.71, \"share_within_group\": 21.97118533071382}, {\"fixed acidity\": \"4.8\", \"sulphates\": \"0.34\", \"total_measure\": 6.66, \"share_within_group\": 21.807465618860512}, {\"fixed acidity\": \"4.7\", \"sulphates\": \"0.49\", \"total_measure\": 3.76, \"share_within_group\": 21.771858714533874}, {\"fixed acidity\": \"9.6\", \"sulphates\": \"1\", \"total_measure\": 3.0, \"share_within_group\": 20.51983584131327}, {\"fixed acidity\": \"4.7\", \"sulphates\": \"0.92\", \"total_measure\": 3.53, \"share_within_group\": 20.44006948465547}, {\"fixed acidity\": \"9.6\", \"sulphates\": \"0.49\", \"total_measure\": 2.96, \"share_within_group\": 20.24623803009576}, {\"fixed acidity\": \"8.7\", \"sulphates\": \"0.38\", \"total_measure\": 9.38, \"share_within_group\": 20.215517241379313}, {\"fixed acidity\": \"8.7\", \"sulphates\": \"0.47\", \"total_measure\": 9.36, \"share_within_group\": 20.17241379310345}, {\"fixed acidity\": \"9.6\", \"sulphates\": \"0.43\", \"total_measure\": 2.94, \"share_within_group\": 20.109439124487004}, {\"fixed acidity\": \"4.7\", \"sulphates\": \"0.46\", \"total_measure\": 3.47, \"share_within_group\": 20.09264620729589}, {\"fixed acidity\": \"4.7\", \"sulphates\": \"0.34\", \"total_measure\": 3.3, \"share_within_group\": 19.10828025477707}, {\"fixed acidity\": \"8.9\", \"sulphates\": \"0.45\", \"total_measure\": 9.4, \"share_within_group\": 18.959257765227914}, {\"fixed acidity\": \"4.7\", \"sulphates\": \"0.83\", \"total_measure\": 3.21, \"share_within_group\": 18.587145338737695}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 5.06}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..634253ab45e43f33b6eca35e395e8310ff6c4a7d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:18:18.742088+00:00", + "ended_at": "2026-05-26T00:18:37.934142+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_584a428de5907253", + "problem_id": "v2p_n3_cd01d53ed89f4df0", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=fixed acidity, measure_col=pH.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "pH", + "item_col": "sulphates", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.24, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=30" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_584a428de5907253.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_584a428de5907253", + "api_calls": 0, + "input_tokens": 25615, + "cached_input_tokens": 24960, + "output_tokens": 791, + "total_tokens": 26406, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2320, + "estimated_output_tokens": 269, + "estimated_total_tokens": 2589, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19180.98, + "sql_execution_elapsed_ms_total": 5.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0a1957ced62bfd55a064a75a5b952b48129ee511 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:18:37.927571+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 19180.98, "started_at": "2026-05-26T00:18:18.742762+00:00", "ended_at": "2026-05-26T00:18:37.924059+00:00", "prompt_metrics": {"chars": 8074, "bytes_utf8": 8074, "lines": 242, "estimated_tokens": 2320}, "response_metrics": {"chars": 899, "bytes_utf8": 899, "lines": 1, "estimated_tokens": 269}, "usage": {"input_tokens": 25615, "cached_input_tokens": 24960, "output_tokens": 791, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"agg\\\" AS (\\n SELECT\\n \\\"fixed acidity\\\",\\n \\\"sulphates\\\",\\n SUM(CAST(\\\"pH\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n3\\\"\\n WHERE \\\"fixed acidity\\\" IS NOT NULL\\n AND TRIM(\\\"fixed acidity\\\") <> ''\\n AND \\\"sulphates\\\" IS NOT NULL\\n AND TRIM(\\\"sulphates\\\") <> ''\\n AND \\\"pH\\\" IS NOT NULL\\n AND TRIM(\\\"pH\\\") <> ''\\n GROUP BY \\\"fixed acidity\\\", \\\"sulphates\\\"\\n)\\nSELECT\\n \\\"fixed acidity\\\",\\n \\\"sulphates\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"fixed acidity\\\") AS \\\"share_within_group\\\"\\nFROM \\\"agg\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"fixed acidity\\\", item_col=\\\"sulphates\\\", and measure_col=\\\"pH\\\". CAST is applied because the schema stores numeric fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..67642314f621440372fb308cab688ab5776b7557 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_584a428de5907253/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_584a428de5907253", + "api_calls": 0, + "input_tokens": 25615, + "cached_input_tokens": 24960, + "output_tokens": 791, + "total_tokens": 26406, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2320, + "estimated_output_tokens": 269, + "estimated_total_tokens": 2589, + "usage_source": 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+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7789, "bytes_utf8": 7789, "lines": 240, "estimated_tokens": 2215}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 400, "bytes_utf8": 400, "lines": 1, "estimated_tokens": 96}, "usage": {"input_tokens": 25510, "cached_input_tokens": 24960, "output_tokens": 2534, "reasoning_output_tokens": 2432}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2b097a9fd9fd30aa1a890e44dfdca9de559134b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:18:37.936154+00:00", + "ended_at": "2026-05-26T00:19:27.582870+00:00", + "elapsed_ms": 49646.01, + "prompt_metrics": { + "chars": 7789, + "bytes_utf8": 7789, + "lines": 240, + "estimated_tokens": 2215 + }, + "stdout_metrics": { + "chars": 757, + "bytes_utf8": 757, + "lines": 4, + "estimated_tokens": 212 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 400, + "bytes_utf8": 400, + "lines": 1, + "estimated_tokens": 96 + }, + "usage": { + "input_tokens": 25510, + "cached_input_tokens": 24960, + "output_tokens": 2534, + "reasoning_output_tokens": 2432 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b0d54020e322e41c24c1f82829bc34ba8214b137 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=fixed acidity, measure_col=total sulfur dioxide.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "total sulfur dioxide", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 167.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a83c83f3fdbb89209ccf61a74ba1c0c392410d14 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a5-d318-77e2-88ee-3a964d1c5bc9"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"fixed acidity\\\",\\n AVG(CAST(\\\"total sulfur dioxide\\\" AS REAL)) OVER (PARTITION BY \\\"fixed acidity\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Instantiates the selected window-partition-average template and casts the measure to REAL so AVG works numerically on TEXT-backed values in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25510,"cached_input_tokens":24960,"output_tokens":2534,"reasoning_output_tokens":2432}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8489d00187a124a6a7510b8263d2d1d46eb6ed5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"fixed acidity\",\n AVG(CAST(\"total sulfur dioxide\" AS REAL)) OVER (PARTITION BY \"fixed acidity\") AS \"avg_measure\"\nFROM \"n3\"\nORDER BY \"avg_measure\" DESC;","notes":"Instantiates the selected window-partition-average template and casts the measure to REAL so AVG works numerically on TEXT-backed values in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8f053f2c8d1a3f338c0a09a21a86350e64a149b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=fixed acidity, measure_col=total sulfur dioxide. +Result preview: [{"fixed acidity": "10.7", "avg_measure": 181.0}, {"fixed acidity": "4.6", "avg_measure": 178.0}, {"fixed acidity": "7.15", "avg_measure": 178.0}, {"fixed acidity": "9.1", "avg_measure": 170.83333333333334}, {"fixed acidity": "10", "avg_measure": 166.33333333333334}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a4a67651334e05693a463149f07148cf001dddfe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_586515bfbe7070c9 +-- problem_id: v2p_n3_8ae25d940a3e1442 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "fixed acidity", + AVG(CAST("total sulfur dioxide" AS REAL)) OVER (PARTITION BY "fixed acidity") AS "avg_measure" +FROM "n3" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e60d8da9ddab92984b53a13a7b50dab79a1304b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"fixed acidity\",\n AVG(CAST(\"total sulfur dioxide\" AS REAL)) OVER (PARTITION BY \"fixed acidity\") AS \"avg_measure\"\nFROM \"n3\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"fixed acidity\\\",\\n AVG(CAST(\\\"total sulfur dioxide\\\" AS REAL)) OVER (PARTITION BY \\\"fixed acidity\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"fixed acidity\", \"avg_measure\"], \"rows\": [{\"fixed acidity\": \"10.7\", \"avg_measure\": 181.0}, {\"fixed acidity\": \"4.6\", \"avg_measure\": 178.0}, {\"fixed acidity\": \"7.15\", \"avg_measure\": 178.0}, {\"fixed acidity\": \"9.1\", \"avg_measure\": 170.83333333333334}, {\"fixed acidity\": \"10\", \"avg_measure\": 166.33333333333334}, {\"fixed acidity\": \"4.2\", \"avg_measure\": 159.0}, {\"fixed acidity\": \"4.5\", \"avg_measure\": 159.0}, {\"fixed acidity\": \"9.3\", \"avg_measure\": 157.0}, {\"fixed acidity\": \"14.2\", \"avg_measure\": 156.0}, {\"fixed acidity\": \"7.4\", \"avg_measure\": 152.01030927835052}, {\"fixed acidity\": \"7.3\", \"avg_measure\": 150.4129213483146}, {\"fixed acidity\": \"9.9\", \"avg_measure\": 150.0}, {\"fixed acidity\": \"4.9\", \"avg_measure\": 148.28571428571428}, {\"fixed acidity\": \"7.7\", \"avg_measure\": 147.21505376344086}, {\"fixed acidity\": \"9.4\", \"avg_measure\": 146.45454545454547}, {\"fixed acidity\": \"7.6\", \"avg_measure\": 145.92156862745097}, {\"fixed acidity\": \"7.9\", \"avg_measure\": 145.5}, {\"fixed acidity\": \"7.5\", \"avg_measure\": 145.3780487804878}, {\"fixed acidity\": \"8\", \"avg_measure\": 145.15}, {\"fixed acidity\": \"6.3\", \"avg_measure\": 144.52659574468086}, {\"fixed acidity\": \"7.8\", \"avg_measure\": 144.3763440860215}, {\"fixed acidity\": \"6.4\", \"avg_measure\": 143.675}, {\"fixed acidity\": \"9.8\", \"avg_measure\": 143.125}, {\"fixed acidity\": \"6.8\", \"avg_measure\": 142.23863636363637}, {\"fixed acidity\": \"7.2\", \"avg_measure\": 141.31553398058253}, {\"fixed acidity\": \"6.2\", \"avg_measure\": 141.24479166666666}, {\"fixed acidity\": \"6.6\", \"avg_measure\": 140.4293103448276}, {\"fixed acidity\": \"6.9\", \"avg_measure\": 140.0622406639004}, {\"fixed acidity\": \"8.3\", \"avg_measure\": 138.69230769230768}, {\"fixed acidity\": \"8.7\", \"avg_measure\": 138.66666666666666}, {\"fixed acidity\": \"6.7\", \"avg_measure\": 138.53389830508473}, {\"fixed acidity\": \"6.1\", \"avg_measure\": 138.48387096774192}, {\"fixed acidity\": \"8.9\", \"avg_measure\": 138.25}, {\"fixed acidity\": \"9.6\", \"avg_measure\": 138.2}, {\"fixed acidity\": \"7.1\", \"avg_measure\": 137.71}, {\"fixed acidity\": \"6.5\", \"avg_measure\": 137.56444444444443}, {\"fixed acidity\": \"8.1\", \"avg_measure\": 137.23214285714286}, {\"fixed acidity\": \"7\", \"avg_measure\": 136.1206896551724}, {\"fixed acidity\": \"8.4\", \"avg_measure\": 134.85714285714286}, {\"fixed acidity\": \"9.5\", \"avg_measure\": 134.0}, {\"fixed acidity\": \"6\", \"avg_measure\": 130.9673913043478}, {\"fixed acidity\": \"5\", \"avg_measure\": 130.0}, {\"fixed acidity\": \"6.45\", \"avg_measure\": 129.0}, {\"fixed acidity\": \"9.2\", \"avg_measure\": 128.66666666666666}, {\"fixed acidity\": \"8.2\", \"avg_measure\": 128.125}, {\"fixed acidity\": \"8.6\", \"avg_measure\": 127.02}, {\"fixed acidity\": \"5.8\", \"avg_measure\": 124.67768595041322}, {\"fixed acidity\": \"10.2\", \"avg_measure\": 124.0}, {\"fixed acidity\": \"5.7\", \"avg_measure\": 123.44318181818181}, {\"fixed acidity\": \"5.9\", \"avg_measure\": 123.39805825242719}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 5.42}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b95a5340eb4ce90d158fccffb8d39b1c4160539f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_586515bfbe7070c9/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:18:37.934927+00:00", + "ended_at": "2026-05-26T00:19:27.592503+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_586515bfbe7070c9", + "problem_id": "v2p_n3_8ae25d940a3e1442", + "dataset_id": "n3", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=fixed acidity, measure_col=total sulfur dioxide.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "total sulfur dioxide", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 167.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + 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"2026-05-26T00:19:27.585389+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 49646.01, "started_at": "2026-05-26T00:18:37.936154+00:00", "ended_at": "2026-05-26T00:19:27.582870+00:00", "prompt_metrics": {"chars": 7789, "bytes_utf8": 7789, "lines": 240, "estimated_tokens": 2215}, "response_metrics": {"chars": 400, "bytes_utf8": 400, "lines": 1, "estimated_tokens": 96}, "usage": {"input_tokens": 25510, "cached_input_tokens": 24960, "output_tokens": 2534, "reasoning_output_tokens": 2432}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"fixed acidity\\\",\\n AVG(CAST(\\\"total sulfur dioxide\\\" AS REAL)) OVER (PARTITION BY \\\"fixed acidity\\\") AS \\\"avg_measure\\\"\\nFROM 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0753b9a1a908117c23527bd2d48dd210f9eef448 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_5bd3d5595ae227a5", + "api_calls": 0, + "input_tokens": 25469, + "cached_input_tokens": 22912, + "output_tokens": 592, + "total_tokens": 26061, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2174, + "estimated_output_tokens": 70, + "estimated_total_tokens": 2244, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14435.25, + "sql_execution_elapsed_ms_total": 1.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7d2ab223af6675b6bf62f74f020db3f3d31f7597 --- /dev/null +++ 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"input_tokens": 25469, + "cached_input_tokens": 22912, + "output_tokens": 592, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e2ad476b73d46c7f49be22b9722a4dceac719bc9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,238 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=fixed acidity.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "fixed acidity", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d7550aca615229fea92f3f090698c88ed87993d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a6-950d-7922-8067-6dcb2b74f4d4"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"fixed acidity\\\", COUNT(*) AS row_count\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the planned Grouped Count by Category template to count rows for each \\\"fixed acidity\\\" subgroup in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25469,"cached_input_tokens":22912,"output_tokens":592,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0f543c4901e23ef9fa8f2fb0d59ff266e02d24b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count.\nSELECT \"fixed acidity\", COUNT(*) AS row_count\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY row_count DESC;","notes":"Uses the planned Grouped Count by Category template to count rows for each \"fixed acidity\" subgroup in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b57062336cdb98db25b2a0aa1f8c32f3539438ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=fixed acidity. +Result preview: [{"fixed acidity": "6.8", "row_count": 308}, {"fixed acidity": "6.6", "row_count": 290}, {"fixed acidity": "6.4", "row_count": 280}, {"fixed acidity": "6.9", "row_count": 241}, {"fixed acidity": "6.7", "row_count": 236}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1eadec1529aceb0cd6014cf1b8f1bb38f14429fb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n3_5bd3d5595ae227a5 +-- problem_id: v2p_n3_b413551bd42d7d10 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", COUNT(*) AS row_count +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fbad7175a6fdc9eabe9f1ee3d58c38042c6a40b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count.\nSELECT \"fixed acidity\", COUNT(*) AS row_count\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY row_count DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"fixed acidity\\\", COUNT(*) AS row_count\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY row_count DESC;\", \"columns\": [\"fixed acidity\", \"row_count\"], \"rows\": [{\"fixed acidity\": \"6.8\", \"row_count\": 308}, {\"fixed acidity\": \"6.6\", \"row_count\": 290}, {\"fixed acidity\": \"6.4\", \"row_count\": 280}, {\"fixed acidity\": \"6.9\", \"row_count\": 241}, {\"fixed acidity\": \"6.7\", \"row_count\": 236}, {\"fixed acidity\": \"7\", \"row_count\": 232}, {\"fixed acidity\": \"6.5\", \"row_count\": 225}, {\"fixed acidity\": \"7.2\", \"row_count\": 206}, {\"fixed acidity\": \"7.1\", \"row_count\": 200}, {\"fixed acidity\": \"7.4\", \"row_count\": 194}, {\"fixed acidity\": \"6.2\", \"row_count\": 192}, {\"fixed acidity\": \"6.3\", \"row_count\": 188}, {\"fixed acidity\": \"6\", \"row_count\": 184}, {\"fixed acidity\": \"7.3\", \"row_count\": 178}, {\"fixed acidity\": \"6.1\", \"row_count\": 155}, {\"fixed acidity\": \"7.6\", \"row_count\": 153}, {\"fixed acidity\": \"7.5\", \"row_count\": 123}, {\"fixed acidity\": \"5.8\", \"row_count\": 121}, {\"fixed acidity\": \"5.9\", \"row_count\": 103}, {\"fixed acidity\": \"7.8\", \"row_count\": 93}, {\"fixed acidity\": \"7.7\", \"row_count\": 93}, {\"fixed acidity\": \"5.7\", \"row_count\": 88}, {\"fixed acidity\": \"8\", \"row_count\": 80}, {\"fixed acidity\": \"7.9\", \"row_count\": 74}, {\"fixed acidity\": \"5.6\", \"row_count\": 71}, {\"fixed acidity\": \"8.2\", \"row_count\": 56}, {\"fixed acidity\": \"8.1\", \"row_count\": 56}, {\"fixed acidity\": \"8.3\", \"row_count\": 52}, {\"fixed acidity\": \"8.4\", \"row_count\": 35}, {\"fixed acidity\": \"8.5\", \"row_count\": 32}, {\"fixed acidity\": \"5.5\", \"row_count\": 31}, {\"fixed acidity\": \"5.4\", \"row_count\": 28}, {\"fixed acidity\": \"5.2\", \"row_count\": 28}, {\"fixed acidity\": \"5.3\", \"row_count\": 27}, {\"fixed acidity\": \"8.6\", \"row_count\": 25}, {\"fixed acidity\": \"5\", \"row_count\": 24}, {\"fixed acidity\": \"5.1\", \"row_count\": 23}, {\"fixed acidity\": \"9.2\", \"row_count\": 21}, {\"fixed acidity\": \"8.8\", \"row_count\": 18}, {\"fixed acidity\": \"9\", \"row_count\": 17}, {\"fixed acidity\": \"8.9\", \"row_count\": 16}, {\"fixed acidity\": \"8.7\", \"row_count\": 15}, {\"fixed acidity\": \"9.4\", \"row_count\": 11}, {\"fixed acidity\": \"4.8\", \"row_count\": 9}, {\"fixed acidity\": \"9.8\", \"row_count\": 8}, {\"fixed acidity\": \"4.9\", \"row_count\": 7}, {\"fixed acidity\": \"9.1\", \"row_count\": 6}, {\"fixed acidity\": \"9.6\", \"row_count\": 5}, {\"fixed acidity\": \"4.7\", \"row_count\": 5}, {\"fixed acidity\": \"9.7\", \"row_count\": 4}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.24}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bef51aa3cee77c64b92af10a2921ae329023a1d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:19:27.592824+00:00", + "ended_at": "2026-05-26T00:19:42.034446+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_5bd3d5595ae227a5", + "problem_id": "v2p_n3_b413551bd42d7d10", + "dataset_id": "n3", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=fixed acidity.", + "bindings": { + "group_col": "fixed acidity", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=12" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5bd3d5595ae227a5.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_5bd3d5595ae227a5", + "api_calls": 0, + "input_tokens": 25469, + "cached_input_tokens": 22912, + "output_tokens": 592, + "total_tokens": 26061, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2174, + "estimated_output_tokens": 70, + "estimated_total_tokens": 2244, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14435.25, + "sql_execution_elapsed_ms_total": 1.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..613a59d56aaecfe5eb39410fa1dd3ebae985302a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:19:42.030855+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14435.25, "started_at": "2026-05-26T00:19:27.593375+00:00", "ended_at": "2026-05-26T00:19:42.028839+00:00", "prompt_metrics": {"chars": 7588, "bytes_utf8": 7588, "lines": 238, "estimated_tokens": 2174}, "response_metrics": {"chars": 292, "bytes_utf8": 292, "lines": 1, "estimated_tokens": 70}, "usage": {"input_tokens": 25469, "cached_input_tokens": 22912, "output_tokens": 592, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"fixed acidity\\\", COUNT(*) AS row_count\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the planned Grouped Count by Category template to count rows for each \\\"fixed acidity\\\" subgroup in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..770289a0a1e728191014f835233384032f772df2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5bd3d5595ae227a5/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_5bd3d5595ae227a5", + "api_calls": 0, + "input_tokens": 25469, + "cached_input_tokens": 22912, + "output_tokens": 592, + "total_tokens": 26061, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2174, + "estimated_output_tokens": 70, + "estimated_total_tokens": 2244, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14435.25, + "sql_execution_elapsed_ms_total": 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"cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7989, "bytes_utf8": 7989, "lines": 244, "estimated_tokens": 2298}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 417, "bytes_utf8": 417, "lines": 1, "estimated_tokens": 115}, "usage": {"input_tokens": 25593, "cached_input_tokens": 24960, "output_tokens": 637, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..59fbe96a3a8d4ef0700ca7ff4fd362f96e0d15ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_5d4884fe058117e0", + "api_calls": 0, + "input_tokens": 25593, + "cached_input_tokens": 24960, + "output_tokens": 637, + "total_tokens": 26230, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2298, + "estimated_output_tokens": 115, + "estimated_total_tokens": 2413, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14753.16, + "sql_execution_elapsed_ms_total": 0.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..abb3addbe36d9db7e214cd3588e9f3e0fb92a1c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:19:42.035415+00:00", + "ended_at": "2026-05-26T00:19:56.788803+00:00", + "elapsed_ms": 14753.16, + "prompt_metrics": { + "chars": 7989, + "bytes_utf8": 7989, + "lines": 244, + "estimated_tokens": 2298 + }, + "stdout_metrics": { + "chars": 792, + "bytes_utf8": 792, + "lines": 4, + "estimated_tokens": 238 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 417, + "bytes_utf8": 417, + "lines": 1, + "estimated_tokens": 115 + }, + "usage": { + "input_tokens": 25593, + "cached_input_tokens": 24960, + "output_tokens": 637, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ff4f2743bba64e774082b6c38d7bc4e0c38e102a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,244 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=sulphates, group_col_2=quality.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "sulphates", + "group_col_2": "quality", + "predicate_col": "free sulfur dioxide", + "predicate_op": ">=", + "predicate_value": 46.0, + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.55, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9478d37b0f563ee02a1e417d1e6210a9546e0c1f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a6-cd72-79a3-9a01-62be69568c04"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"sulphates\\\", \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"free sulfur dioxide\\\" AS REAL) >= 46.0\\nGROUP BY \\\"sulphates\\\", \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the required template with group columns \\\"sulphates\\\" and \\\"quality\\\". Cast \\\"free sulfur dioxide\\\" to REAL because the schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25593,"cached_input_tokens":24960,"output_tokens":637,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..28bdc9ee4686fedcc80f4d317cf8f74127c48fe9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"sulphates\", \"quality\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nWHERE CAST(\"free sulfur dioxide\" AS REAL) >= 46.0\nGROUP BY \"sulphates\", \"quality\"\nORDER BY \"row_count\" DESC;","notes":"Used the required template with group columns \"sulphates\" and \"quality\". Cast \"free sulfur dioxide\" to REAL because the schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f60f6004ae92638d8579df936d7788c0ef6cf961 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=sulphates, group_col_2=quality. +Result preview: [{"sulphates": "0.5", "quality": "5", "row_count": 37}, {"sulphates": "0.5", "quality": "6", "row_count": 34}, {"sulphates": "0.38", "quality": "6", "row_count": 31}, {"sulphates": "0.45", "quality": "5", "row_count": 29}, {"sulphates": "0.48", "quality": "5", "row_count": 29}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..24a8190937abe8de833187daf5f5b5fbdf35d1e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n3_5d4884fe058117e0 +-- problem_id: v2p_n3_6c27ff1bde0def6e +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", "quality", COUNT(*) AS "row_count" +FROM "n3" +WHERE CAST("free sulfur dioxide" AS REAL) >= 46.0 +GROUP BY "sulphates", "quality" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f5e268b509dba6b541dfd0305b849426af76d916 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"sulphates\", \"quality\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nWHERE CAST(\"free sulfur dioxide\" AS REAL) >= 46.0\nGROUP BY \"sulphates\", \"quality\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"sulphates\\\", \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"free sulfur dioxide\\\" AS REAL) >= 46.0\\nGROUP BY \\\"sulphates\\\", \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"sulphates\", \"quality\", \"row_count\"], \"rows\": [{\"sulphates\": \"0.5\", 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\"6\", \"row_count\": 20}, {\"sulphates\": \"0.38\", \"quality\": \"5\", \"row_count\": 19}, {\"sulphates\": \"0.43\", \"quality\": \"6\", \"row_count\": 19}, {\"sulphates\": \"0.42\", \"quality\": \"5\", \"row_count\": 18}, {\"sulphates\": \"0.55\", \"quality\": \"6\", \"row_count\": 18}, {\"sulphates\": \"0.46\", \"quality\": \"6\", \"row_count\": 17}, {\"sulphates\": \"0.51\", \"quality\": \"5\", \"row_count\": 17}, {\"sulphates\": \"0.52\", \"quality\": \"6\", \"row_count\": 17}, {\"sulphates\": \"0.43\", \"quality\": \"5\", \"row_count\": 16}, {\"sulphates\": \"0.52\", \"quality\": \"5\", \"row_count\": 16}, {\"sulphates\": \"0.49\", \"quality\": \"6\", \"row_count\": 15}, {\"sulphates\": \"0.53\", \"quality\": \"6\", \"row_count\": 15}, {\"sulphates\": \"0.35\", \"quality\": \"6\", \"row_count\": 14}, {\"sulphates\": \"0.4\", \"quality\": \"6\", \"row_count\": 14}, {\"sulphates\": \"0.41\", \"quality\": \"5\", \"row_count\": 14}, {\"sulphates\": \"0.41\", \"quality\": \"6\", \"row_count\": 14}, {\"sulphates\": \"0.51\", \"quality\": \"6\", \"row_count\": 14}, {\"sulphates\": \"0.59\", \"quality\": \"6\", \"row_count\": 14}, {\"sulphates\": \"0.39\", \"quality\": \"5\", \"row_count\": 13}, {\"sulphates\": \"0.56\", \"quality\": \"6\", \"row_count\": 13}, {\"sulphates\": \"0.6\", \"quality\": \"6\", \"row_count\": 13}, {\"sulphates\": \"0.36\", \"quality\": \"6\", \"row_count\": 11}, {\"sulphates\": \"0.6\", \"quality\": \"5\", \"row_count\": 11}, {\"sulphates\": \"0.39\", \"quality\": \"6\", \"row_count\": 10}, {\"sulphates\": \"0.43\", \"quality\": \"7\", \"row_count\": 10}, {\"sulphates\": \"0.44\", \"quality\": \"7\", \"row_count\": 10}, {\"sulphates\": \"0.47\", \"quality\": \"6\", \"row_count\": 10}, {\"sulphates\": \"0.53\", \"quality\": \"5\", \"row_count\": 10}, {\"sulphates\": \"0.54\", \"quality\": \"6\", \"row_count\": 10}, {\"sulphates\": \"0.38\", \"quality\": \"7\", \"row_count\": 9}, {\"sulphates\": \"0.54\", \"quality\": \"5\", \"row_count\": 9}, {\"sulphates\": \"0.34\", \"quality\": \"6\", \"row_count\": 8}, {\"sulphates\": \"0.49\", \"quality\": \"7\", \"row_count\": 8}, {\"sulphates\": \"0.54\", \"quality\": \"7\", \"row_count\": 8}, {\"sulphates\": \"0.56\", \"quality\": \"5\", \"row_count\": 8}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 0.86}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..394c2f2b2a3760884534740ea2a9c5a835483b3e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:19:42.034846+00:00", + "ended_at": "2026-05-26T00:19:56.793107+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_5d4884fe058117e0", + "problem_id": "v2p_n3_6c27ff1bde0def6e", + "dataset_id": "n3", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=sulphates, group_col_2=quality.", + "bindings": { + "group_col": "sulphates", + "group_col_2": "quality", + "predicate_col": "free sulfur dioxide", + "predicate_op": ">=", + "predicate_value": 46.0, + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.55, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=53" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5d4884fe058117e0.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_5d4884fe058117e0", + "api_calls": 0, + "input_tokens": 25593, + "cached_input_tokens": 24960, + "output_tokens": 637, + "total_tokens": 26230, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2298, + "estimated_output_tokens": 115, + "estimated_total_tokens": 2413, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14753.16, + "sql_execution_elapsed_ms_total": 0.86, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8e2b589a74bc459bcd49b540f832328d715a5b02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5d4884fe058117e0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:19:56.790992+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14753.16, "started_at": "2026-05-26T00:19:42.035415+00:00", "ended_at": "2026-05-26T00:19:56.788803+00:00", "prompt_metrics": {"chars": 7989, "bytes_utf8": 7989, "lines": 244, "estimated_tokens": 2298}, "response_metrics": {"chars": 417, "bytes_utf8": 417, "lines": 1, "estimated_tokens": 115}, "usage": {"input_tokens": 25593, "cached_input_tokens": 24960, "output_tokens": 637, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"sulphates\\\", \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"free sulfur dioxide\\\" AS REAL) >= 46.0\\nGROUP BY \\\"sulphates\\\", \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the required template with group columns \\\"sulphates\\\" and \\\"quality\\\". 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+1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8076, "bytes_utf8": 8076, "lines": 242, "estimated_tokens": 2325}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 844, "bytes_utf8": 844, "lines": 1, "estimated_tokens": 263}, "usage": {"input_tokens": 25620, "cached_input_tokens": 22912, "output_tokens": 785, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/cli/session_summary.json new file mode 100644 index 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plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:19:56.795203+00:00", + "ended_at": "2026-05-26T00:20:14.564726+00:00", + "elapsed_ms": 17769.25, + "prompt_metrics": { + "chars": 8076, + "bytes_utf8": 8076, + "lines": 242, + "estimated_tokens": 2325 + }, + "stdout_metrics": { + "chars": 1266, + "bytes_utf8": 1266, + "lines": 4, + "estimated_tokens": 421 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 844, + "bytes_utf8": 844, + "lines": 1, + "estimated_tokens": 263 + }, + "usage": { + "input_tokens": 25620, + "cached_input_tokens": 22912, + "output_tokens": 785, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e48c2a069e72b89e4f8e864e5206950819324c6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=sulphates, measure_col=sulphates.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "sulphates", + "measure_col": "sulphates", + "item_col": "alcohol", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.55, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..866b4973dfc6be9864b756565ed58d7140b664fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a7-071d-7012-9d16-c2e2b385b520"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n CAST(\\\"sulphates\\\" AS REAL) AS \\\"sulphates\\\",\\n CAST(\\\"alcohol\\\" AS REAL) AS \\\"alcohol\\\",\\n SUM(CAST(\\\"sulphates\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"sulphates\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"sulphates\\\" AS REAL))) OVER (PARTITION BY CAST(\\\"sulphates\\\" AS REAL)) AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nWHERE \\\"sulphates\\\" IS NOT NULL\\n AND \\\"sulphates\\\" <> ''\\n AND \\\"alcohol\\\" IS NOT NULL\\n AND \\\"alcohol\\\" <> ''\\nGROUP BY CAST(\\\"sulphates\\\" AS REAL), CAST(\\\"alcohol\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the provided Within-Group Share of Total template with group_col=\\\"sulphates\\\", item_col=\\\"alcohol\\\", and measure_col=\\\"sulphates\\\". Casts to REAL are necessary because the SQLite schema stores these numeric fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25620,"cached_input_tokens":22912,"output_tokens":785,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6f982285c878c8ffb301cdc339601e23fbbea410 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n CAST(\"sulphates\" AS REAL) AS \"sulphates\",\n CAST(\"alcohol\" AS REAL) AS \"alcohol\",\n SUM(CAST(\"sulphates\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"sulphates\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"sulphates\" AS REAL))) OVER (PARTITION BY CAST(\"sulphates\" AS REAL)) AS \"share_within_group\"\nFROM \"n3\"\nWHERE \"sulphates\" IS NOT NULL\n AND \"sulphates\" <> ''\n AND \"alcohol\" IS NOT NULL\n AND \"alcohol\" <> ''\nGROUP BY CAST(\"sulphates\" AS REAL), CAST(\"alcohol\" AS REAL)\nORDER BY \"share_within_group\" DESC;","notes":"Used the provided Within-Group Share of Total template with group_col=\"sulphates\", item_col=\"alcohol\", and measure_col=\"sulphates\". Casts to REAL are necessary because the SQLite schema stores these numeric fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..030af9d196a34d769dd18b60baac35296d951716 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=sulphates, measure_col=sulphates. +Result preview: [{"sulphates": 0.22, "alcohol": 13.4, "total_measure": 0.22, "share_within_group": 100.0}, {"sulphates": 0.23, "alcohol": 12.2, "total_measure": 0.23, "share_within_group": 100.0}, {"sulphates": 0.83, "alcohol": 14.0, "total_measure": 1.66, "share_within_group": 100.0}, {"sulphates": 0.89, "alcohol": 12.0, "total_measure": 0.89, "share_within_group": 100.0}, {"sulphates": 0.97, "alcohol": 9.8, "total_measure": 0.97, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4ff6f3ffbb479cc3e9cbd5fa4ee6f86989d0ab67 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_5e7b8ea1086723de +-- problem_id: v2p_n3_12f64d6802283363 +-- realization_mode: agent +-- source_kind: agent +SELECT + CAST("sulphates" AS REAL) AS "sulphates", + CAST("alcohol" AS REAL) AS "alcohol", + SUM(CAST("sulphates" AS REAL)) AS "total_measure", + SUM(CAST("sulphates" AS REAL)) * 100.0 / SUM(SUM(CAST("sulphates" AS REAL))) OVER (PARTITION BY CAST("sulphates" AS REAL)) AS "share_within_group" +FROM "n3" +WHERE "sulphates" IS NOT NULL + AND "sulphates" <> '' + AND "alcohol" IS NOT NULL + AND "alcohol" <> '' +GROUP BY CAST("sulphates" AS REAL), CAST("alcohol" AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..788b07c0c28940d23bfc0e5d73a973dbee790362 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n CAST(\"sulphates\" AS REAL) AS \"sulphates\",\n CAST(\"alcohol\" AS REAL) AS \"alcohol\",\n SUM(CAST(\"sulphates\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"sulphates\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"sulphates\" AS REAL))) OVER (PARTITION BY CAST(\"sulphates\" AS REAL)) AS \"share_within_group\"\nFROM \"n3\"\nWHERE \"sulphates\" IS NOT NULL\n AND \"sulphates\" <> ''\n AND \"alcohol\" IS NOT NULL\n AND \"alcohol\" <> ''\nGROUP BY CAST(\"sulphates\" AS REAL), CAST(\"alcohol\" AS REAL)\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n CAST(\\\"sulphates\\\" AS REAL) AS \\\"sulphates\\\",\\n CAST(\\\"alcohol\\\" AS REAL) AS \\\"alcohol\\\",\\n SUM(CAST(\\\"sulphates\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"sulphates\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"sulphates\\\" AS REAL))) OVER (PARTITION BY CAST(\\\"sulphates\\\" AS REAL)) AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nWHERE \\\"sulphates\\\" IS NOT NULL\\n AND \\\"sulphates\\\" <> ''\\n AND \\\"alcohol\\\" IS NOT NULL\\n AND \\\"alcohol\\\" <> ''\\nGROUP BY CAST(\\\"sulphates\\\" AS REAL), CAST(\\\"alcohol\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"sulphates\", \"alcohol\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"sulphates\": 0.22, \"alcohol\": 13.4, \"total_measure\": 0.22, \"share_within_group\": 100.0}, {\"sulphates\": 0.23, \"alcohol\": 12.2, \"total_measure\": 0.23, \"share_within_group\": 100.0}, {\"sulphates\": 0.83, \"alcohol\": 14.0, \"total_measure\": 1.66, \"share_within_group\": 100.0}, {\"sulphates\": 0.89, \"alcohol\": 12.0, \"total_measure\": 0.89, \"share_within_group\": 100.0}, {\"sulphates\": 0.97, \"alcohol\": 9.8, \"total_measure\": 0.97, \"share_within_group\": 100.0}, {\"sulphates\": 0.99, \"alcohol\": 12.1, \"total_measure\": 0.99, \"share_within_group\": 100.0}, {\"sulphates\": 1.0, \"alcohol\": 12.6, \"total_measure\": 1.0, \"share_within_group\": 100.0}, {\"sulphates\": 1.01, \"alcohol\": 10.5, \"total_measure\": 1.01, \"share_within_group\": 100.0}, {\"sulphates\": 1.06, \"alcohol\": 11.5, \"total_measure\": 1.06, \"share_within_group\": 100.0}, {\"sulphates\": 1.08, \"alcohol\": 12.15, \"total_measure\": 1.08, \"share_within_group\": 100.0}, {\"sulphates\": 0.98, \"alcohol\": 10.5, \"total_measure\": 3.92, \"share_within_group\": 66.66666666666667}, {\"sulphates\": 0.95, \"alcohol\": 9.5, \"total_measure\": 2.8499999999999996, \"share_within_group\": 59.999999999999986}, {\"sulphates\": 0.26, \"alcohol\": 13.4, \"total_measure\": 0.52, \"share_within_group\": 50.0}, {\"sulphates\": 0.84, \"alcohol\": 11.9, \"total_measure\": 1.68, \"share_within_group\": 50.0}, {\"sulphates\": 0.86, \"alcohol\": 11.6, \"total_measure\": 0.86, \"share_within_group\": 50.0}, {\"sulphates\": 0.86, \"alcohol\": 12.0, \"total_measure\": 0.86, \"share_within_group\": 50.0}, {\"sulphates\": 0.87, \"alcohol\": 10.9, \"total_measure\": 0.87, \"share_within_group\": 50.0}, {\"sulphates\": 0.87, \"alcohol\": 11.6, \"total_measure\": 0.87, \"share_within_group\": 50.0}, {\"sulphates\": 0.92, \"alcohol\": 11.5, \"total_measure\": 0.92, \"share_within_group\": 50.0}, {\"sulphates\": 0.92, \"alcohol\": 13.8, \"total_measure\": 0.92, \"share_within_group\": 50.0}, {\"sulphates\": 0.94, \"alcohol\": 12.4, \"total_measure\": 0.94, \"share_within_group\": 50.0}, {\"sulphates\": 0.94, \"alcohol\": 13.7, \"total_measure\": 0.94, \"share_within_group\": 50.0}, {\"sulphates\": 0.8, \"alcohol\": 9.6, \"total_measure\": 1.6, \"share_within_group\": 40.0}, {\"sulphates\": 0.9, \"alcohol\": 11.8, \"total_measure\": 1.8, \"share_within_group\": 40.0}, {\"sulphates\": 0.9, \"alcohol\": 13.7, \"total_measure\": 1.8, \"share_within_group\": 40.0}, {\"sulphates\": 0.81, \"alcohol\": 11.9, \"total_measure\": 1.62, \"share_within_group\": 39.99999999999999}, {\"sulphates\": 0.85, \"alcohol\": 9.3, \"total_measure\": 0.85, \"share_within_group\": 33.333333333333336}, {\"sulphates\": 0.85, \"alcohol\": 10.2, \"total_measure\": 0.85, \"share_within_group\": 33.333333333333336}, {\"sulphates\": 0.85, \"alcohol\": 11.4, \"total_measure\": 0.85, \"share_within_group\": 33.333333333333336}, {\"sulphates\": 0.96, \"alcohol\": 9.8, \"total_measure\": 0.96, \"share_within_group\": 33.333333333333336}, {\"sulphates\": 0.96, \"alcohol\": 12.1, \"total_measure\": 0.96, \"share_within_group\": 33.333333333333336}, {\"sulphates\": 0.96, \"alcohol\": 13.0, \"total_measure\": 0.96, \"share_within_group\": 33.333333333333336}, {\"sulphates\": 0.82, \"alcohol\": 8.9, \"total_measure\": 3.28, \"share_within_group\": 30.76923076923077}, {\"sulphates\": 0.88, \"alcohol\": 8.7, \"total_measure\": 1.76, \"share_within_group\": 28.57142857142857}, {\"sulphates\": 0.88, \"alcohol\": 10.5, \"total_measure\": 1.76, \"share_within_group\": 28.57142857142857}, {\"sulphates\": 0.78, \"alcohol\": 9.1, \"total_measure\": 3.9000000000000004, \"share_within_group\": 26.315789473684212}, {\"sulphates\": 0.25, \"alcohol\": 10.5, \"total_measure\": 0.25, \"share_within_group\": 25.0}, {\"sulphates\": 0.25, \"alcohol\": 11.1, \"total_measure\": 0.25, \"share_within_group\": 25.0}, {\"sulphates\": 0.25, \"alcohol\": 12.7, \"total_measure\": 0.25, \"share_within_group\": 25.0}, {\"sulphates\": 0.25, \"alcohol\": 12.9, \"total_measure\": 0.25, \"share_within_group\": 25.0}, {\"sulphates\": 0.26, \"alcohol\": 10.6, \"total_measure\": 0.26, \"share_within_group\": 25.0}, {\"sulphates\": 0.26, \"alcohol\": 12.3, \"total_measure\": 0.26, \"share_within_group\": 25.0}, {\"sulphates\": 0.29, \"alcohol\": 10.8, \"total_measure\": 1.16, \"share_within_group\": 25.0}, {\"sulphates\": 0.84, \"alcohol\": 9.7, \"total_measure\": 0.84, \"share_within_group\": 25.0}, {\"sulphates\": 0.84, \"alcohol\": 12.7, \"total_measure\": 0.84, \"share_within_group\": 25.0}, {\"sulphates\": 0.7, \"alcohol\": 10.4, \"total_measure\": 4.199999999999999, \"share_within_group\": 22.22222222222222}, {\"sulphates\": 0.76, \"alcohol\": 10.0, \"total_measure\": 3.04, \"share_within_group\": 21.052631578947366}, {\"sulphates\": 0.78, \"alcohol\": 10.2, \"total_measure\": 3.12, \"share_within_group\": 21.052631578947366}, {\"sulphates\": 0.68, \"alcohol\": 9.5, \"total_measure\": 6.12, \"share_within_group\": 20.454545454545453}, {\"sulphates\": 0.8, \"alcohol\": 9.3, \"total_measure\": 0.8, \"share_within_group\": 20.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.78}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6581e41fda749b757d8cd1a74cc694dcd59b5cbc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:19:56.794377+00:00", + "ended_at": "2026-05-26T00:20:14.573638+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_5e7b8ea1086723de", + "problem_id": "v2p_n3_12f64d6802283363", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=sulphates, measure_col=sulphates.", + "bindings": { + "group_col": "sulphates", + "measure_col": "sulphates", + "item_col": "alcohol", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.55, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=31" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5e7b8ea1086723de.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_5e7b8ea1086723de", + "api_calls": 0, + "input_tokens": 25620, + "cached_input_tokens": 22912, + "output_tokens": 785, + "total_tokens": 26405, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2325, + "estimated_output_tokens": 263, + "estimated_total_tokens": 2588, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17769.25, + "sql_execution_elapsed_ms_total": 4.78, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..eea0069d5c7c8552ddd261f586514582cbced197 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5e7b8ea1086723de/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:20:14.567597+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17769.25, "started_at": "2026-05-26T00:19:56.795203+00:00", "ended_at": "2026-05-26T00:20:14.564726+00:00", "prompt_metrics": {"chars": 8076, "bytes_utf8": 8076, "lines": 242, "estimated_tokens": 2325}, "response_metrics": {"chars": 844, "bytes_utf8": 844, "lines": 1, "estimated_tokens": 263}, "usage": {"input_tokens": 25620, "cached_input_tokens": 22912, "output_tokens": 785, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n CAST(\\\"sulphates\\\" AS REAL) AS \\\"sulphates\\\",\\n CAST(\\\"alcohol\\\" AS REAL) AS \\\"alcohol\\\",\\n SUM(CAST(\\\"sulphates\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"sulphates\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"sulphates\\\" AS REAL))) OVER (PARTITION BY CAST(\\\"sulphates\\\" AS REAL)) AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nWHERE \\\"sulphates\\\" IS NOT NULL\\n AND \\\"sulphates\\\" <> ''\\n AND \\\"alcohol\\\" IS NOT NULL\\n AND \\\"alcohol\\\" <> ''\\nGROUP BY CAST(\\\"sulphates\\\" AS REAL), CAST(\\\"alcohol\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the provided Within-Group Share of Total template with group_col=\\\"sulphates\\\", item_col=\\\"alcohol\\\", and measure_col=\\\"sulphates\\\". 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+1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8482, "bytes_utf8": 8482, "lines": 243, "estimated_tokens": 2408}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 682, "bytes_utf8": 682, "lines": 1, "estimated_tokens": 179}, "usage": {"input_tokens": 25703, "cached_input_tokens": 6528, "output_tokens": 701, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/cli/session_summary.json new file mode 100644 index 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plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:20:14.574879+00:00", + "ended_at": "2026-05-26T00:20:30.949617+00:00", + "elapsed_ms": 16374.49, + "prompt_metrics": { + "chars": 8482, + "bytes_utf8": 8482, + "lines": 243, + "estimated_tokens": 2408 + }, + "stdout_metrics": { + "chars": 1058, + "bytes_utf8": 1058, + "lines": 4, + "estimated_tokens": 308 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 682, + "bytes_utf8": 682, + "lines": 1, + "estimated_tokens": 179 + }, + "usage": { + "input_tokens": 25703, + "cached_input_tokens": 6528, + "output_tokens": 701, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8b7fd933ca25719192e15b547c78aa4ee9675d62 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=fixed acidity, condition_col=quality.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "fixed acidity", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 167.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ecab778ef03b75c633a0fa62affc20aeeb488ae0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a7-4c97-7f83-8b19-2c7b9347faf4"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"fixed acidity\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n3\\\"\\n GROUP BY \\\"fixed acidity\\\"\\n)\\nSELECT \\\"fixed acidity\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applies the grouped ratio template exactly on \\\"n3\\\", grouping by \\\"fixed acidity\\\" and computing the ratio of rows with \\\"quality\\\"='6' to rows with \\\"quality\\\"='5' for each group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25703,"cached_input_tokens":6528,"output_tokens":701,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b21d44475813e602a1422360e31b3d4789ee286c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"fixed acidity\",\n SUM(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n3\"\n GROUP BY \"fixed acidity\"\n)\nSELECT \"fixed acidity\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Applies the grouped ratio template exactly on \"n3\", grouping by \"fixed acidity\" and computing the ratio of rows with \"quality\"='6' to rows with \"quality\"='5' for each group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ada9fab7d888a02b8e9e97404073ccaa974314b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=fixed acidity, condition_col=quality. +Result preview: [{"fixed acidity": "5", "condition_ratio": 7.0}, {"fixed acidity": "8.5", "condition_ratio": 4.0}, {"fixed acidity": "8.1", "condition_ratio": 3.090909090909091}, {"fixed acidity": "4.8", "condition_ratio": 3.0}, {"fixed acidity": "5.1", "condition_ratio": 3.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d2a04864cc799d7fdd4d70950c877669da2aeb4a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n3_5f14f48703432eb3 +-- problem_id: v2p_n3_7eb6611c0f96f9bd +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "fixed acidity", + SUM(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS denominator_count + FROM "n3" + GROUP BY "fixed acidity" +) +SELECT "fixed acidity", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c5691940814bae6ee1915115f42db7bbe545585b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"fixed acidity\",\n SUM(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n3\"\n GROUP BY \"fixed acidity\"\n)\nSELECT \"fixed acidity\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"fixed acidity\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n3\\\"\\n GROUP BY \\\"fixed acidity\\\"\\n)\\nSELECT \\\"fixed acidity\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"fixed acidity\", \"condition_ratio\"], \"rows\": [{\"fixed acidity\": \"5\", \"condition_ratio\": 7.0}, {\"fixed acidity\": \"8.5\", \"condition_ratio\": 4.0}, {\"fixed acidity\": \"8.1\", \"condition_ratio\": 3.090909090909091}, {\"fixed acidity\": \"4.8\", \"condition_ratio\": 3.0}, {\"fixed acidity\": \"5.1\", \"condition_ratio\": 3.0}, {\"fixed acidity\": \"5.4\", \"condition_ratio\": 3.0}, {\"fixed acidity\": \"9.7\", \"condition_ratio\": 3.0}, {\"fixed acidity\": \"5.3\", \"condition_ratio\": 2.8}, {\"fixed acidity\": \"5.7\", \"condition_ratio\": 2.75}, {\"fixed acidity\": \"5.2\", \"condition_ratio\": 2.5}, {\"fixed acidity\": \"5.6\", \"condition_ratio\": 2.2857142857142856}, {\"fixed acidity\": \"6.3\", \"condition_ratio\": 2.25}, {\"fixed acidity\": \"7\", \"condition_ratio\": 2.2115384615384617}, {\"fixed acidity\": \"8.8\", \"condition_ratio\": 2.0}, {\"fixed acidity\": \"7.3\", \"condition_ratio\": 1.9268292682926829}, {\"fixed acidity\": \"7.8\", \"condition_ratio\": 1.8518518518518519}, {\"fixed acidity\": \"6.2\", \"condition_ratio\": 1.8113207547169812}, {\"fixed acidity\": \"8\", \"condition_ratio\": 1.8}, {\"fixed acidity\": \"6\", \"condition_ratio\": 1.7916666666666667}, {\"fixed acidity\": \"6.5\", \"condition_ratio\": 1.6964285714285714}, {\"fixed acidity\": \"5.9\", \"condition_ratio\": 1.6551724137931034}, {\"fixed acidity\": \"7.9\", \"condition_ratio\": 1.608695652173913}, {\"fixed acidity\": \"9.2\", \"condition_ratio\": 1.6}, {\"fixed acidity\": \"6.7\", \"condition_ratio\": 1.5223880597014925}, {\"fixed acidity\": \"6.8\", \"condition_ratio\": 1.5161290322580645}, {\"fixed acidity\": \"8.4\", \"condition_ratio\": 1.5}, {\"fixed acidity\": \"9\", \"condition_ratio\": 1.5}, {\"fixed acidity\": \"6.1\", \"condition_ratio\": 1.4565217391304348}, {\"fixed acidity\": \"6.9\", \"condition_ratio\": 1.4507042253521127}, {\"fixed acidity\": \"5.8\", \"condition_ratio\": 1.4375}, {\"fixed acidity\": \"7.7\", \"condition_ratio\": 1.3870967741935485}, {\"fixed acidity\": \"6.6\", \"condition_ratio\": 1.3838383838383839}, {\"fixed acidity\": \"7.1\", \"condition_ratio\": 1.3620689655172413}, {\"fixed acidity\": \"8.3\", \"condition_ratio\": 1.2857142857142858}, {\"fixed acidity\": \"7.4\", \"condition_ratio\": 1.278688524590164}, {\"fixed acidity\": \"7.2\", \"condition_ratio\": 1.1917808219178083}, {\"fixed acidity\": \"6.4\", \"condition_ratio\": 1.1238095238095238}, {\"fixed acidity\": \"8.2\", \"condition_ratio\": 1.1}, {\"fixed acidity\": \"5.5\", \"condition_ratio\": 1.0833333333333333}, {\"fixed acidity\": \"7.5\", \"condition_ratio\": 1.0196078431372548}, {\"fixed acidity\": \"4.7\", \"condition_ratio\": 1.0}, {\"fixed acidity\": \"9.5\", \"condition_ratio\": 1.0}, {\"fixed acidity\": \"7.6\", \"condition_ratio\": 0.8461538461538461}, {\"fixed acidity\": \"9.6\", \"condition_ratio\": 0.6666666666666666}, {\"fixed acidity\": \"8.6\", \"condition_ratio\": 0.6363636363636364}, {\"fixed acidity\": \"4.9\", \"condition_ratio\": 0.5}, {\"fixed acidity\": \"8.7\", \"condition_ratio\": 0.5}, {\"fixed acidity\": \"8.9\", \"condition_ratio\": 0.4}, {\"fixed acidity\": \"9.4\", \"condition_ratio\": 0.2857142857142857}, {\"fixed acidity\": \"10.3\", \"condition_ratio\": 0.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.16}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..97275299d30c6e70c5f750b8b2a8ee1e12cce66f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:20:14.574114+00:00", + "ended_at": "2026-05-26T00:20:30.956491+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_5f14f48703432eb3", + "problem_id": "v2p_n3_7eb6611c0f96f9bd", + "dataset_id": "n3", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=fixed acidity, condition_col=quality.", + "bindings": { + "group_col": "fixed acidity", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 167.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=39" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5f14f48703432eb3.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4200d1fa154e271efeb6629e2dc01fdd159e49c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:20:30.952025+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16374.49, "started_at": "2026-05-26T00:20:14.574879+00:00", "ended_at": "2026-05-26T00:20:30.949617+00:00", "prompt_metrics": {"chars": 8482, "bytes_utf8": 8482, "lines": 243, "estimated_tokens": 2408}, "response_metrics": {"chars": 682, "bytes_utf8": 682, "lines": 1, 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a2ee9229cbf6d9ed4aeee7297536360237e4db3c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5f14f48703432eb3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_5f14f48703432eb3", + "api_calls": 0, + "input_tokens": 25703, + "cached_input_tokens": 6528, + "output_tokens": 701, + "total_tokens": 26404, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2408, + "estimated_output_tokens": 179, + "estimated_total_tokens": 2587, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16374.49, + "sql_execution_elapsed_ms_total": 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"cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8079, "bytes_utf8": 8079, "lines": 242, "estimated_tokens": 2318}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 942, "bytes_utf8": 942, "lines": 1, "estimated_tokens": 254}, "usage": {"input_tokens": 25613, "cached_input_tokens": 24960, "output_tokens": 3651, "reasoning_output_tokens": 3391}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f0e860d3af0858a1c638073abb0f3be72ae48fe3 --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ee1e75a35e8f891c3457a6ba40334911ec945aca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:20:30.957448+00:00", + "ended_at": "2026-05-26T00:21:41.959224+00:00", + "elapsed_ms": 71000.83, + "prompt_metrics": { + "chars": 8079, + "bytes_utf8": 8079, + "lines": 242, + "estimated_tokens": 2318 + }, + "stdout_metrics": { + "chars": 1369, + "bytes_utf8": 1369, + "lines": 4, + "estimated_tokens": 414 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 942, + "bytes_utf8": 942, + "lines": 1, + "estimated_tokens": 254 + }, + "usage": { + "input_tokens": 25613, + "cached_input_tokens": 24960, + "output_tokens": 3651, + "reasoning_output_tokens": 3391 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..218d62fa865c506a7543d0bb9583984659b20616 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=quality, measure_col=alcohol.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "quality", + "measure_col": "alcohol", + "item_col": "fixed acidity", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 11.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e1de8c0e4c66d057c65ff7f234c7b0064108fe4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a7-8c91-7bc2-ab77-2c053fdbc09c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"quality\\\",\\n \\\"fixed acidity\\\",\\n SUM(CAST(\\\"alcohol\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"alcohol\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"alcohol\\\" AS REAL))) OVER (PARTITION BY \\\"quality\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nWHERE \\\"quality\\\" IS NOT NULL\\n AND TRIM(\\\"quality\\\") <> ''\\n AND \\\"fixed acidity\\\" IS NOT NULL\\n AND TRIM(\\\"fixed acidity\\\") <> ''\\n AND \\\"alcohol\\\" IS NOT NULL\\n AND TRIM(\\\"alcohol\\\") <> ''\\nGROUP BY \\\"quality\\\", \\\"fixed acidity\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applies the Within-Group Share of Total template with group_col=\\\"quality\\\", item_col=\\\"fixed acidity\\\", and measure_col=\\\"alcohol\\\". It casts the text-stored alcohol values to REAL, aggregates alcohol totals for each quality and fixed-acidity combination, and computes each combination's share of the total alcohol within its quality group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25613,"cached_input_tokens":24960,"output_tokens":3651,"reasoning_output_tokens":3391}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1b1907557a026a5b85452a65d8b813ce8558bc4f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"quality\",\n \"fixed acidity\",\n SUM(CAST(\"alcohol\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"alcohol\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"alcohol\" AS REAL))) OVER (PARTITION BY \"quality\") AS \"share_within_group\"\nFROM \"n3\"\nWHERE \"quality\" IS NOT NULL\n AND TRIM(\"quality\") <> ''\n AND \"fixed acidity\" IS NOT NULL\n AND TRIM(\"fixed acidity\") <> ''\n AND \"alcohol\" IS NOT NULL\n AND TRIM(\"alcohol\") <> ''\nGROUP BY \"quality\", \"fixed acidity\"\nORDER BY \"share_within_group\" DESC;","notes":"Applies the Within-Group Share of Total template with group_col=\"quality\", item_col=\"fixed acidity\", and measure_col=\"alcohol\". It casts the text-stored alcohol values to REAL, aggregates alcohol totals for each quality and fixed-acidity combination, and computes each combination's share of the total alcohol within its quality group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..147457a1bfe67cf111d7a4d3ceea133c101523e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=quality, measure_col=alcohol. +Result preview: [{"quality": "9", "fixed acidity": "7.1", "total_measure": 12.9, "share_within_group": 21.182266009852217}, {"quality": "9", "fixed acidity": "6.9", "total_measure": 12.7, "share_within_group": 20.85385878489327}, {"quality": "9", "fixed acidity": "7.4", "total_measure": 12.5, "share_within_group": 20.525451559934318}, {"quality": "9", "fixed acidity": "6.6", "total_measure": 12.4, "share_within_group": 20.361247947454846}, {"quality": "9", "fixed acidity": "9.1", "total_measure": 10.4, "share_within_group": 17.077175697865353}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0eb9ca0a139ff57857bbb4959d91438b07204cda --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/generated_sql.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_5fa136492af564ef +-- problem_id: v2p_n3_de96b8f6f3d4e4ee +-- realization_mode: agent +-- source_kind: agent +SELECT + "quality", + "fixed acidity", + SUM(CAST("alcohol" AS REAL)) AS "total_measure", + SUM(CAST("alcohol" AS REAL)) * 100.0 + / SUM(SUM(CAST("alcohol" AS REAL))) OVER (PARTITION BY "quality") AS "share_within_group" +FROM "n3" +WHERE "quality" IS NOT NULL + AND TRIM("quality") <> '' + AND "fixed acidity" IS NOT NULL + AND TRIM("fixed acidity") <> '' + AND "alcohol" IS NOT NULL + AND TRIM("alcohol") <> '' +GROUP BY "quality", "fixed acidity" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2a6fc66d043205803f3ab3e1e5d306f14b836c81 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"quality\",\n \"fixed acidity\",\n SUM(CAST(\"alcohol\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"alcohol\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"alcohol\" AS REAL))) OVER (PARTITION BY \"quality\") AS \"share_within_group\"\nFROM \"n3\"\nWHERE \"quality\" IS NOT NULL\n AND TRIM(\"quality\") <> ''\n AND \"fixed acidity\" IS NOT NULL\n AND TRIM(\"fixed acidity\") <> ''\n AND \"alcohol\" IS NOT NULL\n AND TRIM(\"alcohol\") <> ''\nGROUP BY \"quality\", \"fixed acidity\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"quality\\\",\\n \\\"fixed acidity\\\",\\n SUM(CAST(\\\"alcohol\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"alcohol\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"alcohol\\\" AS REAL))) OVER (PARTITION BY \\\"quality\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nWHERE \\\"quality\\\" IS NOT NULL\\n AND TRIM(\\\"quality\\\") <> ''\\n AND \\\"fixed acidity\\\" IS NOT NULL\\n AND TRIM(\\\"fixed acidity\\\") <> ''\\n AND \\\"alcohol\\\" IS NOT NULL\\n AND TRIM(\\\"alcohol\\\") <> ''\\nGROUP BY \\\"quality\\\", \\\"fixed acidity\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"quality\", \"fixed acidity\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"quality\": \"9\", \"fixed acidity\": \"7.1\", \"total_measure\": 12.9, \"share_within_group\": 21.182266009852217}, {\"quality\": \"9\", \"fixed acidity\": \"6.9\", \"total_measure\": 12.7, \"share_within_group\": 20.85385878489327}, {\"quality\": \"9\", \"fixed acidity\": \"7.4\", \"total_measure\": 12.5, \"share_within_group\": 20.525451559934318}, {\"quality\": \"9\", \"fixed acidity\": \"6.6\", \"total_measure\": 12.4, \"share_within_group\": 20.361247947454846}, {\"quality\": \"9\", \"fixed acidity\": \"9.1\", \"total_measure\": 10.4, \"share_within_group\": 17.077175697865353}, {\"quality\": \"3\", \"fixed acidity\": \"7.1\", \"total_measure\": 22.5, \"share_within_group\": 10.874818753020783}, {\"quality\": \"3\", \"fixed acidity\": \"6.1\", \"total_measure\": 20.6, \"share_within_group\": 9.956500724987917}, {\"quality\": \"8\", \"fixed acidity\": \"7.3\", \"total_measure\": 199.6, \"share_within_group\": 9.802092029661642}, {\"quality\": \"8\", \"fixed acidity\": \"7\", \"total_measure\": 182.1, \"share_within_group\": 8.942690173353633}, {\"quality\": \"4\", \"fixed acidity\": \"6.9\", \"total_measure\": 122.9, \"share_within_group\": 7.426654983835394}, {\"quality\": \"5\", \"fixed acidity\": \"6.4\", \"total_measure\": 1019.88, \"share_within_group\": 7.1362797974737395}, {\"quality\": \"4\", \"fixed acidity\": \"6.8\", \"total_measure\": 112.3, \"share_within_group\": 6.7861135450342935}, {\"quality\": \"5\", \"fixed acidity\": \"6.6\", \"total_measure\": 962.75, \"share_within_group\": 6.736531136033497}, {\"quality\": \"8\", \"fixed acidity\": \"6.5\", \"total_measure\": 133.3, \"share_within_group\": 6.546186711191869}, {\"quality\": \"6\", \"fixed acidity\": \"6.8\", \"total_measure\": 1500.25, \"share_within_group\": 6.454168698196002}, {\"quality\": \"8\", \"fixed acidity\": \"6.8\", \"total_measure\": 131.0, \"share_within_group\": 6.433236752934244}, {\"quality\": \"7\", \"fixed acidity\": \"6.5\", \"total_measure\": 625.1, \"share_within_group\": 6.248635932738781}, {\"quality\": \"5\", \"fixed acidity\": \"6.8\", \"total_measure\": 883.6, \"share_within_group\": 6.182704660399063}, {\"quality\": \"6\", \"fixed acidity\": \"6.6\", \"total_measure\": 1426.9166666666667, \"share_within_group\": 6.138684142599019}, {\"quality\": \"7\", \"fixed acidity\": \"6.7\", \"total_measure\": 612.7866666666666, \"share_within_group\": 6.125549167231731}, {\"quality\": \"3\", \"fixed acidity\": \"6.9\", \"total_measure\": 12.6, \"share_within_group\": 6.089898501691638}, {\"quality\": \"3\", \"fixed acidity\": \"8.3\", \"total_measure\": 12.4, \"share_within_group\": 5.993233446109231}, {\"quality\": \"7\", \"fixed acidity\": \"6.8\", \"total_measure\": 573.15, \"share_within_group\": 5.72933240257436}, {\"quality\": \"3\", \"fixed acidity\": \"5.8\", \"total_measure\": 11.7, \"share_within_group\": 5.654905751570807}, {\"quality\": \"4\", \"fixed acidity\": \"7.6\", \"total_measure\": 90.3, \"share_within_group\": 5.456687917333897}, {\"quality\": \"8\", \"fixed acidity\": \"6.6\", \"total_measure\": 111.0, \"share_within_group\": 5.451063202867947}, {\"quality\": \"4\", \"fixed acidity\": \"6.5\", \"total_measure\": 88.5, \"share_within_group\": 5.347916729612956}, {\"quality\": \"3\", \"fixed acidity\": \"6.2\", \"total_measure\": 11.0, \"share_within_group\": 5.316578057032383}, {\"quality\": \"3\", \"fixed acidity\": \"8.6\", \"total_measure\": 11.0, \"share_within_group\": 5.316578057032383}, {\"quality\": \"3\", \"fixed acidity\": \"9.4\", \"total_measure\": 11.0, \"share_within_group\": 5.316578057032383}, {\"quality\": \"6\", \"fixed acidity\": \"6.4\", \"total_measure\": 1225.0666666666666, \"share_within_group\": 5.270312903318323}, {\"quality\": \"6\", \"fixed acidity\": \"7\", \"total_measure\": 1218.8, \"share_within_group\": 5.243353314021854}, {\"quality\": \"7\", \"fixed acidity\": \"7.1\", \"total_measure\": 508.9, \"share_within_group\": 5.087075389810855}, {\"quality\": \"3\", \"fixed acidity\": \"6.8\", \"total_measure\": 10.5, \"share_within_group\": 5.074915418076365}, {\"quality\": \"3\", \"fixed acidity\": \"7.6\", \"total_measure\": 10.4, \"share_within_group\": 5.0265828902851615}, {\"quality\": \"8\", \"fixed acidity\": \"6.9\", \"total_measure\": 101.30000000000001, \"share_within_group\": 4.974709031085794}, {\"quality\": \"5\", \"fixed acidity\": \"7.2\", \"total_measure\": 710.0, \"share_within_group\": 4.9679949172513975}, {\"quality\": \"7\", \"fixed acidity\": \"6.9\", \"total_measure\": 490.8, \"share_within_group\": 4.90614384224635}, {\"quality\": \"7\", \"fixed acidity\": \"7\", \"total_measure\": 490.7, \"share_within_group\": 4.905144220436601}, {\"quality\": \"7\", \"fixed acidity\": \"7.4\", \"total_measure\": 489.09999999999997, \"share_within_group\": 4.889150271480624}, {\"quality\": \"5\", \"fixed acidity\": \"6.9\", \"total_measure\": 696.2, \"share_within_group\": 4.871433889282286}, {\"quality\": \"7\", \"fixed acidity\": \"6.4\", \"total_measure\": 486.2, \"share_within_group\": 4.860161238997913}, {\"quality\": \"8\", \"fixed acidity\": \"7.1\", \"total_measure\": 97.8, \"share_within_group\": 4.802828659824191}, {\"quality\": \"3\", \"fixed acidity\": \"8.5\", \"total_measure\": 9.8, \"share_within_group\": 4.736587723537942}, {\"quality\": \"6\", \"fixed acidity\": \"6.9\", \"total_measure\": 1098.8, \"share_within_group\": 4.72710585940861}, {\"quality\": \"8\", \"fixed acidity\": \"5.2\", \"total_measure\": 95.8, \"share_within_group\": 4.704611304817561}, {\"quality\": \"3\", \"fixed acidity\": \"11.8\", \"total_measure\": 9.7, \"share_within_group\": 4.688255195746737}, {\"quality\": \"7\", \"fixed acidity\": \"6\", \"total_measure\": 468.6833333333334, \"share_within_group\": 4.685060818656942}, {\"quality\": \"7\", \"fixed acidity\": \"6.6\", \"total_measure\": 467.6, \"share_within_group\": 4.674231582384665}, {\"quality\": \"3\", \"fixed acidity\": \"10.3\", \"total_measure\": 9.6, \"share_within_group\": 4.639922667955534}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.49}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..061c6e0005712587285d6257107e55b08df19853 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:20:30.956896+00:00", + "ended_at": "2026-05-26T00:21:41.970453+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_5fa136492af564ef", + "problem_id": "v2p_n3_de96b8f6f3d4e4ee", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=quality, measure_col=alcohol.", + "bindings": { + "group_col": "quality", + "measure_col": "alcohol", + "item_col": "fixed acidity", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 11.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=32" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5fa136492af564ef.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_5fa136492af564ef", + "api_calls": 0, + "input_tokens": 25613, + "cached_input_tokens": 24960, + "output_tokens": 3651, + "total_tokens": 29264, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2318, + "estimated_output_tokens": 254, + "estimated_total_tokens": 2572, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 71000.83, + "sql_execution_elapsed_ms_total": 4.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c006b130179d91d52edf11c17fef5055adb763ad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:21:41.964331+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 71000.83, "started_at": "2026-05-26T00:20:30.957448+00:00", "ended_at": "2026-05-26T00:21:41.959224+00:00", "prompt_metrics": {"chars": 8079, "bytes_utf8": 8079, "lines": 242, "estimated_tokens": 2318}, "response_metrics": {"chars": 942, "bytes_utf8": 942, "lines": 1, "estimated_tokens": 254}, "usage": {"input_tokens": 25613, "cached_input_tokens": 24960, "output_tokens": 3651, "reasoning_output_tokens": 3391}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"quality\\\",\\n \\\"fixed acidity\\\",\\n SUM(CAST(\\\"alcohol\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"alcohol\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"alcohol\\\" AS REAL))) OVER (PARTITION BY \\\"quality\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nWHERE \\\"quality\\\" IS NOT NULL\\n AND TRIM(\\\"quality\\\") <> ''\\n AND \\\"fixed acidity\\\" IS NOT NULL\\n AND TRIM(\\\"fixed acidity\\\") <> ''\\n AND \\\"alcohol\\\" IS NOT NULL\\n AND TRIM(\\\"alcohol\\\") <> ''\\nGROUP BY \\\"quality\\\", \\\"fixed acidity\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applies the Within-Group Share of Total template with group_col=\\\"quality\\\", item_col=\\\"fixed acidity\\\", and measure_col=\\\"alcohol\\\". It casts the text-stored alcohol values to REAL, aggregates alcohol totals for each quality and fixed-acidity combination, and computes each combination's share of the total alcohol within its quality group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c4ba9841858a29dcfda896ea25c02146d43a6c30 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_5fa136492af564ef/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_5fa136492af564ef", + "api_calls": 0, + "input_tokens": 25613, + "cached_input_tokens": 24960, + "output_tokens": 3651, + "total_tokens": 29264, + "cost_usd": 0.0, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6b53b919204f212065807d49541bfd127c530c02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_625646e6dfb838bd", + "api_calls": 0, + "input_tokens": 25555, + "cached_input_tokens": 24960, + "output_tokens": 1843, + "total_tokens": 27398, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2260, + "estimated_output_tokens": 103, + 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"input_tokens": 25555, + "cached_input_tokens": 24960, + "output_tokens": 1843, + "reasoning_output_tokens": 1734 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d7f3f53c59db495303b75fd7501cbc1f67b404ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=fixed acidity, condition_col=quality.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "fixed acidity", + "condition_col": "quality", + "condition_value": "5", + "positive_value": "6", + "negative_value": "5", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.28, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c53402c6fda37da36d1924951e03081085582ae4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a8-a200-73b2-b19f-631a4154467e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"fixed acidity\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the requested grouped condition-rate template: for each exact \\\"fixed acidity\\\" value, compute the fraction of rows where \\\"quality\\\" is '5'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25555,"cached_input_tokens":24960,"output_tokens":1843,"reasoning_output_tokens":1734}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..00013a7bf05d5060455d692cc08b2695d3593b02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"fixed acidity\",\n AVG(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY \"condition_rate\" DESC;","notes":"Applies the requested grouped condition-rate template: for each exact \"fixed acidity\" value, compute the fraction of rows where \"quality\" is '5'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..240e7bc9da3065c48ed6c24ff9136db8b972b720 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:22:22.069751Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61a8-a200-73b2-b19f-631a4154467e.1779754902017396000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..53c622ef81da1c55ffbcdc3c87269424bc06266c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=fixed acidity, condition_col=quality. +Result preview: [{"fixed acidity": "6.15", "condition_rate": 1.0}, {"fixed acidity": "4.6", "condition_rate": 1.0}, {"fixed acidity": "4.5", "condition_rate": 1.0}, {"fixed acidity": "9.3", "condition_rate": 0.6666666666666666}, {"fixed acidity": "9.1", "condition_rate": 0.6666666666666666}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..878ed650f75e2e146cced6b08100fd6d6696dc4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_625646e6dfb838bd +-- problem_id: v2p_n3_f9c46f136b2d88a4 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", + AVG(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dc90015ab6cb21f0128e3c3b9bd2caff12b3db44 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"fixed acidity\",\n AVG(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"fixed acidity\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"fixed acidity\", \"condition_rate\"], \"rows\": [{\"fixed acidity\": \"6.15\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"4.6\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"4.5\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"9.3\", \"condition_rate\": 0.6666666666666666}, {\"fixed acidity\": \"9.1\", \"condition_rate\": 0.6666666666666666}, {\"fixed acidity\": \"9.4\", \"condition_rate\": 0.6363636363636364}, {\"fixed acidity\": \"9.8\", \"condition_rate\": 0.625}, {\"fixed acidity\": \"8.9\", \"condition_rate\": 0.625}, {\"fixed acidity\": \"9.6\", \"condition_rate\": 0.6}, {\"fixed acidity\": \"4.9\", \"condition_rate\": 0.5714285714285714}, {\"fixed acidity\": \"9.5\", \"condition_rate\": 0.5}, {\"fixed acidity\": \"10.3\", \"condition_rate\": 0.5}, {\"fixed acidity\": \"8.6\", \"condition_rate\": 0.44}, {\"fixed acidity\": \"7.6\", \"condition_rate\": 0.42483660130718953}, {\"fixed acidity\": \"7.5\", \"condition_rate\": 0.4146341463414634}, {\"fixed acidity\": \"8.3\", \"condition_rate\": 0.40384615384615385}, {\"fixed acidity\": \"8.7\", \"condition_rate\": 0.4}, {\"fixed acidity\": \"4.7\", \"condition_rate\": 0.4}, {\"fixed acidity\": \"5.5\", \"condition_rate\": 0.3870967741935484}, {\"fixed acidity\": \"6.4\", \"condition_rate\": 0.375}, {\"fixed acidity\": \"8.2\", \"condition_rate\": 0.35714285714285715}, {\"fixed acidity\": \"7.2\", \"condition_rate\": 0.35436893203883496}, {\"fixed acidity\": \"9\", \"condition_rate\": 0.35294117647058826}, {\"fixed acidity\": \"8.4\", \"condition_rate\": 0.34285714285714286}, {\"fixed acidity\": \"6.6\", \"condition_rate\": 0.3413793103448276}, {\"fixed acidity\": \"7.7\", \"condition_rate\": 0.3333333333333333}, {\"fixed acidity\": \"7.4\", \"condition_rate\": 0.31443298969072164}, {\"fixed acidity\": \"7.9\", \"condition_rate\": 0.3108108108108108}, {\"fixed acidity\": \"6.8\", \"condition_rate\": 0.30194805194805197}, {\"fixed acidity\": \"6.1\", \"condition_rate\": 0.2967741935483871}, {\"fixed acidity\": \"6.9\", \"condition_rate\": 0.2946058091286307}, {\"fixed acidity\": \"7.8\", \"condition_rate\": 0.2903225806451613}, {\"fixed acidity\": \"7.1\", \"condition_rate\": 0.29}, {\"fixed acidity\": \"6.7\", \"condition_rate\": 0.2838983050847458}, {\"fixed acidity\": \"5.9\", \"condition_rate\": 0.2815533980582524}, {\"fixed acidity\": \"8.8\", \"condition_rate\": 0.2777777777777778}, {\"fixed acidity\": \"6.2\", \"condition_rate\": 0.2760416666666667}, {\"fixed acidity\": \"5.8\", \"condition_rate\": 0.2644628099173554}, {\"fixed acidity\": \"6\", \"condition_rate\": 0.2608695652173913}, {\"fixed acidity\": \"9.7\", \"condition_rate\": 0.25}, {\"fixed acidity\": \"8\", \"condition_rate\": 0.25}, {\"fixed acidity\": \"6.5\", \"condition_rate\": 0.24888888888888888}, {\"fixed acidity\": \"9.2\", \"condition_rate\": 0.23809523809523808}, {\"fixed acidity\": \"6.3\", \"condition_rate\": 0.23404255319148937}, {\"fixed acidity\": \"7.3\", \"condition_rate\": 0.2303370786516854}, {\"fixed acidity\": \"5.7\", \"condition_rate\": 0.22727272727272727}, {\"fixed acidity\": \"7\", \"condition_rate\": 0.22413793103448276}, {\"fixed acidity\": \"5.6\", \"condition_rate\": 0.19718309859154928}, {\"fixed acidity\": \"8.1\", \"condition_rate\": 0.19642857142857142}, {\"fixed acidity\": \"5.3\", \"condition_rate\": 0.18518518518518517}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 8.58}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..513927c66521d351d9237926f7ac2435d7d9b13e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:21:41.971014+00:00", + "ended_at": "2026-05-26T00:22:23.186665+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_625646e6dfb838bd", + "problem_id": "v2p_n3_f9c46f136b2d88a4", + "dataset_id": "n3", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=fixed acidity, condition_col=quality.", + "bindings": { + "group_col": "fixed acidity", + "condition_col": "quality", + "condition_value": "5", + "positive_value": "6", + "negative_value": "5", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.28, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_625646e6dfb838bd.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_625646e6dfb838bd", + "api_calls": 0, + "input_tokens": 25555, + "cached_input_tokens": 24960, + "output_tokens": 1843, + "total_tokens": 27398, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2260, + "estimated_output_tokens": 103, + "estimated_total_tokens": 2363, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 41200.49, + "sql_execution_elapsed_ms_total": 8.58, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_625646e6dfb838bd/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a5aee091d532fe16f9ff4b17190de202e9e76b97 --- /dev/null +++ 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with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..daba1181940376825db1261f03cd77478aaecda3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7926, "bytes_utf8": 7926, "lines": 243, "estimated_tokens": 2261}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": 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"ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_627fddb64b72ee48", + "api_calls": 0, + "input_tokens": 25556, + "cached_input_tokens": 24960, + "output_tokens": 618, + "total_tokens": 26174, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2261, + "estimated_output_tokens": 96, + "estimated_total_tokens": 2357, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14946.57, + "sql_execution_elapsed_ms_total": 2.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..90cc6f9d2f7edd661fa4887b1c62f27d98caee38 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:22:23.187517+00:00", + "ended_at": "2026-05-26T00:22:38.134331+00:00", + "elapsed_ms": 14946.57, + "prompt_metrics": { + "chars": 7926, + "bytes_utf8": 7926, + "lines": 243, + "estimated_tokens": 2261 + }, + "stdout_metrics": { + "chars": 735, + "bytes_utf8": 735, + "lines": 4, + "estimated_tokens": 204 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 388, + "bytes_utf8": 388, + "lines": 1, + "estimated_tokens": 96 + }, + "usage": { + "input_tokens": 25556, + "cached_input_tokens": 24960, + "output_tokens": 618, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e6e81d18ffd404aa38661077d1585a018509f05c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=fixed acidity, condition_col=quality.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "fixed acidity", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.28, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..045359f2345653453e39dc70a6163684ab3abebf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a9-42f7-7dc3-8106-060a34736ea0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"fixed acidity\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Computes the within-group proportion of rows with quality = '6' for each fixed acidity group, following the planned Grouped Condition Rate template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25556,"cached_input_tokens":24960,"output_tokens":618,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..39ac70695a7d30cd49aa82148884e95b0a62bbac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"fixed acidity\",\n AVG(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY condition_rate DESC;","notes":"Computes the within-group proportion of rows with quality = '6' for each fixed acidity group, following the planned Grouped Condition Rate template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..874ca2e799ccde5b1d2e2a1541dbfbfb73422255 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=fixed acidity, condition_col=quality. +Result preview: [{"fixed acidity": "7.15", "condition_rate": 1.0}, {"fixed acidity": "3.8", "condition_rate": 1.0}, {"fixed acidity": "14.2", "condition_rate": 1.0}, {"fixed acidity": "10.7", "condition_rate": 1.0}, {"fixed acidity": "9.7", "condition_rate": 0.75}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..fc4703ba1212fe77f0d622b980ea580f365c8989 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_627fddb64b72ee48 +-- problem_id: v2p_n3_aee9a7bb68e3d822 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", + AVG(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS condition_rate +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a4e985881750a5d7384aad0282e2f1342f847001 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"fixed acidity\",\n AVG(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"fixed acidity\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"fixed acidity\", \"condition_rate\"], \"rows\": [{\"fixed acidity\": \"7.15\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"3.8\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"14.2\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"10.7\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"9.7\", \"condition_rate\": 0.75}, {\"fixed acidity\": \"10\", \"condition_rate\": 0.6666666666666666}, {\"fixed acidity\": \"8.5\", \"condition_rate\": 0.625}, {\"fixed acidity\": \"5.7\", \"condition_rate\": 0.625}, {\"fixed acidity\": \"8.1\", \"condition_rate\": 0.6071428571428571}, {\"fixed acidity\": \"5\", \"condition_rate\": 0.5833333333333334}, {\"fixed acidity\": \"8.8\", \"condition_rate\": 0.5555555555555556}, {\"fixed acidity\": \"7.8\", \"condition_rate\": 0.5376344086021505}, {\"fixed acidity\": \"9\", \"condition_rate\": 0.5294117647058824}, {\"fixed acidity\": \"6.3\", \"condition_rate\": 0.526595744680851}, {\"fixed acidity\": \"5.1\", \"condition_rate\": 0.5217391304347826}, {\"fixed acidity\": \"8.3\", \"condition_rate\": 0.5192307692307693}, {\"fixed acidity\": \"5.3\", \"condition_rate\": 0.5185185185185185}, {\"fixed acidity\": \"8.4\", \"condition_rate\": 0.5142857142857142}, {\"fixed acidity\": \"9.9\", \"condition_rate\": 0.5}, {\"fixed acidity\": \"9.5\", \"condition_rate\": 0.5}, {\"fixed acidity\": \"7.9\", \"condition_rate\": 0.5}, {\"fixed acidity\": \"6.2\", \"condition_rate\": 0.5}, {\"fixed acidity\": \"7\", \"condition_rate\": 0.4956896551724138}, {\"fixed acidity\": \"6.6\", \"condition_rate\": 0.4724137931034483}, {\"fixed acidity\": \"6\", \"condition_rate\": 0.4673913043478261}, {\"fixed acidity\": \"5.9\", \"condition_rate\": 0.46601941747572817}, {\"fixed acidity\": \"7.7\", \"condition_rate\": 0.46236559139784944}, {\"fixed acidity\": \"6.8\", \"condition_rate\": 0.4577922077922078}, {\"fixed acidity\": \"5.6\", \"condition_rate\": 0.4507042253521127}, {\"fixed acidity\": \"8\", \"condition_rate\": 0.45}, {\"fixed acidity\": \"7.3\", \"condition_rate\": 0.4438202247191011}, {\"fixed acidity\": \"6.1\", \"condition_rate\": 0.432258064516129}, {\"fixed acidity\": \"6.7\", \"condition_rate\": 0.4322033898305085}, {\"fixed acidity\": \"5.4\", \"condition_rate\": 0.42857142857142855}, {\"fixed acidity\": \"6.9\", \"condition_rate\": 0.42738589211618255}, {\"fixed acidity\": \"7.5\", \"condition_rate\": 0.42276422764227645}, {\"fixed acidity\": \"7.2\", \"condition_rate\": 0.4223300970873786}, {\"fixed acidity\": \"6.5\", \"condition_rate\": 0.4222222222222222}, {\"fixed acidity\": \"6.4\", \"condition_rate\": 0.42142857142857143}, {\"fixed acidity\": \"5.5\", \"condition_rate\": 0.41935483870967744}, {\"fixed acidity\": \"7.4\", \"condition_rate\": 0.4020618556701031}, {\"fixed acidity\": \"9.6\", \"condition_rate\": 0.4}, {\"fixed acidity\": \"4.7\", \"condition_rate\": 0.4}, {\"fixed acidity\": \"7.1\", \"condition_rate\": 0.395}, {\"fixed acidity\": \"8.2\", \"condition_rate\": 0.39285714285714285}, {\"fixed acidity\": \"9.2\", \"condition_rate\": 0.38095238095238093}, {\"fixed acidity\": \"5.8\", \"condition_rate\": 0.38016528925619836}, {\"fixed acidity\": \"7.6\", \"condition_rate\": 0.35947712418300654}, {\"fixed acidity\": \"5.2\", \"condition_rate\": 0.35714285714285715}, {\"fixed acidity\": \"4.8\", \"condition_rate\": 0.3333333333333333}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.09}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3649b5f3020a78e52e5a9eb8c28d861e1979ad9d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:22:23.186994+00:00", + "ended_at": "2026-05-26T00:22:38.139885+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_627fddb64b72ee48", + "problem_id": "v2p_n3_aee9a7bb68e3d822", + "dataset_id": "n3", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=fixed acidity, condition_col=quality.", + "bindings": { + "group_col": "fixed acidity", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.28, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_627fddb64b72ee48.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_627fddb64b72ee48", + "api_calls": 0, + "input_tokens": 25556, + "cached_input_tokens": 24960, + "output_tokens": 618, + "total_tokens": 26174, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2261, + "estimated_output_tokens": 96, + "estimated_total_tokens": 2357, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14946.57, + "sql_execution_elapsed_ms_total": 2.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6a0376153f22ab0296800dc4f549c60fa84a6e02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:22:38.136584+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14946.57, "started_at": "2026-05-26T00:22:23.187517+00:00", "ended_at": "2026-05-26T00:22:38.134331+00:00", "prompt_metrics": {"chars": 7926, "bytes_utf8": 7926, "lines": 243, "estimated_tokens": 2261}, "response_metrics": {"chars": 388, "bytes_utf8": 388, "lines": 1, "estimated_tokens": 96}, "usage": {"input_tokens": 25556, "cached_input_tokens": 24960, "output_tokens": 618, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"fixed acidity\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Computes the within-group proportion of rows with quality = '6' for each fixed acidity group, following the planned Grouped Condition Rate template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..783832c9441ca9587f64688fdee0634b6b53e72a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_627fddb64b72ee48", + "api_calls": 0, + "input_tokens": 25556, + "cached_input_tokens": 24960, + "output_tokens": 618, + "total_tokens": 26174, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2261, + "estimated_output_tokens": 96, + "estimated_total_tokens": 2357, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14946.57, + "sql_execution_elapsed_ms_total": 2.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_627fddb64b72ee48/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2fdfafb4a779f3357552c99bffdb5e54db8d10aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7997, "bytes_utf8": 7997, "lines": 244, "estimated_tokens": 2301}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 467, "bytes_utf8": 467, "lines": 1, "estimated_tokens": 130}, "usage": {"input_tokens": 25596, "cached_input_tokens": 24960, "output_tokens": 1366, "reasoning_output_tokens": 1230}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..caf2b3efd2b7f9382fc56a2267f6a5143040cb2a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_64050f42747afc85", + "api_calls": 0, + "input_tokens": 25596, + "cached_input_tokens": 24960, + "output_tokens": 1366, + "total_tokens": 26962, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2301, + "estimated_output_tokens": 130, + "estimated_total_tokens": 2431, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 29696.25, + "sql_execution_elapsed_ms_total": 1.29, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f50422c40dfaf854959819cf97ed1c05ebf0818f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:22:38.140881+00:00", + "ended_at": "2026-05-26T00:23:07.837570+00:00", + "elapsed_ms": 29696.25, + "prompt_metrics": { + "chars": 7997, + "bytes_utf8": 7997, + "lines": 244, + "estimated_tokens": 2301 + }, + "stdout_metrics": { + "chars": 847, + "bytes_utf8": 847, + "lines": 4, + "estimated_tokens": 258 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 467, + "bytes_utf8": 467, + "lines": 1, + "estimated_tokens": 130 + }, + "usage": { + "input_tokens": 25596, + "cached_input_tokens": 24960, + "output_tokens": 1366, + "reasoning_output_tokens": 1230 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2ce46d25ba1deec268214dd66bbbf99cd95e077e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,244 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=fixed acidity, group_col_2=sulphates.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "fixed acidity", + "group_col_2": "sulphates", + "predicate_col": "residual sugar", + "predicate_op": ">=", + "predicate_value": 9.9, + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.9961, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e2bf535d0b9cd3d8fa3326f0871179bdb1636acb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a9-7d60-7122-832a-5616ceb6ace6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT\\n \\\"fixed acidity\\\",\\n \\\"sulphates\\\",\\n COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"residual sugar\\\" AS REAL) >= 9.9\\nGROUP BY \\\"fixed acidity\\\", \\\"sulphates\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Implements the requested filtered two-dimensional group count on \\\"fixed acidity\\\" and \\\"sulphates\\\", with CAST(\\\"residual sugar\\\" AS REAL) because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25596,"cached_input_tokens":24960,"output_tokens":1366,"reasoning_output_tokens":1230}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f55bfdde26118001fe39aae398daacd1f9e66ccb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT\n \"fixed acidity\",\n \"sulphates\",\n COUNT(*) AS \"row_count\"\nFROM \"n3\"\nWHERE CAST(\"residual sugar\" AS REAL) >= 9.9\nGROUP BY \"fixed acidity\", \"sulphates\"\nORDER BY \"row_count\" DESC;","notes":"Implements the requested filtered two-dimensional group count on \"fixed acidity\" and \"sulphates\", with CAST(\"residual sugar\" AS REAL) because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..7e00128b6e55754f13c1250fd23d5dc218eee809 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=fixed acidity, group_col_2=sulphates. +Result preview: [{"fixed acidity": "7.4", "sulphates": "0.44", "row_count": 13}, {"fixed acidity": "6.8", "sulphates": "0.5", "row_count": 12}, {"fixed acidity": "7.2", "sulphates": "0.44", "row_count": 11}, {"fixed acidity": "7.3", "sulphates": "0.41", "row_count": 11}, {"fixed acidity": "6.4", "sulphates": "0.5", "row_count": 10}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..59d221ebbf6c35e05304780b0c88410daf931479 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n3_64050f42747afc85 +-- problem_id: v2p_n3_464cf432ce9e7d9e +-- realization_mode: agent +-- source_kind: agent +SELECT + "fixed acidity", + "sulphates", + COUNT(*) AS "row_count" +FROM "n3" +WHERE CAST("residual sugar" AS REAL) >= 9.9 +GROUP BY "fixed acidity", "sulphates" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bf5d1a1373b06c360a7300c66a4bfb8ec39d7e68 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT\n \"fixed acidity\",\n \"sulphates\",\n COUNT(*) AS \"row_count\"\nFROM \"n3\"\nWHERE CAST(\"residual sugar\" AS REAL) >= 9.9\nGROUP BY \"fixed acidity\", \"sulphates\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT\\n \\\"fixed acidity\\\",\\n \\\"sulphates\\\",\\n COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"residual sugar\\\" AS REAL) >= 9.9\\nGROUP BY \\\"fixed acidity\\\", \\\"sulphates\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"fixed acidity\", \"sulphates\", \"row_count\"], \"rows\": [{\"fixed acidity\": \"7.4\", \"sulphates\": \"0.44\", \"row_count\": 13}, {\"fixed acidity\": \"6.8\", \"sulphates\": \"0.5\", \"row_count\": 12}, {\"fixed acidity\": \"7.2\", \"sulphates\": \"0.44\", \"row_count\": 11}, {\"fixed acidity\": \"7.3\", \"sulphates\": \"0.41\", \"row_count\": 11}, {\"fixed acidity\": \"6.4\", \"sulphates\": \"0.5\", \"row_count\": 10}, {\"fixed acidity\": \"6.6\", \"sulphates\": \"0.54\", \"row_count\": 9}, {\"fixed acidity\": \"6.8\", \"sulphates\": \"0.52\", \"row_count\": 9}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.49\", \"row_count\": 9}, {\"fixed acidity\": \"7\", \"sulphates\": \"0.39\", \"row_count\": 8}, {\"fixed acidity\": \"7.3\", \"sulphates\": \"0.45\", \"row_count\": 8}, {\"fixed acidity\": \"6.6\", \"sulphates\": \"0.5\", \"row_count\": 7}, {\"fixed acidity\": \"6.6\", \"sulphates\": \"0.51\", \"row_count\": 7}, {\"fixed acidity\": \"7.3\", \"sulphates\": \"0.46\", \"row_count\": 7}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.43\", \"row_count\": 7}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.5\", \"row_count\": 7}, {\"fixed acidity\": \"6.2\", \"sulphates\": \"0.43\", \"row_count\": 6}, {\"fixed acidity\": \"6.6\", \"sulphates\": \"0.46\", \"row_count\": 6}, {\"fixed acidity\": \"6.7\", \"sulphates\": \"0.45\", \"row_count\": 6}, {\"fixed acidity\": \"6.7\", \"sulphates\": \"0.53\", \"row_count\": 6}, {\"fixed acidity\": \"6.8\", \"sulphates\": \"0.38\", \"row_count\": 6}, {\"fixed acidity\": \"6.8\", \"sulphates\": \"0.44\", \"row_count\": 6}, {\"fixed acidity\": \"6.9\", \"sulphates\": \"0.6\", \"row_count\": 6}, {\"fixed acidity\": \"7\", \"sulphates\": \"0.38\", \"row_count\": 6}, {\"fixed acidity\": \"7.1\", \"sulphates\": \"0.49\", \"row_count\": 6}, {\"fixed acidity\": \"7.2\", \"sulphates\": \"0.47\", \"row_count\": 6}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.48\", \"row_count\": 6}, {\"fixed acidity\": \"7.5\", \"sulphates\": \"0.46\", \"row_count\": 6}, {\"fixed acidity\": \"7.5\", \"sulphates\": \"0.53\", \"row_count\": 6}, {\"fixed acidity\": \"7.6\", \"sulphates\": \"0.46\", \"row_count\": 6}, {\"fixed acidity\": \"5.7\", \"sulphates\": \"0.46\", \"row_count\": 5}, {\"fixed acidity\": \"6\", \"sulphates\": \"0.45\", \"row_count\": 5}, {\"fixed acidity\": \"6\", \"sulphates\": \"0.5\", \"row_count\": 5}, {\"fixed acidity\": \"6.1\", \"sulphates\": \"0.45\", \"row_count\": 5}, {\"fixed acidity\": \"6.2\", \"sulphates\": \"0.56\", \"row_count\": 5}, {\"fixed acidity\": \"6.4\", \"sulphates\": \"0.43\", \"row_count\": 5}, {\"fixed acidity\": \"6.5\", \"sulphates\": \"0.41\", \"row_count\": 5}, {\"fixed acidity\": \"6.5\", \"sulphates\": \"0.51\", \"row_count\": 5}, {\"fixed acidity\": \"6.6\", \"sulphates\": \"0.52\", \"row_count\": 5}, {\"fixed acidity\": \"6.7\", \"sulphates\": \"0.36\", \"row_count\": 5}, {\"fixed acidity\": \"6.7\", \"sulphates\": \"0.5\", \"row_count\": 5}, {\"fixed acidity\": \"6.8\", \"sulphates\": \"0.42\", \"row_count\": 5}, {\"fixed acidity\": \"6.8\", \"sulphates\": \"0.48\", \"row_count\": 5}, {\"fixed acidity\": \"6.8\", \"sulphates\": \"0.56\", \"row_count\": 5}, {\"fixed acidity\": \"6.8\", \"sulphates\": \"0.58\", \"row_count\": 5}, {\"fixed acidity\": \"7\", \"sulphates\": \"0.5\", \"row_count\": 5}, {\"fixed acidity\": \"7\", \"sulphates\": \"0.55\", \"row_count\": 5}, {\"fixed acidity\": \"7.1\", \"sulphates\": \"0.53\", \"row_count\": 5}, {\"fixed acidity\": \"7.1\", \"sulphates\": \"0.78\", \"row_count\": 5}, {\"fixed acidity\": \"7.2\", \"sulphates\": \"0.5\", \"row_count\": 5}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.42\", \"row_count\": 5}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.29}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2e90fcd1534abb28d3ecc8efe875b59fdbed8a62 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:22:38.140308+00:00", + "ended_at": "2026-05-26T00:23:07.843813+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_64050f42747afc85", + "problem_id": "v2p_n3_464cf432ce9e7d9e", + "dataset_id": "n3", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=fixed acidity, group_col_2=sulphates.", + "bindings": { + "group_col": "fixed acidity", + "group_col_2": "sulphates", + "predicate_col": "residual sugar", + "predicate_op": ">=", + "predicate_value": 9.9, + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.9961, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=51" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_64050f42747afc85.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_64050f42747afc85", + "api_calls": 0, + "input_tokens": 25596, + "cached_input_tokens": 24960, + "output_tokens": 1366, + "total_tokens": 26962, + "cost_usd": 0.0, + "ai_cli_calls": 1, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_64050f42747afc85/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:23:07.840582+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 29696.25, "started_at": "2026-05-26T00:22:38.140881+00:00", "ended_at": "2026-05-26T00:23:07.837570+00:00", "prompt_metrics": {"chars": 7997, "bytes_utf8": 7997, "lines": 244, "estimated_tokens": 2301}, "response_metrics": {"chars": 467, "bytes_utf8": 467, "lines": 1, "estimated_tokens": 130}, "usage": {"input_tokens": 25596, "cached_input_tokens": 24960, "output_tokens": 1366, "reasoning_output_tokens": 1230}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT\\n 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"reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..db2b585f4f1bcacb945c3f6452365c8cb59e3c62 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_640c608101c01949", + "api_calls": 0, + "input_tokens": 25496, + "cached_input_tokens": 24960, + "output_tokens": 630, + "total_tokens": 26126, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2201, + "estimated_output_tokens": 108, + "estimated_total_tokens": 2309, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16494.59, + "sql_execution_elapsed_ms_total": 1.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/cli/sql_attempt_1.metadata.json new file mode 100644 index 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"chars": 445, + "bytes_utf8": 445, + "lines": 1, + "estimated_tokens": 108 + }, + "usage": { + "input_tokens": 25496, + "cached_input_tokens": 24960, + "output_tokens": 630, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ee02ed583237d142b02b271fbb08997830375b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=fixed acidity, measure_col=fixed acidity.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "fixed acidity", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.1, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a0df93e099bcd2501d2ea3c475e0544a62c0592 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61a9-f16a-7cb1-b6e2-14d1142e47ed"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT CAST(\\\"fixed acidity\\\" AS REAL) AS \\\"fixed acidity\\\", SUM(CAST(\\\"fixed acidity\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY CAST(\\\"fixed acidity\\\" AS REAL)\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Used the requested grouped-sum template with \\\"fixed acidity\\\" as both the grouping column and measure column. Casts to REAL because the schema stores numeric-looking values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25496,"cached_input_tokens":24960,"output_tokens":630,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..27607ea115973876851db7f14a074e270e70dc95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT CAST(\"fixed acidity\" AS REAL) AS \"fixed acidity\", SUM(CAST(\"fixed acidity\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY CAST(\"fixed acidity\" AS REAL)\nORDER BY \"total_measure\" DESC;","notes":"Used the requested grouped-sum template with \"fixed acidity\" as both the grouping column and measure column. Casts to REAL because the schema stores numeric-looking values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a96a51b62c12316584840afd368c726e3d914d61 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=fixed acidity, measure_col=fixed acidity. +Result preview: [{"fixed acidity": 6.8, "total_measure": 2094.4}, {"fixed acidity": 6.6, "total_measure": 1914.0}, {"fixed acidity": 6.4, "total_measure": 1792.0}, {"fixed acidity": 6.9, "total_measure": 1662.9}, {"fixed acidity": 7.0, "total_measure": 1624.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e67a2819c73886b50faefb870f862aa81c40f59c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_640c608101c01949 +-- problem_id: v2p_n3_ed17f0df32d76193 +-- realization_mode: agent +-- source_kind: agent +SELECT CAST("fixed acidity" AS REAL) AS "fixed acidity", SUM(CAST("fixed acidity" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY CAST("fixed acidity" AS REAL) +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a8c756f55e301c0e53578f61cf484adbeb0c4ca2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT CAST(\"fixed acidity\" AS REAL) AS \"fixed acidity\", SUM(CAST(\"fixed acidity\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY CAST(\"fixed acidity\" AS REAL)\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT CAST(\\\"fixed acidity\\\" AS REAL) AS \\\"fixed acidity\\\", SUM(CAST(\\\"fixed acidity\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY CAST(\\\"fixed acidity\\\" AS REAL)\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"fixed acidity\", \"total_measure\"], \"rows\": [{\"fixed acidity\": 6.8, \"total_measure\": 2094.4}, {\"fixed acidity\": 6.6, \"total_measure\": 1914.0}, {\"fixed acidity\": 6.4, \"total_measure\": 1792.0}, {\"fixed acidity\": 6.9, \"total_measure\": 1662.9}, {\"fixed acidity\": 7.0, \"total_measure\": 1624.0}, {\"fixed acidity\": 6.7, \"total_measure\": 1581.2}, {\"fixed acidity\": 7.2, \"total_measure\": 1483.2}, {\"fixed acidity\": 6.5, \"total_measure\": 1462.5}, {\"fixed acidity\": 7.4, \"total_measure\": 1435.6000000000001}, {\"fixed acidity\": 7.1, \"total_measure\": 1420.0}, {\"fixed acidity\": 7.3, \"total_measure\": 1299.3999999999999}, {\"fixed acidity\": 6.2, \"total_measure\": 1190.4}, {\"fixed acidity\": 6.3, \"total_measure\": 1184.3999999999999}, {\"fixed acidity\": 7.6, \"total_measure\": 1162.8}, {\"fixed acidity\": 6.0, \"total_measure\": 1104.0}, {\"fixed acidity\": 6.1, \"total_measure\": 945.5}, {\"fixed acidity\": 7.5, \"total_measure\": 922.5}, {\"fixed acidity\": 7.8, \"total_measure\": 725.4}, {\"fixed acidity\": 7.7, \"total_measure\": 716.1}, {\"fixed acidity\": 5.8, \"total_measure\": 701.8}, {\"fixed acidity\": 8.0, \"total_measure\": 640.0}, {\"fixed acidity\": 5.9, \"total_measure\": 607.7}, {\"fixed acidity\": 7.9, \"total_measure\": 584.6}, {\"fixed acidity\": 5.7, \"total_measure\": 501.6}, {\"fixed acidity\": 8.2, \"total_measure\": 459.19999999999993}, {\"fixed acidity\": 8.1, \"total_measure\": 453.59999999999997}, {\"fixed acidity\": 8.3, \"total_measure\": 431.6}, {\"fixed acidity\": 5.6, \"total_measure\": 397.59999999999997}, {\"fixed acidity\": 8.4, \"total_measure\": 294.0}, {\"fixed acidity\": 8.5, \"total_measure\": 272.0}, {\"fixed acidity\": 8.6, \"total_measure\": 215.0}, {\"fixed acidity\": 9.2, \"total_measure\": 193.2}, {\"fixed acidity\": 5.5, \"total_measure\": 170.5}, {\"fixed acidity\": 8.8, \"total_measure\": 158.4}, {\"fixed acidity\": 9.0, \"total_measure\": 153.0}, {\"fixed acidity\": 5.4, \"total_measure\": 151.20000000000002}, {\"fixed acidity\": 5.2, \"total_measure\": 145.6}, {\"fixed acidity\": 5.3, \"total_measure\": 143.1}, {\"fixed acidity\": 8.9, \"total_measure\": 142.4}, {\"fixed acidity\": 8.7, \"total_measure\": 130.5}, {\"fixed acidity\": 5.0, \"total_measure\": 120.0}, {\"fixed acidity\": 5.1, \"total_measure\": 117.3}, {\"fixed acidity\": 9.4, \"total_measure\": 103.4}, {\"fixed acidity\": 9.8, \"total_measure\": 78.4}, {\"fixed acidity\": 9.1, \"total_measure\": 54.599999999999994}, {\"fixed acidity\": 9.6, \"total_measure\": 48.0}, {\"fixed acidity\": 4.8, \"total_measure\": 43.199999999999996}, {\"fixed acidity\": 9.7, \"total_measure\": 38.8}, {\"fixed acidity\": 4.9, \"total_measure\": 34.300000000000004}, {\"fixed acidity\": 10.0, \"total_measure\": 30.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.67}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6c4231d82fb14da2a14724562df759e5700e6a93 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:23:07.844174+00:00", + "ended_at": "2026-05-26T00:23:24.345250+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_640c608101c01949", + "problem_id": "v2p_n3_ed17f0df32d76193", + "dataset_id": "n3", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_rank_order", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=fixed acidity, measure_col=fixed acidity.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "fixed acidity", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.1, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=0" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_640c608101c01949.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_640c608101c01949", + "api_calls": 0, + "input_tokens": 25496, + "cached_input_tokens": 24960, + "output_tokens": 630, + "total_tokens": 26126, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2201, + "estimated_output_tokens": 108, + "estimated_total_tokens": 2309, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16494.59, + "sql_execution_elapsed_ms_total": 1.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..af67accaf6f7f600160c0444198f4181bbb025ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:23:24.341710+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16494.59, "started_at": "2026-05-26T00:23:07.844767+00:00", "ended_at": "2026-05-26T00:23:24.339590+00:00", "prompt_metrics": {"chars": 7688, "bytes_utf8": 7688, "lines": 240, "estimated_tokens": 2201}, "response_metrics": {"chars": 445, "bytes_utf8": 445, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 25496, "cached_input_tokens": 24960, "output_tokens": 630, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT CAST(\\\"fixed acidity\\\" AS REAL) AS \\\"fixed acidity\\\", SUM(CAST(\\\"fixed acidity\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY CAST(\\\"fixed acidity\\\" AS REAL)\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Used the requested grouped-sum template with \\\"fixed acidity\\\" as both the grouping column and measure column. Casts to REAL because the schema stores numeric-looking values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..03667d8bc4e398d007e0c86a43aaec8e8aabc744 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_640c608101c01949/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_640c608101c01949", + "api_calls": 0, + "input_tokens": 25496, + "cached_input_tokens": 24960, + "output_tokens": 630, + "total_tokens": 26126, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2201, + "estimated_output_tokens": 108, + "estimated_total_tokens": 2309, + "usage_source": 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+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8117, "bytes_utf8": 8117, "lines": 242, "estimated_tokens": 2322}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 718, "bytes_utf8": 718, "lines": 1, "estimated_tokens": 176}, "usage": {"input_tokens": 25617, "cached_input_tokens": 24960, "output_tokens": 698, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2d76957053d8eaa04c243a625c81db783c0d1f53 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:23:24.346413+00:00", + "ended_at": "2026-05-26T00:23:40.113327+00:00", + "elapsed_ms": 15766.68, + "prompt_metrics": { + "chars": 8117, + "bytes_utf8": 8117, + "lines": 242, + "estimated_tokens": 2322 + }, + "stdout_metrics": { + "chars": 1101, + "bytes_utf8": 1101, + "lines": 4, + "estimated_tokens": 310 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 718, + "bytes_utf8": 718, + "lines": 1, + "estimated_tokens": 176 + }, + "usage": { + "input_tokens": 25617, + "cached_input_tokens": 24960, + "output_tokens": 698, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c80bff0252a3cbed2eddf467a6fb481b2356b81e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=fixed acidity, measure_col=free sulfur dioxide.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "free sulfur dioxide", + "item_col": "total sulfur dioxide", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 46.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..13ef1e1beef52004f88e3ce205e450a18a96091c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61aa-31e2-7e90-a873-c69e90e1b72a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"fixed acidity\\\",\\n \\\"total sulfur dioxide\\\",\\n SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL))) OVER (PARTITION BY \\\"fixed acidity\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\", \\\"total sulfur dioxide\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"fixed acidity\\\", item_col=\\\"total sulfur dioxide\\\", and measure_col=\\\"free sulfur dioxide\\\". Cast the measure column to REAL because the schema stores numeric fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25617,"cached_input_tokens":24960,"output_tokens":698,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..de5dd32ef6f652086af10e2daa4fa2ada8ed5ae1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"fixed acidity\",\n \"total sulfur dioxide\",\n SUM(CAST(\"free sulfur dioxide\" AS REAL)) AS total_measure,\n SUM(CAST(\"free sulfur dioxide\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"free sulfur dioxide\" AS REAL))) OVER (PARTITION BY \"fixed acidity\") AS share_within_group\nFROM \"n3\"\nGROUP BY \"fixed acidity\", \"total sulfur dioxide\"\nORDER BY share_within_group DESC;","notes":"Applied the provided Within-Group Share of Total template with group_col=\"fixed acidity\", item_col=\"total sulfur dioxide\", and measure_col=\"free sulfur dioxide\". Cast the measure column to REAL because the schema stores numeric fields as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..31efe48ea1d48d4954c480bd510e5ebf36b05fd3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=fixed acidity, measure_col=free sulfur dioxide. +Result preview: [{"fixed acidity": "10.2", "total sulfur dioxide": "124", "total_measure": 20.0, "share_within_group": 100.0}, {"fixed acidity": "10.7", "total sulfur dioxide": "181", "total_measure": 74.0, "share_within_group": 100.0}, {"fixed acidity": "11.8", "total sulfur dioxide": "123", "total_measure": 15.0, "share_within_group": 100.0}, {"fixed acidity": "14.2", "total sulfur dioxide": "156", "total_measure": 33.0, "share_within_group": 100.0}, {"fixed acidity": "3.8", "total sulfur dioxide": "114", "total_measure": 20.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1f2bb2f356a501adf252e38515b11d49c688d871 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_643a24d5e1ea07d9 +-- problem_id: v2p_n3_d9e2895164402ed0 +-- realization_mode: agent +-- source_kind: agent +SELECT + "fixed acidity", + "total sulfur dioxide", + SUM(CAST("free sulfur dioxide" AS REAL)) AS total_measure, + SUM(CAST("free sulfur dioxide" AS REAL)) * 100.0 + / SUM(SUM(CAST("free sulfur dioxide" AS REAL))) OVER (PARTITION BY "fixed acidity") AS share_within_group +FROM "n3" +GROUP BY "fixed acidity", "total sulfur dioxide" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0b4a03d58c3c34fefc218d3b87f185a030011b0e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"fixed acidity\",\n \"total sulfur dioxide\",\n SUM(CAST(\"free sulfur dioxide\" AS REAL)) AS total_measure,\n SUM(CAST(\"free sulfur dioxide\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"free sulfur dioxide\" AS REAL))) OVER (PARTITION BY \"fixed acidity\") AS share_within_group\nFROM \"n3\"\nGROUP BY \"fixed acidity\", \"total sulfur dioxide\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"fixed acidity\\\",\\n \\\"total sulfur dioxide\\\",\\n SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL))) OVER (PARTITION BY \\\"fixed acidity\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\", \\\"total sulfur dioxide\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"fixed acidity\", \"total sulfur dioxide\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"fixed acidity\": \"10.2\", \"total sulfur dioxide\": \"124\", \"total_measure\": 20.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"10.7\", \"total sulfur dioxide\": \"181\", \"total_measure\": 74.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"11.8\", \"total sulfur dioxide\": \"123\", \"total_measure\": 15.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"14.2\", \"total sulfur dioxide\": \"156\", \"total_measure\": 33.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"3.8\", \"total sulfur dioxide\": \"114\", \"total_measure\": 20.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"3.9\", \"total sulfur dioxide\": \"118\", \"total_measure\": 29.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"4.5\", \"total sulfur dioxide\": \"159\", \"total_measure\": 89.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"4.6\", \"total sulfur dioxide\": \"178\", \"total_measure\": 11.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"6.15\", \"total sulfur dioxide\": \"80\", \"total_measure\": 40.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"6.45\", \"total sulfur dioxide\": \"129\", \"total_measure\": 51.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"7.15\", \"total sulfur dioxide\": \"178\", \"total_measure\": 112.0, \"share_within_group\": 100.0}, {\"fixed acidity\": \"10.3\", \"total sulfur dioxide\": \"164\", \"total_measure\": 28.0, \"share_within_group\": 84.84848484848484}, {\"fixed acidity\": \"9.9\", \"total sulfur dioxide\": \"185\", \"total_measure\": 34.0, \"share_within_group\": 64.15094339622641}, {\"fixed acidity\": \"4.2\", \"total sulfur dioxide\": \"161\", \"total_measure\": 93.0, \"share_within_group\": 59.23566878980892}, {\"fixed acidity\": \"9.7\", \"total sulfur dioxide\": \"142\", \"total_measure\": 23.0, \"share_within_group\": 57.5}, {\"fixed acidity\": \"9.6\", \"total sulfur dioxide\": \"223\", \"total_measure\": 77.5, \"share_within_group\": 53.264604810996566}, {\"fixed acidity\": \"9.5\", \"total sulfur dioxide\": \"145\", \"total_measure\": 22.0, \"share_within_group\": 51.16279069767442}, {\"fixed acidity\": \"9.5\", \"total sulfur dioxide\": \"123\", \"total_measure\": 21.0, \"share_within_group\": 48.83720930232558}, {\"fixed acidity\": \"10\", \"total sulfur dioxide\": \"166\", \"total_measure\": 45.0, \"share_within_group\": 45.91836734693877}, {\"fixed acidity\": \"4.4\", \"total sulfur dioxide\": \"97\", \"total_measure\": 52.0, \"share_within_group\": 45.6140350877193}, {\"fixed acidity\": \"4.7\", \"total sulfur dioxide\": \"168\", \"total_measure\": 69.0, \"share_within_group\": 41.81818181818182}, {\"fixed acidity\": \"4.9\", \"total sulfur dioxide\": \"168\", \"total_measure\": 138.0, \"share_within_group\": 41.19402985074627}, {\"fixed acidity\": \"4.2\", \"total sulfur dioxide\": \"157\", \"total_measure\": 64.0, \"share_within_group\": 40.76433121019108}, {\"fixed acidity\": \"9.3\", \"total sulfur dioxide\": \"147\", \"total_measure\": 34.0, \"share_within_group\": 36.95652173913044}, {\"fixed acidity\": \"9.9\", \"total sulfur dioxide\": \"115\", \"total_measure\": 19.0, \"share_within_group\": 35.84905660377358}, {\"fixed acidity\": \"10\", \"total sulfur dioxide\": \"181\", \"total_measure\": 34.0, \"share_within_group\": 34.69387755102041}, {\"fixed acidity\": \"9.1\", \"total sulfur dioxide\": \"344\", \"total_measure\": 50.5, \"share_within_group\": 34.23728813559322}, {\"fixed acidity\": \"9.4\", \"total sulfur dioxide\": \"208\", \"total_measure\": 124.0, \"share_within_group\": 32.760898282694846}, {\"fixed acidity\": \"9.3\", \"total sulfur dioxide\": \"146\", \"total_measure\": 30.0, \"share_within_group\": 32.608695652173914}, {\"fixed acidity\": \"9.3\", \"total sulfur dioxide\": \"178\", \"total_measure\": 28.0, \"share_within_group\": 30.434782608695652}, {\"fixed acidity\": \"9.7\", \"total sulfur dioxide\": \"59\", \"total_measure\": 11.0, \"share_within_group\": 27.5}, {\"fixed acidity\": \"4.4\", \"total sulfur dioxide\": \"111\", \"total_measure\": 31.0, \"share_within_group\": 27.19298245614035}, {\"fixed acidity\": \"4.4\", \"total sulfur dioxide\": \"127\", \"total_measure\": 31.0, \"share_within_group\": 27.19298245614035}, {\"fixed acidity\": \"4.8\", \"total sulfur dioxide\": \"163\", \"total_measure\": 67.0, \"share_within_group\": 25.968992248062015}, {\"fixed acidity\": \"8.7\", \"total sulfur dioxide\": \"169\", \"total_measure\": 105.0, \"share_within_group\": 25.179856115107913}, {\"fixed acidity\": \"9.1\", \"total sulfur dioxide\": \"182\", \"total_measure\": 34.0, \"share_within_group\": 23.050847457627118}, {\"fixed acidity\": \"8.8\", \"total sulfur dioxide\": \"184\", \"total_measure\": 120.0, \"share_within_group\": 22.727272727272727}, {\"fixed acidity\": \"9.8\", \"total sulfur dioxide\": \"225\", \"total_measure\": 36.0, \"share_within_group\": 22.36024844720497}, {\"fixed acidity\": \"9.8\", \"total sulfur dioxide\": \"167\", \"total_measure\": 35.0, \"share_within_group\": 21.73913043478261}, {\"fixed acidity\": \"4.7\", \"total sulfur dioxide\": \"90\", \"total_measure\": 35.0, \"share_within_group\": 21.21212121212121}, {\"fixed acidity\": \"9.8\", \"total sulfur dioxide\": \"187\", \"total_measure\": 34.0, \"share_within_group\": 21.11801242236025}, {\"fixed acidity\": \"4.7\", \"total sulfur dioxide\": \"106\", \"total_measure\": 33.0, \"share_within_group\": 20.0}, {\"fixed acidity\": \"8.9\", \"total sulfur dioxide\": \"148\", \"total_measure\": 64.0, \"share_within_group\": 19.722650231124806}, {\"fixed acidity\": \"10\", \"total sulfur dioxide\": \"152\", \"total_measure\": 19.0, \"share_within_group\": 19.387755102040817}, {\"fixed acidity\": \"4.9\", \"total sulfur dioxide\": \"143\", \"total_measure\": 64.0, \"share_within_group\": 19.104477611940297}, {\"fixed acidity\": \"9.4\", \"total sulfur dioxide\": \"139\", \"total_measure\": 72.0, \"share_within_group\": 19.022457067371203}, {\"fixed acidity\": \"9.1\", \"total sulfur dioxide\": \"124\", \"total_measure\": 28.0, \"share_within_group\": 18.983050847457626}, {\"fixed acidity\": \"4.8\", \"total sulfur dioxide\": \"130\", \"total_measure\": 47.0, \"share_within_group\": 18.217054263565892}, {\"fixed acidity\": \"4.9\", \"total sulfur dioxide\": \"148\", \"total_measure\": 60.0, \"share_within_group\": 17.91044776119403}, {\"fixed acidity\": \"4.8\", \"total sulfur dioxide\": \"111\", \"total_measure\": 45.0, \"share_within_group\": 17.441860465116278}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 7.0}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..131e3ffdcf8f414c22a424cc8623feffd2e74f8e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:23:24.345791+00:00", + "ended_at": "2026-05-26T00:23:40.123953+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_643a24d5e1ea07d9", + "problem_id": "v2p_n3_d9e2895164402ed0", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=fixed acidity, measure_col=free sulfur dioxide.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "free sulfur dioxide", + "item_col": "total sulfur dioxide", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 46.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=27" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_643a24d5e1ea07d9.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_643a24d5e1ea07d9", + "api_calls": 0, + "input_tokens": 25617, + "cached_input_tokens": 24960, + "output_tokens": 698, + "total_tokens": 26315, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2322, + "estimated_output_tokens": 176, + "estimated_total_tokens": 2498, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15766.68, + "sql_execution_elapsed_ms_total": 7.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5ca7e58460a30bbeaeba7eedcecdcdf35e55499e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:23:40.115608+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15766.68, "started_at": "2026-05-26T00:23:24.346413+00:00", "ended_at": "2026-05-26T00:23:40.113327+00:00", "prompt_metrics": {"chars": 8117, "bytes_utf8": 8117, "lines": 242, "estimated_tokens": 2322}, "response_metrics": {"chars": 718, "bytes_utf8": 718, "lines": 1, "estimated_tokens": 176}, "usage": {"input_tokens": 25617, "cached_input_tokens": 24960, "output_tokens": 698, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"fixed acidity\\\",\\n \\\"total sulfur dioxide\\\",\\n SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL))) OVER (PARTITION BY \\\"fixed acidity\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\", \\\"total sulfur dioxide\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"fixed acidity\\\", item_col=\\\"total sulfur dioxide\\\", and measure_col=\\\"free sulfur dioxide\\\". Cast the measure column to REAL because the schema stores numeric fields as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..87e222e540c825b08a97af825ad01a75f04c7043 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_643a24d5e1ea07d9/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_643a24d5e1ea07d9", + "api_calls": 0, + "input_tokens": 25617, + "cached_input_tokens": 24960, + "output_tokens": 698, + "total_tokens": 26315, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2322, + "estimated_output_tokens": 176, + "estimated_total_tokens": 2498, + 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+1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7900, "bytes_utf8": 7900, "lines": 243, "estimated_tokens": 2258}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 436, "bytes_utf8": 436, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 25553, "cached_input_tokens": 6528, "output_tokens": 540, "reasoning_output_tokens": 423}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9bf90d79fad05bd4b2b76218b5580fa4876c223b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:23:40.124875+00:00", + "ended_at": "2026-05-26T00:23:55.448788+00:00", + "elapsed_ms": 15323.69, + "prompt_metrics": { + "chars": 7900, + "bytes_utf8": 7900, + "lines": 243, + "estimated_tokens": 2258 + }, + "stdout_metrics": { + "chars": 799, + "bytes_utf8": 799, + "lines": 4, + "estimated_tokens": 229 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 436, + "bytes_utf8": 436, + "lines": 1, + "estimated_tokens": 111 + }, + "usage": { + "input_tokens": 25553, + "cached_input_tokens": 6528, + "output_tokens": 540, + "reasoning_output_tokens": 423 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d2e83c2f4c2c07007e47ff8f79dee530d7458846 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=quality, condition_col=quality.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "quality", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.39, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..73e063cddc6a4ad5d1664f473c2cc0a169e6d3ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61aa-6f7e-7b32-a274-c0823e2b8d21"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"quality\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with both group_col and condition_col bound to \\\"quality\\\". The comparison uses the string literal '6' because the schema stores \\\"quality\\\" as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25553,"cached_input_tokens":6528,"output_tokens":540,"reasoning_output_tokens":423}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f17513be70de91451324d388705591928eaa250 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"quality\",\n AVG(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the provided Grouped Condition Rate template with both group_col and condition_col bound to \"quality\". The comparison uses the string literal '6' because the schema stores \"quality\" as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ff1d531edf6c911c0661bc8fc5d5a258befcf0fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=quality, condition_col=quality. +Result preview: [{"quality": "6", "condition_rate": 1.0}, {"quality": "9", "condition_rate": 0.0}, {"quality": "8", "condition_rate": 0.0}, {"quality": "7", "condition_rate": 0.0}, {"quality": "5", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..8d609f283c20b1123a7bf833500b2b490cead3cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_649218f198f31f43 +-- problem_id: v2p_n3_3e318a6aa5927c3e +-- realization_mode: agent +-- source_kind: agent +SELECT + "quality", + AVG(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n3" +GROUP BY "quality" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cd90a12918ccc0965afe9b5dde714fdbcbe25441 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"quality\",\n AVG(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"quality\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"quality\", \"condition_rate\"], \"rows\": [{\"quality\": \"6\", \"condition_rate\": 1.0}, {\"quality\": \"9\", \"condition_rate\": 0.0}, {\"quality\": \"8\", \"condition_rate\": 0.0}, {\"quality\": \"7\", \"condition_rate\": 0.0}, {\"quality\": \"5\", \"condition_rate\": 0.0}, {\"quality\": \"4\", \"condition_rate\": 0.0}, {\"quality\": \"3\", \"condition_rate\": 0.0}], \"row_count_returned\": 7, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.24}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..55ad1b759ceac52ab38664ae557dc218ee5ca717 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:23:40.124323+00:00", + "ended_at": "2026-05-26T00:23:55.454711+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_649218f198f31f43", + "problem_id": "v2p_n3_3e318a6aa5927c3e", + "dataset_id": "n3", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=quality, condition_col=quality.", + "bindings": { + "group_col": "quality", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.39, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=101" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_649218f198f31f43.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_649218f198f31f43", + "api_calls": 0, + "input_tokens": 25553, + "cached_input_tokens": 6528, + "output_tokens": 540, + "total_tokens": 26093, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2258, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2369, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15323.69, + "sql_execution_elapsed_ms_total": 2.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..82a6743e3c19398aac2b3dad8a30e2f45e88244c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:23:55.451407+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15323.69, "started_at": "2026-05-26T00:23:40.124875+00:00", "ended_at": "2026-05-26T00:23:55.448788+00:00", "prompt_metrics": {"chars": 7900, "bytes_utf8": 7900, "lines": 243, "estimated_tokens": 2258}, "response_metrics": {"chars": 436, "bytes_utf8": 436, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 25553, "cached_input_tokens": 6528, "output_tokens": 540, "reasoning_output_tokens": 423}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"quality\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with both group_col and condition_col bound to \\\"quality\\\". The comparison uses the string literal '6' because the schema stores \\\"quality\\\" as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..476c3622fda524f5053bf53aad14d9c2c4e180b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_649218f198f31f43", + "api_calls": 0, + "input_tokens": 25553, + "cached_input_tokens": 6528, + "output_tokens": 540, + "total_tokens": 26093, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2258, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2369, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15323.69, + "sql_execution_elapsed_ms_total": 2.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_649218f198f31f43/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e919e5982317b8b0873d53345f66115cfa09fe86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7674, "bytes_utf8": 7674, "lines": 240, "estimated_tokens": 2204}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 373, "bytes_utf8": 373, "lines": 1, "estimated_tokens": 100}, "usage": {"input_tokens": 25499, "cached_input_tokens": 22912, "output_tokens": 1677, "reasoning_output_tokens": 1571}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fc46cf38264543d3916971b62765a9dae7295546 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_6c2776f80c4885bc", + "api_calls": 0, + "input_tokens": 25499, + "cached_input_tokens": 22912, + "output_tokens": 1677, + "total_tokens": 27176, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2204, + "estimated_output_tokens": 100, + "estimated_total_tokens": 2304, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34209.6, + "sql_execution_elapsed_ms_total": 2.95, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..df8df2c236b9c8b5c2ed3d62c653f672dcac69cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:23:55.455790+00:00", + "ended_at": "2026-05-26T00:24:29.665853+00:00", + "elapsed_ms": 34209.6, + "prompt_metrics": { + "chars": 7674, + "bytes_utf8": 7674, + "lines": 240, + "estimated_tokens": 2204 + }, + "stdout_metrics": { + "chars": 737, + "bytes_utf8": 737, + "lines": 4, + "estimated_tokens": 216 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 373, + "bytes_utf8": 373, + "lines": 1, + "estimated_tokens": 100 + }, + "usage": { + "input_tokens": 25499, + "cached_input_tokens": 22912, + "output_tokens": 1677, + "reasoning_output_tokens": 1571 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..62c0108b7ca170bdf350b931064d6a159466f7c8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=sulphates, measure_col=chlorides.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "sulphates", + "measure_col": "chlorides", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.047, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5a6e7d8448c2f1ecf5ed964d44616def82427b8a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61aa-ab68-7b02-a07c-1fe6191b464d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"sulphates\\\", SUM(CAST(\\\"chlorides\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the Grouped Numeric Sum template with \\\"sulphates\\\" as the grouping column and sums \\\"chlorides\\\" after casting from TEXT to REAL for SQLite-safe numeric aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25499,"cached_input_tokens":22912,"output_tokens":1677,"reasoning_output_tokens":1571}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d9930990c37d9e115038aa6653117dbaecf46a41 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"sulphates\", SUM(CAST(\"chlorides\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY \"total_measure\" DESC;","notes":"Uses the Grouped Numeric Sum template with \"sulphates\" as the grouping column and sums \"chlorides\" after casting from TEXT to REAL for SQLite-safe numeric aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a414e605b15648beaa0e86f9b043b948fc45541 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=sulphates, measure_col=chlorides. +Result preview: [{"sulphates": "0.5", "total_measure": 11.952}, {"sulphates": "0.46", "total_measure": 10.512}, {"sulphates": "0.38", "total_measure": 10.266}, {"sulphates": "0.44", "total_measure": 10.127}, {"sulphates": "0.48", "total_measure": 8.785}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7b2453e188fefc5f9ecb55b30e3640cccf4b7842 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_6c2776f80c4885bc +-- problem_id: v2p_n3_ba760211d7a87a61 +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", SUM(CAST("chlorides" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY "sulphates" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6e2e735f6df2ca8c6985153ef0e2d96835fff7fb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"sulphates\", SUM(CAST(\"chlorides\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"sulphates\\\", SUM(CAST(\\\"chlorides\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"sulphates\", \"total_measure\"], \"rows\": [{\"sulphates\": \"0.5\", \"total_measure\": 11.952}, {\"sulphates\": \"0.46\", \"total_measure\": 10.512}, {\"sulphates\": \"0.38\", \"total_measure\": 10.266}, {\"sulphates\": \"0.44\", \"total_measure\": 10.127}, {\"sulphates\": \"0.48\", \"total_measure\": 8.785}, {\"sulphates\": \"0.45\", \"total_measure\": 8.595}, {\"sulphates\": \"0.42\", \"total_measure\": 8.474}, {\"sulphates\": \"0.47\", \"total_measure\": 8.338}, {\"sulphates\": \"0.43\", \"total_measure\": 8.061}, {\"sulphates\": \"0.49\", \"total_measure\": 7.982}, {\"sulphates\": \"0.54\", \"total_measure\": 7.73}, {\"sulphates\": \"0.4\", \"total_measure\": 7.605}, {\"sulphates\": \"0.52\", \"total_measure\": 7.19}, {\"sulphates\": \"0.39\", \"total_measure\": 6.864}, {\"sulphates\": \"0.51\", \"total_measure\": 6.744}, {\"sulphates\": \"0.53\", \"total_measure\": 6.359}, {\"sulphates\": \"0.41\", \"total_measure\": 6.307}, {\"sulphates\": \"0.56\", \"total_measure\": 5.29}, {\"sulphates\": \"0.37\", \"total_measure\": 5.257}, {\"sulphates\": \"0.36\", \"total_measure\": 4.87}, {\"sulphates\": \"0.58\", \"total_measure\": 4.715}, {\"sulphates\": \"0.55\", \"total_measure\": 4.404}, {\"sulphates\": \"0.59\", \"total_measure\": 4.119}, {\"sulphates\": \"0.57\", \"total_measure\": 4.082}, {\"sulphates\": \"0.6\", \"total_measure\": 3.765}, {\"sulphates\": \"0.35\", \"total_measure\": 3.648}, {\"sulphates\": \"0.34\", \"total_measure\": 3.337}, {\"sulphates\": \"0.64\", \"total_measure\": 3.293}, {\"sulphates\": \"0.62\", \"total_measure\": 3.231}, {\"sulphates\": \"0.33\", \"total_measure\": 2.32}, {\"sulphates\": \"0.63\", \"total_measure\": 2.212}, {\"sulphates\": \"0.61\", \"total_measure\": 1.86}, {\"sulphates\": \"0.68\", \"total_measure\": 1.841}, {\"sulphates\": \"0.32\", \"total_measure\": 1.806}, {\"sulphates\": \"0.67\", \"total_measure\": 1.764}, {\"sulphates\": \"0.66\", \"total_measure\": 1.542}, {\"sulphates\": \"0.72\", \"total_measure\": 1.454}, {\"sulphates\": \"0.3\", \"total_measure\": 1.429}, {\"sulphates\": \"0.31\", \"total_measure\": 1.393}, {\"sulphates\": \"0.69\", \"total_measure\": 1.348}, {\"sulphates\": \"0.7\", \"total_measure\": 1.192}, {\"sulphates\": \"0.65\", \"total_measure\": 1.099}, {\"sulphates\": \"0.74\", \"total_measure\": 0.961}, {\"sulphates\": \"0.75\", \"total_measure\": 0.956}, {\"sulphates\": \"0.76\", \"total_measure\": 0.825}, {\"sulphates\": \"0.71\", \"total_measure\": 0.787}, {\"sulphates\": \"0.78\", \"total_measure\": 0.771}, {\"sulphates\": \"0.77\", \"total_measure\": 0.663}, {\"sulphates\": \"0.79\", \"total_measure\": 0.619}, {\"sulphates\": \"0.82\", \"total_measure\": 0.595}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.95}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7abea65d9853f2b8aa36f6919012cff0fb862c0f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:23:55.455197+00:00", + "ended_at": "2026-05-26T00:24:29.673155+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_6c2776f80c4885bc", + "problem_id": "v2p_n3_ba760211d7a87a61", + "dataset_id": "n3", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_conditional_contrast", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=sulphates, measure_col=chlorides.", + "bindings": { + "group_col": "sulphates", + "measure_col": "chlorides", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.047, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=4" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_6c2776f80c4885bc.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_6c2776f80c4885bc", + "api_calls": 0, + "input_tokens": 25499, + "cached_input_tokens": 22912, + "output_tokens": 1677, + "total_tokens": 27176, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2204, + "estimated_output_tokens": 100, + "estimated_total_tokens": 2304, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34209.6, + "sql_execution_elapsed_ms_total": 2.95, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..054c9be096aa9a09fb25d040a04775433d28fb64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:24:29.668894+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 34209.6, "started_at": "2026-05-26T00:23:55.455790+00:00", "ended_at": "2026-05-26T00:24:29.665853+00:00", "prompt_metrics": {"chars": 7674, "bytes_utf8": 7674, "lines": 240, "estimated_tokens": 2204}, "response_metrics": {"chars": 373, "bytes_utf8": 373, "lines": 1, "estimated_tokens": 100}, "usage": {"input_tokens": 25499, "cached_input_tokens": 22912, "output_tokens": 1677, "reasoning_output_tokens": 1571}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"sulphates\\\", SUM(CAST(\\\"chlorides\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Uses the Grouped Numeric Sum template with \\\"sulphates\\\" as the grouping column and sums \\\"chlorides\\\" after casting from TEXT to REAL for SQLite-safe numeric aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2806fce003b3d109cfdbf4fd87abc9b571d7096d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6c2776f80c4885bc/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_6c2776f80c4885bc", + "api_calls": 0, + "input_tokens": 25499, + "cached_input_tokens": 22912, + "output_tokens": 1677, + "total_tokens": 27176, + "cost_usd": 0.0, + "ai_cli_calls": 1, 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1f07b453f26515c7b345f763c38ecce724291659 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_6facab58d778ea48", + "api_calls": 0, + "input_tokens": 25706, + "cached_input_tokens": 24960, + "output_tokens": 2804, + "total_tokens": 28510, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2411, + "estimated_output_tokens": 212, + "estimated_total_tokens": 2623, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 55641.39, + "sql_execution_elapsed_ms_total": 2.78, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e21049b6d9bd09f36492beb1995cd88a583729e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:24:29.674212+00:00", + "ended_at": "2026-05-26T00:25:25.316336+00:00", + "elapsed_ms": 55641.39, + "prompt_metrics": { + "chars": 8473, + "bytes_utf8": 8473, + "lines": 243, + "estimated_tokens": 2411 + }, + "stdout_metrics": { + "chars": 1146, + "bytes_utf8": 1146, + "lines": 4, + "estimated_tokens": 358 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 741, + "bytes_utf8": 741, + "lines": 1, + "estimated_tokens": 212 + }, + "usage": { + "input_tokens": 25706, + "cached_input_tokens": 24960, + "output_tokens": 2804, + "reasoning_output_tokens": 2586 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2b50ac0a459239ef998af886f258a1aedcb54133 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=sulphates, condition_col=quality.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "sulphates", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.05, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..416a9952750d6e553e90acf57de469a05754d3c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ab-3113-7b31-99f5-c2d8c073f685"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"sulphates\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n3\\\"\\n GROUP BY \\\"sulphates\\\"\\n)\\nSELECT\\n \\\"sulphates\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Instantiates the provided grouped-ratio template with group_col=\\\"sulphates\\\", condition_col=\\\"quality\\\", positive_value='6', and negative_value='5'. The ratio is NULL when a sulphates group has no quality='5' rows.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25706,"cached_input_tokens":24960,"output_tokens":2804,"reasoning_output_tokens":2586}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..65d7523b7594dee9f7b2118b3259bc388873693d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT\n \"sulphates\",\n SUM(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n3\"\n GROUP BY \"sulphates\"\n)\nSELECT\n \"sulphates\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Instantiates the provided grouped-ratio template with group_col=\"sulphates\", condition_col=\"quality\", positive_value='6', and negative_value='5'. The ratio is NULL when a sulphates group has no quality='5' rows."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1a18ebbb10403de0cfdb98950a3569427cd3633f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=sulphates, condition_col=quality. +Result preview: [{"sulphates": "0.77", "condition_ratio": 10.0}, {"sulphates": "0.27", "condition_ratio": 7.0}, {"sulphates": "0.78", "condition_ratio": 6.5}, {"sulphates": "0.82", "condition_ratio": 6.0}, {"sulphates": "0.79", "condition_ratio": 4.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..bd0fb05a2078b5287f17056931d25d005dc040eb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/generated_sql.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n3_6facab58d778ea48 +-- problem_id: v2p_n3_fd2e7df1fe57ba21 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "sulphates", + SUM(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n3" + GROUP BY "sulphates" +) +SELECT + "sulphates", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f7ffc6bff9e9ba69a07388d00f5e4a1077b2303b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT\n \"sulphates\",\n SUM(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n3\"\n GROUP BY \"sulphates\"\n)\nSELECT\n \"sulphates\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"sulphates\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n3\\\"\\n GROUP BY \\\"sulphates\\\"\\n)\\nSELECT\\n \\\"sulphates\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"sulphates\", \"condition_ratio\"], \"rows\": [{\"sulphates\": \"0.77\", \"condition_ratio\": 10.0}, {\"sulphates\": \"0.27\", \"condition_ratio\": 7.0}, {\"sulphates\": \"0.78\", \"condition_ratio\": 6.5}, {\"sulphates\": \"0.82\", \"condition_ratio\": 6.0}, {\"sulphates\": \"0.79\", \"condition_ratio\": 4.0}, {\"sulphates\": \"0.58\", \"condition_ratio\": 3.6}, {\"sulphates\": \"0.59\", \"condition_ratio\": 3.5}, {\"sulphates\": \"0.33\", \"condition_ratio\": 3.4444444444444446}, {\"sulphates\": \"0.31\", \"condition_ratio\": 2.6666666666666665}, {\"sulphates\": \"0.69\", \"condition_ratio\": 2.6}, {\"sulphates\": \"0.37\", \"condition_ratio\": 2.3}, {\"sulphates\": \"0.36\", \"condition_ratio\": 2.1379310344827585}, {\"sulphates\": \"0.53\", \"condition_ratio\": 2.1176470588235294}, {\"sulphates\": \"0.56\", \"condition_ratio\": 2.0344827586206895}, {\"sulphates\": \"0.64\", \"condition_ratio\": 2.0}, {\"sulphates\": \"0.71\", \"condition_ratio\": 2.0}, {\"sulphates\": \"0.75\", \"condition_ratio\": 2.0}, {\"sulphates\": \"0.54\", \"condition_ratio\": 1.9761904761904763}, {\"sulphates\": \"0.55\", \"condition_ratio\": 1.9642857142857142}, {\"sulphates\": \"0.67\", \"condition_ratio\": 1.9}, {\"sulphates\": \"0.66\", \"condition_ratio\": 1.8888888888888888}, {\"sulphates\": \"0.62\", \"condition_ratio\": 1.6818181818181819}, {\"sulphates\": \"0.3\", \"condition_ratio\": 1.6666666666666667}, {\"sulphates\": \"0.57\", \"condition_ratio\": 1.6363636363636365}, {\"sulphates\": \"0.72\", \"condition_ratio\": 1.625}, {\"sulphates\": \"0.38\", \"condition_ratio\": 1.5932203389830508}, {\"sulphates\": \"0.35\", \"condition_ratio\": 1.5714285714285714}, {\"sulphates\": \"0.61\", \"condition_ratio\": 1.5384615384615385}, {\"sulphates\": \"0.41\", \"condition_ratio\": 1.5365853658536586}, {\"sulphates\": \"0.65\", \"condition_ratio\": 1.5}, {\"sulphates\": \"0.4\", \"condition_ratio\": 1.48}, {\"sulphates\": \"0.68\", \"condition_ratio\": 1.4615384615384615}, {\"sulphates\": \"0.43\", \"condition_ratio\": 1.4375}, {\"sulphates\": \"0.42\", \"condition_ratio\": 1.4285714285714286}, {\"sulphates\": \"0.76\", \"condition_ratio\": 1.4285714285714286}, {\"sulphates\": \"0.74\", \"condition_ratio\": 1.4}, {\"sulphates\": \"0.34\", \"condition_ratio\": 1.36}, {\"sulphates\": \"0.63\", \"condition_ratio\": 1.3571428571428572}, {\"sulphates\": \"0.45\", \"condition_ratio\": 1.3492063492063493}, {\"sulphates\": \"0.5\", \"condition_ratio\": 1.315217391304348}, {\"sulphates\": \"0.44\", \"condition_ratio\": 1.2686567164179106}, {\"sulphates\": \"0.49\", \"condition_ratio\": 1.2280701754385965}, {\"sulphates\": \"0.51\", \"condition_ratio\": 1.2115384615384615}, {\"sulphates\": \"0.7\", \"condition_ratio\": 1.2}, {\"sulphates\": \"0.39\", \"condition_ratio\": 1.1458333333333333}, {\"sulphates\": \"0.47\", \"condition_ratio\": 1.1194029850746268}, {\"sulphates\": \"0.46\", \"condition_ratio\": 1.1058823529411765}, {\"sulphates\": \"0.6\", \"condition_ratio\": 1.0740740740740742}, {\"sulphates\": \"0.28\", \"condition_ratio\": 1.0}, {\"sulphates\": \"0.29\", \"condition_ratio\": 1.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.78}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b09dbfe3fc6268d8ca603ea0fe9bafd00b094c99 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:24:29.673632+00:00", + "ended_at": "2026-05-26T00:25:25.323830+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_6facab58d778ea48", + "problem_id": "v2p_n3_fd2e7df1fe57ba21", + "dataset_id": "n3", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=sulphates, condition_col=quality.", + "bindings": { + "group_col": "sulphates", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.05, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=37" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_6facab58d778ea48.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_6facab58d778ea48", + "api_calls": 0, + "input_tokens": 25706, + "cached_input_tokens": 24960, + "output_tokens": 2804, + "total_tokens": 28510, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2411, + "estimated_output_tokens": 212, + "estimated_total_tokens": 2623, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 55641.39, + "sql_execution_elapsed_ms_total": 2.78, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..32ef61a3b8f7b3c3f9cf75e80bcf96be2148b043 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:25:25.319637+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 55641.39, "started_at": "2026-05-26T00:24:29.674212+00:00", "ended_at": "2026-05-26T00:25:25.316336+00:00", "prompt_metrics": {"chars": 8473, "bytes_utf8": 8473, "lines": 243, "estimated_tokens": 2411}, "response_metrics": {"chars": 741, "bytes_utf8": 741, "lines": 1, "estimated_tokens": 212}, "usage": {"input_tokens": 25706, "cached_input_tokens": 24960, "output_tokens": 2804, "reasoning_output_tokens": 2586}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"sulphates\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n3\\\"\\n GROUP BY \\\"sulphates\\\"\\n)\\nSELECT\\n \\\"sulphates\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Instantiates the provided grouped-ratio template with group_col=\\\"sulphates\\\", condition_col=\\\"quality\\\", positive_value='6', and negative_value='5'. The ratio is NULL when a sulphates group has no quality='5' rows.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..90950533a1738e9cb3a48d133f67a19aac94d4f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_6facab58d778ea48/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_6facab58d778ea48", + "api_calls": 0, + "input_tokens": 25706, + "cached_input_tokens": 24960, + "output_tokens": 2804, + "total_tokens": 28510, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2411, + "estimated_output_tokens": 212, + "estimated_total_tokens": 2623, + "usage_source": 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..45c10f2bc4db936535f816d7f482e956ba878692 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:25:25.324923+00:00", + "ended_at": "2026-05-26T00:25:42.593325+00:00", + "elapsed_ms": 17268.15, + "prompt_metrics": { + "chars": 8482, + "bytes_utf8": 8482, + "lines": 243, + "estimated_tokens": 2408 + }, + "stdout_metrics": { + "chars": 1083, + "bytes_utf8": 1083, + "lines": 4, + "estimated_tokens": 304 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 713, + "bytes_utf8": 713, + "lines": 1, + "estimated_tokens": 178 + }, + "usage": { + "input_tokens": 25703, + "cached_input_tokens": 24960, + "output_tokens": 700, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2af806f19fb1892e9448a19d701ba0513fa14973 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=fixed acidity, condition_col=quality.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "fixed acidity", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.55, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e076186e49d3879cd783593960fd01864e86ace0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ac-0a79-7ee3-9f32-65388f7671c1"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"fixed acidity\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n3\\\"\\n GROUP BY \\\"fixed acidity\\\"\\n)\\nSELECT \\\"fixed acidity\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC\\nLIMIT 12;\",\"notes\":\"Uses the planned grouped ratio template with group_col=\\\"fixed acidity\\\" and condition_col=\\\"quality\\\", comparing quality '6' against quality '5'. Identifiers are double-quoted for SQLite compatibility.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25703,"cached_input_tokens":24960,"output_tokens":700,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4ffde6bcf4c02c06644378d5f62a99a640290cfb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"fixed acidity\",\n SUM(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n3\"\n GROUP BY \"fixed acidity\"\n)\nSELECT \"fixed acidity\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC\nLIMIT 12;","notes":"Uses the planned grouped ratio template with group_col=\"fixed acidity\" and condition_col=\"quality\", comparing quality '6' against quality '5'. Identifiers are double-quoted for SQLite compatibility."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..5ab3e174a5223bd42a7aa2f199f046693ecef97f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=fixed acidity, condition_col=quality. +Result preview: [{"fixed acidity": "5", "condition_ratio": 7.0}, {"fixed acidity": "8.5", "condition_ratio": 4.0}, {"fixed acidity": "8.1", "condition_ratio": 3.090909090909091}, {"fixed acidity": "4.8", "condition_ratio": 3.0}, {"fixed acidity": "5.1", "condition_ratio": 3.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b6caded62d21b5b856ffbcb354924c9af10ac01f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n3_741569bf15668191 +-- problem_id: v2p_n3_ad88f05f8b94db96 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "fixed acidity", + SUM(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS denominator_count + FROM "n3" + GROUP BY "fixed acidity" +) +SELECT "fixed acidity", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..485b756254e10d9b221624a6fbf0785b971cd5b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"fixed acidity\",\n SUM(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n3\"\n GROUP BY \"fixed acidity\"\n)\nSELECT \"fixed acidity\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC\nLIMIT 12;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"fixed acidity\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n3\\\"\\n GROUP BY \\\"fixed acidity\\\"\\n)\\nSELECT \\\"fixed acidity\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC\\nLIMIT 12;\", \"columns\": [\"fixed acidity\", \"condition_ratio\"], \"rows\": [{\"fixed acidity\": \"5\", \"condition_ratio\": 7.0}, {\"fixed acidity\": \"8.5\", \"condition_ratio\": 4.0}, {\"fixed acidity\": \"8.1\", \"condition_ratio\": 3.090909090909091}, {\"fixed acidity\": \"4.8\", \"condition_ratio\": 3.0}, {\"fixed acidity\": \"5.1\", \"condition_ratio\": 3.0}, {\"fixed acidity\": \"5.4\", \"condition_ratio\": 3.0}, {\"fixed acidity\": \"9.7\", \"condition_ratio\": 3.0}, {\"fixed acidity\": \"5.3\", \"condition_ratio\": 2.8}, {\"fixed acidity\": \"5.7\", \"condition_ratio\": 2.75}, {\"fixed acidity\": \"5.2\", \"condition_ratio\": 2.5}, {\"fixed acidity\": \"5.6\", \"condition_ratio\": 2.2857142857142856}, {\"fixed acidity\": \"6.3\", \"condition_ratio\": 2.25}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.53}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5c2a753d967409c04bfafba49f779bdf50171aec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:25:25.324362+00:00", + "ended_at": "2026-05-26T00:25:42.599548+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_741569bf15668191", + "problem_id": "v2p_n3_ad88f05f8b94db96", + "dataset_id": "n3", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=fixed acidity, condition_col=quality.", + "bindings": { + "group_col": "fixed acidity", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.55, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=42" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_741569bf15668191.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_741569bf15668191", + "api_calls": 0, + "input_tokens": 25703, + "cached_input_tokens": 24960, + "output_tokens": 700, + "total_tokens": 26403, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2408, + "estimated_output_tokens": 178, + "estimated_total_tokens": 2586, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17268.15, + "sql_execution_elapsed_ms_total": 1.53, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..37090417724e06625c642d85ef5dd12b8ab4caac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:25:42.596530+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17268.15, "started_at": "2026-05-26T00:25:25.324923+00:00", "ended_at": "2026-05-26T00:25:42.593325+00:00", "prompt_metrics": {"chars": 8482, "bytes_utf8": 8482, "lines": 243, "estimated_tokens": 2408}, "response_metrics": {"chars": 713, "bytes_utf8": 713, "lines": 1, "estimated_tokens": 178}, "usage": {"input_tokens": 25703, "cached_input_tokens": 24960, "output_tokens": 700, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"fixed acidity\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n3\\\"\\n GROUP BY \\\"fixed acidity\\\"\\n)\\nSELECT \\\"fixed acidity\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC\\nLIMIT 12;\",\"notes\":\"Uses the planned grouped ratio template with group_col=\\\"fixed acidity\\\" and condition_col=\\\"quality\\\", comparing quality '6' against quality '5'. Identifiers are double-quoted for SQLite compatibility.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cc32599556373565f9d4afc3b0767960e83fe475 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_741569bf15668191/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_741569bf15668191", + "api_calls": 0, + "input_tokens": 25703, + "cached_input_tokens": 24960, + "output_tokens": 700, + "total_tokens": 26403, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2408, + "estimated_output_tokens": 178, + "estimated_total_tokens": 2586, + "usage_source": "ai_cli_json_usage", + 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"sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8077, "bytes_utf8": 8077, "lines": 242, "estimated_tokens": 2321}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 715, "bytes_utf8": 715, "lines": 1, "estimated_tokens": 220}, "usage": {"input_tokens": 25616, "cached_input_tokens": 24960, "output_tokens": 2814, "reasoning_output_tokens": 2588}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..46ba38a66a0dd48e8b11f207988e7ef3cace6941 --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9ce9a6772a74a409b3d5e1f7a5e5a4cba9e2822e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:25:42.600371+00:00", + "ended_at": "2026-05-26T00:26:38.224358+00:00", + "elapsed_ms": 55644.72, + "prompt_metrics": { + "chars": 8077, + "bytes_utf8": 8077, + "lines": 242, + "estimated_tokens": 2321 + }, + "stdout_metrics": { + "chars": 1127, + "bytes_utf8": 1127, + "lines": 4, + "estimated_tokens": 370 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 715, + "bytes_utf8": 715, + "lines": 1, + "estimated_tokens": 220 + }, + "usage": { + "input_tokens": 25616, + "cached_input_tokens": 24960, + "output_tokens": 2814, + "reasoning_output_tokens": 2588 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1016ec5cfd7a4cc65b68cc7b23ad02af2069c365 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=fixed acidity, measure_col=pH.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "pH", + "item_col": "sulphates", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.28, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7b4e5fa1c8305386b40d3009d13589ccc1a068ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ac-4df0-7582-805f-97f384b27b9d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"fixed acidity\\\", \\\"sulphates\\\",\\n SUM(CAST(\\\"pH\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"pH\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"pH\\\" AS REAL))) OVER (PARTITION BY \\\"fixed acidity\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nWHERE \\\"fixed acidity\\\" IS NOT NULL\\n AND \\\"sulphates\\\" IS NOT NULL\\n AND \\\"pH\\\" IS NOT NULL\\n AND TRIM(\\\"fixed acidity\\\") <> ''\\n AND TRIM(\\\"sulphates\\\") <> ''\\n AND TRIM(\\\"pH\\\") <> ''\\nGROUP BY \\\"fixed acidity\\\", \\\"sulphates\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the planned template with group_col=\\\"fixed acidity\\\", item_col=\\\"sulphates\\\", and casts \\\"pH\\\" from TEXT to REAL before aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25616,"cached_input_tokens":24960,"output_tokens":2814,"reasoning_output_tokens":2588}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..96521657ae2403ea3006e69d4ec3e3a4c04558b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"fixed acidity\", \"sulphates\",\n SUM(CAST(\"pH\" AS REAL)) AS total_measure,\n SUM(CAST(\"pH\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"pH\" AS REAL))) OVER (PARTITION BY \"fixed acidity\") AS share_within_group\nFROM \"n3\"\nWHERE \"fixed acidity\" IS NOT NULL\n AND \"sulphates\" IS NOT NULL\n AND \"pH\" IS NOT NULL\n AND TRIM(\"fixed acidity\") <> ''\n AND TRIM(\"sulphates\") <> ''\n AND TRIM(\"pH\") <> ''\nGROUP BY \"fixed acidity\", \"sulphates\"\nORDER BY share_within_group DESC;","notes":"Uses the planned template with group_col=\"fixed acidity\", item_col=\"sulphates\", and casts \"pH\" from TEXT to REAL before aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1eeaff311d21f18f7a3ed12019f50edd24bd8428 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=fixed acidity, measure_col=pH. +Result preview: [{"fixed acidity": "10.7", "sulphates": "0.68", "total_measure": 5.74, "share_within_group": 100.0}, {"fixed acidity": "11.8", "sulphates": "0.55", "total_measure": 2.93, "share_within_group": 100.0}, {"fixed acidity": "14.2", "sulphates": "0.54", "total_measure": 3.15, "share_within_group": 100.0}, {"fixed acidity": "3.8", "sulphates": "0.44", "total_measure": 3.75, "share_within_group": 100.0}, {"fixed acidity": "3.9", "sulphates": "0.36", "total_measure": 3.57, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..dc2690433b5e7aa4a82cbcfb3b50069307a9d3b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_76f7b2672ad711a9 +-- problem_id: v2p_n3_57eb4fd1e4a17da1 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", "sulphates", + SUM(CAST("pH" AS REAL)) AS total_measure, + SUM(CAST("pH" AS REAL)) * 100.0 / SUM(SUM(CAST("pH" AS REAL))) OVER (PARTITION BY "fixed acidity") AS share_within_group +FROM "n3" +WHERE "fixed acidity" IS NOT NULL + AND "sulphates" IS NOT NULL + AND "pH" IS NOT NULL + AND TRIM("fixed acidity") <> '' + AND TRIM("sulphates") <> '' + AND TRIM("pH") <> '' +GROUP BY "fixed acidity", "sulphates" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f62ed9bfce2c59321114e2ba08d322e44e653114 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"fixed acidity\", \"sulphates\",\n SUM(CAST(\"pH\" AS REAL)) AS total_measure,\n SUM(CAST(\"pH\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"pH\" AS REAL))) OVER (PARTITION BY \"fixed acidity\") AS share_within_group\nFROM \"n3\"\nWHERE \"fixed acidity\" IS NOT NULL\n AND \"sulphates\" IS NOT NULL\n AND \"pH\" IS NOT NULL\n AND TRIM(\"fixed acidity\") <> ''\n AND TRIM(\"sulphates\") <> ''\n AND TRIM(\"pH\") <> ''\nGROUP BY \"fixed acidity\", \"sulphates\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"fixed acidity\\\", \\\"sulphates\\\",\\n SUM(CAST(\\\"pH\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"pH\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"pH\\\" AS REAL))) OVER (PARTITION BY \\\"fixed acidity\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nWHERE \\\"fixed acidity\\\" IS NOT NULL\\n AND \\\"sulphates\\\" IS NOT NULL\\n AND \\\"pH\\\" IS NOT NULL\\n AND TRIM(\\\"fixed acidity\\\") <> ''\\n AND TRIM(\\\"sulphates\\\") <> ''\\n AND TRIM(\\\"pH\\\") <> ''\\nGROUP BY \\\"fixed acidity\\\", \\\"sulphates\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"fixed acidity\", \"sulphates\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"fixed acidity\": \"10.7\", \"sulphates\": \"0.68\", \"total_measure\": 5.74, \"share_within_group\": 100.0}, {\"fixed acidity\": \"11.8\", \"sulphates\": \"0.55\", \"total_measure\": 2.93, \"share_within_group\": 100.0}, {\"fixed acidity\": \"14.2\", \"sulphates\": \"0.54\", \"total_measure\": 3.15, \"share_within_group\": 100.0}, {\"fixed acidity\": \"3.8\", \"sulphates\": \"0.44\", \"total_measure\": 3.75, \"share_within_group\": 100.0}, {\"fixed acidity\": \"3.9\", \"sulphates\": \"0.36\", \"total_measure\": 3.57, \"share_within_group\": 100.0}, {\"fixed acidity\": \"4.5\", \"sulphates\": \"0.42\", \"total_measure\": 3.34, \"share_within_group\": 100.0}, {\"fixed acidity\": \"4.6\", \"sulphates\": \"0.55\", \"total_measure\": 3.79, \"share_within_group\": 100.0}, {\"fixed acidity\": \"6.15\", \"sulphates\": \"0.47\", \"total_measure\": 6.78, \"share_within_group\": 100.0}, {\"fixed acidity\": \"6.45\", \"sulphates\": \"0.69\", \"total_measure\": 3.27, \"share_within_group\": 100.0}, {\"fixed acidity\": \"7.15\", \"sulphates\": \"0.44\", \"total_measure\": 6.3, \"share_within_group\": 100.0}, {\"fixed acidity\": \"10.2\", \"sulphates\": \"0.51\", \"total_measure\": 2.99, \"share_within_group\": 99.99999999999999}, {\"fixed acidity\": \"10.3\", \"sulphates\": \"0.59\", \"total_measure\": 3.19, \"share_within_group\": 52.4671052631579}, {\"fixed acidity\": \"9.9\", \"sulphates\": \"0.49\", \"total_measure\": 3.02, \"share_within_group\": 52.15889464594128}, {\"fixed acidity\": \"4.2\", \"sulphates\": \"0.89\", \"total_measure\": 3.65, \"share_within_group\": 51.626591230551625}, {\"fixed acidity\": \"9.5\", \"sulphates\": \"0.52\", \"total_measure\": 3.06, \"share_within_group\": 51.34228187919463}, {\"fixed acidity\": \"9.1\", \"sulphates\": \"0.46\", \"total_measure\": 9.5, \"share_within_group\": 50.3711558854719}, {\"fixed acidity\": \"9.7\", \"sulphates\": \"0.54\", \"total_measure\": 5.7, \"share_within_group\": 49.91243432574431}, {\"fixed acidity\": \"9.5\", \"sulphates\": \"0.64\", \"total_measure\": 2.9, \"share_within_group\": 48.65771812080537}, {\"fixed acidity\": \"4.2\", \"sulphates\": \"0.44\", \"total_measure\": 3.42, \"share_within_group\": 48.373408769448375}, {\"fixed acidity\": \"9.9\", \"sulphates\": \"0.44\", \"total_measure\": 2.77, \"share_within_group\": 47.84110535405872}, {\"fixed acidity\": \"10.3\", \"sulphates\": \"0.28\", \"total_measure\": 2.89, \"share_within_group\": 47.5328947368421}, {\"fixed acidity\": \"9.6\", \"sulphates\": \"0.46\", \"total_measure\": 5.72, \"share_within_group\": 39.12448700410397}, {\"fixed acidity\": \"10\", \"sulphates\": \"0.46\", \"total_measure\": 3.11, \"share_within_group\": 35.22083805209513}, {\"fixed acidity\": \"10\", \"sulphates\": \"0.42\", \"total_measure\": 3.0, \"share_within_group\": 33.975084937712346}, {\"fixed acidity\": \"4.4\", \"sulphates\": \"0.34\", \"total_measure\": 3.48, \"share_within_group\": 33.6231884057971}, {\"fixed acidity\": \"9.3\", \"sulphates\": \"0.61\", \"total_measure\": 3.17, \"share_within_group\": 33.58050847457627}, {\"fixed acidity\": \"9.3\", \"sulphates\": \"0.43\", \"total_measure\": 3.16, \"share_within_group\": 33.47457627118644}, {\"fixed acidity\": \"4.4\", \"sulphates\": \"0.36\", \"total_measure\": 3.46, \"share_within_group\": 33.429951690821255}, {\"fixed acidity\": \"4.4\", \"sulphates\": \"0.4\", \"total_measure\": 3.41, \"share_within_group\": 32.94685990338164}, {\"fixed acidity\": \"9.3\", \"sulphates\": \"0.46\", \"total_measure\": 3.11, \"share_within_group\": 32.94491525423729}, {\"fixed acidity\": \"10\", \"sulphates\": \"0.43\", \"total_measure\": 2.72, \"share_within_group\": 30.804077010192525}, {\"fixed acidity\": \"4.9\", \"sulphates\": \"0.46\", \"total_measure\": 6.94, \"share_within_group\": 30.056301429190125}, {\"fixed acidity\": \"4.9\", \"sulphates\": \"0.4\", \"total_measure\": 6.48, \"share_within_group\": 28.064097011693374}, {\"fixed acidity\": \"9.7\", \"sulphates\": \"0.62\", \"total_measure\": 2.98, \"share_within_group\": 26.09457092819615}, {\"fixed acidity\": \"9.7\", \"sulphates\": \"0.47\", \"total_measure\": 2.74, \"share_within_group\": 23.992994746059544}, {\"fixed acidity\": \"9\", \"sulphates\": \"0.36\", \"total_measure\": 12.16, \"share_within_group\": 23.429672447013488}, {\"fixed acidity\": \"8.8\", \"sulphates\": \"0.4\", \"total_measure\": 12.25, \"share_within_group\": 22.38669590643275}, {\"fixed acidity\": \"4.8\", \"sulphates\": \"0.61\", \"total_measure\": 6.71, \"share_within_group\": 21.97118533071382}, {\"fixed acidity\": \"4.8\", \"sulphates\": \"0.34\", \"total_measure\": 6.66, \"share_within_group\": 21.807465618860512}, {\"fixed acidity\": \"4.7\", \"sulphates\": \"0.49\", \"total_measure\": 3.76, \"share_within_group\": 21.771858714533874}, {\"fixed acidity\": \"9.6\", \"sulphates\": \"1\", \"total_measure\": 3.0, \"share_within_group\": 20.51983584131327}, {\"fixed acidity\": \"4.7\", \"sulphates\": \"0.92\", \"total_measure\": 3.53, \"share_within_group\": 20.44006948465547}, {\"fixed acidity\": \"9.6\", \"sulphates\": \"0.49\", \"total_measure\": 2.96, \"share_within_group\": 20.24623803009576}, {\"fixed acidity\": \"8.7\", \"sulphates\": \"0.38\", \"total_measure\": 9.38, \"share_within_group\": 20.215517241379313}, {\"fixed acidity\": \"8.7\", \"sulphates\": \"0.47\", \"total_measure\": 9.36, \"share_within_group\": 20.17241379310345}, {\"fixed acidity\": \"9.6\", \"sulphates\": \"0.43\", \"total_measure\": 2.94, \"share_within_group\": 20.109439124487004}, {\"fixed acidity\": \"4.7\", \"sulphates\": \"0.46\", \"total_measure\": 3.47, \"share_within_group\": 20.09264620729589}, {\"fixed acidity\": \"4.7\", \"sulphates\": \"0.34\", \"total_measure\": 3.3, \"share_within_group\": 19.10828025477707}, {\"fixed acidity\": \"8.9\", \"sulphates\": \"0.45\", \"total_measure\": 9.4, \"share_within_group\": 18.959257765227914}, {\"fixed acidity\": \"4.7\", \"sulphates\": \"0.83\", \"total_measure\": 3.21, \"share_within_group\": 18.587145338737695}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 7.74}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..92cc0b06aab09828151b5a68e7225110cb259a56 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_76f7b2672ad711a9/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:25:42.599891+00:00", + "ended_at": "2026-05-26T00:26:38.240401+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_76f7b2672ad711a9", + "problem_id": "v2p_n3_57eb4fd1e4a17da1", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=fixed acidity, measure_col=pH.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "pH", + "item_col": "sulphates", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.28, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=30" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_76f7b2672ad711a9.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_76f7b2672ad711a9", + "api_calls": 0, + "input_tokens": 25616, + "cached_input_tokens": 24960, + "output_tokens": 2814, + "total_tokens": 28430, + "cost_usd": 0.0, + "ai_cli_calls": 1, + 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\"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_774b1edbe23a631e", + "api_calls": 0, + "input_tokens": 25467, + "cached_input_tokens": 24960, + "output_tokens": 301, + "total_tokens": 25768, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2172, + "estimated_output_tokens": 69, + "estimated_total_tokens": 2241, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10909.69, + "sql_execution_elapsed_ms_total": 1.08, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git 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"estimated_tokens": 2172 + }, + "stdout_metrics": { + "chars": 644, + "bytes_utf8": 644, + "lines": 4, + "estimated_tokens": 180 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 290, + "bytes_utf8": 290, + "lines": 1, + "estimated_tokens": 69 + }, + "usage": { + "input_tokens": 25467, + "cached_input_tokens": 24960, + "output_tokens": 301, + "reasoning_output_tokens": 226 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..306522b92433d1e6c75d0510f0af416267eb9431 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,238 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=quality.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "quality", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 167.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..94b1c48857ddb936983ed485107d0479a2d87261 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ad-274c-7ff1-99af-50fba35a2db7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template with group_col bound to \\\"quality\\\" to measure subgroup count distribution.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25467,"cached_input_tokens":24960,"output_tokens":301,"reasoning_output_tokens":226}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad3b0038ea3dc91dd8ee1cc4e9de23eb072ba569 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"quality\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned grouped-count template with group_col bound to \"quality\" to measure subgroup count distribution."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..fe43420fed922c0cf946fe2eaf9d310f68f68311 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=quality. +Result preview: [{"quality": "6", "row_count": 2198}, {"quality": "5", "row_count": 1457}, {"quality": "7", "row_count": 880}, {"quality": "8", "row_count": 175}, {"quality": "4", "row_count": 163}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..40e5de3816319a52f7880a049761037e5bbf1a56 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n3_774b1edbe23a631e +-- problem_id: v2p_n3_2dae820da2b22b4c +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", COUNT(*) AS "row_count" +FROM "n3" +GROUP BY "quality" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..127d1150631270dfa34670be38b30da82e9f70c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"quality\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"quality\", \"row_count\"], \"rows\": [{\"quality\": \"6\", \"row_count\": 2198}, {\"quality\": \"5\", \"row_count\": 1457}, {\"quality\": \"7\", \"row_count\": 880}, {\"quality\": \"8\", \"row_count\": 175}, {\"quality\": \"4\", \"row_count\": 163}, {\"quality\": \"3\", \"row_count\": 20}, {\"quality\": \"9\", \"row_count\": 5}], \"row_count_returned\": 7, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.08}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..cafe606d2cf69b1348a1f0e7e012341ac07802a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:26:38.240949+00:00", + "ended_at": "2026-05-26T00:26:49.155794+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_774b1edbe23a631e", + "problem_id": "v2p_n3_2dae820da2b22b4c", + "dataset_id": "n3", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=quality.", + "bindings": { + "group_col": "quality", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 167.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=17" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_774b1edbe23a631e.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_774b1edbe23a631e", + "api_calls": 0, + "input_tokens": 25467, + "cached_input_tokens": 24960, + "output_tokens": 301, + "total_tokens": 25768, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2172, + "estimated_output_tokens": 69, + "estimated_total_tokens": 2241, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10909.69, + "sql_execution_elapsed_ms_total": 1.08, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5fb1060052d5fc8fb11d3a699899e3f3209b4887 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:26:49.153470+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10909.69, "started_at": "2026-05-26T00:26:38.241663+00:00", "ended_at": "2026-05-26T00:26:49.151025+00:00", "prompt_metrics": {"chars": 7576, "bytes_utf8": 7576, "lines": 238, "estimated_tokens": 2172}, "response_metrics": {"chars": 290, "bytes_utf8": 290, "lines": 1, "estimated_tokens": 69}, "usage": {"input_tokens": 25467, "cached_input_tokens": 24960, "output_tokens": 301, "reasoning_output_tokens": 226}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template with group_col bound to \\\"quality\\\" to measure subgroup count distribution.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3f40a80daf8589ef3112a7f96e8f29cf08dbf341 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_774b1edbe23a631e", + "api_calls": 0, + "input_tokens": 25467, + "cached_input_tokens": 24960, + "output_tokens": 301, + "total_tokens": 25768, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2172, + "estimated_output_tokens": 69, + "estimated_total_tokens": 2241, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10909.69, + "sql_execution_elapsed_ms_total": 1.08, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_774b1edbe23a631e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..62456d4fd07230fcfdf7c72a5bd23c8be268a045 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7758, "bytes_utf8": 7758, "lines": 240, "estimated_tokens": 2216}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 588, "bytes_utf8": 588, "lines": 1, "estimated_tokens": 163}, "usage": {"input_tokens": 25511, "cached_input_tokens": 24960, "output_tokens": 685, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a50a59339b8868bc9ba524592070ff813a0c549e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_7887fba865d82976", + "api_calls": 0, + "input_tokens": 25511, + "cached_input_tokens": 24960, + "output_tokens": 685, + "total_tokens": 26196, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2216, + "estimated_output_tokens": 163, + "estimated_total_tokens": 2379, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16869.14, + "sql_execution_elapsed_ms_total": 5.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..09be454b09b29a4a8fdc7983518f4066aeb0f767 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:26:49.157601+00:00", + "ended_at": "2026-05-26T00:27:06.026590+00:00", + "elapsed_ms": 16869.14, + "prompt_metrics": { + "chars": 7758, + "bytes_utf8": 7758, + "lines": 240, + "estimated_tokens": 2216 + }, + "stdout_metrics": { + "chars": 975, + "bytes_utf8": 975, + "lines": 4, + "estimated_tokens": 291 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 588, + "bytes_utf8": 588, + "lines": 1, + "estimated_tokens": 163 + }, + "usage": { + "input_tokens": 25511, + "cached_input_tokens": 24960, + "output_tokens": 685, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..52255afd1499b11eb8f0f3992b0d6bd74da43f3e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=sulphates, measure_col=chlorides.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "sulphates", + "measure_col": "chlorides", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.05, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e1aba206f4e4886e1c296f91ed8a7b20279ce9e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ad-51ea-7231-b8ce-a847f5a77283"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"sulphates\\\",\\n AVG(CAST(\\\"chlorides\\\" AS REAL)) OVER (PARTITION BY \\\"sulphates\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nWHERE \\\"sulphates\\\" IS NOT NULL\\n AND \\\"sulphates\\\" <> ''\\n AND \\\"chlorides\\\" IS NOT NULL\\n AND \\\"chlorides\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the requested Window Partition Average template with group_col=\\\"sulphates\\\" and measure_col=\\\"chlorides\\\". Casted \\\"chlorides\\\" from TEXT to REAL for SQLite aggregation and filtered null/empty values for a stable numeric view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25511,"cached_input_tokens":24960,"output_tokens":685,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..51d997ac66b377687e8d3d94142bcdfefec24a3a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"sulphates\",\n AVG(CAST(\"chlorides\" AS REAL)) OVER (PARTITION BY \"sulphates\") AS \"avg_measure\"\nFROM \"n3\"\nWHERE \"sulphates\" IS NOT NULL\n AND \"sulphates\" <> ''\n AND \"chlorides\" IS NOT NULL\n AND \"chlorides\" <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Applied the requested Window Partition Average template with group_col=\"sulphates\" and measure_col=\"chlorides\". Casted \"chlorides\" from TEXT to REAL for SQLite aggregation and filtered null/empty values for a stable numeric view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0db722cf7f5838ab0037639309bb5d3f3e7652f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=sulphates, measure_col=chlorides. +Result preview: [{"sulphates": "0.74", "avg_measure": 0.05057894736842105}, {"sulphates": "0.67", "avg_measure": 0.0504}, {"sulphates": "0.88", "avg_measure": 0.05014285714285714}, {"sulphates": "0.43", "avg_measure": 0.05006832298136646}, {"sulphates": "0.8", "avg_measure": 0.05}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..628e16890ef80cb5787538e69935ef265651156e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_7887fba865d82976 +-- problem_id: v2p_n3_27dbad32cccc1eeb +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "sulphates", + AVG(CAST("chlorides" AS REAL)) OVER (PARTITION BY "sulphates") AS "avg_measure" +FROM "n3" +WHERE "sulphates" IS NOT NULL + AND "sulphates" <> '' + AND "chlorides" IS NOT NULL + AND "chlorides" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fe91df296ba7e4b2e2d727050a9b230365344765 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"sulphates\",\n AVG(CAST(\"chlorides\" AS REAL)) OVER (PARTITION BY \"sulphates\") AS \"avg_measure\"\nFROM \"n3\"\nWHERE \"sulphates\" IS NOT NULL\n AND \"sulphates\" <> ''\n AND \"chlorides\" IS NOT NULL\n AND \"chlorides\" <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"sulphates\\\",\\n AVG(CAST(\\\"chlorides\\\" AS REAL)) OVER (PARTITION BY \\\"sulphates\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nWHERE \\\"sulphates\\\" IS NOT NULL\\n AND \\\"sulphates\\\" <> ''\\n AND \\\"chlorides\\\" IS NOT NULL\\n AND \\\"chlorides\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"sulphates\", \"avg_measure\"], \"rows\": [{\"sulphates\": \"0.74\", \"avg_measure\": 0.05057894736842105}, {\"sulphates\": \"0.67\", \"avg_measure\": 0.0504}, {\"sulphates\": \"0.88\", \"avg_measure\": 0.05014285714285714}, {\"sulphates\": \"0.43\", \"avg_measure\": 0.05006832298136646}, {\"sulphates\": \"0.8\", \"avg_measure\": 0.05}, {\"sulphates\": \"0.57\", \"avg_measure\": 0.04918072289156626}, {\"sulphates\": \"0.64\", \"avg_measure\": 0.04914925373134329}, {\"sulphates\": \"0.48\", \"avg_measure\": 0.04907821229050279}, {\"sulphates\": \"0.56\", \"avg_measure\": 0.04898148148148148}, {\"sulphates\": \"0.47\", \"avg_measure\": 0.04847674418604651}, {\"sulphates\": \"0.45\", \"avg_measure\": 0.048286516853932586}, {\"sulphates\": \"0.51\", \"avg_measure\": 0.048171428571428566}, {\"sulphates\": \"0.49\", \"avg_measure\": 0.04808433734939759}, {\"sulphates\": \"0.5\", \"avg_measure\": 0.048}, {\"sulphates\": \"1.01\", \"avg_measure\": 0.048}, {\"sulphates\": \"0.38\", \"avg_measure\": 0.04797196261682243}, {\"sulphates\": \"0.98\", \"avg_measure\": 0.04783333333333333}, {\"sulphates\": \"0.58\", \"avg_measure\": 0.04762626262626263}, {\"sulphates\": \"0.62\", \"avg_measure\": 0.04751470588235294}, {\"sulphates\": \"0.53\", \"avg_measure\": 0.0471037037037037}, {\"sulphates\": \"0.85\", \"avg_measure\": 0.04700000000000001}, {\"sulphates\": \"0.97\", \"avg_measure\": 0.047}, {\"sulphates\": \"0.44\", \"avg_measure\": 0.046884259259259264}, {\"sulphates\": \"0.42\", \"avg_measure\": 0.04681767955801105}, {\"sulphates\": \"0.46\", \"avg_measure\": 0.046720000000000005}, {\"sulphates\": \"0.54\", \"avg_measure\": 0.0462874251497006}, {\"sulphates\": \"0.3\", \"avg_measure\": 0.046096774193548386}, {\"sulphates\": \"0.52\", \"avg_measure\": 0.04608974358974359}, {\"sulphates\": \"0.63\", \"avg_measure\": 0.04608333333333334}, {\"sulphates\": \"0.82\", \"avg_measure\": 0.04576923076923077}, {\"sulphates\": \"0.39\", \"avg_measure\": 0.045456953642384106}, {\"sulphates\": \"0.41\", \"avg_measure\": 0.045374100719424465}, {\"sulphates\": \"0.4\", \"avg_measure\": 0.045267857142857144}, {\"sulphates\": \"0.92\", \"avg_measure\": 0.045}, {\"sulphates\": \"0.69\", \"avg_measure\": 0.04493333333333334}, {\"sulphates\": \"0.7\", \"avg_measure\": 0.044148148148148145}, {\"sulphates\": \"0.72\", \"avg_measure\": 0.04406060606060606}, {\"sulphates\": \"0.71\", \"avg_measure\": 0.043722222222222225}, {\"sulphates\": \"0.75\", \"avg_measure\": 0.043454545454545454}, {\"sulphates\": \"0.76\", \"avg_measure\": 0.043421052631578944}, {\"sulphates\": \"0.55\", \"avg_measure\": 0.043176470588235295}, {\"sulphates\": \"0.94\", \"avg_measure\": 0.043}, {\"sulphates\": \"0.35\", \"avg_measure\": 0.04291764705882353}, {\"sulphates\": \"0.66\", \"avg_measure\": 0.042833333333333334}, {\"sulphates\": \"0.9\", \"avg_measure\": 0.0428}, {\"sulphates\": \"0.6\", \"avg_measure\": 0.04278409090909091}, {\"sulphates\": \"0.81\", \"avg_measure\": 0.042600000000000006}, {\"sulphates\": \"0.59\", \"avg_measure\": 0.04246391752577319}, {\"sulphates\": \"0.68\", \"avg_measure\": 0.04184090909090909}, {\"sulphates\": \"0.77\", \"avg_measure\": 0.0414375}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 5.67}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0feb90bcb7bde02799717d8d460f8f7ab9862f23 --- /dev/null +++ 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"question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=sulphates, measure_col=chlorides.", + "bindings": { + "group_col": "sulphates", + "measure_col": "chlorides", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.05, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=136" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_7887fba865d82976.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_7887fba865d82976", + "api_calls": 0, + "input_tokens": 25511, + "cached_input_tokens": 24960, + "output_tokens": 685, + "total_tokens": 26196, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2216, + "estimated_output_tokens": 163, + "estimated_total_tokens": 2379, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16869.14, + "sql_execution_elapsed_ms_total": 5.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..54dbf9e0520ea199190b710840467473e1f1544f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7887fba865d82976/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:27:06.029070+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16869.14, "started_at": "2026-05-26T00:26:49.157601+00:00", "ended_at": "2026-05-26T00:27:06.026590+00:00", "prompt_metrics": {"chars": 7758, "bytes_utf8": 7758, "lines": 240, "estimated_tokens": 2216}, "response_metrics": {"chars": 588, "bytes_utf8": 588, "lines": 1, "estimated_tokens": 163}, "usage": {"input_tokens": 25511, "cached_input_tokens": 24960, "output_tokens": 685, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"sulphates\\\",\\n AVG(CAST(\\\"chlorides\\\" AS REAL)) OVER (PARTITION BY \\\"sulphates\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nWHERE \\\"sulphates\\\" IS NOT NULL\\n AND \\\"sulphates\\\" <> ''\\n AND \\\"chlorides\\\" IS NOT NULL\\n AND \\\"chlorides\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the requested Window Partition Average template with group_col=\\\"sulphates\\\" and measure_col=\\\"chlorides\\\". 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"estimated_total_tokens": 2413, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16127.06, + "sql_execution_elapsed_ms_total": 5.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b10f1e169510b5bb8398d9313693c507615df64a --- /dev/null +++ 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"input_tokens": 25595, + "cached_input_tokens": 24960, + "output_tokens": 600, + "reasoning_output_tokens": 481 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..14992caaf870aae22f209bc896d41874d0583967 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,244 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=fixed acidity, group_col_2=sulphates.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "fixed acidity", + "group_col_2": "sulphates", + "predicate_col": "total sulfur dioxide", + "predicate_op": ">=", + "predicate_value": 167.0, + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 11.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6efec0baf724fce7ce2c19cc28dc720515cfd4f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ad-93dc-7b60-aeaf-1c4077e22f64"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"fixed acidity\\\", \\\"sulphates\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"total sulfur dioxide\\\" AS REAL) >= 167.0\\nGROUP BY \\\"fixed acidity\\\", \\\"sulphates\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the provided filtered two-dimensional group-count template. CAST(\\\"total sulfur dioxide\\\" AS REAL) is used because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25595,"cached_input_tokens":24960,"output_tokens":600,"reasoning_output_tokens":481}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4992c7805d7c22a0480dfd3399a8f3d8e1d29b2d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"fixed acidity\", \"sulphates\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nWHERE CAST(\"total sulfur dioxide\" AS REAL) >= 167.0\nGROUP BY \"fixed acidity\", \"sulphates\"\nORDER BY \"row_count\" DESC;","notes":"Applied the provided filtered two-dimensional group-count template. CAST(\"total sulfur dioxide\" AS REAL) is used because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0913b38de0979d8b604de05a78319cc15d756e6a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=fixed acidity, group_col_2=sulphates. +Result preview: [{"fixed acidity": "6.4", "sulphates": "0.5", "row_count": 12}, {"fixed acidity": "6.4", "sulphates": "0.48", "row_count": 10}, {"fixed acidity": "6.8", "sulphates": "0.52", "row_count": 10}, {"fixed acidity": "7.4", "sulphates": "0.44", "row_count": 10}, {"fixed acidity": "7.2", "sulphates": "0.44", "row_count": 9}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..9be04c240d8f7bdf55b4565ab833eb23ec39b9c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n3_78c45bd774c45c11 +-- problem_id: v2p_n3_c557632f9b2aee41 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", "sulphates", COUNT(*) AS "row_count" +FROM "n3" +WHERE CAST("total sulfur dioxide" AS REAL) >= 167.0 +GROUP BY "fixed acidity", "sulphates" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e6ad200c09b2dd863704215bc34c4e6dbb13fe5d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"fixed acidity\", \"sulphates\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nWHERE CAST(\"total sulfur dioxide\" AS REAL) >= 167.0\nGROUP BY \"fixed acidity\", \"sulphates\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"fixed acidity\\\", \\\"sulphates\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"total sulfur dioxide\\\" AS REAL) >= 167.0\\nGROUP BY \\\"fixed acidity\\\", \\\"sulphates\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"fixed acidity\", \"sulphates\", \"row_count\"], \"rows\": [{\"fixed acidity\": \"6.4\", \"sulphates\": \"0.5\", \"row_count\": 12}, {\"fixed acidity\": \"6.4\", \"sulphates\": \"0.48\", \"row_count\": 10}, {\"fixed acidity\": \"6.8\", \"sulphates\": \"0.52\", \"row_count\": 10}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.44\", \"row_count\": 10}, {\"fixed acidity\": \"7.2\", \"sulphates\": \"0.44\", \"row_count\": 9}, {\"fixed acidity\": \"7.3\", \"sulphates\": \"0.46\", \"row_count\": 9}, {\"fixed acidity\": \"6.5\", \"sulphates\": \"0.5\", \"row_count\": 8}, {\"fixed acidity\": \"6.6\", \"sulphates\": \"0.45\", \"row_count\": 8}, {\"fixed acidity\": \"6.6\", \"sulphates\": \"0.48\", \"row_count\": 8}, {\"fixed acidity\": \"7\", \"sulphates\": \"0.54\", \"row_count\": 8}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.49\", \"row_count\": 8}, {\"fixed acidity\": \"6.6\", \"sulphates\": \"0.56\", \"row_count\": 7}, {\"fixed acidity\": \"6.8\", \"sulphates\": \"0.41\", \"row_count\": 7}, {\"fixed acidity\": \"6.9\", \"sulphates\": \"0.54\", \"row_count\": 7}, {\"fixed acidity\": \"6.9\", \"sulphates\": \"0.6\", \"row_count\": 7}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.5\", \"row_count\": 7}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.68\", \"row_count\": 7}, {\"fixed acidity\": \"6.4\", \"sulphates\": \"0.43\", \"row_count\": 6}, {\"fixed acidity\": \"6.5\", \"sulphates\": \"0.51\", \"row_count\": 6}, {\"fixed acidity\": \"6.6\", \"sulphates\": \"0.5\", \"row_count\": 6}, {\"fixed acidity\": \"6.7\", \"sulphates\": \"0.5\", \"row_count\": 6}, {\"fixed acidity\": \"6.8\", \"sulphates\": \"0.47\", \"row_count\": 6}, {\"fixed acidity\": \"6.8\", \"sulphates\": \"0.5\", \"row_count\": 6}, {\"fixed acidity\": \"7\", \"sulphates\": \"0.5\", \"row_count\": 6}, {\"fixed acidity\": \"7.1\", \"sulphates\": \"0.49\", \"row_count\": 6}, {\"fixed acidity\": \"7.1\", \"sulphates\": \"0.52\", \"row_count\": 6}, {\"fixed acidity\": \"7.1\", \"sulphates\": \"0.59\", \"row_count\": 6}, {\"fixed acidity\": \"7.2\", \"sulphates\": \"0.5\", \"row_count\": 6}, {\"fixed acidity\": \"7.2\", \"sulphates\": \"0.53\", \"row_count\": 6}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.48\", \"row_count\": 6}, {\"fixed acidity\": \"7.5\", \"sulphates\": \"0.53\", \"row_count\": 6}, {\"fixed acidity\": \"7.6\", \"sulphates\": \"0.46\", \"row_count\": 6}, {\"fixed acidity\": \"6.2\", \"sulphates\": \"0.56\", \"row_count\": 5}, {\"fixed acidity\": \"6.3\", \"sulphates\": \"0.48\", \"row_count\": 5}, {\"fixed acidity\": \"6.3\", \"sulphates\": \"0.49\", \"row_count\": 5}, {\"fixed acidity\": \"6.4\", \"sulphates\": \"0.45\", \"row_count\": 5}, {\"fixed acidity\": \"6.4\", \"sulphates\": \"0.46\", \"row_count\": 5}, {\"fixed acidity\": \"6.6\", \"sulphates\": \"0.46\", \"row_count\": 5}, {\"fixed acidity\": \"6.6\", \"sulphates\": \"0.51\", \"row_count\": 5}, {\"fixed acidity\": \"6.8\", \"sulphates\": \"0.56\", \"row_count\": 5}, {\"fixed acidity\": \"6.9\", \"sulphates\": \"0.49\", \"row_count\": 5}, {\"fixed acidity\": \"7\", \"sulphates\": \"0.56\", \"row_count\": 5}, {\"fixed acidity\": \"7.1\", \"sulphates\": \"0.53\", \"row_count\": 5}, {\"fixed acidity\": \"7.2\", \"sulphates\": \"0.38\", \"row_count\": 5}, {\"fixed acidity\": \"7.2\", \"sulphates\": \"0.49\", \"row_count\": 5}, {\"fixed acidity\": \"7.3\", \"sulphates\": \"0.48\", \"row_count\": 5}, {\"fixed acidity\": \"7.4\", \"sulphates\": \"0.42\", \"row_count\": 5}, {\"fixed acidity\": \"7.6\", \"sulphates\": \"0.45\", \"row_count\": 5}, {\"fixed acidity\": \"7.6\", \"sulphates\": \"0.51\", \"row_count\": 5}, {\"fixed acidity\": \"7.6\", \"sulphates\": \"0.53\", \"row_count\": 5}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 5.72}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6a52c4660b73fec587ec38a7b5d000cb1a441b7a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:27:06.036722+00:00", + "ended_at": "2026-05-26T00:27:22.175674+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_78c45bd774c45c11", + "problem_id": "v2p_n3_c557632f9b2aee41", + "dataset_id": "n3", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=fixed acidity, group_col_2=sulphates.", + "bindings": { + "group_col": "fixed acidity", + "group_col_2": "sulphates", + "predicate_col": "total sulfur dioxide", + "predicate_op": ">=", + "predicate_value": 167.0, + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 11.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=54" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_78c45bd774c45c11.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_78c45bd774c45c11", + "api_calls": 0, + "input_tokens": 25595, + "cached_input_tokens": 24960, + "output_tokens": 600, + "total_tokens": 26195, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2300, + "estimated_output_tokens": 113, + "estimated_total_tokens": 2413, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16127.06, + "sql_execution_elapsed_ms_total": 5.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..333a6d0260f3a387110f167e7904aa530ae79164 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:27:22.167896+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16127.06, "started_at": "2026-05-26T00:27:06.037273+00:00", "ended_at": "2026-05-26T00:27:22.164382+00:00", "prompt_metrics": {"chars": 8004, "bytes_utf8": 8004, "lines": 244, "estimated_tokens": 2300}, "response_metrics": {"chars": 440, "bytes_utf8": 440, "lines": 1, "estimated_tokens": 113}, "usage": {"input_tokens": 25595, "cached_input_tokens": 24960, "output_tokens": 600, "reasoning_output_tokens": 481}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"fixed acidity\\\", \\\"sulphates\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"total sulfur dioxide\\\" AS REAL) >= 167.0\\nGROUP BY \\\"fixed acidity\\\", \\\"sulphates\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the provided filtered two-dimensional group-count template. CAST(\\\"total sulfur dioxide\\\" AS REAL) is used because the schema stores numeric values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2d7ad5b8139cd5b8ca54c05c4d8a741844f8eb8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_78c45bd774c45c11", + "api_calls": 0, + "input_tokens": 25595, + "cached_input_tokens": 24960, + "output_tokens": 600, + "total_tokens": 26195, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2300, + "estimated_output_tokens": 113, + "estimated_total_tokens": 2413, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16127.06, + "sql_execution_elapsed_ms_total": 5.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_78c45bd774c45c11/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..45689218c2a5fe9abbd0d6ce5ee6b6f4cd7c38be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8470, "bytes_utf8": 8470, "lines": 243, "estimated_tokens": 2406}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 759, "bytes_utf8": 759, "lines": 1, "estimated_tokens": 207}, "usage": {"input_tokens": 25701, "cached_input_tokens": 24960, "output_tokens": 729, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d9d99a1ca32836affe1de3a9aa8fe979e7740270 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:27:22.176636+00:00", + "ended_at": "2026-05-26T00:27:38.529814+00:00", + "elapsed_ms": 16353.05, + "prompt_metrics": { + "chars": 8470, + "bytes_utf8": 8470, + "lines": 243, + "estimated_tokens": 2406 + }, + "stdout_metrics": { + "chars": 1166, + "bytes_utf8": 1166, + "lines": 4, + "estimated_tokens": 348 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 759, + "bytes_utf8": 759, + "lines": 1, + "estimated_tokens": 207 + }, + "usage": { + "input_tokens": 25701, + "cached_input_tokens": 24960, + "output_tokens": 729, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..97b8835db06b5347e7383b8350afebab7cfb25ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=quality, condition_col=quality.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "quality", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 46.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e03d3438a63924e07aea4a696047344257dd9443 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ad-d2e0-7723-a920-f09363b5528a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"quality\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n3\\\"\\n GROUP BY \\\"quality\\\"\\n)\\nSELECT\\n \\\"quality\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the requested template exactly. Because both group_col and condition_col are \\\"quality\\\", this is a self-referential ratio: the \\\"5\\\" group yields 0, the \\\"6\\\" group yields NULL due to zero denominator, and other groups are also NULL.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25701,"cached_input_tokens":24960,"output_tokens":729,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..431710dbc9903882c198c2e7f62e6593ad64e330 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT\n \"quality\",\n SUM(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n3\"\n GROUP BY \"quality\"\n)\nSELECT\n \"quality\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Uses the requested template exactly. Because both group_col and condition_col are \"quality\", this is a self-referential ratio: the \"5\" group yields 0, the \"6\" group yields NULL due to zero denominator, and other groups are also NULL."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e442d2dacfd4b169d59144d15862d2effd6ad133 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=quality, condition_col=quality. +Result preview: [{"quality": "5", "condition_ratio": 0.0}, {"quality": "3", "condition_ratio": null}, {"quality": "4", "condition_ratio": null}, {"quality": "6", "condition_ratio": null}, {"quality": "7", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e10ec10aa99cfe5ed18d858dfbe45e1b53e9ddca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/generated_sql.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n3_79d832e8873fd5e7 +-- problem_id: v2p_n3_93af91f0027fc2c7 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "quality", + SUM(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n3" + GROUP BY "quality" +) +SELECT + "quality", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5fc05092eb606ddfe666301ac213f50bf3f82da4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT\n \"quality\",\n SUM(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n3\"\n GROUP BY \"quality\"\n)\nSELECT\n \"quality\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"quality\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n3\\\"\\n GROUP BY \\\"quality\\\"\\n)\\nSELECT\\n \\\"quality\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"quality\", \"condition_ratio\"], \"rows\": [{\"quality\": \"5\", \"condition_ratio\": 0.0}, {\"quality\": \"3\", \"condition_ratio\": null}, {\"quality\": \"4\", \"condition_ratio\": null}, {\"quality\": \"6\", \"condition_ratio\": null}, {\"quality\": \"7\", \"condition_ratio\": null}, {\"quality\": \"8\", \"condition_ratio\": null}, {\"quality\": \"9\", \"condition_ratio\": null}], \"row_count_returned\": 7, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.23}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..be0bf604c4ff439bac060cf3bff7c19507d74f7a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:27:22.176093+00:00", + "ended_at": "2026-05-26T00:27:38.534651+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_79d832e8873fd5e7", + "problem_id": "v2p_n3_93af91f0027fc2c7", + "dataset_id": "n3", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=quality, condition_col=quality.", + "bindings": { + "group_col": "quality", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 46.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=38" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_79d832e8873fd5e7.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_79d832e8873fd5e7", + "api_calls": 0, + "input_tokens": 25701, + "cached_input_tokens": 24960, + "output_tokens": 729, + "total_tokens": 26430, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2406, + "estimated_output_tokens": 207, + "estimated_total_tokens": 2613, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16353.05, + "sql_execution_elapsed_ms_total": 1.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a5aca7a18f320981403903a472fded5b30f3dcd9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:27:38.532295+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16353.05, "started_at": "2026-05-26T00:27:22.176636+00:00", "ended_at": "2026-05-26T00:27:38.529814+00:00", "prompt_metrics": {"chars": 8470, "bytes_utf8": 8470, "lines": 243, "estimated_tokens": 2406}, "response_metrics": {"chars": 759, "bytes_utf8": 759, "lines": 1, "estimated_tokens": 207}, "usage": {"input_tokens": 25701, "cached_input_tokens": 24960, "output_tokens": 729, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"quality\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n3\\\"\\n GROUP BY \\\"quality\\\"\\n)\\nSELECT\\n \\\"quality\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the requested template exactly. Because both group_col and condition_col are \\\"quality\\\", this is a self-referential ratio: the \\\"5\\\" group yields 0, the \\\"6\\\" group yields NULL due to zero denominator, and other groups are also NULL.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..63db6351908ef9c64b53ceb40081f58df537ae42 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_79d832e8873fd5e7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_79d832e8873fd5e7", + "api_calls": 0, + "input_tokens": 25701, + "cached_input_tokens": 24960, + "output_tokens": 729, + "total_tokens": 26430, + "cost_usd": 0.0, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8ba758183e7264c6ab434b6b8faa1e3a1be0794b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_7a1b0935df909b2d", + "api_calls": 0, + "input_tokens": 25618, + "cached_input_tokens": 24960, + "output_tokens": 690, + "total_tokens": 26308, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2323, + "estimated_output_tokens": 168, + "estimated_total_tokens": 2491, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19054.83, + "sql_execution_elapsed_ms_total": 6.95, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6ae1d91130cf4812b1b443cf61cb16c9f5791a8b --- /dev/null +++ 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"input_tokens": 25618, + "cached_input_tokens": 24960, + "output_tokens": 690, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..54d1b1b2ca6e20fe649e847edd9380fbca3ae470 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=fixed acidity, measure_col=citric acid.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "citric acid", + "item_col": "residual sugar", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.39, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c866682a2e2d60fa0d58f7f2c3ab630eee1a6488 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ae-12cc-7aa0-8783-08b7c7397076"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"fixed acidity\\\", \\\"residual sugar\\\",\\n SUM(CAST(\\\"citric acid\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"citric acid\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"citric acid\\\" AS REAL))) OVER (PARTITION BY \\\"fixed acidity\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\", \\\"residual sugar\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Instantiated the provided Within-Group Share of Total template with group_col=\\\"fixed acidity\\\", item_col=\\\"residual sugar\\\", and measure_col=\\\"citric acid\\\". CAST to REAL is used because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25618,"cached_input_tokens":24960,"output_tokens":690,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c5d56f266e0f938f3293fa7466b57aca57785ad8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"fixed acidity\", \"residual sugar\",\n SUM(CAST(\"citric acid\" AS REAL)) AS total_measure,\n SUM(CAST(\"citric acid\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"citric acid\" AS REAL))) OVER (PARTITION BY \"fixed acidity\") AS share_within_group\nFROM \"n3\"\nGROUP BY \"fixed acidity\", \"residual sugar\"\nORDER BY share_within_group DESC;","notes":"Instantiated the provided Within-Group Share of Total template with group_col=\"fixed acidity\", item_col=\"residual sugar\", and measure_col=\"citric acid\". CAST to REAL is used because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9d87e65b231fa53c530a852fa86674033a490cdd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=fixed acidity, measure_col=citric acid. +Result preview: [{"fixed acidity": "10.2", "residual sugar": "6.2", "total_measure": 0.88, "share_within_group": 100.0}, {"fixed acidity": "10.7", "residual sugar": "8.2", "total_measure": 1.12, "share_within_group": 100.0}, {"fixed acidity": "11.8", "residual sugar": "11.1", "total_measure": 0.38, "share_within_group": 100.0}, {"fixed acidity": "14.2", "residual sugar": "1.1", "total_measure": 0.49, "share_within_group": 100.0}, {"fixed acidity": "3.8", "residual sugar": "11.1", "total_measure": 0.02, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0d5a2537be9fbaaff471215d80b33a4f9ee631a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_7a1b0935df909b2d +-- problem_id: v2p_n3_4bebc5f6d00b6d31 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", "residual sugar", + SUM(CAST("citric acid" AS REAL)) AS total_measure, + SUM(CAST("citric acid" AS REAL)) * 100.0 / SUM(SUM(CAST("citric acid" AS REAL))) OVER (PARTITION BY "fixed acidity") AS share_within_group +FROM "n3" +GROUP BY "fixed acidity", "residual sugar" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0345f931f3ee6b956f254b0dbc01beb7a7d4c296 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"fixed acidity\", \"residual sugar\",\n SUM(CAST(\"citric acid\" AS REAL)) AS total_measure,\n SUM(CAST(\"citric acid\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"citric acid\" AS REAL))) OVER (PARTITION BY \"fixed acidity\") AS share_within_group\nFROM \"n3\"\nGROUP BY \"fixed acidity\", \"residual sugar\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"fixed acidity\\\", \\\"residual sugar\\\",\\n SUM(CAST(\\\"citric acid\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"citric acid\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"citric acid\\\" AS REAL))) OVER (PARTITION BY \\\"fixed acidity\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\", \\\"residual sugar\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"fixed acidity\", \"residual sugar\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"fixed acidity\": \"10.2\", \"residual sugar\": \"6.2\", \"total_measure\": 0.88, \"share_within_group\": 100.0}, {\"fixed acidity\": \"10.7\", \"residual sugar\": \"8.2\", \"total_measure\": 1.12, \"share_within_group\": 100.0}, {\"fixed acidity\": \"11.8\", \"residual sugar\": \"11.1\", \"total_measure\": 0.38, \"share_within_group\": 100.0}, {\"fixed acidity\": \"14.2\", \"residual sugar\": \"1.1\", \"total_measure\": 0.49, \"share_within_group\": 100.0}, {\"fixed acidity\": \"3.8\", \"residual sugar\": \"11.1\", \"total_measure\": 0.02, \"share_within_group\": 100.0}, {\"fixed acidity\": \"3.9\", \"residual sugar\": \"4.2\", \"total_measure\": 0.4, \"share_within_group\": 100.0}, {\"fixed acidity\": \"4.5\", \"residual sugar\": \"0.95\", \"total_measure\": 0.21, \"share_within_group\": 100.0}, {\"fixed acidity\": \"6.15\", \"residual sugar\": \"3.2\", \"total_measure\": 0.74, \"share_within_group\": 100.0}, {\"fixed acidity\": \"6.45\", \"residual sugar\": \"1.2\", \"total_measure\": 0.42, \"share_within_group\": 100.0}, {\"fixed acidity\": \"7.15\", \"residual sugar\": \"9.6\", \"total_measure\": 0.48, \"share_within_group\": 100.0}, {\"fixed acidity\": \"4.4\", \"residual sugar\": \"4.3\", \"total_measure\": 0.39, \"share_within_group\": 67.24137931034483}, {\"fixed acidity\": \"9.9\", \"residual sugar\": \"1.4\", \"total_measure\": 0.46, \"share_within_group\": 66.66666666666666}, {\"fixed acidity\": \"4.2\", \"residual sugar\": \"1.8\", \"total_measure\": 0.36, \"share_within_group\": 61.016949152542374}, {\"fixed acidity\": \"4.7\", \"residual sugar\": \"1\", \"total_measure\": 0.38, \"share_within_group\": 54.28571428571429}, {\"fixed acidity\": \"9.5\", \"residual sugar\": \"1.3\", \"total_measure\": 0.47, \"share_within_group\": 53.409090909090914}, {\"fixed acidity\": \"10.3\", \"residual sugar\": \"2.2\", \"total_measure\": 0.48, \"share_within_group\": 50.526315789473685}, {\"fixed acidity\": \"10.3\", \"residual sugar\": \"1.4\", \"total_measure\": 0.47, \"share_within_group\": 49.473684210526315}, {\"fixed acidity\": \"9.7\", \"residual sugar\": \"4.9\", \"total_measure\": 0.98, \"share_within_group\": 48.51485148514851}, {\"fixed acidity\": \"9.5\", \"residual sugar\": \"2.3\", \"total_measure\": 0.41, \"share_within_group\": 46.59090909090909}, {\"fixed acidity\": \"4.9\", \"residual sugar\": \"1\", \"total_measure\": 0.68, \"share_within_group\": 39.76608187134502}, {\"fixed acidity\": \"4.8\", \"residual sugar\": \"1.2\", \"total_measure\": 0.7, \"share_within_group\": 39.548022598870055}, {\"fixed acidity\": \"9.1\", \"residual sugar\": \"2\", \"total_measure\": 0.98, \"share_within_group\": 39.04382470119522}, {\"fixed acidity\": \"4.2\", \"residual sugar\": \"5.1\", \"total_measure\": 0.23, \"share_within_group\": 38.983050847457626}, {\"fixed acidity\": \"10\", \"residual sugar\": \"1.6\", \"total_measure\": 0.42, \"share_within_group\": 38.888888888888886}, {\"fixed acidity\": \"9.3\", \"residual sugar\": \"1.3\", \"total_measure\": 0.49, \"share_within_group\": 37.404580152671755}, {\"fixed acidity\": \"9.3\", \"residual sugar\": \"7.3\", \"total_measure\": 0.49, \"share_within_group\": 37.404580152671755}, {\"fixed acidity\": \"10\", \"residual sugar\": \"1.4\", \"total_measure\": 0.39, \"share_within_group\": 36.11111111111111}, {\"fixed acidity\": \"9.9\", \"residual sugar\": \"2.4\", \"total_measure\": 0.23, \"share_within_group\": 33.33333333333333}, {\"fixed acidity\": \"9.4\", \"residual sugar\": \"1.6\", \"total_measure\": 1.3800000000000001, \"share_within_group\": 32.470588235294116}, {\"fixed acidity\": \"9.7\", \"residual sugar\": \"1.5\", \"total_measure\": 0.59, \"share_within_group\": 29.207920792079207}, {\"fixed acidity\": \"9.6\", \"residual sugar\": \"1.3\", \"total_measure\": 0.54, \"share_within_group\": 28.57142857142857}, {\"fixed acidity\": \"4.7\", \"residual sugar\": \"1.9\", \"total_measure\": 0.18, \"share_within_group\": 25.714285714285715}, {\"fixed acidity\": \"9.3\", \"residual sugar\": \"1.7\", \"total_measure\": 0.33, \"share_within_group\": 25.19083969465649}, {\"fixed acidity\": \"10\", \"residual sugar\": \"14.1\", \"total_measure\": 0.27, \"share_within_group\": 25.0}, {\"fixed acidity\": \"9.6\", \"residual sugar\": \"1.45\", \"total_measure\": 0.46, \"share_within_group\": 24.33862433862434}, {\"fixed acidity\": \"5.4\", \"residual sugar\": \"1.2\", \"total_measure\": 1.68, \"share_within_group\": 23.076923076923077}, {\"fixed acidity\": \"8.7\", \"residual sugar\": \"14.35\", \"total_measure\": 1.46, \"share_within_group\": 22.776911076443056}, {\"fixed acidity\": \"9.7\", \"residual sugar\": \"1.2\", \"total_measure\": 0.45, \"share_within_group\": 22.277227722772277}, {\"fixed acidity\": \"8.9\", \"residual sugar\": \"1.6\", \"total_measure\": 1.32, \"share_within_group\": 22.110552763819097}, {\"fixed acidity\": \"9.6\", \"residual sugar\": \"1.5\", \"total_measure\": 0.4, \"share_within_group\": 21.16402116402116}, {\"fixed acidity\": \"4.7\", \"residual sugar\": \"1.3\", \"total_measure\": 0.14, \"share_within_group\": 20.000000000000004}, {\"fixed acidity\": \"4.8\", \"residual sugar\": \"1.1\", \"total_measure\": 0.35, \"share_within_group\": 19.774011299435028}, {\"fixed acidity\": \"9.8\", \"residual sugar\": \"10\", \"total_measure\": 0.74, \"share_within_group\": 18.829516539440203}, {\"fixed acidity\": \"4.9\", \"residual sugar\": \"1.2\", \"total_measure\": 0.31, \"share_within_group\": 18.12865497076023}, {\"fixed acidity\": \"9.1\", \"residual sugar\": \"10.6\", \"total_measure\": 0.45, \"share_within_group\": 17.928286852589643}, {\"fixed acidity\": \"5.1\", \"residual sugar\": \"1.6\", \"total_measure\": 0.98, \"share_within_group\": 17.62589928057554}, {\"fixed acidity\": \"5\", \"residual sugar\": \"1.5\", \"total_measure\": 1.04, \"share_within_group\": 17.42043551088777}, {\"fixed acidity\": \"4.4\", \"residual sugar\": \"2.8\", \"total_measure\": 0.1, \"share_within_group\": 17.241379310344826}, {\"fixed acidity\": \"8.9\", \"residual sugar\": \"1\", \"total_measure\": 0.98, \"share_within_group\": 16.415410385259634}, {\"fixed acidity\": \"4.9\", \"residual sugar\": \"1.3\", \"total_measure\": 0.28, \"share_within_group\": 16.374269005847953}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 6.95}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6902b5ad107795ca29ad7a7c1735cb7ab77a2d58 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:27:38.535020+00:00", + "ended_at": "2026-05-26T00:27:57.601070+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_7a1b0935df909b2d", + "problem_id": "v2p_n3_4bebc5f6d00b6d31", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=fixed acidity, measure_col=citric acid.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "citric acid", + "item_col": "residual sugar", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.39, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=24" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_7a1b0935df909b2d.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_7a1b0935df909b2d", + "api_calls": 0, + "input_tokens": 25618, + "cached_input_tokens": 24960, + "output_tokens": 690, + "total_tokens": 26308, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2323, + "estimated_output_tokens": 168, + "estimated_total_tokens": 2491, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19054.83, + "sql_execution_elapsed_ms_total": 6.95, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6e01e727e0741dd13c266a1d4e2523f8315aed95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:27:57.592788+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 19054.83, "started_at": "2026-05-26T00:27:38.535508+00:00", "ended_at": "2026-05-26T00:27:57.590508+00:00", "prompt_metrics": {"chars": 8100, "bytes_utf8": 8100, "lines": 242, "estimated_tokens": 2323}, "response_metrics": {"chars": 651, "bytes_utf8": 651, "lines": 1, "estimated_tokens": 168}, "usage": {"input_tokens": 25618, "cached_input_tokens": 24960, "output_tokens": 690, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"fixed acidity\\\", \\\"residual sugar\\\",\\n SUM(CAST(\\\"citric acid\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"citric acid\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"citric acid\\\" AS REAL))) OVER (PARTITION BY \\\"fixed acidity\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\", \\\"residual sugar\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Instantiated the provided Within-Group Share of Total template with group_col=\\\"fixed acidity\\\", item_col=\\\"residual sugar\\\", and measure_col=\\\"citric acid\\\". CAST to REAL is used because the schema stores numeric values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..eb481d1e8abc42fb58288179a3bf9e1650e60ef8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7a1b0935df909b2d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_7a1b0935df909b2d", + "api_calls": 0, + "input_tokens": 25618, + "cached_input_tokens": 24960, + "output_tokens": 690, + "total_tokens": 26308, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2323, + "estimated_output_tokens": 168, + "estimated_total_tokens": 2491, + "usage_source": 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+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7994, "bytes_utf8": 7994, "lines": 244, "estimated_tokens": 2294}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 471, "bytes_utf8": 471, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 25589, "cached_input_tokens": 24960, "output_tokens": 634, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..17f130490969a4fbae2abce84a90fd9dce905220 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:27:57.602014+00:00", + "ended_at": "2026-05-26T00:28:13.678450+00:00", + "elapsed_ms": 16076.28, + "prompt_metrics": { + "chars": 7994, + "bytes_utf8": 7994, + "lines": 244, + "estimated_tokens": 2294 + }, + "stdout_metrics": { + "chars": 838, + "bytes_utf8": 838, + "lines": 4, + "estimated_tokens": 231 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 471, + "bytes_utf8": 471, + "lines": 1, + "estimated_tokens": 112 + }, + "usage": { + "input_tokens": 25589, + "cached_input_tokens": 24960, + "output_tokens": 634, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2baa51395ee249897c66074817b7b9872d9094cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,244 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=fixed acidity, group_col_2=quality.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "fixed acidity", + "group_col_2": "quality", + "predicate_col": "volatile acidity", + "predicate_op": ">=", + "predicate_value": 0.32, + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 46.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7374640f06ab58f40e88204823d9c19280593014 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ae-5d49-72c0-bd02-d3a69bb17ff0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"fixed acidity\\\", \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"volatile acidity\\\" AS REAL) >= 0.32\\nGROUP BY \\\"fixed acidity\\\", \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group-count template with fixed acidity and quality as the grouping columns, and casts \\\"volatile acidity\\\" to REAL because the dataset values are stored as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25589,"cached_input_tokens":24960,"output_tokens":634,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..244123fc061ffe47b1d592ad118937bf4d4e6b42 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"fixed acidity\", \"quality\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nWHERE CAST(\"volatile acidity\" AS REAL) >= 0.32\nGROUP BY \"fixed acidity\", \"quality\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned filtered two-dimensional group-count template with fixed acidity and quality as the grouping columns, and casts \"volatile acidity\" to REAL because the dataset values are stored as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..665366accefa0a0b74e58f2d91737c539d70ab74 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:28:12.798311Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61ae-5d49-72c0-bd02-d3a69bb17ff0.1779755277641739000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d7fbbe2b17d146fa30cf61f89d6c08aa2fd9ac17 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=fixed acidity, group_col_2=quality. +Result preview: [{"fixed acidity": "6.6", "quality": "5", "row_count": 42}, {"fixed acidity": "6.6", "quality": "6", "row_count": 39}, {"fixed acidity": "6.9", "quality": "5", "row_count": 39}, {"fixed acidity": "6.4", "quality": "5", "row_count": 32}, {"fixed acidity": "6.7", "quality": "5", "row_count": 27}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..8e37e922647f06484e63a6e5186da7867b61b847 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n3_7ac82e5997d448e5 +-- problem_id: v2p_n3_ddf5ba66f786e356 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", "quality", COUNT(*) AS "row_count" +FROM "n3" +WHERE CAST("volatile acidity" AS REAL) >= 0.32 +GROUP BY "fixed acidity", "quality" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..962e56e4d5f6813330306688322a8a499de3b5d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"fixed acidity\", \"quality\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nWHERE CAST(\"volatile acidity\" AS REAL) >= 0.32\nGROUP BY \"fixed acidity\", \"quality\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"fixed acidity\\\", \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"volatile acidity\\\" AS REAL) >= 0.32\\nGROUP BY \\\"fixed acidity\\\", \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"fixed acidity\", \"quality\", \"row_count\"], \"rows\": [{\"fixed acidity\": \"6.6\", \"quality\": \"5\", \"row_count\": 42}, {\"fixed acidity\": \"6.6\", \"quality\": \"6\", \"row_count\": 39}, {\"fixed acidity\": \"6.9\", \"quality\": \"5\", \"row_count\": 39}, {\"fixed acidity\": \"6.4\", \"quality\": \"5\", \"row_count\": 32}, {\"fixed acidity\": \"6.7\", \"quality\": \"5\", \"row_count\": 27}, {\"fixed acidity\": \"6.8\", \"quality\": \"5\", \"row_count\": 26}, {\"fixed acidity\": \"6.4\", \"quality\": \"6\", \"row_count\": 25}, {\"fixed acidity\": \"7.4\", \"quality\": \"5\", \"row_count\": 25}, {\"fixed acidity\": \"7.6\", \"quality\": \"5\", \"row_count\": 24}, {\"fixed acidity\": \"7.1\", \"quality\": \"5\", \"row_count\": 23}, {\"fixed acidity\": \"6.2\", \"quality\": \"5\", \"row_count\": 22}, {\"fixed acidity\": \"6.5\", \"quality\": \"6\", \"row_count\": 22}, {\"fixed acidity\": \"6.9\", \"quality\": \"6\", \"row_count\": 22}, {\"fixed acidity\": \"6.5\", \"quality\": \"5\", \"row_count\": 21}, {\"fixed acidity\": \"6.8\", \"quality\": \"6\", \"row_count\": 21}, {\"fixed acidity\": \"6.7\", \"quality\": \"6\", \"row_count\": 20}, {\"fixed acidity\": \"7.1\", \"quality\": \"6\", \"row_count\": 20}, {\"fixed acidity\": \"7.2\", \"quality\": \"5\", \"row_count\": 20}, {\"fixed acidity\": \"6\", \"quality\": \"6\", \"row_count\": 19}, {\"fixed acidity\": \"6.2\", \"quality\": \"6\", \"row_count\": 19}, {\"fixed acidity\": \"6.3\", \"quality\": \"6\", \"row_count\": 19}, {\"fixed acidity\": \"7\", \"quality\": \"5\", \"row_count\": 19}, {\"fixed acidity\": \"7\", \"quality\": \"6\", \"row_count\": 19}, {\"fixed acidity\": \"6.1\", \"quality\": \"6\", \"row_count\": 18}, {\"fixed acidity\": \"6.1\", \"quality\": \"5\", \"row_count\": 17}, {\"fixed acidity\": \"6\", \"quality\": \"5\", \"row_count\": 16}, {\"fixed acidity\": \"6.3\", \"quality\": \"5\", \"row_count\": 16}, {\"fixed acidity\": \"7.2\", \"quality\": \"6\", \"row_count\": 16}, {\"fixed acidity\": \"7.5\", \"quality\": \"6\", \"row_count\": 16}, {\"fixed acidity\": \"7.7\", \"quality\": \"6\", \"row_count\": 16}, {\"fixed acidity\": \"6.3\", \"quality\": \"7\", \"row_count\": 15}, {\"fixed acidity\": \"6.7\", \"quality\": \"7\", \"row_count\": 15}, {\"fixed acidity\": \"5.8\", \"quality\": \"5\", \"row_count\": 14}, {\"fixed acidity\": \"6.5\", \"quality\": \"7\", \"row_count\": 14}, {\"fixed acidity\": \"7.3\", \"quality\": \"5\", \"row_count\": 14}, {\"fixed acidity\": \"7.8\", \"quality\": \"6\", \"row_count\": 14}, {\"fixed acidity\": \"5.9\", \"quality\": \"6\", \"row_count\": 12}, {\"fixed acidity\": \"6.1\", \"quality\": \"7\", \"row_count\": 12}, {\"fixed acidity\": \"6.8\", \"quality\": \"7\", \"row_count\": 12}, {\"fixed acidity\": \"7.1\", \"quality\": \"7\", \"row_count\": 12}, {\"fixed acidity\": \"7.2\", \"quality\": \"7\", \"row_count\": 12}, {\"fixed acidity\": \"7.5\", \"quality\": \"5\", \"row_count\": 12}, {\"fixed acidity\": \"5.7\", \"quality\": \"6\", \"row_count\": 11}, {\"fixed acidity\": \"5.9\", \"quality\": \"5\", \"row_count\": 11}, {\"fixed acidity\": \"6.2\", \"quality\": \"7\", \"row_count\": 11}, {\"fixed acidity\": \"7.3\", \"quality\": \"6\", \"row_count\": 11}, {\"fixed acidity\": \"5.8\", \"quality\": \"6\", \"row_count\": 10}, {\"fixed acidity\": \"5.9\", \"quality\": \"7\", \"row_count\": 10}, {\"fixed acidity\": \"6\", \"quality\": \"7\", \"row_count\": 10}, {\"fixed acidity\": \"6.9\", \"quality\": \"7\", \"row_count\": 10}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.73}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e2500060d01577e8a6d5ec6ddebdc43934bc3f5a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:27:57.601473+00:00", + "ended_at": "2026-05-26T00:28:13.685157+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_7ac82e5997d448e5", + "problem_id": "v2p_n3_ddf5ba66f786e356", + "dataset_id": "n3", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=fixed acidity, group_col_2=quality.", + "bindings": { + "group_col": "fixed acidity", + "group_col_2": "quality", + "predicate_col": "volatile acidity", + "predicate_op": ">=", + "predicate_value": 0.32, + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 46.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=49" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_7ac82e5997d448e5.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_7ac82e5997d448e5", + "api_calls": 0, + "input_tokens": 25589, + "cached_input_tokens": 24960, + "output_tokens": 634, + "total_tokens": 26223, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2294, + "estimated_output_tokens": 112, + "estimated_total_tokens": 2406, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16076.28, + "sql_execution_elapsed_ms_total": 1.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_7ac82e5997d448e5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..398eefe5627006d5153f31b71b6dc0744a2c8eab --- /dev/null +++ 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"bytes_utf8": 8072, "lines": 242, "estimated_tokens": 2317}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 579, "bytes_utf8": 579, "lines": 1, "estimated_tokens": 161}, "usage": {"input_tokens": 25612, "cached_input_tokens": 24960, "output_tokens": 3750, "reasoning_output_tokens": 3583}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5776f972ea57fa1d04b07c43b6fa356736b829bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_81859ebeb7e32ce6", + "api_calls": 0, + "input_tokens": 25612, + "cached_input_tokens": 24960, + "output_tokens": 3750, + "total_tokens": 29362, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2317, + "estimated_output_tokens": 161, + "estimated_total_tokens": 2478, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 71404.46, + "sql_execution_elapsed_ms_total": 5.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..290d98b0665fa55aa5d0931013a0e185704f4537 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:28:13.686069+00:00", + "ended_at": "2026-05-26T00:29:25.091126+00:00", + "elapsed_ms": 71404.46, + "prompt_metrics": { + "chars": 8072, + "bytes_utf8": 8072, + "lines": 242, + "estimated_tokens": 2317 + }, + "stdout_metrics": { + "chars": 968, + "bytes_utf8": 968, + "lines": 4, + "estimated_tokens": 299 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 579, + "bytes_utf8": 579, + "lines": 1, + "estimated_tokens": 161 + }, + "usage": { + "input_tokens": 25612, + "cached_input_tokens": 24960, + "output_tokens": 3750, + "reasoning_output_tokens": 3583 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d33ab52a4c9f59191382917fa16de0f82a42d889 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=quality, measure_col=density.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "quality", + "measure_col": "density", + "item_col": "pH", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.9953, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..609ddc1e4c61298dceb6e8b30b8b24b27fdea8c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ae-9c22-72d3-8637-8dac73211d1f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"quality\\\",\\n \\\"pH\\\",\\n SUM(CAST(\\\"density\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"density\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"density\\\" AS REAL))) OVER (PARTITION BY \\\"quality\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\", \\\"pH\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Followed the provided Within-Group Share of Total template with group_col=\\\"quality\\\", item_col=\\\"pH\\\", and measure_col=\\\"density\\\". \\\"density\\\" is cast to REAL because the schema stores numeric fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25612,"cached_input_tokens":24960,"output_tokens":3750,"reasoning_output_tokens":3583}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e7b2e7d3d5bf08417a59d95a84b50c37ab6163b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"quality\",\n \"pH\",\n SUM(CAST(\"density\" AS REAL)) AS total_measure,\n SUM(CAST(\"density\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"density\" AS REAL))) OVER (PARTITION BY \"quality\") AS share_within_group\nFROM \"n3\"\nGROUP BY \"quality\", \"pH\"\nORDER BY share_within_group DESC;","notes":"Followed the provided Within-Group Share of Total template with group_col=\"quality\", item_col=\"pH\", and measure_col=\"density\". \"density\" is cast to REAL because the schema stores numeric fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f2f4061067477229a3f0fc93726e86b7dc072e24 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=quality, measure_col=density. +Result preview: [{"quality": "9", "pH": "3.28", "total_measure": 1.98035, "share_within_group": 39.948157263026246}, {"quality": "9", "pH": "3.2", "total_measure": 0.997, "share_within_group": 20.111754382425918}, {"quality": "9", "pH": "3.37", "total_measure": 0.9903, "share_within_group": 19.976600165412624}, {"quality": "9", "pH": "3.41", "total_measure": 0.98965, "share_within_group": 19.963488189135216}, {"quality": "3", "pH": "3.24", "total_measure": 2.98315, "share_within_group": 14.992451381266559}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5313f76c017e16bbc8f7aafcefb6943557636d3f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_81859ebeb7e32ce6 +-- problem_id: v2p_n3_91e1d8ca1e1a95d5 +-- realization_mode: agent +-- source_kind: agent +SELECT + "quality", + "pH", + SUM(CAST("density" AS REAL)) AS total_measure, + SUM(CAST("density" AS REAL)) * 100.0 + / SUM(SUM(CAST("density" AS REAL))) OVER (PARTITION BY "quality") AS share_within_group +FROM "n3" +GROUP BY "quality", "pH" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2fba9eedc7ee3403888eae727b77f15321a1aa8e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"quality\",\n \"pH\",\n SUM(CAST(\"density\" AS REAL)) AS total_measure,\n SUM(CAST(\"density\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"density\" AS REAL))) OVER (PARTITION BY \"quality\") AS share_within_group\nFROM \"n3\"\nGROUP BY \"quality\", \"pH\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"quality\\\",\\n \\\"pH\\\",\\n SUM(CAST(\\\"density\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"density\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"density\\\" AS REAL))) OVER (PARTITION BY \\\"quality\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\", \\\"pH\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"quality\", \"pH\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"quality\": \"9\", \"pH\": \"3.28\", \"total_measure\": 1.98035, \"share_within_group\": 39.948157263026246}, {\"quality\": \"9\", \"pH\": \"3.2\", \"total_measure\": 0.997, \"share_within_group\": 20.111754382425918}, {\"quality\": \"9\", \"pH\": \"3.37\", \"total_measure\": 0.9903, \"share_within_group\": 19.976600165412624}, {\"quality\": \"9\", \"pH\": \"3.41\", \"total_measure\": 0.98965, \"share_within_group\": 19.963488189135216}, {\"quality\": \"3\", \"pH\": \"3.24\", \"total_measure\": 2.98315, \"share_within_group\": 14.992451381266559}, {\"quality\": \"3\", \"pH\": \"3.14\", \"total_measure\": 1.9908000000000001, \"share_within_group\": 10.005186534309528}, {\"quality\": \"4\", \"pH\": \"3.16\", \"total_measure\": 9.94664, \"share_within_group\": 6.137359155559641}, {\"quality\": \"8\", \"pH\": \"2.94\", \"total_measure\": 8.97318, \"share_within_group\": 5.167653384745068}, {\"quality\": \"3\", \"pH\": \"3.04\", \"total_measure\": 1.0001, \"share_within_group\": 5.026214111393891}, {\"quality\": \"3\", \"pH\": \"2.93\", \"total_measure\": 0.9997, \"share_within_group\": 5.024203826777795}, {\"quality\": \"3\", \"pH\": \"2.87\", \"total_measure\": 0.9983, \"share_within_group\": 5.017167830621459}, {\"quality\": \"3\", \"pH\": \"3.02\", \"total_measure\": 0.998, \"share_within_group\": 5.015660117159387}, {\"quality\": \"5\", \"pH\": \"3.14\", \"total_measure\": 72.68158, \"share_within_group\": 5.012185507669616}, {\"quality\": \"3\", \"pH\": \"3.42\", \"total_measure\": 0.99688, \"share_within_group\": 5.010031320234319}, {\"quality\": \"3\", \"pH\": \"3.23\", \"total_measure\": 0.9968, \"share_within_group\": 5.0096292633110995}, {\"quality\": \"3\", \"pH\": \"3.55\", \"total_measure\": 0.9949, \"share_within_group\": 5.000080411384643}, {\"quality\": \"3\", \"pH\": \"2.9\", \"total_measure\": 0.99395, \"share_within_group\": 4.995305985421416}, {\"quality\": \"3\", \"pH\": \"2.89\", \"total_measure\": 0.9939, \"share_within_group\": 4.995054699844403}, {\"quality\": \"3\", \"pH\": \"3.44\", \"total_measure\": 0.99314, \"share_within_group\": 4.991235159073821}, {\"quality\": \"3\", \"pH\": \"3.05\", \"total_measure\": 0.99256, \"share_within_group\": 4.988320246380482}, {\"quality\": \"3\", \"pH\": \"3.37\", \"total_measure\": 0.9916, \"share_within_group\": 4.983495563301852}, {\"quality\": \"3\", \"pH\": \"3.31\", \"total_measure\": 0.9915, \"share_within_group\": 4.982992992147828}, {\"quality\": \"3\", \"pH\": \"3.53\", \"total_measure\": 0.9913, \"share_within_group\": 4.98198784983978}, {\"quality\": \"3\", \"pH\": \"3.2\", \"total_measure\": 0.9911, \"share_within_group\": 4.980982707531732}, {\"quality\": \"8\", \"pH\": \"3.14\", \"total_measure\": 7.97865, \"share_within_group\": 4.594903666057768}, {\"quality\": \"4\", \"pH\": \"3.17\", \"total_measure\": 6.96114, \"share_within_group\": 4.295220930096238}, {\"quality\": \"4\", \"pH\": \"3.24\", \"total_measure\": 6.9542, \"share_within_group\": 4.290938753146073}, {\"quality\": \"8\", \"pH\": \"3.19\", \"total_measure\": 6.95026, \"share_within_group\": 4.002653977058107}, {\"quality\": \"8\", \"pH\": \"3.26\", \"total_measure\": 6.94852, \"share_within_group\": 4.001651911247607}, {\"quality\": \"8\", \"pH\": \"3.25\", \"total_measure\": 6.94075, \"share_within_group\": 3.997177169093826}, {\"quality\": \"8\", \"pH\": \"3.3\", \"total_measure\": 6.9383, \"share_within_group\": 3.9957662143606516}, {\"quality\": \"8\", \"pH\": \"3.04\", \"total_measure\": 6.9362, \"share_within_group\": 3.994556824589359}, {\"quality\": \"5\", \"pH\": \"3.18\", \"total_measure\": 55.73721, \"share_within_group\": 3.8436868901300443}, {\"quality\": \"5\", \"pH\": \"3.16\", \"total_measure\": 53.7236, \"share_within_group\": 3.704826578341299}, {\"quality\": \"4\", \"pH\": \"3.08\", \"total_measure\": 5.9797, \"share_within_group\": 3.6896445978239876}, {\"quality\": \"4\", \"pH\": \"3.06\", \"total_measure\": 5.97083, \"share_within_group\": 3.6841715561023802}, {\"quality\": \"7\", \"pH\": \"3.15\", \"total_measure\": 31.74853, \"share_within_group\": 3.635224730437323}, {\"quality\": \"5\", \"pH\": \"3.15\", \"total_measure\": 51.71031, \"share_within_group\": 3.5659883340332343}, {\"quality\": \"5\", \"pH\": \"3.08\", \"total_measure\": 49.75774, \"share_within_group\": 3.4313373941842316}, {\"quality\": \"8\", \"pH\": \"3.13\", \"total_measure\": 5.95224, \"share_within_group\": 3.4278943677508957}, {\"quality\": \"8\", \"pH\": \"3.33\", \"total_measure\": 5.94593, \"share_within_group\": 3.424260439438108}, {\"quality\": \"5\", \"pH\": \"3.22\", \"total_measure\": 48.80055, \"share_within_group\": 3.365328732208443}, {\"quality\": \"5\", \"pH\": \"3.19\", \"total_measure\": 48.72913, \"share_within_group\": 3.360403546364137}, {\"quality\": \"6\", \"pH\": \"3.24\", \"total_measure\": 72.52266, \"share_within_group\": 3.319529557066476}, {\"quality\": \"5\", \"pH\": \"3.11\", \"total_measure\": 47.78398, \"share_within_group\": 3.2952251733489395}, {\"quality\": \"6\", \"pH\": \"3.2\", \"total_measure\": 69.61352, \"share_within_group\": 3.186371503905651}, {\"quality\": \"7\", \"pH\": \"3.12\", \"total_measure\": 27.823620000000002, \"share_within_group\": 3.185820304571283}, {\"quality\": \"6\", \"pH\": \"3.22\", \"total_measure\": 69.55199999999999, \"share_within_group\": 3.1835555914949545}, {\"quality\": \"5\", \"pH\": \"3.17\", \"total_measure\": 45.80093, \"share_within_group\": 3.1584723059651507}, {\"quality\": \"6\", \"pH\": \"3.16\", \"total_measure\": 68.61696, \"share_within_group\": 3.1407566522801025}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 5.03}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b1e606e6f9c6ab6688fd51449d164e4603425ed2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:28:13.685534+00:00", + "ended_at": "2026-05-26T00:29:25.100628+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_81859ebeb7e32ce6", + "problem_id": "v2p_n3_91e1d8ca1e1a95d5", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=quality, measure_col=density.", + "bindings": { + "group_col": "quality", + "measure_col": "density", + "item_col": "pH", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.9953, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=29" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_81859ebeb7e32ce6.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_81859ebeb7e32ce6", + "api_calls": 0, + "input_tokens": 25612, + "cached_input_tokens": 24960, + "output_tokens": 3750, + "total_tokens": 29362, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2317, + "estimated_output_tokens": 161, + "estimated_total_tokens": 2478, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 71404.46, + "sql_execution_elapsed_ms_total": 5.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..53c67dfcd1291a93f598a42f016a4fd78e77f6fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:29:25.093563+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 71404.46, "started_at": "2026-05-26T00:28:13.686069+00:00", "ended_at": "2026-05-26T00:29:25.091126+00:00", "prompt_metrics": {"chars": 8072, "bytes_utf8": 8072, "lines": 242, "estimated_tokens": 2317}, "response_metrics": {"chars": 579, "bytes_utf8": 579, "lines": 1, "estimated_tokens": 161}, "usage": {"input_tokens": 25612, "cached_input_tokens": 24960, "output_tokens": 3750, "reasoning_output_tokens": 3583}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"quality\\\",\\n \\\"pH\\\",\\n SUM(CAST(\\\"density\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"density\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"density\\\" AS REAL))) OVER (PARTITION BY \\\"quality\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\", \\\"pH\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Followed the provided Within-Group Share of Total template with group_col=\\\"quality\\\", item_col=\\\"pH\\\", and measure_col=\\\"density\\\". \\\"density\\\" is cast to REAL because the schema stores numeric fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_81859ebeb7e32ce6/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..92356903aaeb789a5ce253ffa2c0f2428e03cd5a --- /dev/null +++ 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4671fa511d75c99eae4521716f5bc9bb81272638 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7687, "bytes_utf8": 7687, "lines": 240, "estimated_tokens": 2201}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 395, "bytes_utf8": 395, "lines": 1, "estimated_tokens": 95}, "usage": {"input_tokens": 25496, "cached_input_tokens": 24960, "output_tokens": 426, "reasoning_output_tokens": 325}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f009a6b9d70de551d632254b3f7d7d9a05a58f69 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_8479c5c54e5e11d3", + "api_calls": 0, + "input_tokens": 25496, + "cached_input_tokens": 24960, + "output_tokens": 426, + "total_tokens": 25922, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2201, + "estimated_output_tokens": 95, + "estimated_total_tokens": 2296, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11567.11, + "sql_execution_elapsed_ms_total": 1.9, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5da736912bd7f8dba6d669832d9f7e0ee86bdbca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:29:25.101685+00:00", + "ended_at": "2026-05-26T00:29:36.668923+00:00", + "elapsed_ms": 11567.11, + "prompt_metrics": { + "chars": 7687, + "bytes_utf8": 7687, + "lines": 240, + "estimated_tokens": 2201 + }, + "stdout_metrics": { + "chars": 757, + "bytes_utf8": 757, + "lines": 4, + "estimated_tokens": 211 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 395, + "bytes_utf8": 395, + "lines": 1, + "estimated_tokens": 95 + }, + "usage": { + "input_tokens": 25496, + "cached_input_tokens": 24960, + "output_tokens": 426, + "reasoning_output_tokens": 325 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..62dbdc22f720e500acd50760dcec779ab395f905 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=quality, measure_col=free sulfur dioxide.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "quality", + "measure_col": "free sulfur dioxide", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 46.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f8f3c6c1fc8f2df551168e2b1d96a08c48b9d22d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61af-b317-7860-a6fa-473b47cf6d4c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"quality\\\", SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applied the grouped numeric sum template with group_col=\\\"quality\\\" and measure_col=\\\"free sulfur dioxide\\\". CAST to REAL is used because the schema stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25496,"cached_input_tokens":24960,"output_tokens":426,"reasoning_output_tokens":325}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cdfb070748fa5dea7778e5397bd68815e933e8b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"quality\", SUM(CAST(\"free sulfur dioxide\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY \"total_measure\" DESC;","notes":"Applied the grouped numeric sum template with group_col=\"quality\" and measure_col=\"free sulfur dioxide\". CAST to REAL is used because the schema stores numeric-looking fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9607419a73fd89e4401435b4d6fff1e4e904edf3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=quality, measure_col=free sulfur dioxide. +Result preview: [{"quality": "6", "total_measure": 78360.0}, {"quality": "5", "total_measure": 53081.5}, {"quality": "7", "total_measure": 30030.5}, {"quality": "8", "total_measure": 6426.0}, {"quality": "4", "total_measure": 3807.5}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..588f7dbd974b23b7d10cae38a254c9c19f0a24b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_8479c5c54e5e11d3 +-- problem_id: v2p_n3_eac011a1f7ed7ac4 +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", SUM(CAST("free sulfur dioxide" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY "quality" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2c9f06a9658e978247b4a84f5239fc6031cf4c73 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"quality\", SUM(CAST(\"free sulfur dioxide\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"quality\\\", SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"quality\", \"total_measure\"], \"rows\": [{\"quality\": \"6\", \"total_measure\": 78360.0}, {\"quality\": \"5\", \"total_measure\": 53081.5}, {\"quality\": \"7\", \"total_measure\": 30030.5}, {\"quality\": \"8\", \"total_measure\": 6426.0}, {\"quality\": \"4\", \"total_measure\": 3807.5}, {\"quality\": \"3\", \"total_measure\": 1066.5}, {\"quality\": \"9\", \"total_measure\": 167.0}], \"row_count_returned\": 7, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.9}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..722c627a3f9227f06461ad92acad78e32d0a7e2e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:29:25.101114+00:00", + "ended_at": "2026-05-26T00:29:36.675859+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_8479c5c54e5e11d3", + "problem_id": "v2p_n3_eac011a1f7ed7ac4", + "dataset_id": "n3", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_conditional_contrast", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=quality, measure_col=free sulfur dioxide.", + "bindings": { + "group_col": "quality", + "measure_col": "free sulfur dioxide", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 46.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=5" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_8479c5c54e5e11d3.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_8479c5c54e5e11d3", + "api_calls": 0, + "input_tokens": 25496, + "cached_input_tokens": 24960, + "output_tokens": 426, + "total_tokens": 25922, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2201, + "estimated_output_tokens": 95, + "estimated_total_tokens": 2296, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11567.11, + "sql_execution_elapsed_ms_total": 1.9, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..937783b7f653e388ed3865af08f7e57182f47255 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:29:36.672160+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11567.11, "started_at": "2026-05-26T00:29:25.101685+00:00", "ended_at": "2026-05-26T00:29:36.668923+00:00", "prompt_metrics": {"chars": 7687, "bytes_utf8": 7687, "lines": 240, "estimated_tokens": 2201}, "response_metrics": {"chars": 395, "bytes_utf8": 395, "lines": 1, "estimated_tokens": 95}, "usage": {"input_tokens": 25496, "cached_input_tokens": 24960, "output_tokens": 426, "reasoning_output_tokens": 325}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"quality\\\", SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applied the grouped numeric sum template with group_col=\\\"quality\\\" and measure_col=\\\"free sulfur dioxide\\\". CAST to REAL is used because the schema stores numeric-looking fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ea85ae17ad8b930dc8f8995c5d2b0861b7f2acdb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_8479c5c54e5e11d3", + "api_calls": 0, + "input_tokens": 25496, + "cached_input_tokens": 24960, + "output_tokens": 426, + "total_tokens": 25922, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2201, + "estimated_output_tokens": 95, + "estimated_total_tokens": 2296, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11567.11, + "sql_execution_elapsed_ms_total": 1.9, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8479c5c54e5e11d3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7d6f3855f122089304a83ddbb59eb1714e2156f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8083, "bytes_utf8": 8083, "lines": 242, "estimated_tokens": 2326}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 812, "bytes_utf8": 812, "lines": 1, "estimated_tokens": 245}, "usage": {"input_tokens": 25621, "cached_input_tokens": 24960, "output_tokens": 2149, "reasoning_output_tokens": 1898}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..67a91f04535b5e7d77504d1f5dba097581116be2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_85a8c495e7a6fb6d", + "api_calls": 0, + "input_tokens": 25621, + "cached_input_tokens": 24960, + "output_tokens": 2149, + "total_tokens": 27770, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2326, + "estimated_output_tokens": 245, + "estimated_total_tokens": 2571, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44126.28, + "sql_execution_elapsed_ms_total": 6.78, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b000aa7b324a98f14c7ba56cccd9fdf1a9063336 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:29:36.677143+00:00", + "ended_at": "2026-05-26T00:30:20.803807+00:00", + "elapsed_ms": 44126.28, + "prompt_metrics": { + "chars": 8083, + "bytes_utf8": 8083, + "lines": 242, + "estimated_tokens": 2326 + }, + "stdout_metrics": { + "chars": 1218, + "bytes_utf8": 1218, + "lines": 4, + "estimated_tokens": 395 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 812, + "bytes_utf8": 812, + "lines": 1, + "estimated_tokens": 245 + }, + "usage": { + "input_tokens": 25621, + "cached_input_tokens": 24960, + "output_tokens": 2149, + "reasoning_output_tokens": 1898 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e46029139291374d19e37dec54ed76028dd23fba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=sulphates, measure_col=sulphates.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "sulphates", + "measure_col": "sulphates", + "item_col": "alcohol", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.52, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..73ee972a012b6d62b45b8db0c1ef01593b60bca3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61af-e053-73b2-a2a4-5087ed7f5086"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n CAST(\\\"sulphates\\\" AS REAL) AS \\\"sulphates\\\",\\n CAST(\\\"alcohol\\\" AS REAL) AS \\\"alcohol\\\",\\n SUM(CAST(\\\"sulphates\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"sulphates\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"sulphates\\\" AS REAL))) OVER (PARTITION BY CAST(\\\"sulphates\\\" AS REAL)) AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nWHERE NULLIF(TRIM(\\\"sulphates\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"alcohol\\\"), '') IS NOT NULL\\nGROUP BY CAST(\\\"sulphates\\\" AS REAL), CAST(\\\"alcohol\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Casts TEXT-stored numeric fields to REAL. Because both group_col and measure_col are \\\"sulphates\\\", the within-group share is effectively the proportion of rows for each alcohol value within each sulphates group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25621,"cached_input_tokens":24960,"output_tokens":2149,"reasoning_output_tokens":1898}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..82be59e0aa284e0a8a7c269ee41f087e892231b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n CAST(\"sulphates\" AS REAL) AS \"sulphates\",\n CAST(\"alcohol\" AS REAL) AS \"alcohol\",\n SUM(CAST(\"sulphates\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"sulphates\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"sulphates\" AS REAL))) OVER (PARTITION BY CAST(\"sulphates\" AS REAL)) AS \"share_within_group\"\nFROM \"n3\"\nWHERE NULLIF(TRIM(\"sulphates\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"alcohol\"), '') IS NOT NULL\nGROUP BY CAST(\"sulphates\" AS REAL), CAST(\"alcohol\" AS REAL)\nORDER BY \"share_within_group\" DESC;","notes":"Casts TEXT-stored numeric fields to REAL. Because both group_col and measure_col are \"sulphates\", the within-group share is effectively the proportion of rows for each alcohol value within each sulphates group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..043fe15fdbe6a83f51c5a005389c733ada6b9146 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=sulphates, measure_col=sulphates. +Result preview: [{"sulphates": 0.22, "alcohol": 13.4, "total_measure": 0.22, "share_within_group": 100.0}, {"sulphates": 0.23, "alcohol": 12.2, "total_measure": 0.23, "share_within_group": 100.0}, {"sulphates": 0.83, "alcohol": 14.0, "total_measure": 1.66, "share_within_group": 100.0}, {"sulphates": 0.89, "alcohol": 12.0, "total_measure": 0.89, "share_within_group": 100.0}, {"sulphates": 0.97, "alcohol": 9.8, "total_measure": 0.97, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c73e1411d4f049272fdc6256918520a8d5fc2dc5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/generated_sql.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_85a8c495e7a6fb6d +-- problem_id: v2p_n3_9e15381780e7adf3 +-- realization_mode: agent +-- source_kind: agent +SELECT + CAST("sulphates" AS REAL) AS "sulphates", + CAST("alcohol" AS REAL) AS "alcohol", + SUM(CAST("sulphates" AS REAL)) AS "total_measure", + SUM(CAST("sulphates" AS REAL)) * 100.0 / SUM(SUM(CAST("sulphates" AS REAL))) OVER (PARTITION BY CAST("sulphates" AS REAL)) AS "share_within_group" +FROM "n3" +WHERE NULLIF(TRIM("sulphates"), '') IS NOT NULL + AND NULLIF(TRIM("alcohol"), '') IS NOT NULL +GROUP BY CAST("sulphates" AS REAL), CAST("alcohol" AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..32755ce6489235bdb010cc0e611c2f25febfb404 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n CAST(\"sulphates\" AS REAL) AS \"sulphates\",\n CAST(\"alcohol\" AS REAL) AS \"alcohol\",\n SUM(CAST(\"sulphates\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"sulphates\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"sulphates\" AS REAL))) OVER (PARTITION BY CAST(\"sulphates\" AS REAL)) AS \"share_within_group\"\nFROM \"n3\"\nWHERE NULLIF(TRIM(\"sulphates\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"alcohol\"), '') IS NOT NULL\nGROUP BY CAST(\"sulphates\" AS REAL), CAST(\"alcohol\" AS REAL)\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n CAST(\\\"sulphates\\\" AS REAL) AS \\\"sulphates\\\",\\n CAST(\\\"alcohol\\\" AS REAL) AS \\\"alcohol\\\",\\n SUM(CAST(\\\"sulphates\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"sulphates\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"sulphates\\\" AS REAL))) OVER (PARTITION BY CAST(\\\"sulphates\\\" AS REAL)) AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nWHERE NULLIF(TRIM(\\\"sulphates\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"alcohol\\\"), '') IS NOT NULL\\nGROUP BY CAST(\\\"sulphates\\\" AS REAL), CAST(\\\"alcohol\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"sulphates\", \"alcohol\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"sulphates\": 0.22, \"alcohol\": 13.4, \"total_measure\": 0.22, \"share_within_group\": 100.0}, {\"sulphates\": 0.23, \"alcohol\": 12.2, \"total_measure\": 0.23, \"share_within_group\": 100.0}, {\"sulphates\": 0.83, \"alcohol\": 14.0, \"total_measure\": 1.66, \"share_within_group\": 100.0}, {\"sulphates\": 0.89, \"alcohol\": 12.0, \"total_measure\": 0.89, \"share_within_group\": 100.0}, {\"sulphates\": 0.97, \"alcohol\": 9.8, \"total_measure\": 0.97, \"share_within_group\": 100.0}, {\"sulphates\": 0.99, \"alcohol\": 12.1, \"total_measure\": 0.99, \"share_within_group\": 100.0}, {\"sulphates\": 1.0, \"alcohol\": 12.6, \"total_measure\": 1.0, \"share_within_group\": 100.0}, {\"sulphates\": 1.01, \"alcohol\": 10.5, \"total_measure\": 1.01, \"share_within_group\": 100.0}, {\"sulphates\": 1.06, \"alcohol\": 11.5, \"total_measure\": 1.06, \"share_within_group\": 100.0}, {\"sulphates\": 1.08, \"alcohol\": 12.15, \"total_measure\": 1.08, \"share_within_group\": 100.0}, {\"sulphates\": 0.98, \"alcohol\": 10.5, \"total_measure\": 3.92, \"share_within_group\": 66.66666666666667}, {\"sulphates\": 0.95, \"alcohol\": 9.5, \"total_measure\": 2.8499999999999996, \"share_within_group\": 59.999999999999986}, {\"sulphates\": 0.26, \"alcohol\": 13.4, \"total_measure\": 0.52, \"share_within_group\": 50.0}, {\"sulphates\": 0.84, \"alcohol\": 11.9, \"total_measure\": 1.68, \"share_within_group\": 50.0}, {\"sulphates\": 0.86, \"alcohol\": 11.6, \"total_measure\": 0.86, \"share_within_group\": 50.0}, {\"sulphates\": 0.86, \"alcohol\": 12.0, \"total_measure\": 0.86, \"share_within_group\": 50.0}, {\"sulphates\": 0.87, \"alcohol\": 10.9, \"total_measure\": 0.87, \"share_within_group\": 50.0}, {\"sulphates\": 0.87, \"alcohol\": 11.6, \"total_measure\": 0.87, \"share_within_group\": 50.0}, {\"sulphates\": 0.92, \"alcohol\": 11.5, \"total_measure\": 0.92, \"share_within_group\": 50.0}, {\"sulphates\": 0.92, \"alcohol\": 13.8, \"total_measure\": 0.92, \"share_within_group\": 50.0}, {\"sulphates\": 0.94, \"alcohol\": 12.4, \"total_measure\": 0.94, \"share_within_group\": 50.0}, {\"sulphates\": 0.94, \"alcohol\": 13.7, \"total_measure\": 0.94, \"share_within_group\": 50.0}, {\"sulphates\": 0.8, \"alcohol\": 9.6, \"total_measure\": 1.6, \"share_within_group\": 40.0}, {\"sulphates\": 0.9, \"alcohol\": 11.8, \"total_measure\": 1.8, \"share_within_group\": 40.0}, {\"sulphates\": 0.9, \"alcohol\": 13.7, \"total_measure\": 1.8, \"share_within_group\": 40.0}, {\"sulphates\": 0.81, \"alcohol\": 11.9, \"total_measure\": 1.62, \"share_within_group\": 39.99999999999999}, {\"sulphates\": 0.85, \"alcohol\": 9.3, \"total_measure\": 0.85, \"share_within_group\": 33.333333333333336}, {\"sulphates\": 0.85, \"alcohol\": 10.2, \"total_measure\": 0.85, \"share_within_group\": 33.333333333333336}, {\"sulphates\": 0.85, \"alcohol\": 11.4, \"total_measure\": 0.85, \"share_within_group\": 33.333333333333336}, {\"sulphates\": 0.96, \"alcohol\": 9.8, \"total_measure\": 0.96, \"share_within_group\": 33.333333333333336}, {\"sulphates\": 0.96, \"alcohol\": 12.1, \"total_measure\": 0.96, \"share_within_group\": 33.333333333333336}, {\"sulphates\": 0.96, \"alcohol\": 13.0, \"total_measure\": 0.96, \"share_within_group\": 33.333333333333336}, {\"sulphates\": 0.82, \"alcohol\": 8.9, \"total_measure\": 3.28, \"share_within_group\": 30.76923076923077}, {\"sulphates\": 0.88, \"alcohol\": 8.7, \"total_measure\": 1.76, \"share_within_group\": 28.57142857142857}, {\"sulphates\": 0.88, \"alcohol\": 10.5, \"total_measure\": 1.76, \"share_within_group\": 28.57142857142857}, {\"sulphates\": 0.78, \"alcohol\": 9.1, \"total_measure\": 3.9000000000000004, \"share_within_group\": 26.315789473684212}, {\"sulphates\": 0.25, \"alcohol\": 10.5, \"total_measure\": 0.25, \"share_within_group\": 25.0}, {\"sulphates\": 0.25, \"alcohol\": 11.1, \"total_measure\": 0.25, \"share_within_group\": 25.0}, {\"sulphates\": 0.25, \"alcohol\": 12.7, \"total_measure\": 0.25, \"share_within_group\": 25.0}, {\"sulphates\": 0.25, \"alcohol\": 12.9, \"total_measure\": 0.25, \"share_within_group\": 25.0}, {\"sulphates\": 0.26, \"alcohol\": 10.6, \"total_measure\": 0.26, \"share_within_group\": 25.0}, {\"sulphates\": 0.26, \"alcohol\": 12.3, \"total_measure\": 0.26, \"share_within_group\": 25.0}, {\"sulphates\": 0.29, \"alcohol\": 10.8, \"total_measure\": 1.16, \"share_within_group\": 25.0}, {\"sulphates\": 0.84, \"alcohol\": 9.7, \"total_measure\": 0.84, \"share_within_group\": 25.0}, {\"sulphates\": 0.84, \"alcohol\": 12.7, \"total_measure\": 0.84, \"share_within_group\": 25.0}, {\"sulphates\": 0.7, \"alcohol\": 10.4, \"total_measure\": 4.199999999999999, \"share_within_group\": 22.22222222222222}, {\"sulphates\": 0.76, \"alcohol\": 10.0, \"total_measure\": 3.04, \"share_within_group\": 21.052631578947366}, {\"sulphates\": 0.78, \"alcohol\": 10.2, \"total_measure\": 3.12, \"share_within_group\": 21.052631578947366}, {\"sulphates\": 0.68, \"alcohol\": 9.5, \"total_measure\": 6.12, \"share_within_group\": 20.454545454545453}, {\"sulphates\": 0.8, \"alcohol\": 9.3, \"total_measure\": 0.8, \"share_within_group\": 20.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 6.78}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ed3b95394265e59468ef937ca30baf79a8011a27 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:29:36.676376+00:00", + "ended_at": "2026-05-26T00:30:20.815219+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_85a8c495e7a6fb6d", + "problem_id": "v2p_n3_9e15381780e7adf3", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=sulphates, measure_col=sulphates.", + "bindings": { + "group_col": "sulphates", + "measure_col": "sulphates", + "item_col": "alcohol", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.52, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=31" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_85a8c495e7a6fb6d.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_85a8c495e7a6fb6d", + "api_calls": 0, + "input_tokens": 25621, + "cached_input_tokens": 24960, + "output_tokens": 2149, + "total_tokens": 27770, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2326, + "estimated_output_tokens": 245, + "estimated_total_tokens": 2571, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44126.28, + "sql_execution_elapsed_ms_total": 6.78, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..80a23e483a44a9fea1a1c48e90baa91eb8314e7a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_85a8c495e7a6fb6d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:30:20.806264+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 44126.28, "started_at": "2026-05-26T00:29:36.677143+00:00", "ended_at": "2026-05-26T00:30:20.803807+00:00", "prompt_metrics": {"chars": 8083, "bytes_utf8": 8083, "lines": 242, "estimated_tokens": 2326}, "response_metrics": {"chars": 812, "bytes_utf8": 812, "lines": 1, "estimated_tokens": 245}, "usage": {"input_tokens": 25621, "cached_input_tokens": 24960, "output_tokens": 2149, "reasoning_output_tokens": 1898}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n CAST(\\\"sulphates\\\" AS REAL) AS \\\"sulphates\\\",\\n CAST(\\\"alcohol\\\" AS REAL) AS \\\"alcohol\\\",\\n SUM(CAST(\\\"sulphates\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"sulphates\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"sulphates\\\" AS REAL))) OVER (PARTITION BY CAST(\\\"sulphates\\\" AS REAL)) AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nWHERE NULLIF(TRIM(\\\"sulphates\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"alcohol\\\"), '') IS NOT NULL\\nGROUP BY CAST(\\\"sulphates\\\" AS REAL), CAST(\\\"alcohol\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Casts TEXT-stored numeric fields to REAL. 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..468f9eff9392a24748c7c3a375fbbdb077fe667e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_8b3d5525efc67566", + "api_calls": 0, + "input_tokens": 25589, + "cached_input_tokens": 24960, + "output_tokens": 639, + "total_tokens": 26228, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2294, + "estimated_output_tokens": 117, + 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"input_tokens": 25589, + "cached_input_tokens": 24960, + "output_tokens": 639, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3ba7c2c97ccc11a79b7ffca0615c2a4acf432b17 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,244 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=fixed acidity, group_col_2=quality.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "fixed acidity", + "group_col_2": "quality", + "predicate_col": "chlorides", + "predicate_op": ">=", + "predicate_value": 0.05, + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.28, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..216fb00994eb935ed6bf1e464c3ea4d1303cdf84 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b0-8cc2-7ce0-b735-1ee109228b6a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"fixed acidity\\\", \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"chlorides\\\" AS REAL) >= 0.05\\nGROUP BY \\\"fixed acidity\\\", \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the planned filtered two-dimensional group count template with group_col=\\\"fixed acidity\\\", group_col_2=\\\"quality\\\", and cast \\\"chlorides\\\" to REAL because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25589,"cached_input_tokens":24960,"output_tokens":639,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..745c3d4f7d2a7a13ad47391e11e25a2d5898903b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"fixed acidity\", \"quality\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nWHERE CAST(\"chlorides\" AS REAL) >= 0.05\nGROUP BY \"fixed acidity\", \"quality\"\nORDER BY \"row_count\" DESC;","notes":"Used the planned filtered two-dimensional group count template with group_col=\"fixed acidity\", group_col_2=\"quality\", and cast \"chlorides\" to REAL because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2bc20cbb964ebd1ba6844602c4cdb31189f290e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=fixed acidity, group_col_2=quality. +Result preview: [{"fixed acidity": "6.4", "quality": "5", "row_count": 48}, {"fixed acidity": "6.8", "quality": "5", "row_count": 42}, {"fixed acidity": "6.6", "quality": "5", "row_count": 41}, {"fixed acidity": "6.6", "quality": "6", "row_count": 36}, {"fixed acidity": "6.7", "quality": "5", "row_count": 35}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..121da6419bd71f78dc5f74dc214693fe6ca80af7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n3_8b3d5525efc67566 +-- problem_id: v2p_n3_9ba5fac3cccd9a6f +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", "quality", COUNT(*) AS "row_count" +FROM "n3" +WHERE CAST("chlorides" AS REAL) >= 0.05 +GROUP BY "fixed acidity", "quality" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d1983d973078672abb124933aa605a6a2aa04adc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"fixed acidity\", \"quality\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nWHERE CAST(\"chlorides\" AS REAL) >= 0.05\nGROUP BY \"fixed acidity\", \"quality\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"fixed acidity\\\", \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"chlorides\\\" AS REAL) >= 0.05\\nGROUP BY \\\"fixed acidity\\\", \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"fixed acidity\", \"quality\", \"row_count\"], \"rows\": [{\"fixed acidity\": \"6.4\", \"quality\": \"5\", \"row_count\": 48}, {\"fixed acidity\": \"6.8\", \"quality\": \"5\", \"row_count\": 42}, {\"fixed acidity\": \"6.6\", \"quality\": \"5\", \"row_count\": 41}, {\"fixed acidity\": \"6.6\", \"quality\": \"6\", \"row_count\": 36}, {\"fixed acidity\": \"6.7\", \"quality\": \"5\", \"row_count\": 35}, {\"fixed acidity\": \"6.8\", \"quality\": \"6\", \"row_count\": 32}, {\"fixed acidity\": \"6.9\", \"quality\": \"5\", \"row_count\": 32}, {\"fixed acidity\": \"7.4\", \"quality\": \"6\", \"row_count\": 32}, {\"fixed acidity\": \"6.4\", \"quality\": \"6\", \"row_count\": 31}, {\"fixed acidity\": \"7.2\", \"quality\": \"5\", \"row_count\": 31}, {\"fixed acidity\": \"7.6\", \"quality\": \"5\", \"row_count\": 29}, {\"fixed acidity\": \"6.2\", \"quality\": \"5\", \"row_count\": 27}, {\"fixed acidity\": \"7.2\", \"quality\": \"6\", \"row_count\": 27}, {\"fixed acidity\": \"6.5\", \"quality\": \"6\", \"row_count\": 26}, {\"fixed acidity\": \"7\", \"quality\": \"5\", \"row_count\": 26}, {\"fixed acidity\": \"7.1\", \"quality\": \"6\", \"row_count\": 26}, {\"fixed acidity\": \"7.3\", \"quality\": \"6\", \"row_count\": 26}, {\"fixed acidity\": \"7.1\", \"quality\": \"5\", \"row_count\": 25}, {\"fixed acidity\": \"6.7\", \"quality\": \"6\", \"row_count\": 24}, {\"fixed acidity\": \"6\", \"quality\": \"5\", \"row_count\": 23}, {\"fixed acidity\": \"6.5\", \"quality\": \"5\", \"row_count\": 23}, {\"fixed acidity\": \"7.4\", \"quality\": \"5\", \"row_count\": 23}, {\"fixed acidity\": \"7.4\", \"quality\": \"7\", \"row_count\": 23}, {\"fixed acidity\": \"7.5\", \"quality\": \"5\", \"row_count\": 23}, {\"fixed acidity\": \"6.3\", \"quality\": \"6\", \"row_count\": 22}, {\"fixed acidity\": \"6.9\", \"quality\": \"6\", \"row_count\": 21}, {\"fixed acidity\": \"7\", \"quality\": \"6\", \"row_count\": 20}, {\"fixed acidity\": \"7.8\", \"quality\": \"6\", \"row_count\": 20}, {\"fixed acidity\": \"6.2\", \"quality\": \"6\", \"row_count\": 19}, {\"fixed acidity\": \"7.3\", \"quality\": \"5\", \"row_count\": 19}, {\"fixed acidity\": \"6\", \"quality\": \"6\", \"row_count\": 18}, {\"fixed acidity\": \"6.1\", \"quality\": \"5\", \"row_count\": 18}, {\"fixed acidity\": \"6.1\", \"quality\": \"6\", \"row_count\": 18}, {\"fixed acidity\": \"7.5\", \"quality\": \"6\", \"row_count\": 18}, {\"fixed acidity\": \"6.3\", \"quality\": \"5\", \"row_count\": 14}, {\"fixed acidity\": \"7.7\", \"quality\": \"6\", \"row_count\": 14}, {\"fixed acidity\": \"7.9\", \"quality\": \"6\", \"row_count\": 13}, {\"fixed acidity\": \"7\", \"quality\": \"7\", \"row_count\": 12}, {\"fixed acidity\": \"7.2\", \"quality\": \"7\", \"row_count\": 11}, {\"fixed acidity\": \"7.6\", \"quality\": \"6\", \"row_count\": 11}, {\"fixed acidity\": \"6.8\", \"quality\": \"7\", \"row_count\": 10}, {\"fixed acidity\": \"7.3\", \"quality\": \"7\", \"row_count\": 10}, {\"fixed acidity\": \"7.3\", \"quality\": \"8\", \"row_count\": 10}, {\"fixed acidity\": \"7.7\", \"quality\": \"5\", \"row_count\": 10}, {\"fixed acidity\": \"5.7\", \"quality\": \"5\", \"row_count\": 9}, {\"fixed acidity\": \"5.8\", \"quality\": \"5\", \"row_count\": 9}, {\"fixed acidity\": \"5.8\", \"quality\": \"6\", \"row_count\": 9}, {\"fixed acidity\": \"5.9\", \"quality\": \"6\", \"row_count\": 9}, {\"fixed acidity\": \"8\", \"quality\": \"6\", \"row_count\": 9}, {\"fixed acidity\": \"8.3\", \"quality\": \"5\", \"row_count\": 9}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.18}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6a27a315103912d622bbb7b90abf9149ad0f825e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:30:20.815790+00:00", + "ended_at": "2026-05-26T00:30:37.829390+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_8b3d5525efc67566", + "problem_id": "v2p_n3_9ba5fac3cccd9a6f", + "dataset_id": "n3", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=fixed acidity, group_col_2=quality.", + "bindings": { + "group_col": "fixed acidity", + "group_col_2": "quality", + "predicate_col": "chlorides", + "predicate_op": ">=", + "predicate_value": 0.05, + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.28, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=52" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_8b3d5525efc67566.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_8b3d5525efc67566", + "api_calls": 0, + "input_tokens": 25589, + "cached_input_tokens": 24960, + "output_tokens": 639, + "total_tokens": 26228, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2294, + "estimated_output_tokens": 117, + "estimated_total_tokens": 2411, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17007.36, + "sql_execution_elapsed_ms_total": 1.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2bdcb6a9b5cad55ef6aa88647f15931573219115 --- /dev/null +++ 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\\\"fixed acidity\\\", \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"chlorides\\\" AS REAL) >= 0.05\\nGROUP BY \\\"fixed acidity\\\", \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the planned filtered two-dimensional group count template with group_col=\\\"fixed acidity\\\", group_col_2=\\\"quality\\\", and cast \\\"chlorides\\\" to REAL because the schema stores numeric values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f91a524390d755950d6d26e207e9f58926dee675 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_8b3d5525efc67566", + "api_calls": 0, + "input_tokens": 25589, + "cached_input_tokens": 24960, + "output_tokens": 639, + "total_tokens": 26228, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2294, + "estimated_output_tokens": 117, + "estimated_total_tokens": 2411, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17007.36, + "sql_execution_elapsed_ms_total": 1.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_8b3d5525efc67566/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/conversation.jsonl 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"reasoning_output_tokens": 2920}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c099d8d893d1f54f03fbc62b9d9907f6b5a2a8df --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_9111795b2b68dc4d", + "api_calls": 0, + "input_tokens": 25508, + "cached_input_tokens": 24960, + "output_tokens": 3179, + "total_tokens": 28687, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2213, + "estimated_output_tokens": 253, + "estimated_total_tokens": 2466, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 61245.43, + "sql_execution_elapsed_ms_total": 5.63, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..187a967459226920be0262c145eb109d1ef0b701 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:30:37.830269+00:00", + "ended_at": "2026-05-26T00:31:39.076220+00:00", + "elapsed_ms": 61245.43, + "prompt_metrics": { + "chars": 7775, + "bytes_utf8": 7775, + "lines": 240, + "estimated_tokens": 2213 + }, + "stdout_metrics": { + "chars": 1350, + "bytes_utf8": 1350, + "lines": 4, + "estimated_tokens": 426 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 105 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 910, + "bytes_utf8": 910, + "lines": 1, + "estimated_tokens": 253 + }, + "usage": { + "input_tokens": 25508, + "cached_input_tokens": 24960, + "output_tokens": 3179, + "reasoning_output_tokens": 2920 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..946ad787b274e639f8f4987c5a4da95216802b11 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=fixed acidity, measure_col=residual sugar.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "residual sugar", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3fe48d60ae901354b462926ad618245e808f6fee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b0-cf2a-74d3-a211-1eeb5feb7a88"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"q\\\".\\\"fixed acidity\\\",\\n \\\"q\\\".\\\"avg_measure\\\"\\nFROM (\\n SELECT\\n CAST(\\\"fixed acidity\\\" AS REAL) AS \\\"fixed acidity\\\",\\n AVG(CAST(\\\"residual sugar\\\" AS REAL)) OVER (\\n PARTITION BY CAST(\\\"fixed acidity\\\" AS REAL)\\n ) AS \\\"avg_measure\\\",\\n COUNT(*) OVER (\\n PARTITION BY CAST(\\\"fixed acidity\\\" AS REAL)\\n ) AS \\\"group_size\\\"\\n FROM \\\"n3\\\"\\n WHERE \\\"fixed acidity\\\" IS NOT NULL\\n AND TRIM(\\\"fixed acidity\\\") <> ''\\n AND \\\"residual sugar\\\" IS NOT NULL\\n AND TRIM(\\\"residual sugar\\\") <> ''\\n) AS \\\"q\\\"\\nWHERE \\\"q\\\".\\\"group_size\\\" >= 5\\nORDER BY \\\"q\\\".\\\"avg_measure\\\" DESC, \\\"q\\\".\\\"fixed acidity\\\" ASC;\",\"notes\":\"Casts the text-backed numeric fields to REAL, filters null/empty values, and keeps only fixed-acidity groups with at least 5 rows before computing the partitioned average residual sugar.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25508,"cached_input_tokens":24960,"output_tokens":3179,"reasoning_output_tokens":2920}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..85768fac25da2765db96476d92be3d2fa9e615e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"q\".\"fixed acidity\",\n \"q\".\"avg_measure\"\nFROM (\n SELECT\n CAST(\"fixed acidity\" AS REAL) AS \"fixed acidity\",\n AVG(CAST(\"residual sugar\" AS REAL)) OVER (\n PARTITION BY CAST(\"fixed acidity\" AS REAL)\n ) AS \"avg_measure\",\n COUNT(*) OVER (\n PARTITION BY CAST(\"fixed acidity\" AS REAL)\n ) AS \"group_size\"\n FROM \"n3\"\n WHERE \"fixed acidity\" IS NOT NULL\n AND TRIM(\"fixed acidity\") <> ''\n AND \"residual sugar\" IS NOT NULL\n AND TRIM(\"residual sugar\") <> ''\n) AS \"q\"\nWHERE \"q\".\"group_size\" >= 5\nORDER BY \"q\".\"avg_measure\" DESC, \"q\".\"fixed acidity\" ASC;","notes":"Casts the text-backed numeric fields to REAL, filters null/empty values, and keeps only fixed-acidity groups with at least 5 rows before computing the partitioned average residual sugar."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e85d7eec61d87497e8093f6066e2f08e301dbc55 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:31:38.955823Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61b0-cf2a-74d3-a211-1eeb5feb7a88.1779755437867352000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a09f5ba4b9cbb13ea23e1f0606d0c7974667a505 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=fixed acidity, measure_col=residual sugar. +Result preview: [{"fixed acidity": 7.4, "avg_measure": 8.110824742268042}, {"fixed acidity": 8.4, "avg_measure": 8.014285714285714}, {"fixed acidity": 8.7, "avg_measure": 7.946666666666667}, {"fixed acidity": 7.5, "avg_measure": 7.651219512195122}, {"fixed acidity": 9.8, "avg_measure": 7.56875}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..61b428f703cd148e80d8f12b2c272c8e65c98e93 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/generated_sql.sql @@ -0,0 +1,33 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_9111795b2b68dc4d +-- problem_id: v2p_n3_77c5bc0349fb5df1 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "q"."fixed acidity", + "q"."avg_measure" +FROM ( + SELECT + CAST("fixed acidity" AS REAL) AS "fixed acidity", + AVG(CAST("residual sugar" AS REAL)) OVER ( + PARTITION BY CAST("fixed acidity" AS REAL) + ) AS "avg_measure", + COUNT(*) OVER ( + PARTITION BY CAST("fixed acidity" AS REAL) + ) AS "group_size" + FROM "n3" + WHERE "fixed acidity" IS NOT NULL + AND TRIM("fixed acidity") <> '' + AND "residual sugar" IS NOT NULL + AND TRIM("residual sugar") <> '' +) AS "q" +WHERE "q"."group_size" >= 5 +ORDER BY "q"."avg_measure" DESC, "q"."fixed acidity" ASC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ffa0ca5c608cf864373f276aae9e749181a82e9d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"q\".\"fixed acidity\",\n \"q\".\"avg_measure\"\nFROM (\n SELECT\n CAST(\"fixed acidity\" AS REAL) AS \"fixed acidity\",\n AVG(CAST(\"residual sugar\" AS REAL)) OVER (\n PARTITION BY CAST(\"fixed acidity\" AS REAL)\n ) AS \"avg_measure\",\n COUNT(*) OVER (\n PARTITION BY CAST(\"fixed acidity\" AS REAL)\n ) AS \"group_size\"\n FROM \"n3\"\n WHERE \"fixed acidity\" IS NOT NULL\n AND TRIM(\"fixed acidity\") <> ''\n AND \"residual sugar\" IS NOT NULL\n AND TRIM(\"residual sugar\") <> ''\n) AS \"q\"\nWHERE \"q\".\"group_size\" >= 5\nORDER BY \"q\".\"avg_measure\" DESC, \"q\".\"fixed acidity\" ASC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"q\\\".\\\"fixed acidity\\\",\\n \\\"q\\\".\\\"avg_measure\\\"\\nFROM (\\n SELECT\\n CAST(\\\"fixed acidity\\\" AS REAL) AS \\\"fixed acidity\\\",\\n AVG(CAST(\\\"residual sugar\\\" AS REAL)) OVER (\\n PARTITION BY CAST(\\\"fixed acidity\\\" AS REAL)\\n ) AS \\\"avg_measure\\\",\\n COUNT(*) OVER (\\n PARTITION BY CAST(\\\"fixed acidity\\\" AS REAL)\\n ) AS \\\"group_size\\\"\\n FROM \\\"n3\\\"\\n WHERE \\\"fixed acidity\\\" IS NOT NULL\\n AND TRIM(\\\"fixed acidity\\\") <> ''\\n AND \\\"residual sugar\\\" IS NOT NULL\\n AND TRIM(\\\"residual sugar\\\") <> ''\\n) AS \\\"q\\\"\\nWHERE \\\"q\\\".\\\"group_size\\\" >= 5\\nORDER BY \\\"q\\\".\\\"avg_measure\\\" DESC, \\\"q\\\".\\\"fixed acidity\\\" ASC;\", \"columns\": [\"fixed acidity\", \"avg_measure\"], \"rows\": [{\"fixed acidity\": 7.4, \"avg_measure\": 8.110824742268042}, {\"fixed acidity\": 8.4, \"avg_measure\": 8.014285714285714}, {\"fixed acidity\": 8.7, \"avg_measure\": 7.946666666666667}, {\"fixed acidity\": 7.5, \"avg_measure\": 7.651219512195122}, {\"fixed acidity\": 9.8, \"avg_measure\": 7.56875}, {\"fixed acidity\": 7.3, \"avg_measure\": 7.468820224719101}, {\"fixed acidity\": 6.8, \"avg_measure\": 7.397564935064935}, {\"fixed acidity\": 7.7, \"avg_measure\": 7.224731182795699}, {\"fixed acidity\": 8.0, \"avg_measure\": 7.194374999999999}, {\"fixed acidity\": 7.2, \"avg_measure\": 7.028398058252427}, {\"fixed acidity\": 7.6, \"avg_measure\": 6.902287581699346}, {\"fixed acidity\": 6.9, \"avg_measure\": 6.834647302904565}, {\"fixed acidity\": 7.8, \"avg_measure\": 6.823655913978495}, {\"fixed acidity\": 6.5, \"avg_measure\": 6.781777777777778}, {\"fixed acidity\": 6.6, \"avg_measure\": 6.7717241379310344}, {\"fixed acidity\": 7.1, \"avg_measure\": 6.7505}, {\"fixed acidity\": 7.0, \"avg_measure\": 6.606681034482759}, {\"fixed acidity\": 7.9, \"avg_measure\": 6.587162162162162}, {\"fixed acidity\": 8.5, \"avg_measure\": 6.5140625000000005}, {\"fixed acidity\": 5.7, \"avg_measure\": 6.48125}, {\"fixed acidity\": 6.7, \"avg_measure\": 6.464618644067797}, {\"fixed acidity\": 8.8, \"avg_measure\": 6.197222222222222}, {\"fixed acidity\": 6.2, \"avg_measure\": 6.155989583333334}, {\"fixed acidity\": 8.3, \"avg_measure\": 6.147115384615384}, {\"fixed acidity\": 6.3, \"avg_measure\": 6.098404255319149}, {\"fixed acidity\": 6.4, \"avg_measure\": 6.071428571428571}, {\"fixed acidity\": 8.1, \"avg_measure\": 5.885714285714286}, {\"fixed acidity\": 9.0, \"avg_measure\": 5.670588235294118}, {\"fixed acidity\": 6.1, \"avg_measure\": 5.644516129032258}, {\"fixed acidity\": 6.0, \"avg_measure\": 5.330978260869565}, {\"fixed acidity\": 8.2, \"avg_measure\": 5.330357142857143}, {\"fixed acidity\": 5.0, \"avg_measure\": 4.947916666666667}, {\"fixed acidity\": 9.4, \"avg_measure\": 4.8500000000000005}, {\"fixed acidity\": 5.9, \"avg_measure\": 4.824757281553398}, {\"fixed acidity\": 4.8, \"avg_measure\": 4.588888888888889}, {\"fixed acidity\": 8.6, \"avg_measure\": 4.428}, {\"fixed acidity\": 9.2, \"avg_measure\": 4.376190476190477}, {\"fixed acidity\": 5.8, \"avg_measure\": 4.360743801652893}, {\"fixed acidity\": 5.6, \"avg_measure\": 4.325352112676057}, {\"fixed acidity\": 8.9, \"avg_measure\": 3.990625}, {\"fixed acidity\": 5.3, \"avg_measure\": 3.903703703703704}, {\"fixed acidity\": 5.4, \"avg_measure\": 3.7160714285714285}, {\"fixed acidity\": 5.1, \"avg_measure\": 3.4152173913043478}, {\"fixed acidity\": 5.2, \"avg_measure\": 3.332142857142857}, {\"fixed acidity\": 9.1, \"avg_measure\": 3.1666666666666665}, {\"fixed acidity\": 5.5, \"avg_measure\": 2.8483870967741933}, {\"fixed acidity\": 4.9, \"avg_measure\": 2.7785714285714285}, {\"fixed acidity\": 4.7, \"avg_measure\": 1.72}, {\"fixed acidity\": 9.6, \"avg_measure\": 1.49}], \"row_count_returned\": 49, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.63}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..578c9165c023ac0874621d63477f343a762243dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:30:37.829719+00:00", + "ended_at": "2026-05-26T00:31:39.086348+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_9111795b2b68dc4d", + "problem_id": "v2p_n3_77c5bc0349fb5df1", + "dataset_id": "n3", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=fixed acidity, measure_col=residual sugar.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "residual sugar", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=135" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_9111795b2b68dc4d.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_9111795b2b68dc4d", + "api_calls": 0, + "input_tokens": 25508, + "cached_input_tokens": 24960, + "output_tokens": 3179, + "total_tokens": 28687, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2213, + "estimated_output_tokens": 253, + "estimated_total_tokens": 2466, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 61245.43, + "sql_execution_elapsed_ms_total": 5.63, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..182ef8071c8bd5bf8ad5255dd869ec34affa1847 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:31:39.079097+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 61245.43, "started_at": "2026-05-26T00:30:37.830269+00:00", "ended_at": "2026-05-26T00:31:39.076220+00:00", "prompt_metrics": {"chars": 7775, "bytes_utf8": 7775, "lines": 240, "estimated_tokens": 2213}, "response_metrics": {"chars": 910, "bytes_utf8": 910, "lines": 1, "estimated_tokens": 253}, "usage": {"input_tokens": 25508, "cached_input_tokens": 24960, "output_tokens": 3179, "reasoning_output_tokens": 2920}, "stderr_preview": "2026-05-26T00:31:38.955823Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61b0-cf2a-74d3-a211-1eeb5feb7a88.1779755437867352000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"q\\\".\\\"fixed acidity\\\",\\n \\\"q\\\".\\\"avg_measure\\\"\\nFROM (\\n SELECT\\n CAST(\\\"fixed acidity\\\" AS REAL) AS \\\"fixed acidity\\\",\\n AVG(CAST(\\\"residual sugar\\\" AS REAL)) OVER (\\n PARTITION BY CAST(\\\"fixed acidity\\\" AS REAL)\\n ) AS \\\"avg_measure\\\",\\n COUNT(*) OVER (\\n PARTITION BY CAST(\\\"fixed acidity\\\" AS REAL)\\n ) AS \\\"group_size\\\"\\n FROM \\\"n3\\\"\\n WHERE \\\"fixed acidity\\\" IS NOT NULL\\n AND TRIM(\\\"fixed acidity\\\") <> ''\\n AND \\\"residual sugar\\\" IS NOT NULL\\n AND TRIM(\\\"residual sugar\\\") <> ''\\n) AS \\\"q\\\"\\nWHERE \\\"q\\\".\\\"group_size\\\" >= 5\\nORDER BY \\\"q\\\".\\\"avg_measure\\\" DESC, \\\"q\\\".\\\"fixed acidity\\\" ASC;\",\"notes\":\"Casts the text-backed numeric fields to REAL, filters null/empty values, and keeps only fixed-acidity groups with at least 5 rows before computing the partitioned average residual sugar.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6561678507f499d7ff62cab1efccc0eeb1be5d97 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_9111795b2b68dc4d", + "api_calls": 0, + "input_tokens": 25508, + "cached_input_tokens": 24960, + "output_tokens": 3179, + "total_tokens": 28687, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2213, + "estimated_output_tokens": 253, + "estimated_total_tokens": 2466, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 61245.43, + "sql_execution_elapsed_ms_total": 5.63, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9111795b2b68dc4d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..be735465436165576a60028bcc9868c667fc2656 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7672, "bytes_utf8": 7672, "lines": 240, "estimated_tokens": 2201}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 278, "bytes_utf8": 278, "lines": 1, "estimated_tokens": 76}, "usage": {"input_tokens": 25496, "cached_input_tokens": 24960, "output_tokens": 423, "reasoning_output_tokens": 341}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..aa2d8156dcdaf09e41282616ceb507228c64c93f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_928ca21a5294e269", + "api_calls": 0, + "input_tokens": 25496, + "cached_input_tokens": 24960, + "output_tokens": 423, + "total_tokens": 25919, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2201, + "estimated_output_tokens": 76, + "estimated_total_tokens": 2277, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11626.07, + "sql_execution_elapsed_ms_total": 1.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7748afa61f9fc32eeff56c873da7f77fffc37643 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:31:39.087216+00:00", + "ended_at": "2026-05-26T00:31:50.713409+00:00", + "elapsed_ms": 11626.07, + "prompt_metrics": { + "chars": 7672, + "bytes_utf8": 7672, + "lines": 240, + "estimated_tokens": 2201 + }, + "stdout_metrics": { + "chars": 636, + "bytes_utf8": 636, + "lines": 4, + "estimated_tokens": 189 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 278, + "bytes_utf8": 278, + "lines": 1, + "estimated_tokens": 76 + }, + "usage": { + "input_tokens": 25496, + "cached_input_tokens": 24960, + "output_tokens": 423, + "reasoning_output_tokens": 341 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1f2844d55ba5373faa2f0599eb9bb0d7af50fcf0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=quality, measure_col=citric acid.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "quality", + "measure_col": "citric acid", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.39, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..681a553c485b5ca75f395c6d61fdd3a2b8a0329f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b1-be71-7ef2-9634-b94b2074f17a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"quality\\\", SUM(CAST(\\\"citric acid\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Cast \\\"citric acid\\\" to REAL because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25496,"cached_input_tokens":24960,"output_tokens":423,"reasoning_output_tokens":341}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3959eb630a738aff8d6d4b29acc9aadd2cb428a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"quality\", SUM(CAST(\"citric acid\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY \"total_measure\" DESC;","notes":"Cast \"citric acid\" to REAL because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ce75541a50642ef29f5c6a7532a402d89bac336c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=quality, measure_col=citric acid. +Result preview: [{"quality": "6", "total_measure": 742.98}, {"quality": "5", "total_measure": 491.96}, {"quality": "7", "total_measure": 286.55}, {"quality": "8", "total_measure": 57.14}, {"quality": "4", "total_measure": 49.59}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c8dc99ab2f478d5555af675235a7e80446c29ae6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_928ca21a5294e269 +-- problem_id: v2p_n3_b0d48b12ee5194ec +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", SUM(CAST("citric acid" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY "quality" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..813c10f66e6fc878306d468031699cf8e62cf0b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"quality\", SUM(CAST(\"citric acid\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"quality\\\", SUM(CAST(\\\"citric acid\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"quality\", \"total_measure\"], \"rows\": [{\"quality\": \"6\", \"total_measure\": 742.98}, {\"quality\": \"5\", \"total_measure\": 491.96}, {\"quality\": \"7\", \"total_measure\": 286.55}, {\"quality\": \"8\", \"total_measure\": 57.14}, {\"quality\": \"4\", \"total_measure\": 49.59}, {\"quality\": \"3\", \"total_measure\": 6.72}, {\"quality\": \"9\", \"total_measure\": 1.93}], \"row_count_returned\": 7, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.92}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..18075a3af10d4b2e10d28c8fb186e3cbfa6f14e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:31:39.086686+00:00", + "ended_at": "2026-05-26T00:31:50.719155+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_928ca21a5294e269", + "problem_id": "v2p_n3_b0d48b12ee5194ec", + "dataset_id": "n3", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_conditional_contrast", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=quality, measure_col=citric acid.", + "bindings": { + "group_col": "quality", + "measure_col": "citric acid", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.39, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=2" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_928ca21a5294e269.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_928ca21a5294e269", + "api_calls": 0, + "input_tokens": 25496, + "cached_input_tokens": 24960, + "output_tokens": 423, + "total_tokens": 25919, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2201, + "estimated_output_tokens": 76, + "estimated_total_tokens": 2277, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11626.07, + "sql_execution_elapsed_ms_total": 1.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..48bafe77f04f692e217a4eb7e1e1a8c84d1a1cab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:31:50.715609+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11626.07, "started_at": "2026-05-26T00:31:39.087216+00:00", "ended_at": "2026-05-26T00:31:50.713409+00:00", "prompt_metrics": {"chars": 7672, "bytes_utf8": 7672, "lines": 240, "estimated_tokens": 2201}, "response_metrics": {"chars": 278, "bytes_utf8": 278, "lines": 1, "estimated_tokens": 76}, "usage": {"input_tokens": 25496, "cached_input_tokens": 24960, "output_tokens": 423, "reasoning_output_tokens": 341}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"quality\\\", SUM(CAST(\\\"citric acid\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Cast \\\"citric acid\\\" to REAL because the schema stores numeric values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3e121daab7a2ed74364b1beee54dc43dd3ce4ed1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_928ca21a5294e269", + "api_calls": 0, + "input_tokens": 25496, + "cached_input_tokens": 24960, + "output_tokens": 423, + "total_tokens": 25919, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2201, + "estimated_output_tokens": 76, + "estimated_total_tokens": 2277, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11626.07, + "sql_execution_elapsed_ms_total": 1.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_928ca21a5294e269/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8ed079986e2f594547eb571901f7f7561c006e5e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7772, "bytes_utf8": 7772, "lines": 240, "estimated_tokens": 2212}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 433, "bytes_utf8": 433, "lines": 1, "estimated_tokens": 103}, "usage": {"input_tokens": 25507, "cached_input_tokens": 22912, "output_tokens": 625, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a247896c8955d1eec7521a48bc81d44061de8d19 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_95b9cccd64acfe7d", + "api_calls": 0, + "input_tokens": 25507, + "cached_input_tokens": 22912, + "output_tokens": 625, + "total_tokens": 26132, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2212, + "estimated_output_tokens": 103, + "estimated_total_tokens": 2315, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17956.46, + "sql_execution_elapsed_ms_total": 5.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1c69e6926c68a519835d47f3550d3a7a65b17bda --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:31:50.720127+00:00", + "ended_at": "2026-05-26T00:32:08.676757+00:00", + "elapsed_ms": 17956.46, + "prompt_metrics": { + "chars": 7772, + "bytes_utf8": 7772, + "lines": 240, + "estimated_tokens": 2212 + }, + "stdout_metrics": { + "chars": 792, + "bytes_utf8": 792, + "lines": 4, + "estimated_tokens": 217 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 103 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 433, + "bytes_utf8": 433, + "lines": 1, + "estimated_tokens": 103 + }, + "usage": { + "input_tokens": 25507, + "cached_input_tokens": 22912, + "output_tokens": 625, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f0d8331cf99d560854028ce782b68bd44c307d81 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=fixed acidity, measure_col=fixed acidity.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "fixed acidity", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.1, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b50c14a7b099ee7ea1d1842dfeae8ced60ce05d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b1-ebe9-78c2-a89d-54aeeabb1005"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"fixed acidity\\\",\\n AVG(CAST(\\\"fixed acidity\\\" AS REAL)) OVER (PARTITION BY \\\"fixed acidity\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the required Window Partition Average template with group_col and measure_col both bound to \\\"fixed acidity\\\". The measure is cast to REAL because the SQLite column is stored as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25507,"cached_input_tokens":22912,"output_tokens":625,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7429869b835b21b27b6d4d0f3a42a7dbd6c61f68 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"fixed acidity\",\n AVG(CAST(\"fixed acidity\" AS REAL)) OVER (PARTITION BY \"fixed acidity\") AS \"avg_measure\"\nFROM \"n3\"\nORDER BY \"avg_measure\" DESC;","notes":"Uses the required Window Partition Average template with group_col and measure_col both bound to \"fixed acidity\". The measure is cast to REAL because the SQLite column is stored as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a04777303c0c3dc1dfc743223551b10f8de4d3d8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:32:07.903323Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61b1-ebe9-78c2-a89d-54aeeabb1005.1779755510762328000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b76f66f9067780a6c911d4c757b5ed940f12f92a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=fixed acidity, measure_col=fixed acidity. +Result preview: [{"fixed acidity": "14.2", "avg_measure": 14.2}, {"fixed acidity": "11.8", "avg_measure": 11.8}, {"fixed acidity": "10.7", "avg_measure": 10.7}, {"fixed acidity": "10.3", "avg_measure": 10.3}, {"fixed acidity": "10.2", "avg_measure": 10.2}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..94f58459fa1b284347025aec331bc81d0797dd0c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_95b9cccd64acfe7d +-- problem_id: v2p_n3_feb6e870b51bafc5 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "fixed acidity", + AVG(CAST("fixed acidity" AS REAL)) OVER (PARTITION BY "fixed acidity") AS "avg_measure" +FROM "n3" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..557f7ad91d77a6236758e7b026dbb708ded10625 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"fixed acidity\",\n AVG(CAST(\"fixed acidity\" AS REAL)) OVER (PARTITION BY \"fixed acidity\") AS \"avg_measure\"\nFROM \"n3\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"fixed acidity\\\",\\n AVG(CAST(\\\"fixed acidity\\\" AS REAL)) OVER (PARTITION BY \\\"fixed acidity\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"fixed acidity\", \"avg_measure\"], \"rows\": [{\"fixed acidity\": \"14.2\", \"avg_measure\": 14.2}, {\"fixed acidity\": \"11.8\", \"avg_measure\": 11.8}, {\"fixed acidity\": \"10.7\", \"avg_measure\": 10.7}, {\"fixed acidity\": \"10.3\", \"avg_measure\": 10.3}, {\"fixed acidity\": \"10.2\", \"avg_measure\": 10.2}, {\"fixed acidity\": \"10\", \"avg_measure\": 10.0}, {\"fixed acidity\": \"9.9\", \"avg_measure\": 9.9}, {\"fixed acidity\": \"9.8\", \"avg_measure\": 9.8}, {\"fixed acidity\": \"9.7\", \"avg_measure\": 9.7}, {\"fixed acidity\": \"9.6\", \"avg_measure\": 9.6}, {\"fixed acidity\": \"9.5\", \"avg_measure\": 9.5}, {\"fixed acidity\": \"9.4\", \"avg_measure\": 9.4}, {\"fixed acidity\": \"9.3\", \"avg_measure\": 9.3}, {\"fixed acidity\": \"9.2\", \"avg_measure\": 9.2}, {\"fixed acidity\": \"9.1\", \"avg_measure\": 9.1}, {\"fixed acidity\": \"9\", \"avg_measure\": 9.0}, {\"fixed acidity\": \"8.9\", \"avg_measure\": 8.9}, {\"fixed acidity\": \"8.8\", \"avg_measure\": 8.8}, {\"fixed acidity\": \"8.7\", \"avg_measure\": 8.7}, {\"fixed acidity\": \"8.6\", \"avg_measure\": 8.6}, {\"fixed acidity\": \"8.5\", \"avg_measure\": 8.5}, {\"fixed acidity\": \"8.4\", \"avg_measure\": 8.4}, {\"fixed acidity\": \"8.3\", \"avg_measure\": 8.3}, {\"fixed acidity\": \"8.2\", \"avg_measure\": 8.2}, {\"fixed acidity\": \"8.1\", \"avg_measure\": 8.1}, {\"fixed acidity\": \"8\", \"avg_measure\": 8.0}, {\"fixed acidity\": \"7.9\", \"avg_measure\": 7.9}, {\"fixed acidity\": \"7.8\", \"avg_measure\": 7.8}, {\"fixed acidity\": \"7.7\", \"avg_measure\": 7.7}, {\"fixed acidity\": \"7.6\", \"avg_measure\": 7.6}, {\"fixed acidity\": \"7.5\", \"avg_measure\": 7.5}, {\"fixed acidity\": \"7.4\", \"avg_measure\": 7.4}, {\"fixed acidity\": \"7.3\", \"avg_measure\": 7.299999999999999}, {\"fixed acidity\": \"7.2\", \"avg_measure\": 7.2}, {\"fixed acidity\": \"7.15\", \"avg_measure\": 7.15}, {\"fixed acidity\": \"7.1\", \"avg_measure\": 7.1}, {\"fixed acidity\": \"7\", \"avg_measure\": 7.0}, {\"fixed acidity\": \"6.9\", \"avg_measure\": 6.9}, {\"fixed acidity\": \"6.8\", \"avg_measure\": 6.800000000000001}, {\"fixed acidity\": \"6.7\", \"avg_measure\": 6.7}, {\"fixed acidity\": \"6.6\", \"avg_measure\": 6.6}, {\"fixed acidity\": \"6.5\", \"avg_measure\": 6.5}, {\"fixed acidity\": \"6.45\", \"avg_measure\": 6.45}, {\"fixed acidity\": \"6.4\", \"avg_measure\": 6.4}, {\"fixed acidity\": \"6.3\", \"avg_measure\": 6.299999999999999}, {\"fixed acidity\": \"6.2\", \"avg_measure\": 6.2}, {\"fixed acidity\": \"6.15\", \"avg_measure\": 6.15}, {\"fixed acidity\": \"6.1\", \"avg_measure\": 6.1}, {\"fixed acidity\": \"6\", \"avg_measure\": 6.0}, {\"fixed acidity\": \"5.9\", \"avg_measure\": 5.9}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 5.2}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ec43abc886440e7967fdd725b431e7b86c37c684 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:31:50.719526+00:00", + "ended_at": "2026-05-26T00:32:08.686706+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_95b9cccd64acfe7d", + "problem_id": "v2p_n3_feb6e870b51bafc5", + "dataset_id": "n3", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=fixed acidity, measure_col=fixed acidity.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "fixed acidity", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.1, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_95b9cccd64acfe7d.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_95b9cccd64acfe7d", + "api_calls": 0, + "input_tokens": 25507, + "cached_input_tokens": 22912, + "output_tokens": 625, + "total_tokens": 26132, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2212, + "estimated_output_tokens": 103, + "estimated_total_tokens": 2315, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17956.46, + "sql_execution_elapsed_ms_total": 5.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9de5961c1372f137cc9922cfe6ed64483d1b908d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:32:08.679285+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17956.46, "started_at": "2026-05-26T00:31:50.720127+00:00", "ended_at": "2026-05-26T00:32:08.676757+00:00", "prompt_metrics": {"chars": 7772, "bytes_utf8": 7772, "lines": 240, "estimated_tokens": 2212}, "response_metrics": {"chars": 433, "bytes_utf8": 433, "lines": 1, "estimated_tokens": 103}, "usage": {"input_tokens": 25507, "cached_input_tokens": 22912, "output_tokens": 625, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:32:07.903323Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61b1-ebe9-78c2-a89d-54aeeabb1005.1779755510762328000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"fixed acidity\\\",\\n AVG(CAST(\\\"fixed acidity\\\" AS REAL)) OVER (PARTITION BY \\\"fixed acidity\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the required Window Partition Average template with group_col and measure_col both bound to \\\"fixed acidity\\\". The measure is cast to REAL because the SQLite column is stored as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6e7eb67d8336cbaeeb2843d6eea4ee876ca14561 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_95b9cccd64acfe7d", + "api_calls": 0, + "input_tokens": 25507, + "cached_input_tokens": 22912, + "output_tokens": 625, + "total_tokens": 26132, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2212, + "estimated_output_tokens": 103, + "estimated_total_tokens": 2315, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17956.46, + "sql_execution_elapsed_ms_total": 5.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_95b9cccd64acfe7d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..21a5a28d4ec9f1dc9b8d693bef7c5860303b8ae4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8065, "bytes_utf8": 8065, "lines": 242, "estimated_tokens": 2316}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 518, "bytes_utf8": 518, "lines": 1, "estimated_tokens": 148}, "usage": {"input_tokens": 25611, "cached_input_tokens": 24960, "output_tokens": 1399, "reasoning_output_tokens": 1245}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..df30a65bc54a36c806cae45fea30d4c019661ca6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_9669a8bb29c68e85", + "api_calls": 0, + "input_tokens": 25611, + "cached_input_tokens": 24960, + "output_tokens": 1399, + "total_tokens": 27010, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2316, + "estimated_output_tokens": 148, + "estimated_total_tokens": 2464, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28824.82, + "sql_execution_elapsed_ms_total": 3.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1f7187d5c9470a635bc0a62765a9b4d3b276f407 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:32:08.687706+00:00", + "ended_at": "2026-05-26T00:32:37.512802+00:00", + "elapsed_ms": 28824.82, + "prompt_metrics": { + "chars": 8065, + "bytes_utf8": 8065, + "lines": 242, + "estimated_tokens": 2316 + }, + "stdout_metrics": { + "chars": 901, + "bytes_utf8": 901, + "lines": 4, + "estimated_tokens": 281 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 518, + "bytes_utf8": 518, + "lines": 1, + "estimated_tokens": 148 + }, + "usage": { + "input_tokens": 25611, + "cached_input_tokens": 24960, + "output_tokens": 1399, + "reasoning_output_tokens": 1245 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..599ca3046031c237b5cb5ad68b8b36c2c21a7beb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=quality, measure_col=density.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "quality", + "measure_col": "density", + "item_col": "pH", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.9961, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9ac19b1b29d64cb5b964861d5c46c4dd72f9dc04 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b2-321f-7ed1-904d-23bba4ecd8be"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"quality\\\", \\\"pH\\\",\\n SUM(CAST(\\\"density\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"density\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"density\\\" AS REAL))) OVER (PARTITION BY \\\"quality\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\", \\\"pH\\\"\\nORDER BY share_within_group DESC\\nLIMIT 14;\",\"notes\":\"Casts \\\"density\\\" to REAL because the schema stores numeric values as TEXT; uses bound group_col=\\\"quality\\\", item_col=\\\"pH\\\", and top_k=14.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25611,"cached_input_tokens":24960,"output_tokens":1399,"reasoning_output_tokens":1245}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2019aac28a78139017691c48b1280f875ea9c0ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"quality\", \"pH\",\n SUM(CAST(\"density\" AS REAL)) AS total_measure,\n SUM(CAST(\"density\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"density\" AS REAL))) OVER (PARTITION BY \"quality\") AS share_within_group\nFROM \"n3\"\nGROUP BY \"quality\", \"pH\"\nORDER BY share_within_group DESC\nLIMIT 14;","notes":"Casts \"density\" to REAL because the schema stores numeric values as TEXT; uses bound group_col=\"quality\", item_col=\"pH\", and top_k=14."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e924c9851949d8eca1adfdfcf4e5442f268c63dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=quality, measure_col=density. +Result preview: [{"quality": "9", "pH": "3.28", "total_measure": 1.98035, "share_within_group": 39.948157263026246}, {"quality": "9", "pH": "3.2", "total_measure": 0.997, "share_within_group": 20.111754382425918}, {"quality": "9", "pH": "3.37", "total_measure": 0.9903, "share_within_group": 19.976600165412624}, {"quality": "9", "pH": "3.41", "total_measure": 0.98965, "share_within_group": 19.963488189135216}, {"quality": "3", "pH": "3.24", "total_measure": 2.98315, "share_within_group": 14.992451381266559}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a09e8046f86dbc611886dfd12e47e70a1cd10e7f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_9669a8bb29c68e85 +-- problem_id: v2p_n3_9448c37333493580 +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", "pH", + SUM(CAST("density" AS REAL)) AS total_measure, + SUM(CAST("density" AS REAL)) * 100.0 / SUM(SUM(CAST("density" AS REAL))) OVER (PARTITION BY "quality") AS share_within_group +FROM "n3" +GROUP BY "quality", "pH" +ORDER BY share_within_group DESC +LIMIT 14; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9e20116099e962ec262fe31e056bd0ddda9fc02b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"quality\", \"pH\",\n SUM(CAST(\"density\" AS REAL)) AS total_measure,\n SUM(CAST(\"density\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"density\" AS REAL))) OVER (PARTITION BY \"quality\") AS share_within_group\nFROM \"n3\"\nGROUP BY \"quality\", \"pH\"\nORDER BY share_within_group DESC\nLIMIT 14;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"quality\\\", \\\"pH\\\",\\n SUM(CAST(\\\"density\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"density\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"density\\\" AS REAL))) OVER (PARTITION BY \\\"quality\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\", \\\"pH\\\"\\nORDER BY share_within_group DESC\\nLIMIT 14;\", \"columns\": [\"quality\", \"pH\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"quality\": \"9\", \"pH\": \"3.28\", \"total_measure\": 1.98035, \"share_within_group\": 39.948157263026246}, {\"quality\": \"9\", \"pH\": \"3.2\", \"total_measure\": 0.997, \"share_within_group\": 20.111754382425918}, {\"quality\": \"9\", \"pH\": \"3.37\", \"total_measure\": 0.9903, \"share_within_group\": 19.976600165412624}, {\"quality\": \"9\", \"pH\": \"3.41\", \"total_measure\": 0.98965, \"share_within_group\": 19.963488189135216}, {\"quality\": \"3\", \"pH\": \"3.24\", \"total_measure\": 2.98315, \"share_within_group\": 14.992451381266559}, {\"quality\": \"3\", \"pH\": \"3.14\", \"total_measure\": 1.9908000000000001, \"share_within_group\": 10.005186534309528}, {\"quality\": \"4\", \"pH\": \"3.16\", \"total_measure\": 9.94664, \"share_within_group\": 6.137359155559641}, {\"quality\": \"8\", \"pH\": \"2.94\", \"total_measure\": 8.97318, \"share_within_group\": 5.167653384745068}, {\"quality\": \"3\", \"pH\": \"3.04\", \"total_measure\": 1.0001, \"share_within_group\": 5.026214111393891}, {\"quality\": \"3\", \"pH\": \"2.93\", \"total_measure\": 0.9997, \"share_within_group\": 5.024203826777795}, {\"quality\": \"3\", \"pH\": \"2.87\", \"total_measure\": 0.9983, \"share_within_group\": 5.017167830621459}, {\"quality\": \"3\", \"pH\": \"3.02\", \"total_measure\": 0.998, \"share_within_group\": 5.015660117159387}, {\"quality\": \"5\", \"pH\": \"3.14\", \"total_measure\": 72.68158, \"share_within_group\": 5.012185507669616}, {\"quality\": \"3\", \"pH\": \"3.42\", \"total_measure\": 0.99688, \"share_within_group\": 5.010031320234319}], \"row_count_returned\": 14, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.03}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f79b8442066f7bbe406dbfca36d599e33449c08d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:32:08.687091+00:00", + "ended_at": "2026-05-26T00:32:37.519508+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_9669a8bb29c68e85", + "problem_id": "v2p_n3_9448c37333493580", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=quality, measure_col=density.", + "bindings": { + "group_col": "quality", + "measure_col": "density", + "item_col": "pH", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.9961, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=29" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_9669a8bb29c68e85.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_9669a8bb29c68e85", + "api_calls": 0, + "input_tokens": 25611, + "cached_input_tokens": 24960, + "output_tokens": 1399, + "total_tokens": 27010, + "cost_usd": 0.0, + "ai_cli_calls": 1, + 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\\\"quality\\\", \\\"pH\\\",\\n SUM(CAST(\\\"density\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"density\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"density\\\" AS REAL))) OVER (PARTITION BY \\\"quality\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\", \\\"pH\\\"\\nORDER BY share_within_group DESC\\nLIMIT 14;\",\"notes\":\"Casts \\\"density\\\" to REAL because the schema stores numeric values as TEXT; uses bound group_col=\\\"quality\\\", item_col=\\\"pH\\\", and top_k=14.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9669a8bb29c68e85/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..642ffa71027084240d50d5fc4948d6f3c68d6cc2 --- /dev/null +++ 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d7a3cfede1be009c9bd2fab2bfdb2cd2a3ce2ade --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7914, "bytes_utf8": 7914, "lines": 243, "estimated_tokens": 2259}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 387, "bytes_utf8": 387, "lines": 1, "estimated_tokens": 99}, "usage": {"input_tokens": 25554, "cached_input_tokens": 24960, "output_tokens": 294, "reasoning_output_tokens": 189}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8321011dea9c6095c1aa9aa85f8e76fad4288ef0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_9ed369d4ffd635e2", + "api_calls": 0, + "input_tokens": 25554, + "cached_input_tokens": 24960, + "output_tokens": 294, + "total_tokens": 25848, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2259, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2358, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9515.86, + "sql_execution_elapsed_ms_total": 1.21, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..45d0cbfe165fc0f6167e271922fac3f0254e6ee6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:32:37.520486+00:00", + "ended_at": "2026-05-26T00:32:47.036458+00:00", + "elapsed_ms": 9515.86, + "prompt_metrics": { + "chars": 7914, + "bytes_utf8": 7914, + "lines": 243, + "estimated_tokens": 2259 + }, + "stdout_metrics": { + "chars": 746, + "bytes_utf8": 746, + "lines": 4, + "estimated_tokens": 215 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 387, + "bytes_utf8": 387, + "lines": 1, + "estimated_tokens": 99 + }, + "usage": { + "input_tokens": 25554, + "cached_input_tokens": 24960, + "output_tokens": 294, + "reasoning_output_tokens": 189 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..86f1884bea7efa8ce26bc48ff1388b81e78ab61c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=quality, condition_col=quality.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "quality", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 11.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..85d0a41c1bc9dbd274e2a8005aa5591b3cd1aabc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b2-a2b4-7c42-bca1-06fce6f71e91"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"quality\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Instantiated the requested Grouped Condition Rate template with both group_col and condition_col bound to \\\"quality\\\" and condition_value fixed to '6'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25554,"cached_input_tokens":24960,"output_tokens":294,"reasoning_output_tokens":189}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a2563bf22fe08dc70d62f44b62d9aa5ab811d3aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"quality\",\n AVG(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY \"condition_rate\" DESC;","notes":"Instantiated the requested Grouped Condition Rate template with both group_col and condition_col bound to \"quality\" and condition_value fixed to '6'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..72b8853d47badf759ff50355e592d0fd1fa7b47d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=quality, condition_col=quality. +Result preview: [{"quality": "6", "condition_rate": 1.0}, {"quality": "9", "condition_rate": 0.0}, {"quality": "8", "condition_rate": 0.0}, {"quality": "7", "condition_rate": 0.0}, {"quality": "5", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b96466f9154ad62d4a2eeaaad08cab470a9b13db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_9ed369d4ffd635e2 +-- problem_id: v2p_n3_ec330d3ff3ec58e9 +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", + AVG(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n3" +GROUP BY "quality" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..22ccf843d95351a75fc97df441af97eadb560fbc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"quality\",\n AVG(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"quality\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"quality\", \"condition_rate\"], \"rows\": [{\"quality\": \"6\", \"condition_rate\": 1.0}, {\"quality\": \"9\", \"condition_rate\": 0.0}, {\"quality\": \"8\", \"condition_rate\": 0.0}, {\"quality\": \"7\", \"condition_rate\": 0.0}, {\"quality\": \"5\", \"condition_rate\": 0.0}, {\"quality\": \"4\", \"condition_rate\": 0.0}, {\"quality\": \"3\", \"condition_rate\": 0.0}], \"row_count_returned\": 7, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.21}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fce6dfe67a949d41a2da9ca4ed7c56489fbae49b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:32:37.519854+00:00", + "ended_at": "2026-05-26T00:32:47.042565+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_9ed369d4ffd635e2", + "problem_id": "v2p_n3_ec330d3ff3ec58e9", + "dataset_id": "n3", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=quality, condition_col=quality.", + "bindings": { + "group_col": "quality", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 11.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=98" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_9ed369d4ffd635e2.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_9ed369d4ffd635e2", + "api_calls": 0, + "input_tokens": 25554, + "cached_input_tokens": 24960, + "output_tokens": 294, + "total_tokens": 25848, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2259, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2358, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9515.86, + "sql_execution_elapsed_ms_total": 1.21, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d3f00a38c8d0e7a33166d18b3b3609ca77ed6779 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:32:47.038774+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 9515.86, "started_at": "2026-05-26T00:32:37.520486+00:00", "ended_at": "2026-05-26T00:32:47.036458+00:00", "prompt_metrics": {"chars": 7914, "bytes_utf8": 7914, "lines": 243, "estimated_tokens": 2259}, "response_metrics": {"chars": 387, "bytes_utf8": 387, "lines": 1, "estimated_tokens": 99}, "usage": {"input_tokens": 25554, "cached_input_tokens": 24960, "output_tokens": 294, "reasoning_output_tokens": 189}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"quality\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Instantiated the requested Grouped Condition Rate template with both group_col and condition_col bound to \\\"quality\\\" and condition_value fixed to '6'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7e8a7d2835367fd64d627fd800305f7a10434a92 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_9ed369d4ffd635e2", + "api_calls": 0, + "input_tokens": 25554, + "cached_input_tokens": 24960, + "output_tokens": 294, + "total_tokens": 25848, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2259, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2358, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9515.86, + "sql_execution_elapsed_ms_total": 1.21, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_9ed369d4ffd635e2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c58c28ec6048ec3d14f577e91218518d346a45e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7758, "bytes_utf8": 7758, "lines": 240, "estimated_tokens": 2213}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 402, "bytes_utf8": 402, "lines": 1, "estimated_tokens": 96}, "usage": {"input_tokens": 25508, "cached_input_tokens": 24960, "output_tokens": 490, "reasoning_output_tokens": 388}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..63e33fc4d153f75ac60c242885a7165b025f6af8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_a020d7c7d86197ba", + "api_calls": 0, + "input_tokens": 25508, + "cached_input_tokens": 24960, + "output_tokens": 490, + "total_tokens": 25998, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2213, + "estimated_output_tokens": 96, + "estimated_total_tokens": 2309, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14166.74, + "sql_execution_elapsed_ms_total": 4.26, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ec54bc805b0d32ca0b047728c8b3d68f7bedb756 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:32:47.043674+00:00", + "ended_at": "2026-05-26T00:33:01.210539+00:00", + "elapsed_ms": 14166.74, + "prompt_metrics": { + "chars": 7758, + "bytes_utf8": 7758, + "lines": 240, + "estimated_tokens": 2213 + }, + "stdout_metrics": { + "chars": 757, + "bytes_utf8": 757, + "lines": 4, + "estimated_tokens": 207 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 402, + "bytes_utf8": 402, + "lines": 1, + "estimated_tokens": 96 + }, + "usage": { + "input_tokens": 25508, + "cached_input_tokens": 24960, + "output_tokens": 490, + "reasoning_output_tokens": 388 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..72ef6f1a4859e77e1469b5ace33544793b268dc9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=quality, measure_col=citric acid.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "quality", + "measure_col": "citric acid", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.39, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..892e772b5e9b0a656ba68fa3b7e86db84c9e270b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b2-c7ec-7121-944d-fe7b5032e766"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"quality\\\",\\n AVG(CAST(\\\"citric acid\\\" AS REAL)) OVER (PARTITION BY \\\"quality\\\") AS avg_measure\\nFROM \\\"n3\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the requested Window Partition Average template with \\\"quality\\\" as the group column and cast \\\"citric acid\\\" from TEXT to REAL so SQLite computes the average numerically.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25508,"cached_input_tokens":24960,"output_tokens":490,"reasoning_output_tokens":388}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..942ef21009c4887d3614c26a4b0318e6d970483f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"quality\",\n AVG(CAST(\"citric acid\" AS REAL)) OVER (PARTITION BY \"quality\") AS avg_measure\nFROM \"n3\"\nORDER BY avg_measure DESC;","notes":"Applied the requested Window Partition Average template with \"quality\" as the group column and cast \"citric acid\" from TEXT to REAL so SQLite computes the average numerically."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c568fa44ea5d3756a861d344fe55aadfa03dd0eb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=quality, measure_col=citric acid. +Result preview: [{"quality": "9", "avg_measure": 0.386}, {"quality": "6", "avg_measure": 0.33802547770700636}, {"quality": "5", "avg_measure": 0.3376527110501029}, {"quality": "3", "avg_measure": 0.33599999999999997}, {"quality": "8", "avg_measure": 0.3265142857142857}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b7151eaf71d38a823a071b0b136911831df10639 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_a020d7c7d86197ba +-- problem_id: v2p_n3_e1b4cd64e24211b3 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "quality", + AVG(CAST("citric acid" AS REAL)) OVER (PARTITION BY "quality") AS avg_measure +FROM "n3" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5bca61c9b0b36db4c85ff44cbfaf6717ff70f4e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"quality\",\n AVG(CAST(\"citric acid\" AS REAL)) OVER (PARTITION BY \"quality\") AS avg_measure\nFROM \"n3\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"quality\\\",\\n AVG(CAST(\\\"citric acid\\\" AS REAL)) OVER (PARTITION BY \\\"quality\\\") AS avg_measure\\nFROM \\\"n3\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"quality\", \"avg_measure\"], \"rows\": [{\"quality\": \"9\", \"avg_measure\": 0.386}, {\"quality\": \"6\", \"avg_measure\": 0.33802547770700636}, {\"quality\": \"5\", \"avg_measure\": 0.3376527110501029}, {\"quality\": \"3\", \"avg_measure\": 0.33599999999999997}, {\"quality\": \"8\", \"avg_measure\": 0.3265142857142857}, {\"quality\": \"7\", \"avg_measure\": 0.325625}, {\"quality\": \"4\", \"avg_measure\": 0.3042331288343558}], \"row_count_returned\": 7, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 4.26}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1c6c20bc7b1505b4df9ccd79910bb3a2ba44dbbf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:32:47.043027+00:00", + "ended_at": "2026-05-26T00:33:01.218376+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_a020d7c7d86197ba", + "problem_id": "v2p_n3_e1b4cd64e24211b3", + "dataset_id": "n3", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=quality, measure_col=citric acid.", + "bindings": { + "group_col": "quality", + "measure_col": "citric acid", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.39, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=134" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_a020d7c7d86197ba.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_a020d7c7d86197ba", + "api_calls": 0, + "input_tokens": 25508, + "cached_input_tokens": 24960, + "output_tokens": 490, + "total_tokens": 25998, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2213, + "estimated_output_tokens": 96, + "estimated_total_tokens": 2309, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14166.74, + "sql_execution_elapsed_ms_total": 4.26, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f480d78efe1ab58cb8f373f32b77c1e19bf9e2e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:33:01.212932+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14166.74, "started_at": "2026-05-26T00:32:47.043674+00:00", "ended_at": "2026-05-26T00:33:01.210539+00:00", "prompt_metrics": {"chars": 7758, "bytes_utf8": 7758, "lines": 240, "estimated_tokens": 2213}, "response_metrics": {"chars": 402, "bytes_utf8": 402, "lines": 1, "estimated_tokens": 96}, "usage": {"input_tokens": 25508, "cached_input_tokens": 24960, "output_tokens": 490, "reasoning_output_tokens": 388}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"quality\\\",\\n AVG(CAST(\\\"citric acid\\\" AS REAL)) OVER (PARTITION BY \\\"quality\\\") AS avg_measure\\nFROM \\\"n3\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the requested Window Partition Average template with \\\"quality\\\" as the group column and cast \\\"citric acid\\\" from TEXT to REAL so SQLite computes the average numerically.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..baf75d84d6a8c20413ccd7cd1875f2e4d1b702e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a020d7c7d86197ba/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_a020d7c7d86197ba", + "api_calls": 0, + "input_tokens": 25508, + "cached_input_tokens": 24960, + "output_tokens": 490, + "total_tokens": 25998, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2213, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..655063fddd3b017d1b071d7adec65b964f9bf0c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_a1876c9eb03b7a42", + "api_calls": 0, + "input_tokens": 25469, + "cached_input_tokens": 24960, + "output_tokens": 814, + "total_tokens": 26283, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2174, + "estimated_output_tokens": 82, + "estimated_total_tokens": 2256, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19313.49, + "sql_execution_elapsed_ms_total": 2.33, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ceb6fdb9d4bdd6dca446cae47971654e9a679121 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:33:01.220060+00:00", + "ended_at": "2026-05-26T00:33:20.533725+00:00", + "elapsed_ms": 19313.49, + "prompt_metrics": { + "chars": 7587, + "bytes_utf8": 7587, + "lines": 238, + "estimated_tokens": 2174 + }, + "stdout_metrics": { + "chars": 686, + "bytes_utf8": 686, + "lines": 4, + "estimated_tokens": 195 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 328, + "bytes_utf8": 328, + "lines": 1, + "estimated_tokens": 82 + }, + "usage": { + "input_tokens": 25469, + "cached_input_tokens": 24960, + "output_tokens": 814, + "reasoning_output_tokens": 726 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..328b40a7c2994486bd0daae0897b2a84a28b95fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,238 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=fixed acidity.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "fixed acidity", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.05, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..136397d85836208748413669e879531ef93121cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b2-ff49-71a1-a778-7da891eae6c4"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"fixed acidity\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applies the Grouped Count by Category template with \\\"fixed acidity\\\" as the grouping column, counting rows per exact stored value in \\\"n3\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25469,"cached_input_tokens":24960,"output_tokens":814,"reasoning_output_tokens":726}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2558fa6bb64013876d81745c6b9b7838cc66df17 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"fixed acidity\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY \"row_count\" DESC;","notes":"Applies the Grouped Count by Category template with \"fixed acidity\" as the grouping column, counting rows per exact stored value in \"n3\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b57062336cdb98db25b2a0aa1f8c32f3539438ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=fixed acidity. +Result preview: [{"fixed acidity": "6.8", "row_count": 308}, {"fixed acidity": "6.6", "row_count": 290}, {"fixed acidity": "6.4", "row_count": 280}, {"fixed acidity": "6.9", "row_count": 241}, {"fixed acidity": "6.7", "row_count": 236}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e977b523f42056a68c2d16c6c1a84099362ae3d8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n3_a1876c9eb03b7a42 +-- problem_id: v2p_n3_6eff65364e1de0eb +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", COUNT(*) AS "row_count" +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..59791de35cba4bdb3299cafcce1f4f7ee9921bbb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"fixed acidity\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"fixed acidity\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"fixed acidity\", \"row_count\"], \"rows\": [{\"fixed acidity\": \"6.8\", \"row_count\": 308}, {\"fixed acidity\": \"6.6\", \"row_count\": 290}, {\"fixed acidity\": \"6.4\", \"row_count\": 280}, {\"fixed acidity\": \"6.9\", \"row_count\": 241}, {\"fixed acidity\": \"6.7\", \"row_count\": 236}, {\"fixed acidity\": \"7\", \"row_count\": 232}, {\"fixed acidity\": \"6.5\", \"row_count\": 225}, {\"fixed acidity\": \"7.2\", \"row_count\": 206}, {\"fixed acidity\": \"7.1\", \"row_count\": 200}, {\"fixed acidity\": \"7.4\", \"row_count\": 194}, {\"fixed acidity\": \"6.2\", \"row_count\": 192}, {\"fixed acidity\": \"6.3\", \"row_count\": 188}, {\"fixed acidity\": \"6\", \"row_count\": 184}, {\"fixed acidity\": \"7.3\", \"row_count\": 178}, {\"fixed acidity\": \"6.1\", \"row_count\": 155}, {\"fixed acidity\": \"7.6\", \"row_count\": 153}, {\"fixed acidity\": \"7.5\", \"row_count\": 123}, {\"fixed acidity\": \"5.8\", \"row_count\": 121}, {\"fixed acidity\": \"5.9\", \"row_count\": 103}, {\"fixed acidity\": \"7.8\", \"row_count\": 93}, {\"fixed acidity\": \"7.7\", \"row_count\": 93}, {\"fixed acidity\": \"5.7\", \"row_count\": 88}, {\"fixed acidity\": \"8\", \"row_count\": 80}, {\"fixed acidity\": \"7.9\", \"row_count\": 74}, {\"fixed acidity\": \"5.6\", \"row_count\": 71}, {\"fixed acidity\": \"8.2\", \"row_count\": 56}, {\"fixed acidity\": \"8.1\", \"row_count\": 56}, {\"fixed acidity\": \"8.3\", \"row_count\": 52}, {\"fixed acidity\": \"8.4\", \"row_count\": 35}, {\"fixed acidity\": \"8.5\", \"row_count\": 32}, {\"fixed acidity\": \"5.5\", \"row_count\": 31}, {\"fixed acidity\": \"5.4\", \"row_count\": 28}, {\"fixed acidity\": \"5.2\", \"row_count\": 28}, {\"fixed acidity\": \"5.3\", \"row_count\": 27}, {\"fixed acidity\": \"8.6\", \"row_count\": 25}, {\"fixed acidity\": \"5\", \"row_count\": 24}, {\"fixed acidity\": \"5.1\", \"row_count\": 23}, {\"fixed acidity\": \"9.2\", \"row_count\": 21}, {\"fixed acidity\": \"8.8\", \"row_count\": 18}, {\"fixed acidity\": \"9\", \"row_count\": 17}, {\"fixed acidity\": \"8.9\", \"row_count\": 16}, {\"fixed acidity\": \"8.7\", \"row_count\": 15}, {\"fixed acidity\": \"9.4\", \"row_count\": 11}, {\"fixed acidity\": \"4.8\", \"row_count\": 9}, {\"fixed acidity\": \"9.8\", \"row_count\": 8}, {\"fixed acidity\": \"4.9\", \"row_count\": 7}, {\"fixed acidity\": \"9.1\", \"row_count\": 6}, {\"fixed acidity\": \"9.6\", \"row_count\": 5}, {\"fixed acidity\": \"4.7\", \"row_count\": 5}, {\"fixed acidity\": \"9.7\", \"row_count\": 4}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.33}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..682b44bb53334c86f10f9b103d4b86db11eb1037 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:33:01.218734+00:00", + "ended_at": "2026-05-26T00:33:20.539875+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_a1876c9eb03b7a42", + "problem_id": "v2p_n3_6eff65364e1de0eb", + "dataset_id": "n3", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=fixed acidity.", + "bindings": { + "group_col": "fixed acidity", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.05, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=15" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_a1876c9eb03b7a42.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_a1876c9eb03b7a42", + "api_calls": 0, + "input_tokens": 25469, + "cached_input_tokens": 24960, + "output_tokens": 814, + "total_tokens": 26283, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2174, + "estimated_output_tokens": 82, + "estimated_total_tokens": 2256, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19313.49, + "sql_execution_elapsed_ms_total": 2.33, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..15fe91d7048b95e145d0e13f6714c20eee2acec3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:33:20.536328+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 19313.49, "started_at": "2026-05-26T00:33:01.220060+00:00", "ended_at": "2026-05-26T00:33:20.533725+00:00", "prompt_metrics": {"chars": 7587, "bytes_utf8": 7587, "lines": 238, "estimated_tokens": 2174}, "response_metrics": {"chars": 328, "bytes_utf8": 328, "lines": 1, "estimated_tokens": 82}, "usage": {"input_tokens": 25469, "cached_input_tokens": 24960, "output_tokens": 814, "reasoning_output_tokens": 726}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"fixed acidity\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applies the Grouped Count by Category template with \\\"fixed acidity\\\" as the grouping column, counting rows per exact stored value in \\\"n3\\\".\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1c95254c3b5edee7e10fa2008c0e57c51091cf9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_a1876c9eb03b7a42", + "api_calls": 0, + "input_tokens": 25469, + "cached_input_tokens": 24960, + "output_tokens": 814, + "total_tokens": 26283, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2174, + "estimated_output_tokens": 82, + "estimated_total_tokens": 2256, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19313.49, + "sql_execution_elapsed_ms_total": 2.33, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a1876c9eb03b7a42/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9146d62513198b51f353f8cb6fc7d1937e1f7aad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7590, "bytes_utf8": 7590, "lines": 238, "estimated_tokens": 2175}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 268, "bytes_utf8": 268, "lines": 1, "estimated_tokens": 62}, "usage": {"input_tokens": 25470, "cached_input_tokens": 24960, "output_tokens": 392, "reasoning_output_tokens": 324}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..37b2e7ff628a3b7cc9567fde8a38562f1ee563ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_a487d1c32c4b3e4e", + "api_calls": 0, + "input_tokens": 25470, + "cached_input_tokens": 24960, + "output_tokens": 392, + "total_tokens": 25862, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2175, + "estimated_output_tokens": 62, + "estimated_total_tokens": 2237, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11131.93, + "sql_execution_elapsed_ms_total": 1.13, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b320bd91e378ded5b607e71bc61295618825cfc6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:33:20.541029+00:00", + "ended_at": "2026-05-26T00:33:31.673085+00:00", + "elapsed_ms": 11131.93, + "prompt_metrics": { + "chars": 7590, + "bytes_utf8": 7590, + "lines": 238, + "estimated_tokens": 2175 + }, + "stdout_metrics": { + "chars": 614, + "bytes_utf8": 614, + "lines": 4, + "estimated_tokens": 171 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 268, + "bytes_utf8": 268, + "lines": 1, + "estimated_tokens": 62 + }, + "usage": { + "input_tokens": 25470, + "cached_input_tokens": 24960, + "output_tokens": 392, + "reasoning_output_tokens": 324 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3744712cfd0b97b101347e891388f0de9da052dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,238 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=fixed acidity.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "fixed acidity", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.9961, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a77a730780fbd9e5764a8662fee87fe21fc851e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b3-4ac1-75a3-9ec3-d38e086d4a26"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"fixed acidity\\\", COUNT(*) AS row_count\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Grouped count distribution by \\\"fixed acidity\\\" using the provided single-table template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25470,"cached_input_tokens":24960,"output_tokens":392,"reasoning_output_tokens":324}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e86f9967535e0f8f1476e16f1cd70ba1242bbf4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"fixed acidity\", COUNT(*) AS row_count\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY row_count DESC;","notes":"Grouped count distribution by \"fixed acidity\" using the provided single-table template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b57062336cdb98db25b2a0aa1f8c32f3539438ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=fixed acidity. +Result preview: [{"fixed acidity": "6.8", "row_count": 308}, {"fixed acidity": "6.6", "row_count": 290}, {"fixed acidity": "6.4", "row_count": 280}, {"fixed acidity": "6.9", "row_count": 241}, {"fixed acidity": "6.7", "row_count": 236}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..15b70ecc772c23c77b7e95925a2bf9c009f91246 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n3_a487d1c32c4b3e4e +-- problem_id: v2p_n3_ab36da1288687e38 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", COUNT(*) AS row_count +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2a5bbc549f69e6abdc45c2169ebae679b13b5cff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"fixed acidity\", COUNT(*) AS row_count\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY row_count DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"fixed acidity\\\", COUNT(*) AS row_count\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY row_count DESC;\", \"columns\": [\"fixed acidity\", \"row_count\"], \"rows\": [{\"fixed acidity\": \"6.8\", \"row_count\": 308}, {\"fixed acidity\": \"6.6\", \"row_count\": 290}, {\"fixed acidity\": \"6.4\", \"row_count\": 280}, {\"fixed acidity\": \"6.9\", \"row_count\": 241}, {\"fixed acidity\": \"6.7\", \"row_count\": 236}, {\"fixed acidity\": \"7\", \"row_count\": 232}, {\"fixed acidity\": \"6.5\", \"row_count\": 225}, {\"fixed acidity\": \"7.2\", \"row_count\": 206}, {\"fixed acidity\": \"7.1\", \"row_count\": 200}, {\"fixed acidity\": \"7.4\", \"row_count\": 194}, {\"fixed acidity\": \"6.2\", \"row_count\": 192}, {\"fixed acidity\": \"6.3\", \"row_count\": 188}, {\"fixed acidity\": \"6\", \"row_count\": 184}, {\"fixed acidity\": \"7.3\", \"row_count\": 178}, {\"fixed acidity\": \"6.1\", \"row_count\": 155}, {\"fixed acidity\": \"7.6\", \"row_count\": 153}, {\"fixed acidity\": \"7.5\", \"row_count\": 123}, {\"fixed acidity\": \"5.8\", \"row_count\": 121}, {\"fixed acidity\": \"5.9\", \"row_count\": 103}, {\"fixed acidity\": \"7.8\", \"row_count\": 93}, {\"fixed acidity\": \"7.7\", \"row_count\": 93}, {\"fixed acidity\": \"5.7\", \"row_count\": 88}, {\"fixed acidity\": \"8\", \"row_count\": 80}, {\"fixed acidity\": \"7.9\", \"row_count\": 74}, {\"fixed acidity\": \"5.6\", \"row_count\": 71}, {\"fixed acidity\": \"8.2\", \"row_count\": 56}, {\"fixed acidity\": \"8.1\", \"row_count\": 56}, {\"fixed acidity\": \"8.3\", \"row_count\": 52}, {\"fixed acidity\": \"8.4\", \"row_count\": 35}, {\"fixed acidity\": \"8.5\", \"row_count\": 32}, {\"fixed acidity\": \"5.5\", \"row_count\": 31}, {\"fixed acidity\": \"5.4\", \"row_count\": 28}, {\"fixed acidity\": \"5.2\", \"row_count\": 28}, {\"fixed acidity\": \"5.3\", \"row_count\": 27}, {\"fixed acidity\": \"8.6\", \"row_count\": 25}, {\"fixed acidity\": \"5\", \"row_count\": 24}, {\"fixed acidity\": \"5.1\", \"row_count\": 23}, {\"fixed acidity\": \"9.2\", \"row_count\": 21}, {\"fixed acidity\": \"8.8\", \"row_count\": 18}, {\"fixed acidity\": \"9\", \"row_count\": 17}, {\"fixed acidity\": \"8.9\", \"row_count\": 16}, {\"fixed acidity\": \"8.7\", \"row_count\": 15}, {\"fixed acidity\": \"9.4\", \"row_count\": 11}, {\"fixed acidity\": \"4.8\", \"row_count\": 9}, {\"fixed acidity\": \"9.8\", \"row_count\": 8}, {\"fixed acidity\": \"4.9\", \"row_count\": 7}, {\"fixed acidity\": \"9.1\", \"row_count\": 6}, {\"fixed acidity\": \"9.6\", \"row_count\": 5}, {\"fixed acidity\": \"4.7\", \"row_count\": 5}, {\"fixed acidity\": \"9.7\", \"row_count\": 4}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.13}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2888c9994f867c05515160d0d953da45594987f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:33:20.540250+00:00", + "ended_at": "2026-05-26T00:33:31.677461+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_a487d1c32c4b3e4e", + "problem_id": "v2p_n3_ab36da1288687e38", + "dataset_id": "n3", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=fixed acidity.", + "bindings": { + "group_col": "fixed acidity", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.9961, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=18" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_a487d1c32c4b3e4e.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_a487d1c32c4b3e4e", + "api_calls": 0, + "input_tokens": 25470, + "cached_input_tokens": 24960, + "output_tokens": 392, + "total_tokens": 25862, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2175, + "estimated_output_tokens": 62, + "estimated_total_tokens": 2237, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11131.93, + "sql_execution_elapsed_ms_total": 1.13, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cba0cd6871f8aedd83ce4f3ac58825d72429d162 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:33:31.675236+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11131.93, "started_at": "2026-05-26T00:33:20.541029+00:00", "ended_at": "2026-05-26T00:33:31.673085+00:00", "prompt_metrics": {"chars": 7590, "bytes_utf8": 7590, "lines": 238, "estimated_tokens": 2175}, "response_metrics": {"chars": 268, "bytes_utf8": 268, "lines": 1, "estimated_tokens": 62}, "usage": {"input_tokens": 25470, "cached_input_tokens": 24960, "output_tokens": 392, "reasoning_output_tokens": 324}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"fixed acidity\\\", COUNT(*) AS row_count\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Grouped count distribution by \\\"fixed acidity\\\" using the provided single-table template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ad4a35eced52e9ccc2bcc5b99424e9cd4ca4aa9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_a487d1c32c4b3e4e", + "api_calls": 0, + "input_tokens": 25470, + "cached_input_tokens": 24960, + "output_tokens": 392, + "total_tokens": 25862, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2175, + "estimated_output_tokens": 62, + "estimated_total_tokens": 2237, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11131.93, + "sql_execution_elapsed_ms_total": 1.13, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a487d1c32c4b3e4e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c74b07b28a89a380a57c5b5bd0777802780f30c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7770, "bytes_utf8": 7770, "lines": 240, "estimated_tokens": 2212}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 478, "bytes_utf8": 478, "lines": 1, "estimated_tokens": 114}, "usage": {"input_tokens": 25507, "cached_input_tokens": 22912, "output_tokens": 1077, "reasoning_output_tokens": 957}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c4dde487d3962c67ce465009fd5bbb9e369493a4 --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a592385c10d0b678a5541b5645729349fe346dfd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:33:31.678343+00:00", + "ended_at": "2026-05-26T00:33:55.546449+00:00", + "elapsed_ms": 23867.9, + "prompt_metrics": { + "chars": 7770, + "bytes_utf8": 7770, + "lines": 240, + "estimated_tokens": 2212 + }, + "stdout_metrics": { + "chars": 845, + "bytes_utf8": 845, + "lines": 4, + "estimated_tokens": 235 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 478, + "bytes_utf8": 478, + "lines": 1, + "estimated_tokens": 114 + }, + "usage": { + "input_tokens": 25507, + "cached_input_tokens": 22912, + "output_tokens": 1077, + "reasoning_output_tokens": 957 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f8ffb093e10f2c9ab2c8891d0ca5257ca38c5ccc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=fixed acidity, measure_col=residual sugar.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "residual sugar", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5192b431e50721e62625744e4452e5e476d4e798 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b3-764a-7150-869f-a47940ad7e32"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT CAST(\\\"fixed acidity\\\" AS REAL) AS \\\"fixed acidity\\\",\\n AVG(CAST(\\\"residual sugar\\\" AS REAL)) OVER (PARTITION BY CAST(\\\"fixed acidity\\\" AS REAL)) AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"fixed acidity\\\" and measure_col=\\\"residual sugar\\\". Casts were added because the schema stores numeric fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25507,"cached_input_tokens":22912,"output_tokens":1077,"reasoning_output_tokens":957}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0ba657e4fbcc8e3b61c96ed8fac62d1210fb24dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT CAST(\"fixed acidity\" AS REAL) AS \"fixed acidity\",\n AVG(CAST(\"residual sugar\" AS REAL)) OVER (PARTITION BY CAST(\"fixed acidity\" AS REAL)) AS \"avg_measure\"\nFROM \"n3\"\nORDER BY \"avg_measure\" DESC;","notes":"Applied the Window Partition Average template with group_col=\"fixed acidity\" and measure_col=\"residual sugar\". Casts were added because the schema stores numeric fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..06a5c0e447e75b3adcdd084669e12e7061c2c118 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=fixed acidity, measure_col=residual sugar. +Result preview: [{"fixed acidity": 3.8, "avg_measure": 11.1}, {"fixed acidity": 11.8, "avg_measure": 11.1}, {"fixed acidity": 7.15, "avg_measure": 9.6}, {"fixed acidity": 10.7, "avg_measure": 8.2}, {"fixed acidity": 7.4, "avg_measure": 8.110824742268042}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..aee2db377ad0c194e248c12a2440cf3a63dfbe69 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_a5a947522ddc853c +-- problem_id: v2p_n3_f81d0e118d094276 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT CAST("fixed acidity" AS REAL) AS "fixed acidity", + AVG(CAST("residual sugar" AS REAL)) OVER (PARTITION BY CAST("fixed acidity" AS REAL)) AS "avg_measure" +FROM "n3" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f970f7b0b3cbe69d7040895936fec2f0c4b688de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT CAST(\"fixed acidity\" AS REAL) AS \"fixed acidity\",\n AVG(CAST(\"residual sugar\" AS REAL)) OVER (PARTITION BY CAST(\"fixed acidity\" AS REAL)) AS \"avg_measure\"\nFROM \"n3\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT CAST(\\\"fixed acidity\\\" AS REAL) AS \\\"fixed acidity\\\",\\n AVG(CAST(\\\"residual sugar\\\" AS REAL)) OVER (PARTITION BY CAST(\\\"fixed acidity\\\" AS REAL)) AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"fixed acidity\", \"avg_measure\"], \"rows\": [{\"fixed acidity\": 3.8, \"avg_measure\": 11.1}, {\"fixed acidity\": 11.8, \"avg_measure\": 11.1}, {\"fixed acidity\": 7.15, \"avg_measure\": 9.6}, {\"fixed acidity\": 10.7, \"avg_measure\": 8.2}, {\"fixed acidity\": 7.4, \"avg_measure\": 8.110824742268042}, {\"fixed acidity\": 8.4, \"avg_measure\": 8.014285714285714}, {\"fixed acidity\": 8.7, \"avg_measure\": 7.946666666666667}, {\"fixed acidity\": 7.5, \"avg_measure\": 7.651219512195122}, {\"fixed acidity\": 9.8, \"avg_measure\": 7.56875}, {\"fixed acidity\": 7.3, \"avg_measure\": 7.468820224719101}, {\"fixed acidity\": 6.8, \"avg_measure\": 7.397564935064935}, {\"fixed acidity\": 7.7, \"avg_measure\": 7.224731182795699}, {\"fixed acidity\": 8.0, \"avg_measure\": 7.194374999999999}, {\"fixed acidity\": 7.2, \"avg_measure\": 7.028398058252427}, {\"fixed acidity\": 7.6, \"avg_measure\": 6.902287581699346}, {\"fixed acidity\": 6.9, \"avg_measure\": 6.834647302904565}, {\"fixed acidity\": 7.8, \"avg_measure\": 6.823655913978495}, {\"fixed acidity\": 6.5, \"avg_measure\": 6.781777777777778}, {\"fixed acidity\": 6.6, \"avg_measure\": 6.7717241379310344}, {\"fixed acidity\": 7.1, \"avg_measure\": 6.7505}, {\"fixed acidity\": 7.0, \"avg_measure\": 6.606681034482759}, {\"fixed acidity\": 7.9, \"avg_measure\": 6.587162162162162}, {\"fixed acidity\": 8.5, \"avg_measure\": 6.5140625000000005}, {\"fixed acidity\": 5.7, \"avg_measure\": 6.48125}, {\"fixed acidity\": 6.7, \"avg_measure\": 6.464618644067797}, {\"fixed acidity\": 10.2, \"avg_measure\": 6.2}, {\"fixed acidity\": 8.8, \"avg_measure\": 6.197222222222222}, {\"fixed acidity\": 6.2, \"avg_measure\": 6.155989583333334}, {\"fixed acidity\": 8.3, \"avg_measure\": 6.147115384615384}, {\"fixed acidity\": 6.3, \"avg_measure\": 6.098404255319149}, {\"fixed acidity\": 6.4, \"avg_measure\": 6.071428571428571}, {\"fixed acidity\": 8.1, \"avg_measure\": 5.885714285714286}, {\"fixed acidity\": 10.0, \"avg_measure\": 5.7}, {\"fixed acidity\": 9.0, \"avg_measure\": 5.670588235294118}, {\"fixed acidity\": 6.1, \"avg_measure\": 5.644516129032258}, {\"fixed acidity\": 6.0, \"avg_measure\": 5.330978260869565}, {\"fixed acidity\": 8.2, \"avg_measure\": 5.330357142857143}, {\"fixed acidity\": 5.0, \"avg_measure\": 4.947916666666667}, {\"fixed acidity\": 9.4, \"avg_measure\": 4.8500000000000005}, {\"fixed acidity\": 5.9, \"avg_measure\": 4.824757281553398}, {\"fixed acidity\": 4.8, \"avg_measure\": 4.588888888888889}, {\"fixed acidity\": 8.6, \"avg_measure\": 4.428}, {\"fixed acidity\": 9.2, \"avg_measure\": 4.376190476190477}, {\"fixed acidity\": 5.8, \"avg_measure\": 4.360743801652893}, {\"fixed acidity\": 5.6, \"avg_measure\": 4.325352112676057}, {\"fixed acidity\": 3.9, \"avg_measure\": 4.2}, {\"fixed acidity\": 4.4, \"avg_measure\": 4.066666666666666}, {\"fixed acidity\": 8.9, \"avg_measure\": 3.990625}, {\"fixed acidity\": 5.3, \"avg_measure\": 3.903703703703704}, {\"fixed acidity\": 5.4, \"avg_measure\": 3.7160714285714285}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 5.75}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6f29381875d1fe85c9be9b3a43efd24166189e4a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:33:31.677863+00:00", + "ended_at": "2026-05-26T00:33:55.556902+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_a5a947522ddc853c", + "problem_id": "v2p_n3_f81d0e118d094276", + "dataset_id": "n3", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=fixed acidity, measure_col=residual sugar.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "residual sugar", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=135" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_a5a947522ddc853c.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_a5a947522ddc853c", + "api_calls": 0, + "input_tokens": 25507, + "cached_input_tokens": 22912, + "output_tokens": 1077, + "total_tokens": 26584, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2212, + "estimated_output_tokens": 114, + "estimated_total_tokens": 2326, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23867.9, + "sql_execution_elapsed_ms_total": 5.75, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b14a19587c3ecaa6bbc72dbff155e8561fd59c54 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:33:55.549662+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 23867.9, "started_at": "2026-05-26T00:33:31.678343+00:00", "ended_at": "2026-05-26T00:33:55.546449+00:00", "prompt_metrics": {"chars": 7770, "bytes_utf8": 7770, "lines": 240, "estimated_tokens": 2212}, "response_metrics": {"chars": 478, "bytes_utf8": 478, "lines": 1, "estimated_tokens": 114}, "usage": {"input_tokens": 25507, "cached_input_tokens": 22912, "output_tokens": 1077, "reasoning_output_tokens": 957}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT CAST(\\\"fixed acidity\\\" AS REAL) AS \\\"fixed acidity\\\",\\n AVG(CAST(\\\"residual sugar\\\" AS REAL)) OVER (PARTITION BY CAST(\\\"fixed acidity\\\" AS REAL)) AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"fixed acidity\\\" and measure_col=\\\"residual sugar\\\". Casts were added because the schema stores numeric fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a65212e547c8aaa26ac904eb313a3f1ff3af6451 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_a5a947522ddc853c", + "api_calls": 0, + "input_tokens": 25507, + "cached_input_tokens": 22912, + "output_tokens": 1077, + "total_tokens": 26584, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2212, + "estimated_output_tokens": 114, + "estimated_total_tokens": 2326, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23867.9, + "sql_execution_elapsed_ms_total": 5.75, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_a5a947522ddc853c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5577c1749d7b885249000219fbd4c243b4686bab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8087, "bytes_utf8": 8087, "lines": 242, "estimated_tokens": 2323}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 634, "bytes_utf8": 634, "lines": 1, "estimated_tokens": 181}, "usage": {"input_tokens": 25618, "cached_input_tokens": 24960, "output_tokens": 2257, "reasoning_output_tokens": 2070}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fa14d36050ec349d528dd6c50a3672d50dc3fcfa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_aaf774a7803a6ea7", + "api_calls": 0, + "input_tokens": 25618, + "cached_input_tokens": 24960, + "output_tokens": 2257, + "total_tokens": 27875, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2323, + "estimated_output_tokens": 181, + "estimated_total_tokens": 2504, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44717.88, + "sql_execution_elapsed_ms_total": 4.12, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c03358ec5526ae2117b28c3511f8c3ffedade10b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:33:55.557875+00:00", + "ended_at": "2026-05-26T00:34:40.276139+00:00", + "elapsed_ms": 44717.88, + "prompt_metrics": { + "chars": 8087, + "bytes_utf8": 8087, + "lines": 242, + "estimated_tokens": 2323 + }, + "stdout_metrics": { + "chars": 1030, + "bytes_utf8": 1030, + "lines": 4, + "estimated_tokens": 323 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 634, + "bytes_utf8": 634, + "lines": 1, + "estimated_tokens": 181 + }, + "usage": { + "input_tokens": 25618, + "cached_input_tokens": 24960, + "output_tokens": 2257, + "reasoning_output_tokens": 2070 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5e00912ec410634fcdcdb62fdc3f1c475d4ed99e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=sulphates, measure_col=residual sugar.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "sulphates", + "measure_col": "residual sugar", + "item_col": "chlorides", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..69d1b26e99dd7b48210ebde38a9e2ab3f305304e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b3-d38c-7c30-98b9-89b87ed4f127"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"sulphates\\\",\\n \\\"chlorides\\\",\\n SUM(CAST(\\\"residual sugar\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"residual sugar\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"residual sugar\\\" AS REAL))) OVER (PARTITION BY \\\"sulphates\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\", \\\"chlorides\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Filled the provided Within-Group Share of Total template with group_col=\\\"sulphates\\\", item_col=\\\"chlorides\\\", and measure_col=\\\"residual sugar\\\". CAST to REAL is used because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25618,"cached_input_tokens":24960,"output_tokens":2257,"reasoning_output_tokens":2070}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a5eebb4aff617d04fb4877a4f19cc320b2e76004 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"sulphates\",\n \"chlorides\",\n SUM(CAST(\"residual sugar\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"residual sugar\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"residual sugar\" AS REAL))) OVER (PARTITION BY \"sulphates\") AS \"share_within_group\"\nFROM \"n3\"\nGROUP BY \"sulphates\", \"chlorides\"\nORDER BY \"share_within_group\" DESC;","notes":"Filled the provided Within-Group Share of Total template with group_col=\"sulphates\", item_col=\"chlorides\", and measure_col=\"residual sugar\". CAST to REAL is used because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..996e5d68ae158e3c551d2934461ba7e4729676ca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=sulphates, measure_col=residual sugar. +Result preview: [{"sulphates": "0.22", "chlorides": "0.02", "total_measure": 8.55, "share_within_group": 100.0}, {"sulphates": "0.23", "chlorides": "0.035", "total_measure": 6.4, "share_within_group": 100.0}, {"sulphates": "0.83", "chlorides": "0.036", "total_measure": 3.8, "share_within_group": 100.0}, {"sulphates": "0.89", "chlorides": "0.029", "total_measure": 1.8, "share_within_group": 100.0}, {"sulphates": "0.97", "chlorides": "0.047", "total_measure": 1.2, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..df5d289e6ac57948fc25096cfa06777989000d95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_aaf774a7803a6ea7 +-- problem_id: v2p_n3_0650f07d0704e17f +-- realization_mode: agent +-- source_kind: agent +SELECT + "sulphates", + "chlorides", + SUM(CAST("residual sugar" AS REAL)) AS "total_measure", + SUM(CAST("residual sugar" AS REAL)) * 100.0 / SUM(SUM(CAST("residual sugar" AS REAL))) OVER (PARTITION BY "sulphates") AS "share_within_group" +FROM "n3" +GROUP BY "sulphates", "chlorides" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..84196bb7d518a32bf749b8a91b2503d8b900ff1b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"sulphates\",\n \"chlorides\",\n SUM(CAST(\"residual sugar\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"residual sugar\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"residual sugar\" AS REAL))) OVER (PARTITION BY \"sulphates\") AS \"share_within_group\"\nFROM \"n3\"\nGROUP BY \"sulphates\", \"chlorides\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"sulphates\\\",\\n \\\"chlorides\\\",\\n SUM(CAST(\\\"residual sugar\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"residual sugar\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"residual sugar\\\" AS REAL))) OVER (PARTITION BY \\\"sulphates\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\", \\\"chlorides\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"sulphates\", \"chlorides\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"sulphates\": \"0.22\", \"chlorides\": \"0.02\", \"total_measure\": 8.55, \"share_within_group\": 100.0}, {\"sulphates\": \"0.23\", \"chlorides\": \"0.035\", \"total_measure\": 6.4, \"share_within_group\": 100.0}, {\"sulphates\": \"0.83\", \"chlorides\": \"0.036\", \"total_measure\": 3.8, \"share_within_group\": 100.0}, {\"sulphates\": \"0.89\", \"chlorides\": \"0.029\", \"total_measure\": 1.8, \"share_within_group\": 100.0}, {\"sulphates\": \"0.97\", \"chlorides\": \"0.047\", \"total_measure\": 1.2, \"share_within_group\": 100.0}, {\"sulphates\": \"0.99\", \"chlorides\": \"0.03\", \"total_measure\": 1.5, \"share_within_group\": 100.0}, {\"sulphates\": \"1\", \"chlorides\": \"0.039\", \"total_measure\": 2.0, \"share_within_group\": 100.0}, {\"sulphates\": \"1.01\", \"chlorides\": \"0.048\", \"total_measure\": 6.3, \"share_within_group\": 100.0}, {\"sulphates\": \"1.06\", \"chlorides\": \"0.028\", \"total_measure\": 1.6, \"share_within_group\": 100.0}, {\"sulphates\": \"1.08\", \"chlorides\": \"0.028\", \"total_measure\": 5.7, \"share_within_group\": 100.0}, {\"sulphates\": \"0.98\", \"chlorides\": \"0.053\", \"total_measure\": 23.2, \"share_within_group\": 85.6088560885609}, {\"sulphates\": \"0.96\", \"chlorides\": \"0.041\", \"total_measure\": 13.6, \"share_within_group\": 85.0}, {\"sulphates\": \"0.87\", \"chlorides\": \"0.03\", \"total_measure\": 4.3, \"share_within_group\": 78.18181818181819}, {\"sulphates\": \"0.86\", \"chlorides\": \"0.031\", \"total_measure\": 4.2, \"share_within_group\": 71.1864406779661}, {\"sulphates\": \"0.94\", \"chlorides\": \"0.041\", \"total_measure\": 3.2, \"share_within_group\": 66.66666666666666}, {\"sulphates\": \"0.85\", \"chlorides\": \"0.051\", \"total_measure\": 15.2, \"share_within_group\": 63.8655462184874}, {\"sulphates\": \"0.9\", \"chlorides\": \"0.039\", \"total_measure\": 9.0, \"share_within_group\": 62.5}, {\"sulphates\": \"0.92\", \"chlorides\": \"0.036\", \"total_measure\": 3.4, \"share_within_group\": 59.64912280701755}, {\"sulphates\": \"0.95\", \"chlorides\": \"0.036\", \"total_measure\": 3.9000000000000004, \"share_within_group\": 56.52173913043479}, {\"sulphates\": \"0.81\", \"chlorides\": \"0.069\", \"total_measure\": 11.2, \"share_within_group\": 51.141552511415526}, {\"sulphates\": \"0.88\", \"chlorides\": \"0.044\", \"total_measure\": 28.7, \"share_within_group\": 49.653979238754324}, {\"sulphates\": \"0.8\", \"chlorides\": \"0.043\", \"total_measure\": 13.9, \"share_within_group\": 48.85764499121265}, {\"sulphates\": \"0.25\", \"chlorides\": \"0.026\", \"total_measure\": 8.8, \"share_within_group\": 48.75346260387812}, {\"sulphates\": \"0.26\", \"chlorides\": \"0.032\", \"total_measure\": 12.2, \"share_within_group\": 47.28682170542636}, {\"sulphates\": \"0.84\", \"chlorides\": \"0.049\", \"total_measure\": 7.5, \"share_within_group\": 46.58385093167701}, {\"sulphates\": \"0.76\", \"chlorides\": \"0.045\", \"total_measure\": 47.099999999999994, \"share_within_group\": 44.5600756859035}, {\"sulphates\": \"0.92\", \"chlorides\": \"0.054\", \"total_measure\": 2.3, \"share_within_group\": 40.35087719298246}, {\"sulphates\": \"0.68\", \"chlorides\": \"0.049\", \"total_measure\": 85.7, \"share_within_group\": 38.21627647714604}, {\"sulphates\": \"0.72\", \"chlorides\": \"0.039\", \"total_measure\": 56.8, \"share_within_group\": 37.24590163934426}, {\"sulphates\": \"0.25\", \"chlorides\": \"0.036\", \"total_measure\": 6.3, \"share_within_group\": 34.90304709141274}, {\"sulphates\": \"0.26\", \"chlorides\": \"0.031\", \"total_measure\": 9.0, \"share_within_group\": 34.88372093023256}, {\"sulphates\": \"0.82\", \"chlorides\": \"0.055\", \"total_measure\": 47.2, \"share_within_group\": 34.35225618631732}, {\"sulphates\": \"0.84\", \"chlorides\": \"0.026\", \"total_measure\": 5.4, \"share_within_group\": 33.54037267080745}, {\"sulphates\": \"0.94\", \"chlorides\": \"0.045\", \"total_measure\": 1.6, \"share_within_group\": 33.33333333333333}, {\"sulphates\": \"0.78\", \"chlorides\": \"0.044\", \"total_measure\": 51.6, \"share_within_group\": 31.88137164040778}, {\"sulphates\": \"0.71\", \"chlorides\": \"0.048\", \"total_measure\": 29.2, \"share_within_group\": 31.1965811965812}, {\"sulphates\": \"0.69\", \"chlorides\": \"0.074\", \"total_measure\": 65.8, \"share_within_group\": 30.44886626561777}, {\"sulphates\": \"0.85\", \"chlorides\": \"0.041\", \"total_measure\": 7.1, \"share_within_group\": 29.831932773109248}, {\"sulphates\": \"0.29\", \"chlorides\": \"0.04\", \"total_measure\": 34.2, \"share_within_group\": 29.293361884368313}, {\"sulphates\": \"0.86\", \"chlorides\": \"0.038\", \"total_measure\": 1.7, \"share_within_group\": 28.813559322033896}, {\"sulphates\": \"0.29\", \"chlorides\": \"0.038\", \"total_measure\": 33.4, \"share_within_group\": 28.60813704496788}, {\"sulphates\": \"0.78\", \"chlorides\": \"0.047\", \"total_measure\": 43.650000000000006, \"share_within_group\": 26.969416126042635}, {\"sulphates\": \"0.73\", \"chlorides\": \"0.039\", \"total_measure\": 12.15, \"share_within_group\": 26.38436482084691}, {\"sulphates\": \"0.75\", \"chlorides\": \"0.044\", \"total_measure\": 41.099999999999994, \"share_within_group\": 26.2200956937799}, {\"sulphates\": \"0.28\", \"chlorides\": \"0.034\", \"total_measure\": 10.6, \"share_within_group\": 25.029515938606846}, {\"sulphates\": \"0.9\", \"chlorides\": \"0.045\", \"total_measure\": 3.6, \"share_within_group\": 25.0}, {\"sulphates\": \"0.95\", \"chlorides\": \"0.021\", \"total_measure\": 1.7, \"share_within_group\": 24.63768115942029}, {\"sulphates\": \"0.79\", \"chlorides\": \"0.053\", \"total_measure\": 30.0, \"share_within_group\": 24.410089503661514}, {\"sulphates\": \"0.77\", \"chlorides\": \"0.045\", \"total_measure\": 21.8, \"share_within_group\": 24.316787506971554}, {\"sulphates\": \"0.63\", \"chlorides\": \"0.045\", \"total_measure\": 73.60000000000001, \"share_within_group\": 24.258404746209628}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.12}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..cdd6cb8b9a26c5ad07a6c5f1bcb406b5c2a8d301 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:33:55.557320+00:00", + "ended_at": "2026-05-26T00:34:40.284003+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_aaf774a7803a6ea7", + "problem_id": "v2p_n3_0650f07d0704e17f", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=sulphates, measure_col=residual sugar.", + "bindings": { + "group_col": "sulphates", + "measure_col": "residual sugar", + "item_col": "chlorides", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=25" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_aaf774a7803a6ea7.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_aaf774a7803a6ea7", + "api_calls": 0, + "input_tokens": 25618, + "cached_input_tokens": 24960, + "output_tokens": 2257, + "total_tokens": 27875, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2323, + "estimated_output_tokens": 181, + "estimated_total_tokens": 2504, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44717.88, + "sql_execution_elapsed_ms_total": 4.12, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fb4df5cdb15a2a2c7a6a75f43b584b3cf51abed4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:34:40.278498+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 44717.88, "started_at": "2026-05-26T00:33:55.557875+00:00", "ended_at": "2026-05-26T00:34:40.276139+00:00", "prompt_metrics": {"chars": 8087, "bytes_utf8": 8087, "lines": 242, "estimated_tokens": 2323}, "response_metrics": {"chars": 634, "bytes_utf8": 634, "lines": 1, "estimated_tokens": 181}, "usage": {"input_tokens": 25618, "cached_input_tokens": 24960, "output_tokens": 2257, "reasoning_output_tokens": 2070}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"sulphates\\\",\\n \\\"chlorides\\\",\\n SUM(CAST(\\\"residual sugar\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"residual sugar\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"residual sugar\\\" AS REAL))) OVER (PARTITION BY \\\"sulphates\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\", \\\"chlorides\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Filled the provided Within-Group Share of Total template with group_col=\\\"sulphates\\\", item_col=\\\"chlorides\\\", and measure_col=\\\"residual sugar\\\". CAST to REAL is used because the schema stores numeric values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cd79b26a2c91d6a4ebfbcf886ab7d19e6f7401c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_aaf774a7803a6ea7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_aaf774a7803a6ea7", + "api_calls": 0, + "input_tokens": 25618, + "cached_input_tokens": 24960, + "output_tokens": 2257, + "total_tokens": 27875, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2323, + "estimated_output_tokens": 181, + "estimated_total_tokens": 2504, + "usage_source": 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+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8469, "bytes_utf8": 8469, "lines": 243, "estimated_tokens": 2406}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 778, "bytes_utf8": 778, "lines": 1, "estimated_tokens": 199}, "usage": {"input_tokens": 25701, "cached_input_tokens": 22912, "output_tokens": 1799, "reasoning_output_tokens": 1594}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/cli/session_summary.json new file mode 100644 index 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plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:34:40.285172+00:00", + "ended_at": "2026-05-26T00:35:20.231615+00:00", + "elapsed_ms": 39946.08, + "prompt_metrics": { + "chars": 8469, + "bytes_utf8": 8469, + "lines": 243, + "estimated_tokens": 2406 + }, + "stdout_metrics": { + "chars": 1177, + "bytes_utf8": 1177, + "lines": 4, + "estimated_tokens": 338 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 103 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 778, + "bytes_utf8": 778, + "lines": 1, + "estimated_tokens": 199 + }, + "usage": { + "input_tokens": 25701, + "cached_input_tokens": 22912, + "output_tokens": 1799, + "reasoning_output_tokens": 1594 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6b4ccb01d4c3dcef1dac962f3fe0ca6f62ef0970 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=quality, condition_col=quality.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "quality", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.28, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cf782c53ec7960d2ce8f554fb9a92c1e79d0470b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b4-8242-7251-a9a2-8807af557dce"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"quality\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n3\\\"\\n GROUP BY \\\"quality\\\"\\n)\\nSELECT \\\"quality\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the requested template literally with \\\"quality\\\" as both the grouping and condition column. Because the group key and condition column are the same, the ratio is degenerate for most groups; string literals are used because the schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25701,"cached_input_tokens":22912,"output_tokens":1799,"reasoning_output_tokens":1594}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3d625aa6cd5136d023636feef94e6a992613bb62 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT \"quality\",\n SUM(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n3\"\n GROUP BY \"quality\"\n)\nSELECT \"quality\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Uses the requested template literally with \"quality\" as both the grouping and condition column. Because the group key and condition column are the same, the ratio is degenerate for most groups; string literals are used because the schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4dac86447eb871cc19fd5aa502a5460c6bcaeb16 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:35:17.769500Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61b4-8242-7251-a9a2-8807af557dce.1779755680322829000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e442d2dacfd4b169d59144d15862d2effd6ad133 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=quality, condition_col=quality. +Result preview: [{"quality": "5", "condition_ratio": 0.0}, {"quality": "3", "condition_ratio": null}, {"quality": "4", "condition_ratio": null}, {"quality": "6", "condition_ratio": null}, {"quality": "7", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..61ba5155426d8da8bd796feec19a947e30e8c42b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n3_ab69ca2829989c6e +-- problem_id: v2p_n3_bccbaa3cab5f863e +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "quality", + SUM(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n3" + GROUP BY "quality" +) +SELECT "quality", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..418684652da0e8b45bfe63279871f13c6cbb8acd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT \"quality\",\n SUM(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n3\"\n GROUP BY \"quality\"\n)\nSELECT \"quality\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"quality\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n3\\\"\\n GROUP BY \\\"quality\\\"\\n)\\nSELECT \\\"quality\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"quality\", \"condition_ratio\"], \"rows\": [{\"quality\": \"5\", \"condition_ratio\": 0.0}, {\"quality\": \"3\", \"condition_ratio\": null}, {\"quality\": \"4\", \"condition_ratio\": null}, {\"quality\": \"6\", \"condition_ratio\": null}, {\"quality\": \"7\", \"condition_ratio\": null}, {\"quality\": \"8\", \"condition_ratio\": null}, {\"quality\": \"9\", \"condition_ratio\": null}], \"row_count_returned\": 7, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.66}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..efb8f9f3212e4004ef6f9e431ae034935d0f9d84 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:34:40.284560+00:00", + "ended_at": "2026-05-26T00:35:20.238337+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_ab69ca2829989c6e", + "problem_id": "v2p_n3_bccbaa3cab5f863e", + "dataset_id": "n3", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=quality, condition_col=quality.", + "bindings": { + "group_col": "quality", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 3.28, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=41" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_ab69ca2829989c6e.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_ab69ca2829989c6e", + "api_calls": 0, + "input_tokens": 25701, + "cached_input_tokens": 22912, + "output_tokens": 1799, + "total_tokens": 27500, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2406, + "estimated_output_tokens": 199, + "estimated_total_tokens": 2605, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39946.08, + "sql_execution_elapsed_ms_total": 2.66, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b9421d810c2060206e09db75ce3b6097acaf6f31 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:35:20.234264+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 39946.08, "started_at": "2026-05-26T00:34:40.285172+00:00", "ended_at": "2026-05-26T00:35:20.231615+00:00", "prompt_metrics": {"chars": 8469, "bytes_utf8": 8469, "lines": 243, "estimated_tokens": 2406}, "response_metrics": {"chars": 778, "bytes_utf8": 778, "lines": 1, "estimated_tokens": 199}, "usage": {"input_tokens": 25701, "cached_input_tokens": 22912, "output_tokens": 1799, "reasoning_output_tokens": 1594}, "stderr_preview": "2026-05-26T00:35:17.769500Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61b4-8242-7251-a9a2-8807af557dce.1779755680322829000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"quality\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n3\\\"\\n GROUP BY \\\"quality\\\"\\n)\\nSELECT \\\"quality\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the requested template literally with \\\"quality\\\" as both the grouping and condition column. Because the group key and condition column are the same, the ratio is degenerate for most groups; string literals are used because the schema stores values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..456628b3921f2ac05aa4791098d8125bc3b5797f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_ab69ca2829989c6e", + "api_calls": 0, + "input_tokens": 25701, + "cached_input_tokens": 22912, + "output_tokens": 1799, + "total_tokens": 27500, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2406, + "estimated_output_tokens": 199, + "estimated_total_tokens": 2605, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39946.08, + "sql_execution_elapsed_ms_total": 2.66, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ab69ca2829989c6e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ea4d9484b4512de868dbd1d3476d858955ec2bf7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7751, "bytes_utf8": 7751, "lines": 240, "estimated_tokens": 2213}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 402, "bytes_utf8": 402, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 25508, "cached_input_tokens": 24960, "output_tokens": 802, "reasoning_output_tokens": 692}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b0900e6efbb0fd3a3de9646cceb630fad917b84c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_acf2265150b782c6", + "api_calls": 0, + "input_tokens": 25508, + "cached_input_tokens": 24960, + "output_tokens": 802, + "total_tokens": 26310, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2213, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2317, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18782.7, + "sql_execution_elapsed_ms_total": 6.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..885884b1e7e32ce0ac5385035b08c095cefa4ebd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:35:20.239368+00:00", + "ended_at": "2026-05-26T00:35:39.022269+00:00", + "elapsed_ms": 18782.7, + "prompt_metrics": { + "chars": 7751, + "bytes_utf8": 7751, + "lines": 240, + "estimated_tokens": 2213 + }, + "stdout_metrics": { + "chars": 765, + "bytes_utf8": 765, + "lines": 4, + "estimated_tokens": 220 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 402, + "bytes_utf8": 402, + "lines": 1, + "estimated_tokens": 104 + }, + "usage": { + "input_tokens": 25508, + "cached_input_tokens": 24960, + "output_tokens": 802, + "reasoning_output_tokens": 692 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..65dfa43f75700f0d3eab976c5f85151e7970339d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=sulphates, measure_col=density.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "sulphates", + "measure_col": "density", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.9961, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ee1a6594f4b4184f6531006df6a281b688bd99a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b5-1e55-79a2-89de-c727c457234a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"sulphates\\\",\\n AVG(CAST(\\\"density\\\" AS REAL)) OVER (PARTITION BY \\\"sulphates\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with \\\"sulphates\\\" as the partition key and cast \\\"density\\\" to REAL because the SQLite schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25508,"cached_input_tokens":24960,"output_tokens":802,"reasoning_output_tokens":692}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f33fd3141d57c1dc1dac246ed30d06d7a4277fad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"sulphates\",\n AVG(CAST(\"density\" AS REAL)) OVER (PARTITION BY \"sulphates\") AS \"avg_measure\"\nFROM \"n3\"\nORDER BY \"avg_measure\" DESC;","notes":"Applied the Window Partition Average template with \"sulphates\" as the partition key and cast \"density\" to REAL because the SQLite schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b6ad7ea4b80a1852ca48c56a7855da5ac3776035 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=sulphates, measure_col=density. +Result preview: [{"sulphates": "0.82", "avg_measure": 0.9972861538461538}, {"sulphates": "0.69", "avg_measure": 0.9959651666666667}, {"sulphates": "0.88", "avg_measure": 0.99563}, {"sulphates": "0.67", "avg_measure": 0.9953062857142858}, {"sulphates": "0.75", "avg_measure": 0.9952486363636364}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c55e2bbd5b64a797f729e70a9b63e5a94b2ff94a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_acf2265150b782c6 +-- problem_id: v2p_n3_f8bbae72587b96fa +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "sulphates", + AVG(CAST("density" AS REAL)) OVER (PARTITION BY "sulphates") AS "avg_measure" +FROM "n3" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7b1becd71c0e2ffb8adccce363ef8e7c1a331cf1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"sulphates\",\n AVG(CAST(\"density\" AS REAL)) OVER (PARTITION BY \"sulphates\") AS \"avg_measure\"\nFROM \"n3\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"sulphates\\\",\\n AVG(CAST(\\\"density\\\" AS REAL)) OVER (PARTITION BY \\\"sulphates\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"sulphates\", \"avg_measure\"], \"rows\": [{\"sulphates\": \"0.82\", \"avg_measure\": 0.9972861538461538}, {\"sulphates\": \"0.69\", \"avg_measure\": 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0.9938748453608248}, {\"sulphates\": \"0.68\", \"avg_measure\": 0.9938720454545454}, {\"sulphates\": \"0.38\", \"avg_measure\": 0.993798785046729}, {\"sulphates\": \"0.42\", \"avg_measure\": 0.9937925966850829}, {\"sulphates\": \"0.66\", \"avg_measure\": 0.9937852777777777}, {\"sulphates\": \"0.29\", \"avg_measure\": 0.993754375}, {\"sulphates\": \"0.71\", \"avg_measure\": 0.9936616666666667}, {\"sulphates\": \"0.62\", \"avg_measure\": 0.9936592647058824}, {\"sulphates\": \"0.35\", \"avg_measure\": 0.9936574117647059}, {\"sulphates\": \"0.72\", \"avg_measure\": 0.9935860606060606}, {\"sulphates\": \"0.36\", \"avg_measure\": 0.9934091666666667}, {\"sulphates\": \"0.39\", \"avg_measure\": 0.9934081456953642}, {\"sulphates\": \"0.3\", \"avg_measure\": 0.9934022580645162}, {\"sulphates\": \"0.7\", \"avg_measure\": 0.9934003703703703}, {\"sulphates\": \"0.4\", \"avg_measure\": 0.9932621428571429}, {\"sulphates\": \"0.37\", \"avg_measure\": 0.9932306201550387}, {\"sulphates\": \"0.97\", \"avg_measure\": 0.9932}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 6.06}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5bac972f730c2927175ddb0d0d76f1d56d246779 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_acf2265150b782c6/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:35:20.238778+00:00", + "ended_at": "2026-05-26T00:35:39.032904+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_acf2265150b782c6", + "problem_id": "v2p_n3_f8bbae72587b96fa", + "dataset_id": "n3", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=sulphates, measure_col=density.", + "bindings": { + "group_col": "sulphates", + "measure_col": "density", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.9961, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=139" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_acf2265150b782c6.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_acf2265150b782c6", + "api_calls": 0, + "input_tokens": 25508, + "cached_input_tokens": 24960, + "output_tokens": 802, + "total_tokens": 26310, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2213, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2317, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 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"engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18782.7, "started_at": "2026-05-26T00:35:20.239368+00:00", "ended_at": "2026-05-26T00:35:39.022269+00:00", "prompt_metrics": {"chars": 7751, "bytes_utf8": 7751, "lines": 240, "estimated_tokens": 2213}, "response_metrics": {"chars": 402, "bytes_utf8": 402, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 25508, "cached_input_tokens": 24960, "output_tokens": 802, "reasoning_output_tokens": 692}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"sulphates\\\",\\n AVG(CAST(\\\"density\\\" AS REAL)) OVER (PARTITION BY \\\"sulphates\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..98b42f4be30b4e490c3f4b0b8c48bd676ed3ad61 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_b09f49875ab4a1e1", + "api_calls": 0, + "input_tokens": 25558, + "cached_input_tokens": 24960, + "output_tokens": 638, + "total_tokens": 26196, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2263, + "estimated_output_tokens": 116, + "estimated_total_tokens": 2379, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16998.96, + "sql_execution_elapsed_ms_total": 2.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..35c50804aad7661c48dd309001a1159003486fac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:35:39.034131+00:00", + "ended_at": "2026-05-26T00:35:56.033308+00:00", + "elapsed_ms": 16998.96, + "prompt_metrics": { + "chars": 7904, + "bytes_utf8": 7904, + "lines": 243, + "estimated_tokens": 2263 + }, + "stdout_metrics": { + "chars": 797, + "bytes_utf8": 797, + "lines": 4, + "estimated_tokens": 229 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 442, + "bytes_utf8": 442, + "lines": 1, + "estimated_tokens": 116 + }, + "usage": { + "input_tokens": 25558, + "cached_input_tokens": 24960, + "output_tokens": 638, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..eb4310b78ffa16d5bcc1b20b273811833c7d2c38 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=sulphates, condition_col=quality.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "sulphates", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.55, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f43f45ac293915d47c28fe09cc905db27dd79cbe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b5-67cb-7af3-8578-79171a9db8c2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"sulphates\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses the provided Grouped Condition Rate template with group_col bound to \\\"sulphates\\\" and condition_col bound to \\\"quality\\\", measuring the share of rows where quality equals '6' within each sulphates group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25558,"cached_input_tokens":24960,"output_tokens":638,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bf904288b47cb50fef92dc15ac33b5824bf1f1ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"sulphates\",\n AVG(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY condition_rate DESC;","notes":"Uses the provided Grouped Condition Rate template with group_col bound to \"sulphates\" and condition_col bound to \"quality\", measuring the share of rows where quality equals '6' within each sulphates group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ec2e8c6dd6214819c067221fec67ef3b90988c76 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=sulphates, condition_col=quality. +Result preview: [{"sulphates": "1.06", "condition_rate": 1.0}, {"sulphates": "1.01", "condition_rate": 1.0}, {"sulphates": "1", "condition_rate": 1.0}, {"sulphates": "0.23", "condition_rate": 1.0}, {"sulphates": "0.98", "condition_rate": 0.8333333333333334}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..563eb0ff8e684c60fb99b2aaf162f1df42feeccd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_b09f49875ab4a1e1 +-- problem_id: v2p_n3_03c4b54a5393bf2a +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", + AVG(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS condition_rate +FROM "n3" +GROUP BY "sulphates" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..05213a2967f5bab2c7759839736890ce117a190f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"sulphates\",\n AVG(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"sulphates\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"sulphates\", \"condition_rate\"], \"rows\": [{\"sulphates\": \"1.06\", \"condition_rate\": 1.0}, {\"sulphates\": \"1.01\", \"condition_rate\": 1.0}, {\"sulphates\": \"1\", \"condition_rate\": 1.0}, {\"sulphates\": \"0.23\", \"condition_rate\": 1.0}, {\"sulphates\": \"0.98\", \"condition_rate\": 0.8333333333333334}, {\"sulphates\": \"0.78\", \"condition_rate\": 0.6842105263157895}, {\"sulphates\": \"0.96\", \"condition_rate\": 0.6666666666666666}, {\"sulphates\": \"0.85\", \"condition_rate\": 0.6666666666666666}, {\"sulphates\": \"0.77\", \"condition_rate\": 0.625}, {\"sulphates\": \"0.56\", \"condition_rate\": 0.5462962962962963}, {\"sulphates\": \"0.58\", \"condition_rate\": 0.5454545454545454}, {\"sulphates\": \"0.62\", \"condition_rate\": 0.5441176470588235}, {\"sulphates\": \"0.67\", \"condition_rate\": 0.5428571428571428}, {\"sulphates\": \"0.55\", \"condition_rate\": 0.5392156862745098}, {\"sulphates\": \"0.27\", \"condition_rate\": 0.5384615384615384}, {\"sulphates\": \"0.37\", \"condition_rate\": 0.5348837209302325}, {\"sulphates\": \"0.53\", \"condition_rate\": 0.5333333333333333}, {\"sulphates\": \"0.76\", \"condition_rate\": 0.5263157894736842}, {\"sulphates\": \"0.33\", \"condition_rate\": 0.5254237288135594}, {\"sulphates\": \"0.35\", \"condition_rate\": 0.5176470588235295}, {\"sulphates\": \"0.36\", \"condition_rate\": 0.5166666666666667}, {\"sulphates\": \"0.59\", \"condition_rate\": 0.5051546391752577}, {\"sulphates\": \"0.92\", \"condition_rate\": 0.5}, {\"sulphates\": \"0.87\", \"condition_rate\": 0.5}, {\"sulphates\": \"0.79\", \"condition_rate\": 0.5}, {\"sulphates\": \"0.42\", \"condition_rate\": 0.4972375690607735}, {\"sulphates\": \"0.54\", \"condition_rate\": 0.49700598802395207}, {\"sulphates\": \"0.5\", \"condition_rate\": 0.4859437751004016}, {\"sulphates\": \"0.45\", \"condition_rate\": 0.47752808988764045}, {\"sulphates\": \"0.66\", \"condition_rate\": 0.4722222222222222}, {\"sulphates\": \"0.82\", \"condition_rate\": 0.46153846153846156}, {\"sulphates\": \"0.31\", \"condition_rate\": 0.45714285714285713}, {\"sulphates\": \"0.41\", \"condition_rate\": 0.45323741007194246}, {\"sulphates\": \"0.51\", \"condition_rate\": 0.45}, {\"sulphates\": \"0.7\", \"condition_rate\": 0.4444444444444444}, {\"sulphates\": \"0.61\", \"condition_rate\": 0.4444444444444444}, {\"sulphates\": \"0.4\", \"condition_rate\": 0.44047619047619047}, {\"sulphates\": \"0.38\", \"condition_rate\": 0.4392523364485981}, {\"sulphates\": \"0.29\", \"condition_rate\": 0.4375}, {\"sulphates\": \"0.47\", \"condition_rate\": 0.436046511627907}, {\"sulphates\": \"0.57\", \"condition_rate\": 0.43373493975903615}, {\"sulphates\": \"0.69\", \"condition_rate\": 0.43333333333333335}, {\"sulphates\": \"0.68\", \"condition_rate\": 0.4318181818181818}, {\"sulphates\": \"0.43\", \"condition_rate\": 0.42857142857142855}, {\"sulphates\": \"0.49\", \"condition_rate\": 0.42168674698795183}, {\"sulphates\": \"0.64\", \"condition_rate\": 0.417910447761194}, {\"sulphates\": \"0.46\", \"condition_rate\": 0.4177777777777778}, {\"sulphates\": \"0.34\", \"condition_rate\": 0.40476190476190477}, {\"sulphates\": \"0.8\", \"condition_rate\": 0.4}, {\"sulphates\": \"0.63\", \"condition_rate\": 0.3958333333333333}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.55}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9c868e93bea6756aaf49ba5b4c30a4e2697d2b9d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:35:39.033314+00:00", + "ended_at": "2026-05-26T00:35:56.040588+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_b09f49875ab4a1e1", + "problem_id": "v2p_n3_03c4b54a5393bf2a", + "dataset_id": "n3", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=sulphates, condition_col=quality.", + "bindings": { + "group_col": "sulphates", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.55, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=97" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_b09f49875ab4a1e1.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_b09f49875ab4a1e1", + "api_calls": 0, + "input_tokens": 25558, + "cached_input_tokens": 24960, + "output_tokens": 638, + "total_tokens": 26196, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2263, + "estimated_output_tokens": 116, + "estimated_total_tokens": 2379, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16998.96, + "sql_execution_elapsed_ms_total": 2.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bbd8388c3e02f3b13fc10014f87881af5c2af92a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:35:56.035968+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16998.96, "started_at": "2026-05-26T00:35:39.034131+00:00", "ended_at": "2026-05-26T00:35:56.033308+00:00", "prompt_metrics": {"chars": 7904, "bytes_utf8": 7904, "lines": 243, "estimated_tokens": 2263}, "response_metrics": {"chars": 442, "bytes_utf8": 442, "lines": 1, "estimated_tokens": 116}, "usage": {"input_tokens": 25558, "cached_input_tokens": 24960, "output_tokens": 638, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"sulphates\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses the provided Grouped Condition Rate template with group_col bound to \\\"sulphates\\\" and condition_col bound to \\\"quality\\\", measuring the share of rows where quality equals '6' within each sulphates group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..adc385396a53ad96c8cf1915a80b0491d62dcacc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b09f49875ab4a1e1/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_b09f49875ab4a1e1", + "api_calls": 0, + "input_tokens": 25558, + "cached_input_tokens": 24960, + 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..465e46d9787116a933961a2fc374c5c555118418 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_b430422fa87ccfb4", + "api_calls": 0, + "input_tokens": 25554, + "cached_input_tokens": 22912, + "output_tokens": 1177, + 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"chars": 536, + "bytes_utf8": 536, + "lines": 1, + "estimated_tokens": 137 + }, + "usage": { + "input_tokens": 25554, + "cached_input_tokens": 22912, + "output_tokens": 1177, + "reasoning_output_tokens": 1034 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..13d9a7bc8894d579cbf70585b458c5b78c2497df --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=quality, condition_col=quality.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "quality", + "condition_col": "quality", + "condition_value": "5", + "positive_value": "6", + "negative_value": "5", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.39, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..648da71000d2da30bed6bd3b588aef38d5cbf593 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b5-aa37-78c1-bb61-965fe05bd227"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"quality\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Implements the grouped condition-rate template with \\\"quality\\\" as both the grouping and condition column and condition_value='5'. Since the grouping field and condition field are identical, this produces a trivial within-group proportion: 1.0 for quality '5' and 0.0 for every other quality group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25554,"cached_input_tokens":22912,"output_tokens":1177,"reasoning_output_tokens":1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1bf2d84d41b3d980768d0c6408554e8af23a36b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"quality\",\n AVG(CASE WHEN \"quality\" = '5' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY \"condition_rate\" DESC;","notes":"Implements the grouped condition-rate template with \"quality\" as both the grouping and condition column and condition_value='5'. Since the grouping field and condition field are identical, this produces a trivial within-group proportion: 1.0 for quality '5' and 0.0 for every other quality group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..36252e042599e4bc0558a0ec96ce36a591f4d995 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=quality, condition_col=quality. +Result preview: [{"quality": "5", "condition_rate": 1.0}, {"quality": "9", "condition_rate": 0.0}, {"quality": "8", "condition_rate": 0.0}, {"quality": "7", "condition_rate": 0.0}, {"quality": "6", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ceb8e6fe75fb51595505bcb9c96ebc6200d95bdb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_b430422fa87ccfb4 +-- problem_id: v2p_n3_6a529a47346e09a1 +-- realization_mode: agent +-- source_kind: agent +SELECT + "quality", + AVG(CASE WHEN "quality" = '5' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n3" +GROUP BY "quality" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0430a4f389528519cd55ad5fa7fc6c482bc2cf8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"quality\",\n AVG(CASE WHEN \"quality\" = '5' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"quality\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"quality\", \"condition_rate\"], \"rows\": [{\"quality\": \"5\", \"condition_rate\": 1.0}, {\"quality\": \"9\", \"condition_rate\": 0.0}, {\"quality\": \"8\", \"condition_rate\": 0.0}, {\"quality\": \"7\", \"condition_rate\": 0.0}, {\"quality\": \"6\", \"condition_rate\": 0.0}, {\"quality\": \"4\", \"condition_rate\": 0.0}, {\"quality\": \"3\", \"condition_rate\": 0.0}], \"row_count_returned\": 7, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.99}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e9b2a2920a4ce5eeca7eb2ce95a8ff33a68fcb8a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:35:56.041187+00:00", + "ended_at": "2026-05-26T00:36:22.165019+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_b430422fa87ccfb4", + "problem_id": "v2p_n3_6a529a47346e09a1", + "dataset_id": "n3", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=quality, condition_col=quality.", + "bindings": { + "group_col": "quality", + "condition_col": "quality", + "condition_value": "5", + "positive_value": "6", + "negative_value": "5", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.39, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=101" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_b430422fa87ccfb4.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_b430422fa87ccfb4", + "api_calls": 0, + "input_tokens": 25554, + "cached_input_tokens": 22912, + "output_tokens": 1177, + "total_tokens": 26731, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2259, + "estimated_output_tokens": 137, + "estimated_total_tokens": 2396, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26115.47, + "sql_execution_elapsed_ms_total": 2.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b58fc186a5a5c213f63f76973a2ff2efb4cdb61d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:36:22.160741+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 26115.47, "started_at": "2026-05-26T00:35:56.041860+00:00", "ended_at": "2026-05-26T00:36:22.157587+00:00", "prompt_metrics": {"chars": 7907, "bytes_utf8": 7907, "lines": 243, "estimated_tokens": 2259}, "response_metrics": {"chars": 536, "bytes_utf8": 536, "lines": 1, "estimated_tokens": 137}, "usage": {"input_tokens": 25554, "cached_input_tokens": 22912, "output_tokens": 1177, "reasoning_output_tokens": 1034}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"quality\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Implements the grouped condition-rate template with \\\"quality\\\" as both the grouping and condition column and condition_value='5'. Since the grouping field and condition field are identical, this produces a trivial within-group proportion: 1.0 for quality '5' and 0.0 for every other quality group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e1e864c0fca99c3a5648c63546cb81dded3b66bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_b430422fa87ccfb4", + "api_calls": 0, + "input_tokens": 25554, + "cached_input_tokens": 22912, + "output_tokens": 1177, + "total_tokens": 26731, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2259, + "estimated_output_tokens": 137, + "estimated_total_tokens": 2396, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26115.47, + "sql_execution_elapsed_ms_total": 2.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b430422fa87ccfb4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a052dc54002174e552a8404372fd790d2c1940ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7911, "bytes_utf8": 7911, "lines": 243, "estimated_tokens": 2258}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 372, "bytes_utf8": 372, "lines": 1, "estimated_tokens": 95}, "usage": {"input_tokens": 25553, "cached_input_tokens": 24960, "output_tokens": 261, "reasoning_output_tokens": 160}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..288ce8ea391eb4518c930aae70b20b0a8fb543a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_b5408e7f9fb02f69", + "api_calls": 0, + "input_tokens": 25553, + "cached_input_tokens": 24960, + "output_tokens": 261, + "total_tokens": 25814, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2258, + "estimated_output_tokens": 95, + "estimated_total_tokens": 2353, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10286.83, + "sql_execution_elapsed_ms_total": 1.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f1d055cf9db2284ef8d37614c9ae0e6829380e92 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:36:22.166009+00:00", + "ended_at": "2026-05-26T00:36:32.452965+00:00", + "elapsed_ms": 10286.83, + "prompt_metrics": { + "chars": 7911, + "bytes_utf8": 7911, + "lines": 243, + "estimated_tokens": 2258 + }, + "stdout_metrics": { + "chars": 723, + "bytes_utf8": 723, + "lines": 4, + "estimated_tokens": 203 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 372, + "bytes_utf8": 372, + "lines": 1, + "estimated_tokens": 95 + }, + "usage": { + "input_tokens": 25553, + "cached_input_tokens": 24960, + "output_tokens": 261, + "reasoning_output_tokens": 160 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8d0073106b3947f0a679d94ac7f627dc7e78b494 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=quality, condition_col=quality.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "quality", + "condition_col": "quality", + "condition_value": "5", + "positive_value": "6", + "negative_value": "5", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 11.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5062ce02348342e95ba4c25b4d13e726d5c5c7a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b6-1039-7fe3-b502-da0c964db38a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"quality\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Used the required Grouped Condition Rate template with both group_col and condition_col bound to \\\"quality\\\", and condition_value bound to '5'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25553,"cached_input_tokens":24960,"output_tokens":261,"reasoning_output_tokens":160}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c232c03c06e2d6d912043c270a6b0de75e46b316 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"quality\",\n AVG(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY condition_rate DESC;","notes":"Used the required Grouped Condition Rate template with both group_col and condition_col bound to \"quality\", and condition_value bound to '5'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..fe3de6565ace1022198c1a97357c14c8018f4f65 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=quality, condition_col=quality. +Result preview: [{"quality": "5", "condition_rate": 1.0}, {"quality": "9", "condition_rate": 0.0}, {"quality": "8", "condition_rate": 0.0}, {"quality": "7", "condition_rate": 0.0}, {"quality": "6", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..744f5da3386960040b836dcb7d62295db5ad085b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_b5408e7f9fb02f69 +-- problem_id: v2p_n3_f64d9191ea59b8bf +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", + AVG(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS condition_rate +FROM "n3" +GROUP BY "quality" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..feb2b9fac92c7145956b1c04a10772fb6d82b87b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"quality\",\n AVG(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"quality\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"quality\", \"condition_rate\"], \"rows\": [{\"quality\": \"5\", \"condition_rate\": 1.0}, {\"quality\": \"9\", \"condition_rate\": 0.0}, {\"quality\": \"8\", \"condition_rate\": 0.0}, {\"quality\": \"7\", \"condition_rate\": 0.0}, {\"quality\": \"6\", \"condition_rate\": 0.0}, {\"quality\": \"4\", \"condition_rate\": 0.0}, {\"quality\": \"3\", \"condition_rate\": 0.0}], \"row_count_returned\": 7, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.14}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..76de339eae3fb2caf1745709bd01179eef8fd7e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:36:22.165394+00:00", + "ended_at": "2026-05-26T00:36:32.458071+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_b5408e7f9fb02f69", + "problem_id": "v2p_n3_f64d9191ea59b8bf", + "dataset_id": "n3", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=quality, condition_col=quality.", + "bindings": { + "group_col": "quality", + "condition_col": "quality", + "condition_value": "5", + "positive_value": "6", + "negative_value": "5", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 11.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=98" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_b5408e7f9fb02f69.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_b5408e7f9fb02f69", + "api_calls": 0, + "input_tokens": 25553, + "cached_input_tokens": 24960, + "output_tokens": 261, + "total_tokens": 25814, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2258, + "estimated_output_tokens": 95, + "estimated_total_tokens": 2353, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10286.83, + "sql_execution_elapsed_ms_total": 1.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3e48979ab3941ebaf4816a2a0b45139d0d0a6dc5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:36:32.455812+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10286.83, "started_at": "2026-05-26T00:36:22.166009+00:00", "ended_at": "2026-05-26T00:36:32.452965+00:00", "prompt_metrics": {"chars": 7911, "bytes_utf8": 7911, "lines": 243, "estimated_tokens": 2258}, "response_metrics": {"chars": 372, "bytes_utf8": 372, "lines": 1, "estimated_tokens": 95}, "usage": {"input_tokens": 25553, "cached_input_tokens": 24960, "output_tokens": 261, "reasoning_output_tokens": 160}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"quality\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Used the required Grouped Condition Rate template with both group_col and condition_col bound to \\\"quality\\\", and condition_value bound to '5'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f1e609d3558f20907c0e3207ee12f5f0d4987e21 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_b5408e7f9fb02f69/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_b5408e7f9fb02f69", + "api_calls": 0, + "input_tokens": 25553, + "cached_input_tokens": 24960, + "output_tokens": 261, + "total_tokens": 25814, + "cost_usd": 0.0, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7911, "bytes_utf8": 7911, "lines": 243, "estimated_tokens": 2264}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 407, "bytes_utf8": 407, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 25559, "cached_input_tokens": 24960, "output_tokens": 630, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d7c51a1a92ba98454ac268565fe900665a7a49dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_ba7c09aeebd3cb30", + "api_calls": 0, + "input_tokens": 25559, + "cached_input_tokens": 24960, + "output_tokens": 630, + "total_tokens": 26189, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2264, + "estimated_output_tokens": 108, + "estimated_total_tokens": 2372, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16066.78, + "sql_execution_elapsed_ms_total": 2.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5ca27781c595ee6e59cf69b60f5ae34fa9a13983 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:36:32.458908+00:00", + "ended_at": "2026-05-26T00:36:48.525855+00:00", + "elapsed_ms": 16066.78, + "prompt_metrics": { + "chars": 7911, + "bytes_utf8": 7911, + "lines": 243, + "estimated_tokens": 2264 + }, + "stdout_metrics": { + "chars": 762, + "bytes_utf8": 762, + "lines": 4, + "estimated_tokens": 222 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 407, + "bytes_utf8": 407, + "lines": 1, + "estimated_tokens": 108 + }, + "usage": { + "input_tokens": 25559, + "cached_input_tokens": 24960, + "output_tokens": 630, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..adc5782dc4e922246f8c39944eb019ebb9ce09ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=sulphates, condition_col=quality.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "sulphates", + "condition_col": "quality", + "condition_value": "5", + "positive_value": "6", + "negative_value": "5", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.55, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..09bf6c48b6697a8220d42b7b514fbd4566585ca5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b6-3870-7f70-bed1-4e9ab97a189e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"sulphates\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"sulphates\\\" and condition_col=\\\"quality\\\", measuring the within-group proportion of rows where quality = '5'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25559,"cached_input_tokens":24960,"output_tokens":630,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3246aaaf1ca35f2c190b73ac43538c37e1ef2eff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"sulphates\",\n AVG(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY condition_rate DESC;","notes":"Uses the planned Grouped Condition Rate template with group_col=\"sulphates\" and condition_col=\"quality\", measuring the within-group proportion of rows where quality = '5'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..50b5e4cc7a0ad2cab4f980754f4b5c69c982b701 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=sulphates, condition_col=quality. +Result preview: [{"sulphates": "0.88", "condition_rate": 0.5714285714285714}, {"sulphates": "0.29", "condition_rate": 0.4375}, {"sulphates": "0.81", "condition_rate": 0.4}, {"sulphates": "0.8", "condition_rate": 0.4}, {"sulphates": "0.48", "condition_rate": 0.39664804469273746}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..3bf3b187a7d96a65e38af17bcab30850a4db0be0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_ba7c09aeebd3cb30 +-- problem_id: v2p_n3_847033cbd622cd01 +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", + AVG(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS condition_rate +FROM "n3" +GROUP BY "sulphates" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7400988033017c86cc82d803daa4666104583ae5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"sulphates\",\n AVG(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"sulphates\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"sulphates\", \"condition_rate\"], \"rows\": [{\"sulphates\": \"0.88\", \"condition_rate\": 0.5714285714285714}, {\"sulphates\": \"0.29\", \"condition_rate\": 0.4375}, {\"sulphates\": \"0.81\", \"condition_rate\": 0.4}, {\"sulphates\": \"0.8\", \"condition_rate\": 0.4}, {\"sulphates\": \"0.48\", \"condition_rate\": 0.39664804469273746}, {\"sulphates\": \"0.47\", \"condition_rate\": 0.38953488372093026}, {\"sulphates\": \"0.52\", \"condition_rate\": 0.38461538461538464}, {\"sulphates\": \"0.46\", \"condition_rate\": 0.37777777777777777}, {\"sulphates\": \"0.51\", \"condition_rate\": 0.37142857142857144}, {\"sulphates\": \"0.7\", \"condition_rate\": 0.37037037037037035}, {\"sulphates\": \"0.5\", \"condition_rate\": 0.36947791164658633}, {\"sulphates\": \"0.76\", \"condition_rate\": 0.3684210526315789}, {\"sulphates\": \"0.45\", \"condition_rate\": 0.3539325842696629}, {\"sulphates\": \"0.42\", \"condition_rate\": 0.34806629834254144}, {\"sulphates\": \"0.49\", \"condition_rate\": 0.3433734939759036}, {\"sulphates\": \"0.73\", \"condition_rate\": 0.3333333333333333}, {\"sulphates\": \"0.35\", \"condition_rate\": 0.32941176470588235}, {\"sulphates\": \"0.62\", \"condition_rate\": 0.3235294117647059}, {\"sulphates\": \"0.39\", \"condition_rate\": 0.31788079470198677}, {\"sulphates\": \"0.44\", \"condition_rate\": 0.3101851851851852}, {\"sulphates\": \"0.28\", \"condition_rate\": 0.3076923076923077}, {\"sulphates\": \"0.6\", \"condition_rate\": 0.3068181818181818}, {\"sulphates\": \"0.43\", \"condition_rate\": 0.2981366459627329}, {\"sulphates\": \"0.4\", \"condition_rate\": 0.2976190476190476}, {\"sulphates\": \"0.34\", \"condition_rate\": 0.2976190476190476}, {\"sulphates\": \"0.32\", \"condition_rate\": 0.2962962962962963}, {\"sulphates\": \"0.68\", \"condition_rate\": 0.29545454545454547}, {\"sulphates\": \"0.41\", \"condition_rate\": 0.2949640287769784}, {\"sulphates\": \"0.63\", \"condition_rate\": 0.2916666666666667}, {\"sulphates\": \"0.61\", \"condition_rate\": 0.28888888888888886}, {\"sulphates\": \"0.67\", \"condition_rate\": 0.2857142857142857}, {\"sulphates\": \"0.38\", \"condition_rate\": 0.2757009345794392}, {\"sulphates\": \"0.55\", \"condition_rate\": 0.27450980392156865}, {\"sulphates\": \"0.56\", \"condition_rate\": 0.26851851851851855}, {\"sulphates\": \"0.57\", \"condition_rate\": 0.26506024096385544}, {\"sulphates\": \"0.74\", \"condition_rate\": 0.2631578947368421}, {\"sulphates\": \"0.53\", \"condition_rate\": 0.2518518518518518}, {\"sulphates\": \"0.54\", \"condition_rate\": 0.25149700598802394}, {\"sulphates\": \"0.84\", \"condition_rate\": 0.25}, {\"sulphates\": \"0.66\", \"condition_rate\": 0.25}, {\"sulphates\": \"0.72\", \"condition_rate\": 0.24242424242424243}, {\"sulphates\": \"0.36\", \"condition_rate\": 0.24166666666666667}, {\"sulphates\": \"0.37\", \"condition_rate\": 0.23255813953488372}, {\"sulphates\": \"0.65\", \"condition_rate\": 0.21428571428571427}, {\"sulphates\": \"0.64\", \"condition_rate\": 0.208955223880597}, {\"sulphates\": \"0.3\", \"condition_rate\": 0.1935483870967742}, {\"sulphates\": \"0.75\", \"condition_rate\": 0.18181818181818182}, {\"sulphates\": \"0.31\", \"condition_rate\": 0.17142857142857143}, {\"sulphates\": \"0.71\", \"condition_rate\": 0.16666666666666666}, {\"sulphates\": \"0.69\", \"condition_rate\": 0.16666666666666666}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.4}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6525e92c3457ae9543f22633bc0b5c431f742364 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:36:32.458450+00:00", + "ended_at": "2026-05-26T00:36:48.532027+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_ba7c09aeebd3cb30", + "problem_id": "v2p_n3_847033cbd622cd01", + "dataset_id": "n3", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=sulphates, condition_col=quality.", + "bindings": { + "group_col": "sulphates", + "condition_col": "quality", + "condition_value": "5", + "positive_value": "6", + "negative_value": "5", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.55, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=97" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_ba7c09aeebd3cb30.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_ba7c09aeebd3cb30", + "api_calls": 0, + "input_tokens": 25559, + "cached_input_tokens": 24960, + "output_tokens": 630, + "total_tokens": 26189, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2264, + "estimated_output_tokens": 108, + "estimated_total_tokens": 2372, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16066.78, + "sql_execution_elapsed_ms_total": 2.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d364091fcf94a9ce4dca1a773643f6006c62e80b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:36:48.528265+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16066.78, "started_at": "2026-05-26T00:36:32.458908+00:00", "ended_at": "2026-05-26T00:36:48.525855+00:00", "prompt_metrics": {"chars": 7911, "bytes_utf8": 7911, "lines": 243, "estimated_tokens": 2264}, "response_metrics": {"chars": 407, "bytes_utf8": 407, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 25559, "cached_input_tokens": 24960, "output_tokens": 630, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"sulphates\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"sulphates\\\" and condition_col=\\\"quality\\\", measuring the within-group proportion of rows where quality = '5'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..806470c2c5d241602a9fc8a74ee91e68545303b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ba7c09aeebd3cb30/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_ba7c09aeebd3cb30", + "api_calls": 0, + "input_tokens": 25559, + "cached_input_tokens": 24960, + "output_tokens": 630, + "total_tokens": 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8ab54d778fe5f3a307dddbeed31cf8da1b6c93ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_bb79404216aa63fb", + "api_calls": 0, + "input_tokens": 25498, + "cached_input_tokens": 24960, + "output_tokens": 614, + "total_tokens": 26112, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2203, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2305, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14689.34, + "sql_execution_elapsed_ms_total": 3.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..27a073a1a9588262f5992b5559e9f69773d6f628 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:36:48.533151+00:00", + "ended_at": "2026-05-26T00:37:03.222676+00:00", + "elapsed_ms": 14689.34, + "prompt_metrics": { + "chars": 7672, + "bytes_utf8": 7672, + "lines": 240, + "estimated_tokens": 2203 + }, + "stdout_metrics": { + "chars": 744, + "bytes_utf8": 744, + "lines": 4, + "estimated_tokens": 220 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 380, + "bytes_utf8": 380, + "lines": 1, + "estimated_tokens": 102 + }, + "usage": { + "input_tokens": 25498, + "cached_input_tokens": 24960, + "output_tokens": 614, + "reasoning_output_tokens": 506 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..eb7c4e8129e2107930866a8ce66a1e2884881c78 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=sulphates, measure_col=density.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "sulphates", + "measure_col": "density", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.9953, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e0495c1566a67bd4d1cd9bc599926021f9a42b22 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b6-7739-7720-a5ca-2e6146e8c337"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT\\n \\\"sulphates\\\",\\n SUM(CAST(\\\"density\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Used the provided grouped numeric sum template with \\\"sulphates\\\" as the grouping column and cast \\\"density\\\" to REAL because the SQLite schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25498,"cached_input_tokens":24960,"output_tokens":614,"reasoning_output_tokens":506}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ef90957fc1f35bca401da242006f6cbfa08199a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT\n \"sulphates\",\n SUM(CAST(\"density\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY \"total_measure\" DESC;","notes":"Used the provided grouped numeric sum template with \"sulphates\" as the grouping column and cast \"density\" to REAL because the SQLite schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..63201876281a6fd84da78bd8db24168aa34d2101 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=sulphates, measure_col=density. +Result preview: [{"sulphates": "0.5", "total_measure": 247.76275}, {"sulphates": "0.46", "total_measure": 223.80382}, {"sulphates": "0.44", "total_measure": 214.78218999999999}, {"sulphates": "0.38", "total_measure": 212.67294}, {"sulphates": "0.42", "total_measure": 179.87646}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..3698de5b44213b46a2864a408d883aff2679148f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_bb79404216aa63fb +-- problem_id: v2p_n3_710017614820c0eb +-- realization_mode: agent +-- source_kind: agent +SELECT + "sulphates", + SUM(CAST("density" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY "sulphates" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dbf23f12965e83792cbb6e669c64b6f71422e04d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT\n \"sulphates\",\n SUM(CAST(\"density\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT\\n \\\"sulphates\\\",\\n SUM(CAST(\\\"density\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"sulphates\", \"total_measure\"], \"rows\": [{\"sulphates\": \"0.5\", \"total_measure\": 247.76275}, {\"sulphates\": \"0.46\", \"total_measure\": 223.80382}, {\"sulphates\": \"0.44\", \"total_measure\": 214.78218999999999}, {\"sulphates\": \"0.38\", \"total_measure\": 212.67294}, {\"sulphates\": \"0.42\", \"total_measure\": 179.87646}, {\"sulphates\": \"0.48\", \"total_measure\": 177.978625}, {\"sulphates\": \"0.45\", \"total_measure\": 177.00311}, {\"sulphates\": \"0.47\", \"total_measure\": 171.02074}, {\"sulphates\": \"0.4\", \"total_measure\": 166.86804}, {\"sulphates\": \"0.54\", \"total_measure\": 166.03342}, {\"sulphates\": \"0.49\", \"total_measure\": 165.14438}, {\"sulphates\": \"0.43\", \"total_measure\": 160.04614}, {\"sulphates\": \"0.52\", \"total_measure\": 155.10136}, {\"sulphates\": \"0.39\", \"total_measure\": 150.00463}, {\"sulphates\": \"0.51\", \"total_measure\": 139.24286}, {\"sulphates\": \"0.41\", \"total_measure\": 138.175745}, {\"sulphates\": \"0.53\", \"total_measure\": 134.2483}, {\"sulphates\": \"0.37\", \"total_measure\": 128.12675}, {\"sulphates\": \"0.36\", \"total_measure\": 119.2091}, {\"sulphates\": \"0.56\", \"total_measure\": 107.36007000000001}, {\"sulphates\": \"0.55\", \"total_measure\": 101.38638}, {\"sulphates\": \"0.58\", \"total_measure\": 98.41839}, {\"sulphates\": \"0.59\", \"total_measure\": 96.40586}, {\"sulphates\": \"0.6\", \"total_measure\": 87.464855}, {\"sulphates\": \"0.35\", \"total_measure\": 84.46088}, {\"sulphates\": \"0.34\", \"total_measure\": 83.40676}, {\"sulphates\": \"0.57\", \"total_measure\": 82.52327}, {\"sulphates\": \"0.62\", \"total_measure\": 67.56883}, {\"sulphates\": \"0.64\", \"total_measure\": 66.595}, {\"sulphates\": \"0.33\", \"total_measure\": 58.54953}, {\"sulphates\": \"0.32\", \"total_measure\": 53.58394}, {\"sulphates\": \"0.63\", \"total_measure\": 47.70669}, {\"sulphates\": \"0.61\", \"total_measure\": 44.759185}, {\"sulphates\": \"0.68\", \"total_measure\": 43.73037}, {\"sulphates\": \"0.66\", \"total_measure\": 35.77627}, {\"sulphates\": \"0.67\", \"total_measure\": 34.83572}, {\"sulphates\": \"0.31\", \"total_measure\": 34.720225}, {\"sulphates\": \"0.72\", \"total_measure\": 32.78834}, {\"sulphates\": \"0.3\", \"total_measure\": 30.79547}, {\"sulphates\": \"0.69\", \"total_measure\": 29.878955}, {\"sulphates\": \"0.65\", \"total_measure\": 27.79983}, {\"sulphates\": \"0.7\", \"total_measure\": 26.82181}, {\"sulphates\": \"0.75\", \"total_measure\": 21.89547}, {\"sulphates\": \"0.78\", \"total_measure\": 18.90784}, {\"sulphates\": \"0.76\", \"total_measure\": 18.89882}, {\"sulphates\": \"0.74\", \"total_measure\": 18.86797}, {\"sulphates\": \"0.71\", \"total_measure\": 17.88591}, {\"sulphates\": \"0.79\", \"total_measure\": 15.9174}, {\"sulphates\": \"0.77\", \"total_measure\": 15.90527}, {\"sulphates\": \"0.29\", \"total_measure\": 15.90007}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.0}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8e3d32eb9664e741057fabb0eeac278be0a946a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:36:48.532507+00:00", + "ended_at": "2026-05-26T00:37:03.229630+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_bb79404216aa63fb", + "problem_id": "v2p_n3_710017614820c0eb", + "dataset_id": "n3", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_conditional_contrast", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=sulphates, measure_col=density.", + "bindings": { + "group_col": "sulphates", + "measure_col": "density", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.9953, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=7" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_bb79404216aa63fb.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_bb79404216aa63fb", + "api_calls": 0, + "input_tokens": 25498, + "cached_input_tokens": 24960, + "output_tokens": 614, + "total_tokens": 26112, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2203, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2305, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14689.34, + "sql_execution_elapsed_ms_total": 3.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ecd1233e3407e231306b1487c39c242727cbf9e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:37:03.225288+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14689.34, "started_at": "2026-05-26T00:36:48.533151+00:00", "ended_at": "2026-05-26T00:37:03.222676+00:00", "prompt_metrics": {"chars": 7672, "bytes_utf8": 7672, "lines": 240, "estimated_tokens": 2203}, "response_metrics": {"chars": 380, "bytes_utf8": 380, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 25498, "cached_input_tokens": 24960, "output_tokens": 614, "reasoning_output_tokens": 506}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT\\n \\\"sulphates\\\",\\n SUM(CAST(\\\"density\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Used the provided grouped numeric sum template with \\\"sulphates\\\" as the grouping column and cast \\\"density\\\" to REAL because the SQLite schema stores numeric values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4e2364dd09b1a4f1509d67833c5cf2e511c9282f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_bb79404216aa63fb", + "api_calls": 0, + "input_tokens": 25498, + "cached_input_tokens": 24960, + "output_tokens": 614, + "total_tokens": 26112, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2203, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2305, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14689.34, + "sql_execution_elapsed_ms_total": 3.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_bb79404216aa63fb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4b08cb517133d62df4b96dac5a5ad33142265cb8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8101, "bytes_utf8": 8101, "lines": 242, "estimated_tokens": 2323}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 653, "bytes_utf8": 653, "lines": 1, "estimated_tokens": 179}, "usage": {"input_tokens": 25618, "cached_input_tokens": 24960, "output_tokens": 1617, "reasoning_output_tokens": 1432}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0305c33dac1aba29066bed7b9760cc4a0b6d3981 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_c4fb240f40022b87", + "api_calls": 0, + "input_tokens": 25618, + "cached_input_tokens": 24960, + "output_tokens": 1617, + "total_tokens": 27235, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2323, + "estimated_output_tokens": 179, + "estimated_total_tokens": 2502, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33694.68, + "sql_execution_elapsed_ms_total": 7.08, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c487d2ff729e898512e0af9512af85b8e87eac6f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:37:03.230689+00:00", + "ended_at": "2026-05-26T00:37:36.925677+00:00", + "elapsed_ms": 33694.68, + "prompt_metrics": { + "chars": 8101, + "bytes_utf8": 8101, + "lines": 242, + "estimated_tokens": 2323 + }, + "stdout_metrics": { + "chars": 1050, + "bytes_utf8": 1050, + "lines": 4, + "estimated_tokens": 319 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 653, + "bytes_utf8": 653, + "lines": 1, + "estimated_tokens": 179 + }, + "usage": { + "input_tokens": 25618, + "cached_input_tokens": 24960, + "output_tokens": 1617, + "reasoning_output_tokens": 1432 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8f2e033abaa822b48c4e5f43107bf57f2d65fe27 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=sulphates, measure_col=total sulfur dioxide.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "sulphates", + "measure_col": "total sulfur dioxide", + "item_col": "density", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 155.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9a20b46bc48f5dd2a9bdc171e877559942b04378 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b6-b0a5-7d02-932b-480653134dbc"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"sulphates\\\",\\n \\\"density\\\",\\n SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL))) OVER (PARTITION BY \\\"sulphates\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\", \\\"density\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"sulphates\\\", item_col=\\\"density\\\", and measure_col=\\\"total sulfur dioxide\\\". The measure is cast from TEXT to REAL for SQLite numeric aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25618,"cached_input_tokens":24960,"output_tokens":1617,"reasoning_output_tokens":1432}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4b9606d5bca6f0bb184a02e43d378d438a1b97ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"sulphates\",\n \"density\",\n SUM(CAST(\"total sulfur dioxide\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"total sulfur dioxide\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"total sulfur dioxide\" AS REAL))) OVER (PARTITION BY \"sulphates\") AS \"share_within_group\"\nFROM \"n3\"\nGROUP BY \"sulphates\", \"density\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the planned Within-Group Share of Total template with group_col=\"sulphates\", item_col=\"density\", and measure_col=\"total sulfur dioxide\". The measure is cast from TEXT to REAL for SQLite numeric aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..02943e1db80ba6fd58500c1fff5654322851168e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=sulphates, measure_col=total sulfur dioxide. +Result preview: [{"sulphates": "0.22", "density": "0.99146", "total_measure": 86.0, "share_within_group": 100.0}, {"sulphates": "0.23", "density": "0.99148", "total_measure": 103.0, "share_within_group": 100.0}, {"sulphates": "0.83", "density": "0.98746", "total_measure": 212.0, "share_within_group": 100.0}, {"sulphates": "0.89", "density": "0.98999", "total_measure": 161.0, "share_within_group": 100.0}, {"sulphates": "0.97", "density": "0.9932", "total_measure": 134.0, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..9ac09c9421c9ba554d47538325160004bb5655bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_c4fb240f40022b87 +-- problem_id: v2p_n3_9d0d2d46919ff3c9 +-- realization_mode: agent +-- source_kind: agent +SELECT + "sulphates", + "density", + SUM(CAST("total sulfur dioxide" AS REAL)) AS "total_measure", + SUM(CAST("total sulfur dioxide" AS REAL)) * 100.0 + / SUM(SUM(CAST("total sulfur dioxide" AS REAL))) OVER (PARTITION BY "sulphates") AS "share_within_group" +FROM "n3" +GROUP BY "sulphates", "density" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0661baf773265765fdde9b67fbc9df7988acb6d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"sulphates\",\n \"density\",\n SUM(CAST(\"total sulfur dioxide\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"total sulfur dioxide\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"total sulfur dioxide\" AS REAL))) OVER (PARTITION BY \"sulphates\") AS \"share_within_group\"\nFROM \"n3\"\nGROUP BY \"sulphates\", \"density\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"sulphates\\\",\\n \\\"density\\\",\\n SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL))) OVER (PARTITION BY \\\"sulphates\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\", \\\"density\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"sulphates\", \"density\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"sulphates\": \"0.22\", \"density\": \"0.99146\", \"total_measure\": 86.0, \"share_within_group\": 100.0}, {\"sulphates\": \"0.23\", \"density\": \"0.99148\", \"total_measure\": 103.0, \"share_within_group\": 100.0}, {\"sulphates\": \"0.83\", \"density\": \"0.98746\", \"total_measure\": 212.0, \"share_within_group\": 100.0}, {\"sulphates\": \"0.89\", \"density\": \"0.98999\", \"total_measure\": 161.0, \"share_within_group\": 100.0}, {\"sulphates\": \"0.97\", \"density\": \"0.9932\", \"total_measure\": 134.0, \"share_within_group\": 100.0}, {\"sulphates\": \"0.99\", \"density\": \"0.98976\", \"total_measure\": 121.0, \"share_within_group\": 100.0}, {\"sulphates\": \"1\", \"density\": \"0.99188\", \"total_measure\": 120.0, \"share_within_group\": 100.0}, {\"sulphates\": \"1.01\", \"density\": \"0.9943\", \"total_measure\": 146.0, \"share_within_group\": 100.0}, {\"sulphates\": \"1.06\", \"density\": \"0.99203\", \"total_measure\": 168.0, \"share_within_group\": 100.0}, {\"sulphates\": \"1.08\", \"density\": \"0.99168\", \"total_measure\": 121.0, \"share_within_group\": 100.0}, {\"sulphates\": \"0.98\", \"density\": \"0.9942\", \"total_measure\": 480.0, \"share_within_group\": 69.06474820143885}, {\"sulphates\": \"0.95\", \"density\": \"0.9934\", \"total_measure\": 351.0, \"share_within_group\": 60.51724137931034}, {\"sulphates\": \"0.86\", \"density\": \"0.9909\", \"total_measure\": 153.0, \"share_within_group\": 60.0}, {\"sulphates\": \"0.92\", \"density\": \"0.98981\", \"total_measure\": 134.0, \"share_within_group\": 56.30252100840336}, {\"sulphates\": \"0.94\", \"density\": \"0.99026\", \"total_measure\": 120.0, \"share_within_group\": 55.81395348837209}, {\"sulphates\": \"0.87\", \"density\": \"0.99234\", \"total_measure\": 126.0, \"share_within_group\": 55.26315789473684}, {\"sulphates\": \"0.9\", \"density\": \"0.99035\", \"total_measure\": 340.0, \"share_within_group\": 49.56268221574344}, {\"sulphates\": \"0.8\", \"density\": \"0.9945\", \"total_measure\": 306.0, \"share_within_group\": 45.945945945945944}, {\"sulphates\": \"0.87\", \"density\": \"0.993\", \"total_measure\": 102.0, \"share_within_group\": 44.73684210526316}, {\"sulphates\": \"0.94\", \"density\": \"0.98946\", \"total_measure\": 95.0, \"share_within_group\": 44.18604651162791}, {\"sulphates\": \"0.92\", \"density\": \"0.9924\", \"total_measure\": 104.0, \"share_within_group\": 43.69747899159664}, {\"sulphates\": \"0.85\", \"density\": \"0.99935\", \"total_measure\": 178.0, \"share_within_group\": 42.78846153846154}, {\"sulphates\": \"0.86\", \"density\": \"0.993\", \"total_measure\": 102.0, \"share_within_group\": 40.0}, {\"sulphates\": \"0.25\", \"density\": \"0.989\", \"total_measure\": 166.0, \"share_within_group\": 38.967136150234744}, {\"sulphates\": \"0.96\", \"density\": \"0.99461\", \"total_measure\": 137.0, \"share_within_group\": 38.37535014005602}, {\"sulphates\": \"0.84\", \"density\": \"0.98975\", \"total_measure\": 118.0, \"share_within_group\": 38.311688311688314}, {\"sulphates\": \"0.96\", \"density\": \"0.9932\", \"total_measure\": 136.0, \"share_within_group\": 38.095238095238095}, {\"sulphates\": \"0.88\", \"density\": \"1.00013\", \"total_measure\": 382.0, \"share_within_group\": 38.04780876494024}, {\"sulphates\": \"0.26\", \"density\": \"0.98934\", \"total_measure\": 172.0, \"share_within_group\": 37.310195227765725}, {\"sulphates\": \"0.84\", \"density\": \"0.99174\", \"total_measure\": 114.0, \"share_within_group\": 37.01298701298701}, {\"sulphates\": \"0.81\", \"density\": \"0.9903\", \"total_measure\": 268.0, \"share_within_group\": 36.71232876712329}, {\"sulphates\": \"0.25\", \"density\": \"0.9927\", \"total_measure\": 151.0, \"share_within_group\": 35.44600938967136}, {\"sulphates\": \"0.85\", \"density\": \"0.9934\", \"total_measure\": 141.0, \"share_within_group\": 33.89423076923077}, {\"sulphates\": \"0.9\", \"density\": \"0.9907\", \"total_measure\": 232.0, \"share_within_group\": 33.819241982507286}, {\"sulphates\": \"0.26\", \"density\": \"0.9931\", \"total_measure\": 155.0, \"share_within_group\": 33.622559652928416}, {\"sulphates\": \"0.82\", \"density\": \"1.0004\", \"total_measure\": 680.0, \"share_within_group\": 31.642624476500696}, {\"sulphates\": \"0.88\", \"density\": \"0.99398\", \"total_measure\": 304.0, \"share_within_group\": 30.278884462151396}, {\"sulphates\": \"0.26\", \"density\": \"0.99234\", \"total_measure\": 134.0, \"share_within_group\": 29.067245119305856}, {\"sulphates\": \"0.78\", \"density\": \"0.99742\", \"total_measure\": 731.0, \"share_within_group\": 25.894438540559687}, {\"sulphates\": \"0.8\", \"density\": \"0.99873\", \"total_measure\": 171.0, \"share_within_group\": 25.675675675675677}, {\"sulphates\": \"0.81\", \"density\": \"0.9952\", \"total_measure\": 187.0, \"share_within_group\": 25.616438356164384}, {\"sulphates\": \"0.95\", \"density\": \"0.9901\", \"total_measure\": 147.0, \"share_within_group\": 25.344827586206897}, {\"sulphates\": \"0.84\", \"density\": \"0.9966\", \"total_measure\": 76.0, \"share_within_group\": 24.675324675324674}, {\"sulphates\": \"0.96\", \"density\": \"0.98926\", \"total_measure\": 84.0, \"share_within_group\": 23.529411764705884}, {\"sulphates\": \"0.85\", \"density\": \"0.99246\", \"total_measure\": 97.0, \"share_within_group\": 23.317307692307693}, {\"sulphates\": \"0.73\", \"density\": \"0.99067\", \"total_measure\": 306.0, \"share_within_group\": 21.016483516483518}, {\"sulphates\": \"0.73\", \"density\": \"0.9907\", \"total_measure\": 300.0, \"share_within_group\": 20.604395604395606}, {\"sulphates\": \"0.81\", \"density\": \"0.9968\", \"total_measure\": 150.0, \"share_within_group\": 20.54794520547945}, {\"sulphates\": \"0.29\", \"density\": \"0.99815\", \"total_measure\": 351.0, \"share_within_group\": 20.454545454545453}, {\"sulphates\": \"0.76\", \"density\": \"0.99922\", \"total_measure\": 549.0, \"share_within_group\": 19.992716678805536}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 7.08}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9882fd2e29f513eb67ab4e2d409cac4f4aa6ad83 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:37:03.230018+00:00", + "ended_at": "2026-05-26T00:37:36.936629+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_c4fb240f40022b87", + "problem_id": "v2p_n3_9d0d2d46919ff3c9", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=sulphates, measure_col=total sulfur dioxide.", + "bindings": { + "group_col": "sulphates", + "measure_col": "total sulfur dioxide", + "item_col": "density", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 155.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=28" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_c4fb240f40022b87.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_c4fb240f40022b87", + "api_calls": 0, + "input_tokens": 25618, + "cached_input_tokens": 24960, + "output_tokens": 1617, + "total_tokens": 27235, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2323, + "estimated_output_tokens": 179, + "estimated_total_tokens": 2502, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33694.68, + "sql_execution_elapsed_ms_total": 7.08, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..eca0177c9e169e49ba985c25c34dbbd878ab374b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:37:36.928134+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 33694.68, "started_at": "2026-05-26T00:37:03.230689+00:00", "ended_at": "2026-05-26T00:37:36.925677+00:00", "prompt_metrics": {"chars": 8101, "bytes_utf8": 8101, "lines": 242, "estimated_tokens": 2323}, "response_metrics": {"chars": 653, "bytes_utf8": 653, "lines": 1, "estimated_tokens": 179}, "usage": {"input_tokens": 25618, "cached_input_tokens": 24960, "output_tokens": 1617, "reasoning_output_tokens": 1432}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"sulphates\\\",\\n \\\"density\\\",\\n SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"total sulfur dioxide\\\" AS REAL))) OVER (PARTITION BY \\\"sulphates\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\", \\\"density\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"sulphates\\\", item_col=\\\"density\\\", and measure_col=\\\"total sulfur dioxide\\\". The measure is cast from TEXT to REAL for SQLite numeric aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3c00e70695b012bcb7a5facf2abff19e1114b2d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_c4fb240f40022b87", + "api_calls": 0, + "input_tokens": 25618, + "cached_input_tokens": 24960, + "output_tokens": 1617, + "total_tokens": 27235, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2323, + "estimated_output_tokens": 179, + "estimated_total_tokens": 2502, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33694.68, + "sql_execution_elapsed_ms_total": 7.08, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c4fb240f40022b87/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ed0f7dab064bba1a972c86c43d8e4ec738bd4798 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7688, "bytes_utf8": 7688, "lines": 240, "estimated_tokens": 2202}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 403, "bytes_utf8": 403, "lines": 1, "estimated_tokens": 99}, "usage": {"input_tokens": 25497, "cached_input_tokens": 24960, "output_tokens": 456, "reasoning_output_tokens": 351}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fb8ef65681c56ab1b97795430858ce0694520d75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_c58fb4dd664fb20b", + "api_calls": 0, + "input_tokens": 25497, + "cached_input_tokens": 24960, + "output_tokens": 456, + "total_tokens": 25953, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2202, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2301, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13158.6, + "sql_execution_elapsed_ms_total": 1.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..218c2df69606a7c0fe8084d354e3f10557dc46a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:37:36.937703+00:00", + "ended_at": "2026-05-26T00:37:50.096487+00:00", + "elapsed_ms": 13158.6, + "prompt_metrics": { + "chars": 7688, + "bytes_utf8": 7688, + "lines": 240, + "estimated_tokens": 2202 + }, + "stdout_metrics": { + "chars": 761, + "bytes_utf8": 761, + "lines": 4, + "estimated_tokens": 215 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 403, + "bytes_utf8": 403, + "lines": 1, + "estimated_tokens": 99 + }, + "usage": { + "input_tokens": 25497, + "cached_input_tokens": 24960, + "output_tokens": 456, + "reasoning_output_tokens": 351 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea99f0c15dc57d8d9c16a96b59637acd7e23e592 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=fixed acidity, measure_col=residual sugar.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "residual sugar", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ff1c0c8c4042e6196352d19a8feb6f1bffe6b69b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b7-344e-79f1-8af4-34fd714df6fa"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum.\\nSELECT \\\"fixed acidity\\\", SUM(CAST(\\\"residual sugar\\\" AS REAL)) AS total_measure\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Uses the provided grouped-sum template with group_col=\\\"fixed acidity\\\" and measure_col=\\\"residual sugar\\\". \\\"residual sugar\\\" is cast from TEXT to REAL for correct numeric aggregation in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25497,"cached_input_tokens":24960,"output_tokens":456,"reasoning_output_tokens":351}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6f9f1854b1e1c5fa53bd1d3725822afedb6a6619 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum.\nSELECT \"fixed acidity\", SUM(CAST(\"residual sugar\" AS REAL)) AS total_measure\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY total_measure DESC;","notes":"Uses the provided grouped-sum template with group_col=\"fixed acidity\" and measure_col=\"residual sugar\". \"residual sugar\" is cast from TEXT to REAL for correct numeric aggregation in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..32e808f6d8cf4ed9da0d6f7b3d655f0ed3c687d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=fixed acidity, measure_col=residual sugar. +Result preview: [{"fixed acidity": "6.8", "total_measure": 2278.45}, {"fixed acidity": "6.6", "total_measure": 1963.8}, {"fixed acidity": "6.4", "total_measure": 1700.0}, {"fixed acidity": "6.9", "total_measure": 1647.15}, {"fixed acidity": "7.4", "total_measure": 1573.5}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..91bdab352626e3c6e44589f084708c13e9f7efe4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_c58fb4dd664fb20b +-- problem_id: v2p_n3_f39f318e2f374ca2 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", SUM(CAST("residual sugar" AS REAL)) AS total_measure +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dec803a8c46a35e3c07a2231cf98164e96f52943 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum.\nSELECT \"fixed acidity\", SUM(CAST(\"residual sugar\" AS REAL)) AS total_measure\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY total_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum.\\nSELECT \\\"fixed acidity\\\", SUM(CAST(\\\"residual sugar\\\" AS REAL)) AS total_measure\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY total_measure DESC;\", \"columns\": [\"fixed acidity\", \"total_measure\"], \"rows\": [{\"fixed acidity\": \"6.8\", \"total_measure\": 2278.45}, {\"fixed acidity\": \"6.6\", \"total_measure\": 1963.8}, {\"fixed acidity\": \"6.4\", \"total_measure\": 1700.0}, {\"fixed acidity\": \"6.9\", \"total_measure\": 1647.15}, {\"fixed acidity\": \"7.4\", \"total_measure\": 1573.5}, {\"fixed acidity\": \"7\", \"total_measure\": 1532.75}, {\"fixed acidity\": \"6.5\", \"total_measure\": 1525.9}, {\"fixed acidity\": \"6.7\", \"total_measure\": 1525.65}, {\"fixed acidity\": \"7.2\", \"total_measure\": 1447.85}, {\"fixed acidity\": \"7.1\", \"total_measure\": 1350.1}, {\"fixed acidity\": \"7.3\", \"total_measure\": 1329.45}, {\"fixed acidity\": \"6.2\", \"total_measure\": 1181.95}, {\"fixed acidity\": \"6.3\", \"total_measure\": 1146.5}, {\"fixed acidity\": \"7.6\", \"total_measure\": 1056.05}, {\"fixed acidity\": \"6\", \"total_measure\": 980.9}, {\"fixed acidity\": \"7.5\", \"total_measure\": 941.1}, {\"fixed acidity\": \"6.1\", \"total_measure\": 874.9}, {\"fixed acidity\": \"7.7\", \"total_measure\": 671.9}, {\"fixed acidity\": \"7.8\", \"total_measure\": 634.6}, {\"fixed acidity\": \"8\", \"total_measure\": 575.55}, {\"fixed acidity\": \"5.7\", \"total_measure\": 570.35}, {\"fixed acidity\": \"5.8\", \"total_measure\": 527.65}, {\"fixed acidity\": \"5.9\", \"total_measure\": 496.95}, {\"fixed acidity\": \"7.9\", \"total_measure\": 487.45}, {\"fixed acidity\": \"8.1\", \"total_measure\": 329.6}, {\"fixed acidity\": \"8.3\", \"total_measure\": 319.65}, {\"fixed acidity\": \"5.6\", \"total_measure\": 307.1}, {\"fixed acidity\": \"8.2\", \"total_measure\": 298.5}, {\"fixed acidity\": \"8.4\", \"total_measure\": 280.5}, {\"fixed acidity\": \"8.5\", \"total_measure\": 208.45000000000002}, {\"fixed acidity\": \"8.7\", \"total_measure\": 119.2}, {\"fixed acidity\": \"5\", \"total_measure\": 118.75}, {\"fixed acidity\": \"8.8\", \"total_measure\": 111.55}, {\"fixed acidity\": \"8.6\", \"total_measure\": 110.7}, {\"fixed acidity\": \"5.3\", \"total_measure\": 105.4}, {\"fixed acidity\": \"5.4\", \"total_measure\": 104.05}, {\"fixed acidity\": \"9\", \"total_measure\": 96.4}, {\"fixed acidity\": \"5.2\", \"total_measure\": 93.3}, {\"fixed acidity\": \"9.2\", \"total_measure\": 91.9}, {\"fixed acidity\": \"5.5\", \"total_measure\": 88.3}, {\"fixed acidity\": \"5.1\", \"total_measure\": 78.55}, {\"fixed acidity\": \"8.9\", \"total_measure\": 63.85}, {\"fixed acidity\": \"9.8\", \"total_measure\": 60.55}, {\"fixed acidity\": \"9.4\", \"total_measure\": 53.35}, {\"fixed acidity\": \"4.8\", \"total_measure\": 41.3}, {\"fixed acidity\": \"4.9\", \"total_measure\": 19.45}, {\"fixed acidity\": \"7.15\", \"total_measure\": 19.2}, {\"fixed acidity\": \"9.1\", \"total_measure\": 19.0}, {\"fixed acidity\": \"10\", \"total_measure\": 17.1}, {\"fixed acidity\": \"10.7\", \"total_measure\": 16.4}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.67}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9ad8d14cd61cb31eabf38dc8e82d58ae6921cbff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:37:36.937125+00:00", + "ended_at": "2026-05-26T00:37:50.102784+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_c58fb4dd664fb20b", + "problem_id": "v2p_n3_f39f318e2f374ca2", + "dataset_id": "n3", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=fixed acidity, measure_col=residual sugar.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "residual sugar", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=3" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_c58fb4dd664fb20b.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_c58fb4dd664fb20b", + "api_calls": 0, + "input_tokens": 25497, + "cached_input_tokens": 24960, + "output_tokens": 456, + "total_tokens": 25953, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2202, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2301, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13158.6, + "sql_execution_elapsed_ms_total": 1.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..79701f40fc83be2210a6f9805252b007ad9b5fba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:37:50.098932+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13158.6, "started_at": "2026-05-26T00:37:36.937703+00:00", "ended_at": "2026-05-26T00:37:50.096487+00:00", "prompt_metrics": {"chars": 7688, "bytes_utf8": 7688, "lines": 240, "estimated_tokens": 2202}, "response_metrics": {"chars": 403, "bytes_utf8": 403, "lines": 1, "estimated_tokens": 99}, "usage": {"input_tokens": 25497, "cached_input_tokens": 24960, "output_tokens": 456, "reasoning_output_tokens": 351}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum.\\nSELECT \\\"fixed acidity\\\", SUM(CAST(\\\"residual sugar\\\" AS REAL)) AS total_measure\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Uses the provided grouped-sum template with group_col=\\\"fixed acidity\\\" and measure_col=\\\"residual sugar\\\". \\\"residual sugar\\\" is cast from TEXT to REAL for correct numeric aggregation in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..29d0398edf0049d29f81eb27c269f4846d36305d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_c58fb4dd664fb20b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_c58fb4dd664fb20b", + "api_calls": 0, + "input_tokens": 25497, + "cached_input_tokens": 24960, + "output_tokens": 456, + "total_tokens": 25953, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d1d31d397b41086d22a8cc4f95ee24c255e03a19 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_cc0fab2ac4e13043", + "api_calls": 0, + "input_tokens": 25496, + "cached_input_tokens": 22912, + "output_tokens": 573, + "total_tokens": 26069, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2201, + "estimated_output_tokens": 96, + "estimated_total_tokens": 2297, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15110.94, + "sql_execution_elapsed_ms_total": 1.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..efa1146f94190b75d670c33d53d9bfe007c052ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:37:50.104821+00:00", + "ended_at": "2026-05-26T00:38:05.215939+00:00", + "elapsed_ms": 15110.94, + "prompt_metrics": { + "chars": 7673, + "bytes_utf8": 7673, + "lines": 240, + "estimated_tokens": 2201 + }, + "stdout_metrics": { + "chars": 743, + "bytes_utf8": 743, + "lines": 4, + "estimated_tokens": 213 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 381, + "bytes_utf8": 381, + "lines": 1, + "estimated_tokens": 96 + }, + "usage": { + "input_tokens": 25496, + "cached_input_tokens": 22912, + "output_tokens": 573, + "reasoning_output_tokens": 471 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c4c1e859f2d13729101e9859ef84dd979bbfb0d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=quality, measure_col=citric acid.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "quality", + "measure_col": "citric acid", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.36, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..56a786bf079f2cb486961568f0951bdfe34027a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b7-67c8-70a1-8069-d71848d341df"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"quality\\\", SUM(CAST(\\\"citric acid\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applied the planned grouped-sum template with group_col=\\\"quality\\\" and measure_col=\\\"citric acid\\\". CAST is used because the schema stores numeric-looking fields as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25496,"cached_input_tokens":22912,"output_tokens":573,"reasoning_output_tokens":471}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4d95342f744c7eeb408c91d330d07d8449def37b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"quality\", SUM(CAST(\"citric acid\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY \"total_measure\" DESC;","notes":"Applied the planned grouped-sum template with group_col=\"quality\" and measure_col=\"citric acid\". CAST is used because the schema stores numeric-looking fields as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ce75541a50642ef29f5c6a7532a402d89bac336c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=quality, measure_col=citric acid. +Result preview: [{"quality": "6", "total_measure": 742.98}, {"quality": "5", "total_measure": 491.96}, {"quality": "7", "total_measure": 286.55}, {"quality": "8", "total_measure": 57.14}, {"quality": "4", "total_measure": 49.59}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1827ecf6847de243237e5f5ed02e04ec05da9069 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_cc0fab2ac4e13043 +-- problem_id: v2p_n3_c843ba24b696ed2b +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", SUM(CAST("citric acid" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY "quality" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..60ae389af9dd6d7cfd280519f9729c056e1b4328 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"quality\", SUM(CAST(\"citric acid\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"quality\\\", SUM(CAST(\\\"citric acid\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"quality\", \"total_measure\"], \"rows\": [{\"quality\": \"6\", \"total_measure\": 742.98}, {\"quality\": \"5\", \"total_measure\": 491.96}, {\"quality\": \"7\", \"total_measure\": 286.55}, {\"quality\": \"8\", \"total_measure\": 57.14}, {\"quality\": \"4\", \"total_measure\": 49.59}, {\"quality\": \"3\", \"total_measure\": 6.72}, {\"quality\": \"9\", \"total_measure\": 1.93}], \"row_count_returned\": 7, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.79}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d993bc7efbe2cfd9f58c99ab1658dd44b7b951a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:37:50.103780+00:00", + "ended_at": "2026-05-26T00:38:05.223329+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_cc0fab2ac4e13043", + "problem_id": "v2p_n3_c843ba24b696ed2b", + "dataset_id": "n3", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=quality, measure_col=citric acid.", + "bindings": { + "group_col": "quality", + "measure_col": "citric acid", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.36, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=2" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_cc0fab2ac4e13043.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_cc0fab2ac4e13043", + "api_calls": 0, + "input_tokens": 25496, + "cached_input_tokens": 22912, + "output_tokens": 573, + "total_tokens": 26069, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2201, + "estimated_output_tokens": 96, + "estimated_total_tokens": 2297, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15110.94, + "sql_execution_elapsed_ms_total": 1.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dffabc75ccc6ed8d78c0b231ac42ac99aef260ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:38:05.220200+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15110.94, "started_at": "2026-05-26T00:37:50.104821+00:00", "ended_at": "2026-05-26T00:38:05.215939+00:00", "prompt_metrics": {"chars": 7673, "bytes_utf8": 7673, "lines": 240, "estimated_tokens": 2201}, "response_metrics": {"chars": 381, "bytes_utf8": 381, "lines": 1, "estimated_tokens": 96}, "usage": {"input_tokens": 25496, "cached_input_tokens": 22912, "output_tokens": 573, "reasoning_output_tokens": 471}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"quality\\\", SUM(CAST(\\\"citric acid\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applied the planned grouped-sum template with group_col=\\\"quality\\\" and measure_col=\\\"citric acid\\\". CAST is used because the schema stores numeric-looking fields as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bcd419870591dd277b26914438ad87c1c3446ad3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_cc0fab2ac4e13043", + "api_calls": 0, + "input_tokens": 25496, + "cached_input_tokens": 22912, + "output_tokens": 573, + "total_tokens": 26069, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2201, + "estimated_output_tokens": 96, + "estimated_total_tokens": 2297, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15110.94, + "sql_execution_elapsed_ms_total": 1.79, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cc0fab2ac4e13043/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b07bbf7706ff7152ae59a672042d79a4517f91ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8089, "bytes_utf8": 8089, "lines": 242, "estimated_tokens": 2319}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 603, "bytes_utf8": 603, "lines": 1, "estimated_tokens": 156}, "usage": {"input_tokens": 25614, "cached_input_tokens": 24960, "output_tokens": 2750, "reasoning_output_tokens": 2588}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0df48b32efbdf7ae14c3d47df07e863d094c87bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_cdb65c88760a534e", + "api_calls": 0, + "input_tokens": 25614, + "cached_input_tokens": 24960, + "output_tokens": 2750, + "total_tokens": 28364, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2319, + "estimated_output_tokens": 156, + "estimated_total_tokens": 2475, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 53942.61, + "sql_execution_elapsed_ms_total": 4.56, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..bc763d6f49d7eedbaaefa13a11de13126c369049 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:38:05.224385+00:00", + "ended_at": "2026-05-26T00:38:59.167445+00:00", + "elapsed_ms": 53942.61, + "prompt_metrics": { + "chars": 8089, + "bytes_utf8": 8089, + "lines": 242, + "estimated_tokens": 2319 + }, + "stdout_metrics": { + "chars": 985, + "bytes_utf8": 985, + "lines": 4, + "estimated_tokens": 288 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 106 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 603, + "bytes_utf8": 603, + "lines": 1, + "estimated_tokens": 156 + }, + "usage": { + "input_tokens": 25614, + "cached_input_tokens": 24960, + "output_tokens": 2750, + "reasoning_output_tokens": 2588 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bb945499ca4772788aa54f7ada7a2a2ded9bc1d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=quality, measure_col=chlorides.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "quality", + "measure_col": "chlorides", + "item_col": "free sulfur dioxide", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.05, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4a6ccedfe31c692581ee755c52ee0c4823bbb4f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b7-a2d5-7890-8cf7-039a1aa1b93f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"quality\\\", \\\"free sulfur dioxide\\\",\\n SUM(CAST(\\\"chlorides\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"chlorides\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"chlorides\\\" AS REAL))) OVER (PARTITION BY \\\"quality\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\", \\\"free sulfur dioxide\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the planned within-group share template with \\\"quality\\\" as the group, \\\"free sulfur dioxide\\\" as the item, and casts \\\"chlorides\\\" to REAL because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25614,"cached_input_tokens":24960,"output_tokens":2750,"reasoning_output_tokens":2588}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..177aee034a0ab46262e61d30901821da344ca840 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT \"quality\", \"free sulfur dioxide\",\n SUM(CAST(\"chlorides\" AS REAL)) AS total_measure,\n SUM(CAST(\"chlorides\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"chlorides\" AS REAL))) OVER (PARTITION BY \"quality\") AS share_within_group\nFROM \"n3\"\nGROUP BY \"quality\", \"free sulfur dioxide\"\nORDER BY share_within_group DESC;","notes":"Uses the planned within-group share template with \"quality\" as the group, \"free sulfur dioxide\" as the item, and casts \"chlorides\" to REAL because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9e6dcabbc110f103a2c2218e7fbfb2eb3df268f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:38:58.578877Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61b7-a2d5-7890-8cf7-039a1aa1b93f.1779755885270160000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e8a3b6ff1377535116b57e7ce70edf9fd785bcc1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=quality, measure_col=chlorides. +Result preview: [{"quality": "9", "free sulfur dioxide": "28", "total_measure": 0.035, "share_within_group": 25.547445255474454}, {"quality": "9", "free sulfur dioxide": "31", "total_measure": 0.032, "share_within_group": 23.357664233576642}, {"quality": "9", "free sulfur dioxide": "27", "total_measure": 0.031, "share_within_group": 22.62773722627737}, {"quality": "3", "free sulfur dioxide": "33", "total_measure": 0.244, "share_within_group": 22.467771639042354}, {"quality": "9", "free sulfur dioxide": "24", "total_measure": 0.021, "share_within_group": 15.32846715328467}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6ea30efb419e85428fd453886264c6abdc10784e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_cdb65c88760a534e +-- problem_id: v2p_n3_c04824cd60ba7c55 +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", "free sulfur dioxide", + SUM(CAST("chlorides" AS REAL)) AS total_measure, + SUM(CAST("chlorides" AS REAL)) * 100.0 / SUM(SUM(CAST("chlorides" AS REAL))) OVER (PARTITION BY "quality") AS share_within_group +FROM "n3" +GROUP BY "quality", "free sulfur dioxide" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8ba66a81e6a7b771c8d8ad06ad6b6e227a30ea8c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT \"quality\", \"free sulfur dioxide\",\n SUM(CAST(\"chlorides\" AS REAL)) AS total_measure,\n SUM(CAST(\"chlorides\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"chlorides\" AS REAL))) OVER (PARTITION BY \"quality\") AS share_within_group\nFROM \"n3\"\nGROUP BY \"quality\", \"free sulfur dioxide\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"quality\\\", \\\"free sulfur dioxide\\\",\\n SUM(CAST(\\\"chlorides\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"chlorides\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"chlorides\\\" AS REAL))) OVER (PARTITION BY \\\"quality\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\", \\\"free sulfur dioxide\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"quality\", \"free sulfur dioxide\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"quality\": \"9\", \"free sulfur dioxide\": \"28\", \"total_measure\": 0.035, \"share_within_group\": 25.547445255474454}, {\"quality\": \"9\", \"free sulfur dioxide\": \"31\", \"total_measure\": 0.032, \"share_within_group\": 23.357664233576642}, {\"quality\": \"9\", \"free sulfur dioxide\": \"27\", \"total_measure\": 0.031, \"share_within_group\": 22.62773722627737}, {\"quality\": \"3\", \"free sulfur dioxide\": \"33\", \"total_measure\": 0.244, \"share_within_group\": 22.467771639042354}, {\"quality\": \"9\", \"free sulfur dioxide\": \"24\", \"total_measure\": 0.021, \"share_within_group\": 15.32846715328467}, {\"quality\": \"9\", \"free sulfur dioxide\": \"57\", \"total_measure\": 0.018, \"share_within_group\": 13.138686131386859}, {\"quality\": \"3\", \"free sulfur dioxide\": \"5\", \"total_measure\": 0.122, \"share_within_group\": 11.233885819521177}, {\"quality\": \"8\", \"free sulfur dioxide\": \"45\", \"total_measure\": 0.496, \"share_within_group\": 7.397464578672633}, {\"quality\": \"3\", \"free sulfur dioxide\": \"41\", \"total_measure\": 0.074, \"share_within_group\": 6.813996316758747}, {\"quality\": \"7\", \"free sulfur dioxide\": \"29\", \"total_measure\": 2.1189999999999998, \"share_within_group\": 6.305046417519638}, {\"quality\": \"4\", \"free sulfur dioxide\": \"8\", \"total_measure\": 0.499, \"share_within_group\": 6.1107029145236345}, {\"quality\": \"3\", \"free sulfur dioxide\": \"34\", \"total_measure\": 0.066, \"share_within_group\": 6.077348066298343}, {\"quality\": \"8\", \"free sulfur dioxide\": \"43\", \"total_measure\": 0.376, \"share_within_group\": 5.6077554064131245}, {\"quality\": \"3\", \"free sulfur dioxide\": \"42\", \"total_measure\": 0.06, \"share_within_group\": 5.524861878453038}, {\"quality\": \"8\", \"free sulfur dioxide\": \"29\", \"total_measure\": 0.369, \"share_within_group\": 5.503355704697986}, {\"quality\": \"8\", \"free sulfur dioxide\": \"37\", \"total_measure\": 0.352, \"share_within_group\": 5.249813571961222}, {\"quality\": \"3\", \"free sulfur dioxide\": \"35.5\", \"total_measure\": 0.057, \"share_within_group\": 5.248618784530387}, {\"quality\": \"4\", \"free sulfur dioxide\": \"5\", \"total_measure\": 0.428, \"share_within_group\": 5.241244183198628}, {\"quality\": \"8\", \"free sulfur dioxide\": \"53\", \"total_measure\": 0.336, \"share_within_group\": 5.011185682326622}, {\"quality\": \"7\", \"free sulfur dioxide\": \"35\", \"total_measure\": 1.669, \"share_within_group\": 4.966079504879791}, {\"quality\": \"3\", \"free sulfur dioxide\": \"8\", \"total_measure\": 0.053, \"share_within_group\": 4.8802946593001835}, {\"quality\": \"8\", \"free sulfur dioxide\": \"34\", \"total_measure\": 0.317, \"share_within_group\": 4.727815063385533}, {\"quality\": \"4\", \"free sulfur dioxide\": \"22\", \"total_measure\": 0.386, \"share_within_group\": 4.726916482978202}, {\"quality\": \"3\", \"free sulfur dioxide\": \"24\", \"total_measure\": 0.051, \"share_within_group\": 4.696132596685082}, {\"quality\": \"8\", \"free sulfur dioxide\": \"32\", \"total_measure\": 0.305, \"share_within_group\": 4.548844146159582}, {\"quality\": \"4\", \"free sulfur dioxide\": \"6\", \"total_measure\": 0.357, \"share_within_group\": 4.371785451873621}, {\"quality\": \"3\", \"free sulfur dioxide\": \"146.5\", \"total_measure\": 0.047, \"share_within_group\": 4.327808471454881}, {\"quality\": \"3\", \"free sulfur dioxide\": \"289\", \"total_measure\": 0.047, \"share_within_group\": 4.327808471454881}, {\"quality\": \"8\", \"free sulfur dioxide\": \"30\", \"total_measure\": 0.29, \"share_within_group\": 4.325130499627143}, {\"quality\": \"4\", \"free sulfur dioxide\": \"25\", \"total_measure\": 0.332, \"share_within_group\": 4.065638011266226}, {\"quality\": \"4\", \"free sulfur dioxide\": \"9\", \"total_measure\": 0.327, \"share_within_group\": 4.004408523144747}, {\"quality\": \"7\", \"free sulfur dioxide\": \"40\", \"total_measure\": 1.291, \"share_within_group\": 3.8413472982623187}, {\"quality\": \"3\", \"free sulfur dioxide\": \"118.5\", \"total_measure\": 0.041, \"share_within_group\": 3.775322283609577}, {\"quality\": \"3\", \"free sulfur dioxide\": \"38\", \"total_measure\": 0.041, \"share_within_group\": 3.775322283609577}, {\"quality\": \"3\", \"free sulfur dioxide\": \"64\", \"total_measure\": 0.041, \"share_within_group\": 3.775322283609577}, {\"quality\": \"4\", \"free sulfur dioxide\": \"7\", \"total_measure\": 0.298, \"share_within_group\": 3.649277492040166}, {\"quality\": \"4\", \"free sulfur dioxide\": \"13\", \"total_measure\": 0.289, \"share_within_group\": 3.5390644134215035}, {\"quality\": \"3\", \"free sulfur dioxide\": \"16\", \"total_measure\": 0.038, \"share_within_group\": 3.499079189686924}, {\"quality\": \"6\", \"free sulfur dioxide\": \"36\", \"total_measure\": 3.411, \"share_within_group\": 3.4320038636455106}, {\"quality\": \"7\", \"free sulfur dioxide\": \"25\", \"total_measure\": 1.1500000000000001, \"share_within_group\": 3.4218043323018335}, {\"quality\": \"3\", \"free sulfur dioxide\": \"124\", \"total_measure\": 0.037, \"share_within_group\": 3.4069981583793734}, {\"quality\": \"7\", \"free sulfur dioxide\": \"33\", \"total_measure\": 1.142, \"share_within_group\": 3.3980004760771245}, {\"quality\": \"4\", \"free sulfur dioxide\": \"34\", \"total_measure\": 0.273, \"share_within_group\": 3.34313005143277}, {\"quality\": \"4\", \"free sulfur dioxide\": \"23\", \"total_measure\": 0.264, \"share_within_group\": 3.2329169728141074}, {\"quality\": \"8\", \"free sulfur dioxide\": \"31\", \"total_measure\": 0.213, \"share_within_group\": 3.1767337807606264}, {\"quality\": \"7\", \"free sulfur dioxide\": \"41\", \"total_measure\": 1.054, \"share_within_group\": 3.1361580576053325}, {\"quality\": \"3\", \"free sulfur dioxide\": \"15\", \"total_measure\": 0.034, \"share_within_group\": 3.130755064456722}, {\"quality\": \"8\", \"free sulfur dioxide\": \"41\", \"total_measure\": 0.20800000000000002, \"share_within_group\": 3.1021625652498135}, {\"quality\": \"3\", \"free sulfur dioxide\": \"18\", \"total_measure\": 0.033, \"share_within_group\": 3.0386740331491713}, {\"quality\": \"4\", \"free sulfur dioxide\": \"18\", \"total_measure\": 0.247, \"share_within_group\": 3.0247367132010776}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.56}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..306444b45267524f467663d8551636e99f04bec4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_cdb65c88760a534e/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:38:05.223788+00:00", + "ended_at": "2026-05-26T00:38:59.175860+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_cdb65c88760a534e", + "problem_id": "v2p_n3_c04824cd60ba7c55", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=quality, measure_col=chlorides.", + "bindings": { + "group_col": "quality", + "measure_col": "chlorides", + "item_col": "free sulfur dioxide", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.05, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_cdb65c88760a534e.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_cdb65c88760a534e", + "api_calls": 0, + "input_tokens": 25614, + "cached_input_tokens": 24960, + "output_tokens": 2750, + "total_tokens": 28364, + "cost_usd": 0.0, + "ai_cli_calls": 1, + 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AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61b7-a2d5-7890-8cf7-039a1aa1b93f.1779755885270160000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"quality\\\", \\\"free sulfur dioxide\\\",\\n SUM(CAST(\\\"chlorides\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"chlorides\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"chlorides\\\" AS REAL))) OVER (PARTITION BY \\\"quality\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\", \\\"free sulfur dioxide\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the planned within-group share template with \\\"quality\\\" as the group, \\\"free sulfur dioxide\\\" as the item, and casts \\\"chlorides\\\" to REAL because the schema stores numeric values as TEXT.\"}"} diff --git 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plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:38:59.176844+00:00", + "ended_at": "2026-05-26T00:39:14.155095+00:00", + "elapsed_ms": 14978.1, + "prompt_metrics": { + "chars": 7911, + "bytes_utf8": 7911, + "lines": 243, + "estimated_tokens": 2260 + }, + "stdout_metrics": { + "chars": 805, + "bytes_utf8": 805, + "lines": 4, + "estimated_tokens": 228 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 442, + "bytes_utf8": 442, + "lines": 1, + "estimated_tokens": 110 + }, + "usage": { + "input_tokens": 25555, + "cached_input_tokens": 24960, + "output_tokens": 632, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..edb7908f677e4fc1adf98745ad20d9641a5f812e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=fixed acidity, condition_col=quality.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "fixed acidity", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.3, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c0d8724876b239a0e097719bf530b89f187d1804 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b8-758c-7b00-bb09-ef69a3dc6003"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"fixed acidity\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"fixed acidity\\\" and condition_col=\\\"quality\\\", measuring the share of rows where quality = '6' within each fixed acidity group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25555,"cached_input_tokens":24960,"output_tokens":632,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e325fbdd7cbc67c38afc913636fead8661457350 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"fixed acidity\",\n AVG(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned Grouped Condition Rate template with group_col=\"fixed acidity\" and condition_col=\"quality\", measuring the share of rows where quality = '6' within each fixed acidity group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a6a9057981d4bf0dba441b69b56929c0a001fe0c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=fixed acidity, condition_col=quality. +Result preview: [{"fixed acidity": "7.15", "condition_rate": 1.0}, {"fixed acidity": "3.8", "condition_rate": 1.0}, {"fixed acidity": "14.2", "condition_rate": 1.0}, {"fixed acidity": "10.7", "condition_rate": 1.0}, {"fixed acidity": "9.7", "condition_rate": 0.75}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4131186be6497430c1fca1a1b8e4f2b8b170af2e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_d1adbf659be94bed +-- problem_id: v2p_n3_ea98ea7a5467a20f +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", + AVG(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..790d4c8dba010545d3ca6b571498129f71d9bee1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"fixed acidity\",\n AVG(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"fixed acidity\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"fixed acidity\", \"condition_rate\"], \"rows\": [{\"fixed acidity\": \"7.15\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"3.8\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"14.2\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"10.7\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"9.7\", \"condition_rate\": 0.75}, {\"fixed acidity\": \"10\", \"condition_rate\": 0.6666666666666666}, {\"fixed acidity\": \"8.5\", \"condition_rate\": 0.625}, {\"fixed acidity\": \"5.7\", \"condition_rate\": 0.625}, {\"fixed acidity\": \"8.1\", \"condition_rate\": 0.6071428571428571}, {\"fixed acidity\": \"5\", \"condition_rate\": 0.5833333333333334}, {\"fixed acidity\": \"8.8\", \"condition_rate\": 0.5555555555555556}, {\"fixed acidity\": \"7.8\", \"condition_rate\": 0.5376344086021505}, {\"fixed acidity\": \"9\", \"condition_rate\": 0.5294117647058824}, {\"fixed acidity\": \"6.3\", \"condition_rate\": 0.526595744680851}, {\"fixed acidity\": \"5.1\", \"condition_rate\": 0.5217391304347826}, {\"fixed acidity\": \"8.3\", \"condition_rate\": 0.5192307692307693}, {\"fixed acidity\": \"5.3\", \"condition_rate\": 0.5185185185185185}, {\"fixed acidity\": \"8.4\", \"condition_rate\": 0.5142857142857142}, {\"fixed acidity\": \"9.9\", \"condition_rate\": 0.5}, {\"fixed acidity\": \"9.5\", \"condition_rate\": 0.5}, {\"fixed acidity\": \"7.9\", \"condition_rate\": 0.5}, {\"fixed acidity\": \"6.2\", \"condition_rate\": 0.5}, {\"fixed acidity\": \"7\", \"condition_rate\": 0.4956896551724138}, {\"fixed acidity\": \"6.6\", \"condition_rate\": 0.4724137931034483}, {\"fixed acidity\": \"6\", \"condition_rate\": 0.4673913043478261}, {\"fixed acidity\": \"5.9\", \"condition_rate\": 0.46601941747572817}, {\"fixed acidity\": \"7.7\", \"condition_rate\": 0.46236559139784944}, {\"fixed acidity\": \"6.8\", \"condition_rate\": 0.4577922077922078}, {\"fixed acidity\": \"5.6\", \"condition_rate\": 0.4507042253521127}, {\"fixed acidity\": \"8\", \"condition_rate\": 0.45}, {\"fixed acidity\": \"7.3\", \"condition_rate\": 0.4438202247191011}, {\"fixed acidity\": \"6.1\", \"condition_rate\": 0.432258064516129}, {\"fixed acidity\": \"6.7\", \"condition_rate\": 0.4322033898305085}, {\"fixed acidity\": \"5.4\", \"condition_rate\": 0.42857142857142855}, {\"fixed acidity\": \"6.9\", \"condition_rate\": 0.42738589211618255}, {\"fixed acidity\": \"7.5\", \"condition_rate\": 0.42276422764227645}, {\"fixed acidity\": \"7.2\", \"condition_rate\": 0.4223300970873786}, {\"fixed acidity\": \"6.5\", \"condition_rate\": 0.4222222222222222}, {\"fixed acidity\": \"6.4\", \"condition_rate\": 0.42142857142857143}, {\"fixed acidity\": \"5.5\", \"condition_rate\": 0.41935483870967744}, {\"fixed acidity\": \"7.4\", \"condition_rate\": 0.4020618556701031}, {\"fixed acidity\": \"9.6\", \"condition_rate\": 0.4}, {\"fixed acidity\": \"4.7\", \"condition_rate\": 0.4}, {\"fixed acidity\": \"7.1\", \"condition_rate\": 0.395}, {\"fixed acidity\": \"8.2\", \"condition_rate\": 0.39285714285714285}, {\"fixed acidity\": \"9.2\", \"condition_rate\": 0.38095238095238093}, {\"fixed acidity\": \"5.8\", \"condition_rate\": 0.38016528925619836}, {\"fixed acidity\": \"7.6\", \"condition_rate\": 0.35947712418300654}, {\"fixed acidity\": \"5.2\", \"condition_rate\": 0.35714285714285715}, {\"fixed acidity\": \"4.8\", \"condition_rate\": 0.3333333333333333}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.12}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8d9f98095aaa77f50b4318d238c761e604c9fe6c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:38:59.176272+00:00", + "ended_at": "2026-05-26T00:39:14.161871+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_d1adbf659be94bed", + "problem_id": "v2p_n3_ea98ea7a5467a20f", + "dataset_id": "n3", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=fixed acidity, condition_col=quality.", + "bindings": { + "group_col": "fixed acidity", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.3, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=99" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d1adbf659be94bed.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_d1adbf659be94bed", + "api_calls": 0, + "input_tokens": 25555, + "cached_input_tokens": 24960, + "output_tokens": 632, + "total_tokens": 26187, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2260, + "estimated_output_tokens": 110, + "estimated_total_tokens": 2370, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14978.1, + "sql_execution_elapsed_ms_total": 2.12, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8d18717a59ca0a82dcd04c253594e586fc594f00 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:39:14.157608+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14978.1, "started_at": "2026-05-26T00:38:59.176844+00:00", "ended_at": "2026-05-26T00:39:14.155095+00:00", "prompt_metrics": {"chars": 7911, "bytes_utf8": 7911, "lines": 243, "estimated_tokens": 2260}, "response_metrics": {"chars": 442, "bytes_utf8": 442, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 25555, "cached_input_tokens": 24960, "output_tokens": 632, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"fixed acidity\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"fixed acidity\\\" and condition_col=\\\"quality\\\", measuring the share of rows where quality = '6' within each fixed acidity group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..40da854d81818ed771af8ec55a2404fcb015e989 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_d1adbf659be94bed", + "api_calls": 0, + "input_tokens": 25555, + "cached_input_tokens": 24960, + "output_tokens": 632, + "total_tokens": 26187, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2260, + "estimated_output_tokens": 110, + "estimated_total_tokens": 2370, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14978.1, + "sql_execution_elapsed_ms_total": 2.12, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1adbf659be94bed/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8f00c308237cd317c5231678bb7358a946c138c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7771, "bytes_utf8": 7771, "lines": 240, "estimated_tokens": 2215}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 648, "bytes_utf8": 648, "lines": 1, "estimated_tokens": 174}, "usage": {"input_tokens": 25510, "cached_input_tokens": 24960, "output_tokens": 696, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ed8111a636e03cb99f8bd74208574f0de46543be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_d1bcf6e12c7b84e8", + "api_calls": 0, + "input_tokens": 25510, + "cached_input_tokens": 24960, + "output_tokens": 696, + "total_tokens": 26206, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2215, + "estimated_output_tokens": 174, + "estimated_total_tokens": 2389, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18517.73, + "sql_execution_elapsed_ms_total": 5.8, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..98cf655ef6083ec095e193d76923d15d7e402e28 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:39:14.162994+00:00", + "ended_at": "2026-05-26T00:39:32.680935+00:00", + "elapsed_ms": 18517.73, + "prompt_metrics": { + "chars": 7771, + "bytes_utf8": 7771, + "lines": 240, + "estimated_tokens": 2215 + }, + "stdout_metrics": { + "chars": 1035, + "bytes_utf8": 1035, + "lines": 4, + "estimated_tokens": 303 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 648, + "bytes_utf8": 648, + "lines": 1, + "estimated_tokens": 174 + }, + "usage": { + "input_tokens": 25510, + "cached_input_tokens": 24960, + "output_tokens": 696, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a5b56ace1ed46fb4027601f8011bf814c9cd6b5e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=sulphates, measure_col=volatile acidity.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "sulphates", + "measure_col": "volatile acidity", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.3, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4c8993dd5c480f70e7ac7089c79170f2c2c3a0a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b8-b018-7721-85f0-a617193ffff7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n CAST(\\\"sulphates\\\" AS REAL) AS \\\"sulphates\\\",\\n AVG(CAST(\\\"volatile acidity\\\" AS REAL)) OVER (PARTITION BY CAST(\\\"sulphates\\\" AS REAL)) AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nWHERE \\\"sulphates\\\" IS NOT NULL\\n AND \\\"sulphates\\\" <> ''\\n AND \\\"volatile acidity\\\" IS NOT NULL\\n AND \\\"volatile acidity\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"sulphates\\\" and measure_col=\\\"volatile acidity\\\". Cast both text-typed numeric columns to REAL and filtered out NULL/empty values for a stable numeric view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25510,"cached_input_tokens":24960,"output_tokens":696,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d549bdce1a53b4ffa66fecc9c3831ac7f6092fbf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n CAST(\"sulphates\" AS REAL) AS \"sulphates\",\n AVG(CAST(\"volatile acidity\" AS REAL)) OVER (PARTITION BY CAST(\"sulphates\" AS REAL)) AS \"avg_measure\"\nFROM \"n3\"\nWHERE \"sulphates\" IS NOT NULL\n AND \"sulphates\" <> ''\n AND \"volatile acidity\" IS NOT NULL\n AND \"volatile acidity\" <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Applied the Window Partition Average template with group_col=\"sulphates\" and measure_col=\"volatile acidity\". Cast both text-typed numeric columns to REAL and filtered out NULL/empty values for a stable numeric view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..55f691295842ddb1b12e59d632f9ea5808af3684 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=sulphates, measure_col=volatile acidity. +Result preview: [{"sulphates": 1.0, "avg_measure": 0.655}, {"sulphates": 0.94, "avg_measure": 0.485}, {"sulphates": 0.92, "avg_measure": 0.4575}, {"sulphates": 0.83, "avg_measure": 0.455}, {"sulphates": 0.25, "avg_measure": 0.39875}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..dead7f7e6e644c01839e54a374615e011c6c3b23 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_d1bcf6e12c7b84e8 +-- problem_id: v2p_n3_9cbbb33387611ef3 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + CAST("sulphates" AS REAL) AS "sulphates", + AVG(CAST("volatile acidity" AS REAL)) OVER (PARTITION BY CAST("sulphates" AS REAL)) AS "avg_measure" +FROM "n3" +WHERE "sulphates" IS NOT NULL + AND "sulphates" <> '' + AND "volatile acidity" IS NOT NULL + AND "volatile acidity" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bb9aef83c4035778b25ea318fed9499f7420fe5e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n CAST(\"sulphates\" AS REAL) AS \"sulphates\",\n AVG(CAST(\"volatile acidity\" AS REAL)) OVER (PARTITION BY CAST(\"sulphates\" AS REAL)) AS \"avg_measure\"\nFROM \"n3\"\nWHERE \"sulphates\" IS NOT NULL\n AND \"sulphates\" <> ''\n AND \"volatile acidity\" IS NOT NULL\n AND \"volatile acidity\" <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n CAST(\\\"sulphates\\\" AS REAL) AS \\\"sulphates\\\",\\n AVG(CAST(\\\"volatile acidity\\\" AS REAL)) OVER (PARTITION BY CAST(\\\"sulphates\\\" AS REAL)) AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nWHERE \\\"sulphates\\\" IS NOT NULL\\n AND \\\"sulphates\\\" <> ''\\n AND \\\"volatile acidity\\\" IS NOT NULL\\n AND \\\"volatile acidity\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"sulphates\", \"avg_measure\"], \"rows\": [{\"sulphates\": 1.0, \"avg_measure\": 0.655}, {\"sulphates\": 0.94, \"avg_measure\": 0.485}, {\"sulphates\": 0.92, \"avg_measure\": 0.4575}, {\"sulphates\": 0.83, \"avg_measure\": 0.455}, {\"sulphates\": 0.25, \"avg_measure\": 0.39875}, {\"sulphates\": 1.01, \"avg_measure\": 0.37}, {\"sulphates\": 0.29, \"avg_measure\": 0.36}, {\"sulphates\": 0.23, \"avg_measure\": 0.34}, {\"sulphates\": 0.26, \"avg_measure\": 0.3175}, {\"sulphates\": 0.57, \"avg_measure\": 0.3151807228915663}, {\"sulphates\": 0.28, \"avg_measure\": 0.31461538461538463}, {\"sulphates\": 0.88, \"avg_measure\": 0.3085714285714286}, {\"sulphates\": 0.27, \"avg_measure\": 0.30615384615384617}, {\"sulphates\": 0.6, \"avg_measure\": 0.30170454545454545}, {\"sulphates\": 0.51, \"avg_measure\": 0.3008214285714286}, {\"sulphates\": 0.87, \"avg_measure\": 0.3}, {\"sulphates\": 0.63, \"avg_measure\": 0.2997916666666667}, {\"sulphates\": 0.71, \"avg_measure\": 0.2997222222222222}, {\"sulphates\": 0.34, \"avg_measure\": 0.29964285714285716}, {\"sulphates\": 0.65, \"avg_measure\": 0.295}, {\"sulphates\": 0.67, \"avg_measure\": 0.2937142857142857}, {\"sulphates\": 0.32, \"avg_measure\": 0.2914814814814815}, {\"sulphates\": 0.38, \"avg_measure\": 0.29000000000000004}, {\"sulphates\": 0.9, \"avg_measure\": 0.29}, {\"sulphates\": 0.35, \"avg_measure\": 0.2898823529411765}, {\"sulphates\": 0.73, \"avg_measure\": 0.2891666666666667}, {\"sulphates\": 0.62, \"avg_measure\": 0.2889705882352941}, {\"sulphates\": 0.48, \"avg_measure\": 0.28740223463687153}, {\"sulphates\": 0.47, \"avg_measure\": 0.28718023255813957}, {\"sulphates\": 0.53, \"avg_measure\": 0.28644444444444445}, {\"sulphates\": 0.58, \"avg_measure\": 0.2862626262626263}, {\"sulphates\": 0.86, \"avg_measure\": 0.285}, {\"sulphates\": 0.56, \"avg_measure\": 0.2849074074074074}, {\"sulphates\": 0.33, \"avg_measure\": 0.28355932203389833}, {\"sulphates\": 0.4, \"avg_measure\": 0.2835119047619048}, {\"sulphates\": 0.36, \"avg_measure\": 0.280125}, {\"sulphates\": 0.3, \"avg_measure\": 0.2796774193548387}, {\"sulphates\": 0.49, \"avg_measure\": 0.27909638554216865}, {\"sulphates\": 0.5, \"avg_measure\": 0.27686746987951805}, {\"sulphates\": 0.77, \"avg_measure\": 0.2759375}, {\"sulphates\": 0.46, \"avg_measure\": 0.2758888888888889}, {\"sulphates\": 0.61, \"avg_measure\": 0.2743333333333334}, {\"sulphates\": 0.44, \"avg_measure\": 0.2725}, {\"sulphates\": 0.43, \"avg_measure\": 0.2723913043478261}, {\"sulphates\": 0.45, \"avg_measure\": 0.27185393258426965}, {\"sulphates\": 0.52, \"avg_measure\": 0.2718269230769231}, {\"sulphates\": 0.39, \"avg_measure\": 0.27182119205298017}, {\"sulphates\": 0.59, \"avg_measure\": 0.2718041237113402}, {\"sulphates\": 0.69, \"avg_measure\": 0.27116666666666667}, {\"sulphates\": 0.54, \"avg_measure\": 0.2711077844311377}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 5.8}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..39f634ca46350db9ce107dbf499868f3e998167e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:39:14.162296+00:00", + "ended_at": "2026-05-26T00:39:32.691959+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_d1bcf6e12c7b84e8", + "problem_id": "v2p_n3_9cbbb33387611ef3", + "dataset_id": "n3", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=sulphates, measure_col=volatile acidity.", + "bindings": { + "group_col": "sulphates", + "measure_col": "volatile acidity", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.3, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=133" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d1bcf6e12c7b84e8.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_d1bcf6e12c7b84e8", + "api_calls": 0, + "input_tokens": 25510, + "cached_input_tokens": 24960, + "output_tokens": 696, + "total_tokens": 26206, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2215, + "estimated_output_tokens": 174, + "estimated_total_tokens": 2389, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18517.73, + "sql_execution_elapsed_ms_total": 5.8, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..55ed38c3765c1a3a661441767b9a106806b6923e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:39:32.684714+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18517.73, "started_at": "2026-05-26T00:39:14.162994+00:00", "ended_at": "2026-05-26T00:39:32.680935+00:00", "prompt_metrics": {"chars": 7771, "bytes_utf8": 7771, "lines": 240, "estimated_tokens": 2215}, "response_metrics": {"chars": 648, "bytes_utf8": 648, "lines": 1, "estimated_tokens": 174}, "usage": {"input_tokens": 25510, "cached_input_tokens": 24960, "output_tokens": 696, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n CAST(\\\"sulphates\\\" AS REAL) AS \\\"sulphates\\\",\\n AVG(CAST(\\\"volatile acidity\\\" AS REAL)) OVER (PARTITION BY CAST(\\\"sulphates\\\" AS REAL)) AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nWHERE \\\"sulphates\\\" IS NOT NULL\\n AND \\\"sulphates\\\" <> ''\\n AND \\\"volatile acidity\\\" IS NOT NULL\\n AND \\\"volatile acidity\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"sulphates\\\" and measure_col=\\\"volatile acidity\\\". Cast both text-typed numeric columns to REAL and filtered out NULL/empty values for a stable numeric view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..dbb3339a776b063fd1d8786efad224d37471a37f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1bcf6e12c7b84e8/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_d1bcf6e12c7b84e8", + "api_calls": 0, + "input_tokens": 25510, + "cached_input_tokens": 24960, + "output_tokens": 696, + "total_tokens": 26206, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2215, + "estimated_output_tokens": 174, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e25c08f3f2e99e1fbb195a7b2284a04ced96f4ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_d1fd9bb3432d0e98", + "api_calls": 0, + "input_tokens": 25509, + "cached_input_tokens": 24960, + "output_tokens": 535, + "total_tokens": 26044, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2214, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2318, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13881.14, + "sql_execution_elapsed_ms_total": 5.21, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ebf7d6fd229d69bd0f765156b02671d5a732a83c --- /dev/null +++ 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"input_tokens": 25509, + "cached_input_tokens": 24960, + "output_tokens": 535, + "reasoning_output_tokens": 425 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..863f4275fe94e65dd5e22a19cb62632c5a80f06a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=sulphates, measure_col=volatile acidity.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "sulphates", + "measure_col": "volatile acidity", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fad5edd841c401577f7d62d8b886d782f4d22835 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b8-f890-7113-89cd-54afde0f8600"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"sulphates\\\",\\n AVG(CAST(\\\"volatile acidity\\\" AS REAL)) OVER (PARTITION BY \\\"sulphates\\\") AS avg_measure\\nFROM \\\"n3\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the requested Window Partition Average template with \\\"sulphates\\\" as the partition/group column and casts \\\"volatile acidity\\\" to REAL for numeric averaging because the source columns are stored as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25509,"cached_input_tokens":24960,"output_tokens":535,"reasoning_output_tokens":425}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e662b6b5443e649e996e2bf6ebcedc16e63e3383 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"sulphates\",\n AVG(CAST(\"volatile acidity\" AS REAL)) OVER (PARTITION BY \"sulphates\") AS avg_measure\nFROM \"n3\"\nORDER BY avg_measure DESC;","notes":"Uses the requested Window Partition Average template with \"sulphates\" as the partition/group column and casts \"volatile acidity\" to REAL for numeric averaging because the source columns are stored as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2fa1bde2ccd5033e6901610da7f774d9f70d67da --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=sulphates, measure_col=volatile acidity. +Result preview: [{"sulphates": "1", "avg_measure": 0.655}, {"sulphates": "0.94", "avg_measure": 0.485}, {"sulphates": "0.92", "avg_measure": 0.4575}, {"sulphates": "0.83", "avg_measure": 0.455}, {"sulphates": "0.25", "avg_measure": 0.39875}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..238ec1513d7f6c9ac4070fcedcbe54648beea8b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_d1fd9bb3432d0e98 +-- problem_id: v2p_n3_bfcc0a9cf11c3510 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "sulphates", + AVG(CAST("volatile acidity" AS REAL)) OVER (PARTITION BY "sulphates") AS avg_measure +FROM "n3" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..507da0ff740d2d9dca2a0613cf2b09bd361aa216 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"sulphates\",\n AVG(CAST(\"volatile acidity\" AS REAL)) OVER (PARTITION BY \"sulphates\") AS avg_measure\nFROM \"n3\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"sulphates\\\",\\n AVG(CAST(\\\"volatile acidity\\\" AS REAL)) OVER (PARTITION BY \\\"sulphates\\\") AS avg_measure\\nFROM \\\"n3\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"sulphates\", \"avg_measure\"], \"rows\": [{\"sulphates\": \"1\", \"avg_measure\": 0.655}, {\"sulphates\": \"0.94\", \"avg_measure\": 0.485}, {\"sulphates\": \"0.92\", \"avg_measure\": 0.4575}, {\"sulphates\": \"0.83\", \"avg_measure\": 0.455}, {\"sulphates\": \"0.25\", \"avg_measure\": 0.39875}, {\"sulphates\": \"1.01\", \"avg_measure\": 0.37}, {\"sulphates\": \"0.29\", \"avg_measure\": 0.36}, {\"sulphates\": \"0.23\", \"avg_measure\": 0.34}, {\"sulphates\": \"0.26\", \"avg_measure\": 0.3175}, {\"sulphates\": \"0.57\", \"avg_measure\": 0.3151807228915663}, {\"sulphates\": \"0.28\", \"avg_measure\": 0.31461538461538463}, {\"sulphates\": \"0.88\", \"avg_measure\": 0.3085714285714286}, {\"sulphates\": \"0.27\", \"avg_measure\": 0.30615384615384617}, {\"sulphates\": \"0.6\", \"avg_measure\": 0.30170454545454545}, {\"sulphates\": \"0.51\", \"avg_measure\": 0.3008214285714286}, {\"sulphates\": \"0.87\", \"avg_measure\": 0.3}, {\"sulphates\": \"0.63\", \"avg_measure\": 0.2997916666666667}, {\"sulphates\": \"0.71\", \"avg_measure\": 0.2997222222222222}, {\"sulphates\": \"0.34\", \"avg_measure\": 0.29964285714285716}, {\"sulphates\": \"0.65\", \"avg_measure\": 0.295}, {\"sulphates\": \"0.67\", \"avg_measure\": 0.2937142857142857}, {\"sulphates\": \"0.32\", \"avg_measure\": 0.2914814814814815}, {\"sulphates\": \"0.38\", \"avg_measure\": 0.29000000000000004}, {\"sulphates\": \"0.9\", \"avg_measure\": 0.29}, {\"sulphates\": \"0.35\", \"avg_measure\": 0.2898823529411765}, {\"sulphates\": \"0.73\", \"avg_measure\": 0.2891666666666667}, {\"sulphates\": \"0.62\", \"avg_measure\": 0.2889705882352941}, {\"sulphates\": \"0.48\", \"avg_measure\": 0.28740223463687153}, {\"sulphates\": \"0.47\", \"avg_measure\": 0.28718023255813957}, {\"sulphates\": \"0.53\", \"avg_measure\": 0.28644444444444445}, {\"sulphates\": \"0.58\", \"avg_measure\": 0.2862626262626263}, {\"sulphates\": \"0.86\", \"avg_measure\": 0.285}, {\"sulphates\": \"0.56\", \"avg_measure\": 0.2849074074074074}, {\"sulphates\": \"0.33\", \"avg_measure\": 0.28355932203389833}, {\"sulphates\": \"0.4\", \"avg_measure\": 0.2835119047619048}, {\"sulphates\": \"0.36\", \"avg_measure\": 0.280125}, {\"sulphates\": \"0.3\", \"avg_measure\": 0.2796774193548387}, {\"sulphates\": \"0.49\", \"avg_measure\": 0.27909638554216865}, {\"sulphates\": \"0.5\", \"avg_measure\": 0.27686746987951805}, {\"sulphates\": \"0.77\", \"avg_measure\": 0.2759375}, {\"sulphates\": \"0.46\", \"avg_measure\": 0.2758888888888889}, {\"sulphates\": \"0.61\", \"avg_measure\": 0.2743333333333334}, {\"sulphates\": \"0.44\", \"avg_measure\": 0.2725}, {\"sulphates\": \"0.43\", \"avg_measure\": 0.2723913043478261}, {\"sulphates\": \"0.45\", \"avg_measure\": 0.27185393258426965}, {\"sulphates\": \"0.52\", \"avg_measure\": 0.2718269230769231}, {\"sulphates\": \"0.39\", \"avg_measure\": 0.27182119205298017}, {\"sulphates\": \"0.59\", \"avg_measure\": 0.2718041237113402}, {\"sulphates\": \"0.69\", \"avg_measure\": 0.27116666666666667}, {\"sulphates\": \"0.54\", \"avg_measure\": 0.2711077844311377}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 5.21}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f48426aec5fa9593f6de1b7e17c2fb2244b3de28 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:39:32.692562+00:00", + "ended_at": "2026-05-26T00:39:46.584492+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_d1fd9bb3432d0e98", + "problem_id": "v2p_n3_bfcc0a9cf11c3510", + "dataset_id": "n3", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=sulphates, measure_col=volatile acidity.", + "bindings": { + "group_col": "sulphates", + "measure_col": "volatile acidity", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=133" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d1fd9bb3432d0e98.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_d1fd9bb3432d0e98", + "api_calls": 0, + "input_tokens": 25509, + "cached_input_tokens": 24960, + "output_tokens": 535, + "total_tokens": 26044, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2214, + "estimated_output_tokens": 104, + "estimated_total_tokens": 2318, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13881.14, + "sql_execution_elapsed_ms_total": 5.21, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c168ef58979b16822e6a7d54d0038c45c737dad1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:39:46.577603+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13881.14, "started_at": "2026-05-26T00:39:32.694064+00:00", "ended_at": "2026-05-26T00:39:46.575348+00:00", "prompt_metrics": {"chars": 7767, "bytes_utf8": 7767, "lines": 240, "estimated_tokens": 2214}, "response_metrics": {"chars": 443, "bytes_utf8": 443, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 25509, "cached_input_tokens": 24960, "output_tokens": 535, "reasoning_output_tokens": 425}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"sulphates\\\",\\n AVG(CAST(\\\"volatile acidity\\\" AS REAL)) OVER (PARTITION BY \\\"sulphates\\\") AS avg_measure\\nFROM \\\"n3\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the requested Window Partition Average template with \\\"sulphates\\\" as the partition/group column and casts \\\"volatile acidity\\\" to REAL for numeric averaging because the source columns are stored as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..25c4fb646f4dbe2690e1595d3343a2b9153f68a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d1fd9bb3432d0e98/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_d1fd9bb3432d0e98", + "api_calls": 0, + "input_tokens": 25509, + "cached_input_tokens": 24960, + "output_tokens": 535, + "total_tokens": 26044, + "cost_usd": 0.0, + "ai_cli_calls": 1, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..912e8a1f8e26c0a19ed4e26c9413a07e2290ace4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_d382d1562849856e", + "api_calls": 0, + "input_tokens": 25507, + "cached_input_tokens": 24960, + "output_tokens": 477, + "total_tokens": 25984, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2212, + "estimated_output_tokens": 105, + "estimated_total_tokens": 2317, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12123.56, + "sql_execution_elapsed_ms_total": 4.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c8ba203d7bfc92614201c4af21ae0d12afc959f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:39:46.585423+00:00", + "ended_at": "2026-05-26T00:39:58.709104+00:00", + "elapsed_ms": 12123.56, + "prompt_metrics": { + "chars": 7757, + "bytes_utf8": 7757, + "lines": 240, + "estimated_tokens": 2212 + }, + "stdout_metrics": { + "chars": 780, + "bytes_utf8": 780, + "lines": 4, + "estimated_tokens": 226 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 413, + "bytes_utf8": 413, + "lines": 1, + "estimated_tokens": 105 + }, + "usage": { + "input_tokens": 25507, + "cached_input_tokens": 24960, + "output_tokens": 477, + "reasoning_output_tokens": 366 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ede753ab88eab71a6dbbc0b5d20d54d7f7d49136 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=quality, measure_col=citric acid.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "quality", + "measure_col": "citric acid", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.36, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..40b7cb6c670e2830f4d4e0875c6db944cfb78eb3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b9-2ec2-73c3-af58-a3f74de5bf37"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"quality\\\",\\n AVG(CAST(\\\"citric acid\\\" AS REAL)) OVER (PARTITION BY \\\"quality\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the Window Partition Average template with group_col=\\\"quality\\\" and measure_col=\\\"citric acid\\\". \\\"citric acid\\\" is cast from TEXT to REAL so SQLite computes a numeric average.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25507,"cached_input_tokens":24960,"output_tokens":477,"reasoning_output_tokens":366}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5121a78cf0f5153122f88fdfe57ed775a6764a5a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"quality\",\n AVG(CAST(\"citric acid\" AS REAL)) OVER (PARTITION BY \"quality\") AS \"avg_measure\"\nFROM \"n3\"\nORDER BY \"avg_measure\" DESC;","notes":"Uses the Window Partition Average template with group_col=\"quality\" and measure_col=\"citric acid\". \"citric acid\" is cast from TEXT to REAL so SQLite computes a numeric average."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cc595a0d559946b3f566da0080bdedf3339816e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:39:58.030093Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61b9-2ec2-73c3-af58-a3f74de5bf37.1779755986627651000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f714a44f1aeffde756cd4f61ce3e8c281cae400c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=quality, measure_col=citric acid. +Result preview: [{"quality": "9", "avg_measure": 0.386}, {"quality": "6", "avg_measure": 0.33802547770700636}, {"quality": "5", "avg_measure": 0.3376527110501029}, {"quality": "3", "avg_measure": 0.33599999999999997}, {"quality": "8", "avg_measure": 0.3265142857142857}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ec0e9d60657d0b5489c1df9a437a177ae444ba4f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_d382d1562849856e +-- problem_id: v2p_n3_f5c5869d8baa1661 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "quality", + AVG(CAST("citric acid" AS REAL)) OVER (PARTITION BY "quality") AS "avg_measure" +FROM "n3" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2253ff12aa296c518251465222d2b21426b6ce02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"quality\",\n AVG(CAST(\"citric acid\" AS REAL)) OVER (PARTITION BY \"quality\") AS \"avg_measure\"\nFROM \"n3\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"quality\\\",\\n AVG(CAST(\\\"citric acid\\\" AS REAL)) OVER (PARTITION BY \\\"quality\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"quality\", \"avg_measure\"], \"rows\": [{\"quality\": \"9\", \"avg_measure\": 0.386}, {\"quality\": \"6\", \"avg_measure\": 0.33802547770700636}, {\"quality\": \"5\", \"avg_measure\": 0.3376527110501029}, {\"quality\": \"3\", \"avg_measure\": 0.33599999999999997}, {\"quality\": \"8\", \"avg_measure\": 0.3265142857142857}, {\"quality\": \"7\", \"avg_measure\": 0.325625}, {\"quality\": \"4\", \"avg_measure\": 0.3042331288343558}], \"row_count_returned\": 7, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 4.67}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..16074b4482b492dcac8a6e4ee778f2e792297b9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:39:46.584883+00:00", + "ended_at": "2026-05-26T00:39:58.718481+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_d382d1562849856e", + "problem_id": "v2p_n3_f5c5869d8baa1661", + "dataset_id": "n3", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=quality, measure_col=citric acid.", + "bindings": { + "group_col": "quality", + "measure_col": "citric acid", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.36, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=134" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d382d1562849856e.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_d382d1562849856e", + "api_calls": 0, + "input_tokens": 25507, + "cached_input_tokens": 24960, + "output_tokens": 477, + "total_tokens": 25984, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2212, + "estimated_output_tokens": 105, + "estimated_total_tokens": 2317, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12123.56, + "sql_execution_elapsed_ms_total": 4.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8e805b77f2fcf56ee8c6c6d4a60da3b4f80aba22 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:39:58.712467+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12123.56, "started_at": "2026-05-26T00:39:46.585423+00:00", "ended_at": "2026-05-26T00:39:58.709104+00:00", "prompt_metrics": {"chars": 7757, "bytes_utf8": 7757, "lines": 240, "estimated_tokens": 2212}, "response_metrics": {"chars": 413, "bytes_utf8": 413, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 25507, "cached_input_tokens": 24960, "output_tokens": 477, "reasoning_output_tokens": 366}, "stderr_preview": "2026-05-26T00:39:58.030093Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61b9-2ec2-73c3-af58-a3f74de5bf37.1779755986627651000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"quality\\\",\\n AVG(CAST(\\\"citric acid\\\" AS REAL)) OVER (PARTITION BY \\\"quality\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the Window Partition Average template with group_col=\\\"quality\\\" and measure_col=\\\"citric acid\\\". \\\"citric acid\\\" is cast from TEXT to REAL so SQLite computes a numeric average.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d382d1562849856e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4e22bb523c69e4a646e476ac6c6bf4e90aac9284 --- /dev/null +++ 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f4a1cd560797bc17dbb7eba4907a6909ba2287a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7788, "bytes_utf8": 7788, "lines": 240, "estimated_tokens": 2214}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 471, "bytes_utf8": 471, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 25509, "cached_input_tokens": 24960, "output_tokens": 630, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3600e0508da0dd3843c9521f3c4c72f3d0214865 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_d7c3b27aaf2675a1", + "api_calls": 0, + "input_tokens": 25509, + "cached_input_tokens": 24960, + "output_tokens": 630, + "total_tokens": 26139, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2214, + "estimated_output_tokens": 108, + "estimated_total_tokens": 2322, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16064.75, + "sql_execution_elapsed_ms_total": 3.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..aef03eb49c4a81f1644c9053ea7efc945a04ab8e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:39:58.719457+00:00", + "ended_at": "2026-05-26T00:40:14.784375+00:00", + "elapsed_ms": 16064.75, + "prompt_metrics": { + "chars": 7788, + "bytes_utf8": 7788, + "lines": 240, + "estimated_tokens": 2214 + }, + "stdout_metrics": { + "chars": 834, + "bytes_utf8": 834, + "lines": 4, + "estimated_tokens": 224 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 471, + "bytes_utf8": 471, + "lines": 1, + "estimated_tokens": 108 + }, + "usage": { + "input_tokens": 25509, + "cached_input_tokens": 24960, + "output_tokens": 630, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bb6c0a119e8852d8c8b502bfa02f2fe14fcccc44 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=fixed acidity, measure_col=total sulfur dioxide.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "total sulfur dioxide", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 155.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1c200a8c1bc12a6c62143b49a7654511ba9480ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b9-5e22-7e61-9dcc-7978051adcfe"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"fixed acidity\\\",\\n AVG(CAST(\\\"total sulfur dioxide\\\" AS REAL)) OVER (PARTITION BY \\\"fixed acidity\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the requested window partition average template with \\\"fixed acidity\\\" as the partition/group column and cast \\\"total sulfur dioxide\\\" to REAL so SQLite computes a numeric average from the TEXT-typed source column.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25509,"cached_input_tokens":24960,"output_tokens":630,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fa4b2e9721e5941183eaeae0b0605ae81da32a3d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"fixed acidity\",\n AVG(CAST(\"total sulfur dioxide\" AS REAL)) OVER (PARTITION BY \"fixed acidity\") AS \"avg_measure\"\nFROM \"n3\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the requested window partition average template with \"fixed acidity\" as the partition/group column and cast \"total sulfur dioxide\" to REAL so SQLite computes a numeric average from the TEXT-typed source column."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6a04d7479646a0d98547d6149d3d638fac01c7d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=fixed acidity, measure_col=total sulfur dioxide. +Result preview: [{"fixed acidity": "10.7", "avg_measure": 181.0}, {"fixed acidity": "4.6", "avg_measure": 178.0}, {"fixed acidity": "7.15", "avg_measure": 178.0}, {"fixed acidity": "9.1", "avg_measure": 170.83333333333334}, {"fixed acidity": "10", "avg_measure": 166.33333333333334}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..97f84a3ad2f4c506e30fdeb8af756c1d9b2e5be5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_d7c3b27aaf2675a1 +-- problem_id: v2p_n3_d09346da88b1f6c2 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "fixed acidity", + AVG(CAST("total sulfur dioxide" AS REAL)) OVER (PARTITION BY "fixed acidity") AS "avg_measure" +FROM "n3" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7afd54a373d8d6bf04211d1b46783a1d5ddb2440 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"fixed acidity\",\n AVG(CAST(\"total sulfur dioxide\" AS REAL)) OVER (PARTITION BY \"fixed acidity\") AS \"avg_measure\"\nFROM \"n3\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"fixed acidity\\\",\\n AVG(CAST(\\\"total sulfur dioxide\\\" AS REAL)) OVER (PARTITION BY \\\"fixed acidity\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"fixed acidity\", \"avg_measure\"], \"rows\": [{\"fixed acidity\": \"10.7\", \"avg_measure\": 181.0}, {\"fixed acidity\": \"4.6\", \"avg_measure\": 178.0}, {\"fixed acidity\": \"7.15\", \"avg_measure\": 178.0}, {\"fixed acidity\": \"9.1\", \"avg_measure\": 170.83333333333334}, {\"fixed acidity\": \"10\", \"avg_measure\": 166.33333333333334}, {\"fixed acidity\": \"4.2\", \"avg_measure\": 159.0}, {\"fixed acidity\": \"4.5\", \"avg_measure\": 159.0}, {\"fixed acidity\": \"9.3\", \"avg_measure\": 157.0}, {\"fixed acidity\": \"14.2\", \"avg_measure\": 156.0}, {\"fixed acidity\": \"7.4\", \"avg_measure\": 152.01030927835052}, {\"fixed acidity\": \"7.3\", \"avg_measure\": 150.4129213483146}, {\"fixed acidity\": \"9.9\", \"avg_measure\": 150.0}, {\"fixed acidity\": \"4.9\", \"avg_measure\": 148.28571428571428}, {\"fixed acidity\": \"7.7\", \"avg_measure\": 147.21505376344086}, {\"fixed acidity\": \"9.4\", \"avg_measure\": 146.45454545454547}, {\"fixed acidity\": \"7.6\", \"avg_measure\": 145.92156862745097}, {\"fixed acidity\": \"7.9\", \"avg_measure\": 145.5}, {\"fixed acidity\": \"7.5\", \"avg_measure\": 145.3780487804878}, {\"fixed acidity\": \"8\", \"avg_measure\": 145.15}, {\"fixed acidity\": \"6.3\", \"avg_measure\": 144.52659574468086}, {\"fixed acidity\": \"7.8\", \"avg_measure\": 144.3763440860215}, {\"fixed acidity\": \"6.4\", \"avg_measure\": 143.675}, {\"fixed acidity\": \"9.8\", \"avg_measure\": 143.125}, {\"fixed acidity\": \"6.8\", \"avg_measure\": 142.23863636363637}, {\"fixed acidity\": \"7.2\", \"avg_measure\": 141.31553398058253}, {\"fixed acidity\": \"6.2\", \"avg_measure\": 141.24479166666666}, {\"fixed acidity\": \"6.6\", \"avg_measure\": 140.4293103448276}, {\"fixed acidity\": \"6.9\", \"avg_measure\": 140.0622406639004}, {\"fixed acidity\": \"8.3\", \"avg_measure\": 138.69230769230768}, {\"fixed acidity\": \"8.7\", \"avg_measure\": 138.66666666666666}, {\"fixed acidity\": \"6.7\", \"avg_measure\": 138.53389830508473}, {\"fixed acidity\": \"6.1\", \"avg_measure\": 138.48387096774192}, {\"fixed acidity\": \"8.9\", \"avg_measure\": 138.25}, {\"fixed acidity\": \"9.6\", \"avg_measure\": 138.2}, {\"fixed acidity\": \"7.1\", \"avg_measure\": 137.71}, {\"fixed acidity\": \"6.5\", \"avg_measure\": 137.56444444444443}, {\"fixed acidity\": \"8.1\", \"avg_measure\": 137.23214285714286}, {\"fixed acidity\": \"7\", \"avg_measure\": 136.1206896551724}, {\"fixed acidity\": \"8.4\", \"avg_measure\": 134.85714285714286}, {\"fixed acidity\": \"9.5\", \"avg_measure\": 134.0}, {\"fixed acidity\": \"6\", \"avg_measure\": 130.9673913043478}, {\"fixed acidity\": \"5\", \"avg_measure\": 130.0}, {\"fixed acidity\": \"6.45\", \"avg_measure\": 129.0}, {\"fixed acidity\": \"9.2\", \"avg_measure\": 128.66666666666666}, {\"fixed acidity\": \"8.2\", \"avg_measure\": 128.125}, {\"fixed acidity\": \"8.6\", \"avg_measure\": 127.02}, {\"fixed acidity\": \"5.8\", \"avg_measure\": 124.67768595041322}, {\"fixed acidity\": \"10.2\", \"avg_measure\": 124.0}, {\"fixed acidity\": \"5.7\", \"avg_measure\": 123.44318181818181}, {\"fixed acidity\": \"5.9\", \"avg_measure\": 123.39805825242719}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.83}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1d819e5981574a18b6bcc57ae12c55d7e554c78a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:39:58.718861+00:00", + "ended_at": "2026-05-26T00:40:14.791840+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_d7c3b27aaf2675a1", + "problem_id": "v2p_n3_d09346da88b1f6c2", + "dataset_id": "n3", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=fixed acidity, measure_col=total sulfur dioxide.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "total sulfur dioxide", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 155.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + 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"2026-05-26T00:40:14.786837+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16064.75, "started_at": "2026-05-26T00:39:58.719457+00:00", "ended_at": "2026-05-26T00:40:14.784375+00:00", "prompt_metrics": {"chars": 7788, "bytes_utf8": 7788, "lines": 240, "estimated_tokens": 2214}, "response_metrics": {"chars": 471, "bytes_utf8": 471, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 25509, "cached_input_tokens": 24960, "output_tokens": 630, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"fixed acidity\\\",\\n AVG(CAST(\\\"total sulfur dioxide\\\" AS REAL)) OVER (PARTITION BY \\\"fixed acidity\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n3\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the requested window partition average template with \\\"fixed acidity\\\" as the partition/group column and cast \\\"total sulfur dioxide\\\" to REAL so SQLite computes a numeric average from the TEXT-typed source column.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..43d42d129e71e61faf7b182de49f26d37b5f5fa2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d7c3b27aaf2675a1/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_d7c3b27aaf2675a1", + "api_calls": 0, + "input_tokens": 25509, + "cached_input_tokens": 24960, 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..66c64ab401d0e6c379a2b4a189e66b21538ebb59 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_d8c762070273f5c3", + "api_calls": 0, + "input_tokens": 25499, + "cached_input_tokens": 24960, + "output_tokens": 623, + 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"chars": 392, + "bytes_utf8": 392, + "lines": 1, + "estimated_tokens": 101 + }, + "usage": { + "input_tokens": 25499, + "cached_input_tokens": 24960, + "output_tokens": 623, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..590c8efdf615b04b7f41485ecf06d31ecb54b648 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=sulphates, measure_col=volatile acidity.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "sulphates", + "measure_col": "volatile acidity", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.3, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..929905bbf09fca6534e33fbc0dad56db2a821751 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b9-9cef-7a73-bbfe-c51250d6bf6b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"sulphates\\\", SUM(CAST(\\\"volatile acidity\\\" AS REAL)) AS total_measure\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Uses the planned grouped-sum template with \\\"sulphates\\\" as the group column and \\\"volatile acidity\\\" as the measure. CAST to REAL is applied because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25499,"cached_input_tokens":24960,"output_tokens":623,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..16fc1526096cb9c3c730341e3d351d018255cfb8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"sulphates\", SUM(CAST(\"volatile acidity\" AS REAL)) AS total_measure\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY total_measure DESC;","notes":"Uses the planned grouped-sum template with \"sulphates\" as the group column and \"volatile acidity\" as the measure. CAST to REAL is applied because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d1fe4ecc6ce2ab721d29c0dd41fdfb8bcab97220 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=sulphates, measure_col=volatile acidity. +Result preview: [{"sulphates": "0.5", "total_measure": 68.94}, {"sulphates": "0.46", "total_measure": 62.075}, {"sulphates": "0.38", "total_measure": 62.06}, {"sulphates": "0.44", "total_measure": 58.86}, {"sulphates": "0.48", "total_measure": 51.445}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..8ba07a6667b18cf87a14b31d6092d715f21e39fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_d8c762070273f5c3 +-- problem_id: v2p_n3_cf7a341ac5e00f0c +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", SUM(CAST("volatile acidity" AS REAL)) AS total_measure +FROM "n3" +GROUP BY "sulphates" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5167445eef691b613bddb09f660a48437ae6ce8d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"sulphates\", SUM(CAST(\"volatile acidity\" AS REAL)) AS total_measure\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY total_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"sulphates\\\", SUM(CAST(\\\"volatile acidity\\\" AS REAL)) AS total_measure\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY total_measure DESC;\", \"columns\": [\"sulphates\", \"total_measure\"], \"rows\": [{\"sulphates\": \"0.5\", \"total_measure\": 68.94}, {\"sulphates\": \"0.46\", \"total_measure\": 62.075}, {\"sulphates\": \"0.38\", \"total_measure\": 62.06}, {\"sulphates\": \"0.44\", \"total_measure\": 58.86}, {\"sulphates\": \"0.48\", \"total_measure\": 51.445}, {\"sulphates\": \"0.47\", \"total_measure\": 49.395}, {\"sulphates\": \"0.42\", \"total_measure\": 48.655}, {\"sulphates\": \"0.45\", \"total_measure\": 48.39}, {\"sulphates\": \"0.4\", \"total_measure\": 47.63}, {\"sulphates\": \"0.49\", \"total_measure\": 46.33}, {\"sulphates\": \"0.54\", \"total_measure\": 45.275}, {\"sulphates\": \"0.43\", \"total_measure\": 43.855000000000004}, {\"sulphates\": \"0.52\", \"total_measure\": 42.405}, {\"sulphates\": \"0.51\", \"total_measure\": 42.115}, {\"sulphates\": \"0.39\", \"total_measure\": 41.045}, {\"sulphates\": \"0.53\", \"total_measure\": 38.67}, {\"sulphates\": \"0.41\", \"total_measure\": 36.405}, {\"sulphates\": \"0.36\", \"total_measure\": 33.615}, {\"sulphates\": \"0.37\", \"total_measure\": 32.910000000000004}, {\"sulphates\": \"0.56\", \"total_measure\": 30.77}, {\"sulphates\": \"0.58\", \"total_measure\": 28.34}, {\"sulphates\": \"0.6\", \"total_measure\": 26.55}, {\"sulphates\": \"0.55\", \"total_measure\": 26.52}, {\"sulphates\": \"0.59\", \"total_measure\": 26.365}, {\"sulphates\": \"0.57\", \"total_measure\": 26.16}, {\"sulphates\": \"0.34\", \"total_measure\": 25.17}, {\"sulphates\": \"0.35\", \"total_measure\": 24.64}, {\"sulphates\": \"0.62\", \"total_measure\": 19.65}, {\"sulphates\": \"0.64\", \"total_measure\": 18.05}, {\"sulphates\": \"0.33\", \"total_measure\": 16.73}, {\"sulphates\": \"0.32\", \"total_measure\": 15.74}, {\"sulphates\": \"0.63\", \"total_measure\": 14.39}, {\"sulphates\": \"0.61\", \"total_measure\": 12.345}, {\"sulphates\": \"0.68\", \"total_measure\": 10.605}, {\"sulphates\": \"0.67\", \"total_measure\": 10.28}, {\"sulphates\": \"0.31\", \"total_measure\": 9.22}, {\"sulphates\": \"0.66\", \"total_measure\": 9.03}, {\"sulphates\": \"0.3\", \"total_measure\": 8.67}, {\"sulphates\": \"0.65\", \"total_measure\": 8.26}, {\"sulphates\": \"0.69\", \"total_measure\": 8.135}, {\"sulphates\": \"0.72\", \"total_measure\": 7.85}, {\"sulphates\": \"0.7\", \"total_measure\": 6.54}, {\"sulphates\": \"0.29\", \"total_measure\": 5.76}, {\"sulphates\": \"0.71\", \"total_measure\": 5.3950000000000005}, {\"sulphates\": \"0.75\", \"total_measure\": 5.03}, {\"sulphates\": \"0.74\", \"total_measure\": 4.81}, {\"sulphates\": \"0.77\", \"total_measure\": 4.415}, {\"sulphates\": \"0.79\", \"total_measure\": 4.26}, {\"sulphates\": \"0.76\", \"total_measure\": 4.245}, {\"sulphates\": \"0.78\", \"total_measure\": 4.17}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.68}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8c203c11249e4d4b6fa09aa4556cea41a80c225d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:40:14.792212+00:00", + "ended_at": "2026-05-26T00:40:29.923674+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_d8c762070273f5c3", + "problem_id": "v2p_n3_cf7a341ac5e00f0c", + "dataset_id": "n3", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_conditional_contrast", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=sulphates, measure_col=volatile acidity.", + "bindings": { + "group_col": "sulphates", + "measure_col": "volatile acidity", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.3, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=1" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d8c762070273f5c3.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_d8c762070273f5c3", + "api_calls": 0, + "input_tokens": 25499, + "cached_input_tokens": 24960, + "output_tokens": 623, + "total_tokens": 26122, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2204, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2305, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15124.16, + "sql_execution_elapsed_ms_total": 1.68, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d7eabb9460dcfc0c51b4e3d4c6cae9d06f562b6c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:40:29.919769+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15124.16, "started_at": "2026-05-26T00:40:14.793251+00:00", "ended_at": "2026-05-26T00:40:29.917586+00:00", "prompt_metrics": {"chars": 7687, "bytes_utf8": 7687, "lines": 240, "estimated_tokens": 2204}, "response_metrics": {"chars": 392, "bytes_utf8": 392, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 25499, "cached_input_tokens": 24960, "output_tokens": 623, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"sulphates\\\", SUM(CAST(\\\"volatile acidity\\\" AS REAL)) AS total_measure\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Uses the planned grouped-sum template with \\\"sulphates\\\" as the group column and \\\"volatile acidity\\\" as the measure. CAST to REAL is applied because the schema stores numeric values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..41c91fea508ce938edb5d43a54a5e51c1836c3be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_d8c762070273f5c3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_d8c762070273f5c3", + "api_calls": 0, + "input_tokens": 25499, + "cached_input_tokens": 24960, + "output_tokens": 623, + "total_tokens": 26122, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2204, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2305, + "usage_source": 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+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7773, "bytes_utf8": 7773, "lines": 240, "estimated_tokens": 2213}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 441, "bytes_utf8": 441, "lines": 1, "estimated_tokens": 98}, "usage": {"input_tokens": 25508, "cached_input_tokens": 24960, "output_tokens": 620, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b8acde46f4cc1642072d230b2813375f1be64c66 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:40:29.924729+00:00", + "ended_at": "2026-05-26T00:40:47.099882+00:00", + "elapsed_ms": 17174.96, + "prompt_metrics": { + "chars": 7773, + "bytes_utf8": 7773, + "lines": 240, + "estimated_tokens": 2213 + }, + "stdout_metrics": { + "chars": 791, + "bytes_utf8": 791, + "lines": 4, + "estimated_tokens": 211 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 107 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 441, + "bytes_utf8": 441, + "lines": 1, + "estimated_tokens": 98 + }, + "usage": { + "input_tokens": 25508, + "cached_input_tokens": 24960, + "output_tokens": 620, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8b07bd8417844803a6020f6d1ca5c2b6cb2359ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=fixed acidity, measure_col=fixed acidity.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "fixed acidity", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.3, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ce46865b2a28c7b56871ab261630f1c62b5feefd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b9-d80a-7720-8082-5a8e5f6d2b97"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"fixed acidity\\\",\\n AVG(CAST(\\\"fixed acidity\\\" AS REAL)) OVER (PARTITION BY \\\"fixed acidity\\\") AS avg_measure\\nFROM \\\"n3\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the required Window Partition Average template with both group_col and measure_col bound to \\\"fixed acidity\\\". CAST to REAL is necessary because the SQLite schema stores this numeric field as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25508,"cached_input_tokens":24960,"output_tokens":620,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cf7cce4937879ed08150ccf813f370aa39916ac9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"fixed acidity\",\n AVG(CAST(\"fixed acidity\" AS REAL)) OVER (PARTITION BY \"fixed acidity\") AS avg_measure\nFROM \"n3\"\nORDER BY avg_measure DESC;","notes":"Used the required Window Partition Average template with both group_col and measure_col bound to \"fixed acidity\". CAST to REAL is necessary because the SQLite schema stores this numeric field as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..93b49dd0eed571e08801e4a4369f2fca7087fa44 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:40:46.235763Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61b9-d80a-7720-8082-5a8e5f6d2b97.1779756029962384000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0f86c1cf3b434cedb0efe35897fa5da9f4b09437 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=fixed acidity, measure_col=fixed acidity. +Result preview: [{"fixed acidity": "14.2", "avg_measure": 14.2}, {"fixed acidity": "11.8", "avg_measure": 11.8}, {"fixed acidity": "10.7", "avg_measure": 10.7}, {"fixed acidity": "10.3", "avg_measure": 10.3}, {"fixed acidity": "10.2", "avg_measure": 10.2}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..3a4e2ee686bf1ef8f5e1a7b46a6a2dd5d3e110ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_da52f475abe834c3 +-- problem_id: v2p_n3_e2e9465a5635a430 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "fixed acidity", + AVG(CAST("fixed acidity" AS REAL)) OVER (PARTITION BY "fixed acidity") AS avg_measure +FROM "n3" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b1061e91673fb9dbfd161cb69820abcaa19a2794 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"fixed acidity\",\n AVG(CAST(\"fixed acidity\" AS REAL)) OVER (PARTITION BY \"fixed acidity\") AS avg_measure\nFROM \"n3\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"fixed acidity\\\",\\n AVG(CAST(\\\"fixed acidity\\\" AS REAL)) OVER (PARTITION BY \\\"fixed acidity\\\") AS avg_measure\\nFROM \\\"n3\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"fixed acidity\", \"avg_measure\"], \"rows\": [{\"fixed acidity\": \"14.2\", \"avg_measure\": 14.2}, {\"fixed acidity\": \"11.8\", \"avg_measure\": 11.8}, {\"fixed acidity\": \"10.7\", \"avg_measure\": 10.7}, {\"fixed acidity\": \"10.3\", \"avg_measure\": 10.3}, {\"fixed acidity\": \"10.2\", \"avg_measure\": 10.2}, {\"fixed acidity\": \"10\", \"avg_measure\": 10.0}, {\"fixed acidity\": \"9.9\", \"avg_measure\": 9.9}, {\"fixed acidity\": \"9.8\", \"avg_measure\": 9.8}, {\"fixed acidity\": \"9.7\", \"avg_measure\": 9.7}, {\"fixed acidity\": \"9.6\", \"avg_measure\": 9.6}, {\"fixed acidity\": \"9.5\", \"avg_measure\": 9.5}, {\"fixed acidity\": \"9.4\", \"avg_measure\": 9.4}, {\"fixed acidity\": \"9.3\", \"avg_measure\": 9.3}, {\"fixed acidity\": \"9.2\", \"avg_measure\": 9.2}, {\"fixed acidity\": \"9.1\", \"avg_measure\": 9.1}, {\"fixed acidity\": \"9\", \"avg_measure\": 9.0}, {\"fixed acidity\": \"8.9\", \"avg_measure\": 8.9}, {\"fixed acidity\": \"8.8\", \"avg_measure\": 8.8}, {\"fixed acidity\": \"8.7\", \"avg_measure\": 8.7}, {\"fixed acidity\": \"8.6\", \"avg_measure\": 8.6}, {\"fixed acidity\": \"8.5\", \"avg_measure\": 8.5}, {\"fixed acidity\": \"8.4\", \"avg_measure\": 8.4}, {\"fixed acidity\": \"8.3\", \"avg_measure\": 8.3}, {\"fixed acidity\": \"8.2\", \"avg_measure\": 8.2}, {\"fixed acidity\": \"8.1\", \"avg_measure\": 8.1}, {\"fixed acidity\": \"8\", \"avg_measure\": 8.0}, {\"fixed acidity\": \"7.9\", \"avg_measure\": 7.9}, {\"fixed acidity\": \"7.8\", \"avg_measure\": 7.8}, {\"fixed acidity\": \"7.7\", \"avg_measure\": 7.7}, {\"fixed acidity\": \"7.6\", \"avg_measure\": 7.6}, {\"fixed acidity\": \"7.5\", \"avg_measure\": 7.5}, {\"fixed acidity\": \"7.4\", \"avg_measure\": 7.4}, {\"fixed acidity\": \"7.3\", \"avg_measure\": 7.299999999999999}, {\"fixed acidity\": \"7.2\", \"avg_measure\": 7.2}, {\"fixed acidity\": \"7.15\", \"avg_measure\": 7.15}, {\"fixed acidity\": \"7.1\", \"avg_measure\": 7.1}, {\"fixed acidity\": \"7\", \"avg_measure\": 7.0}, {\"fixed acidity\": \"6.9\", \"avg_measure\": 6.9}, {\"fixed acidity\": \"6.8\", \"avg_measure\": 6.800000000000001}, {\"fixed acidity\": \"6.7\", \"avg_measure\": 6.7}, {\"fixed acidity\": \"6.6\", \"avg_measure\": 6.6}, {\"fixed acidity\": \"6.5\", \"avg_measure\": 6.5}, {\"fixed acidity\": \"6.45\", \"avg_measure\": 6.45}, {\"fixed acidity\": \"6.4\", \"avg_measure\": 6.4}, {\"fixed acidity\": \"6.3\", \"avg_measure\": 6.299999999999999}, {\"fixed acidity\": \"6.2\", \"avg_measure\": 6.2}, {\"fixed acidity\": \"6.15\", \"avg_measure\": 6.15}, {\"fixed acidity\": \"6.1\", \"avg_measure\": 6.1}, {\"fixed acidity\": \"6\", \"avg_measure\": 6.0}, {\"fixed acidity\": \"5.9\", \"avg_measure\": 5.9}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.2}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/run_manifest.json new file mode 100644 index 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"agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=fixed acidity, measure_col=fixed acidity.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "fixed acidity", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.3, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_da52f475abe834c3.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_da52f475abe834c3", + "api_calls": 0, + "input_tokens": 25508, + "cached_input_tokens": 24960, + "output_tokens": 620, + "total_tokens": 26128, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2213, + "estimated_output_tokens": 98, + "estimated_total_tokens": 2311, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17174.96, + "sql_execution_elapsed_ms_total": 4.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0995994397d1261d34d37152252f966ed3f68020 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_da52f475abe834c3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:40:47.102529+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17174.96, "started_at": "2026-05-26T00:40:29.924729+00:00", "ended_at": "2026-05-26T00:40:47.099882+00:00", "prompt_metrics": {"chars": 7773, "bytes_utf8": 7773, "lines": 240, "estimated_tokens": 2213}, "response_metrics": {"chars": 441, "bytes_utf8": 441, "lines": 1, "estimated_tokens": 98}, "usage": {"input_tokens": 25508, "cached_input_tokens": 24960, "output_tokens": 620, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:40:46.235763Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61b9-d80a-7720-8082-5a8e5f6d2b97.1779756029962384000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"fixed acidity\\\",\\n AVG(CAST(\\\"fixed acidity\\\" AS REAL)) OVER (PARTITION BY \\\"fixed acidity\\\") AS avg_measure\\nFROM \\\"n3\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the required Window Partition Average template with both group_col and measure_col bound to \\\"fixed acidity\\\". 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+1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7918, "bytes_utf8": 7918, "lines": 243, "estimated_tokens": 2264}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 404, "bytes_utf8": 404, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 25559, "cached_input_tokens": 24960, "output_tokens": 633, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3f2d4eee48a82065c3152a5711aaa2ee5a187c94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:40:47.109831+00:00", + "ended_at": "2026-05-26T00:41:04.469165+00:00", + "elapsed_ms": 17360.76, + "prompt_metrics": { + "chars": 7918, + "bytes_utf8": 7918, + "lines": 243, + "estimated_tokens": 2264 + }, + "stdout_metrics": { + "chars": 767, + "bytes_utf8": 767, + "lines": 4, + "estimated_tokens": 228 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 105 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 404, + "bytes_utf8": 404, + "lines": 1, + "estimated_tokens": 111 + }, + "usage": { + "input_tokens": 25559, + "cached_input_tokens": 24960, + "output_tokens": 633, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..82b99daf232fbe3463a510b9478276afb7b13351 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=sulphates, condition_col=quality.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "sulphates", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0f76cbacd29495a3f0a7b3179a824faaeaeafddd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ba-1b2b-7052-9b7e-b889d75d992c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"sulphates\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template with \\\"sulphates\\\" as the grouping column and computes the within-group proportion of rows where \\\"quality\\\" equals '6'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25559,"cached_input_tokens":24960,"output_tokens":633,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4733b672b4ffc4d211ea32ab1ee12c009e170025 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"sulphates\",\n AVG(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY \"condition_rate\" DESC;","notes":"Applies the Grouped Condition Rate template with \"sulphates\" as the grouping column and computes the within-group proportion of rows where \"quality\" equals '6'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c4e525bdc3235704738c3c3a2ad6c5433aebecc2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:41:03.680476Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61ba-1b2b-7052-9b7e-b889d75d992c.1779756047147857000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..de80aa361e99cbc0ad4fc8044c5dd881728eb7ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=sulphates, condition_col=quality. +Result preview: [{"sulphates": "1.06", "condition_rate": 1.0}, {"sulphates": "1.01", "condition_rate": 1.0}, {"sulphates": "1", "condition_rate": 1.0}, {"sulphates": "0.23", "condition_rate": 1.0}, {"sulphates": "0.98", "condition_rate": 0.8333333333333334}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e00e062bd2f491765d11d862fc6ce0b0553414a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_db93215afdeb4b7e +-- problem_id: v2p_n3_71820cfef17857c7 +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", + AVG(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n3" +GROUP BY "sulphates" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..98effa57466a4ba3ddbcdccab1dfc68882f80c8a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"sulphates\",\n AVG(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"sulphates\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"sulphates\", \"condition_rate\"], \"rows\": [{\"sulphates\": \"1.06\", \"condition_rate\": 1.0}, {\"sulphates\": \"1.01\", \"condition_rate\": 1.0}, {\"sulphates\": \"1\", \"condition_rate\": 1.0}, {\"sulphates\": \"0.23\", \"condition_rate\": 1.0}, {\"sulphates\": \"0.98\", \"condition_rate\": 0.8333333333333334}, {\"sulphates\": \"0.78\", \"condition_rate\": 0.6842105263157895}, {\"sulphates\": \"0.96\", \"condition_rate\": 0.6666666666666666}, {\"sulphates\": \"0.85\", \"condition_rate\": 0.6666666666666666}, {\"sulphates\": \"0.77\", \"condition_rate\": 0.625}, {\"sulphates\": \"0.56\", \"condition_rate\": 0.5462962962962963}, {\"sulphates\": \"0.58\", \"condition_rate\": 0.5454545454545454}, {\"sulphates\": \"0.62\", \"condition_rate\": 0.5441176470588235}, {\"sulphates\": \"0.67\", \"condition_rate\": 0.5428571428571428}, {\"sulphates\": \"0.55\", \"condition_rate\": 0.5392156862745098}, {\"sulphates\": \"0.27\", \"condition_rate\": 0.5384615384615384}, {\"sulphates\": \"0.37\", \"condition_rate\": 0.5348837209302325}, {\"sulphates\": \"0.53\", \"condition_rate\": 0.5333333333333333}, {\"sulphates\": \"0.76\", \"condition_rate\": 0.5263157894736842}, {\"sulphates\": \"0.33\", \"condition_rate\": 0.5254237288135594}, {\"sulphates\": \"0.35\", \"condition_rate\": 0.5176470588235295}, {\"sulphates\": \"0.36\", \"condition_rate\": 0.5166666666666667}, {\"sulphates\": \"0.59\", \"condition_rate\": 0.5051546391752577}, {\"sulphates\": \"0.92\", \"condition_rate\": 0.5}, {\"sulphates\": \"0.87\", \"condition_rate\": 0.5}, {\"sulphates\": \"0.79\", \"condition_rate\": 0.5}, {\"sulphates\": \"0.42\", \"condition_rate\": 0.4972375690607735}, {\"sulphates\": \"0.54\", \"condition_rate\": 0.49700598802395207}, {\"sulphates\": \"0.5\", \"condition_rate\": 0.4859437751004016}, {\"sulphates\": \"0.45\", \"condition_rate\": 0.47752808988764045}, {\"sulphates\": \"0.66\", \"condition_rate\": 0.4722222222222222}, {\"sulphates\": \"0.82\", \"condition_rate\": 0.46153846153846156}, {\"sulphates\": \"0.31\", \"condition_rate\": 0.45714285714285713}, {\"sulphates\": \"0.41\", \"condition_rate\": 0.45323741007194246}, {\"sulphates\": \"0.51\", \"condition_rate\": 0.45}, {\"sulphates\": \"0.7\", \"condition_rate\": 0.4444444444444444}, {\"sulphates\": \"0.61\", \"condition_rate\": 0.4444444444444444}, {\"sulphates\": \"0.4\", \"condition_rate\": 0.44047619047619047}, {\"sulphates\": \"0.38\", \"condition_rate\": 0.4392523364485981}, {\"sulphates\": \"0.29\", \"condition_rate\": 0.4375}, {\"sulphates\": \"0.47\", \"condition_rate\": 0.436046511627907}, {\"sulphates\": \"0.57\", \"condition_rate\": 0.43373493975903615}, {\"sulphates\": \"0.69\", \"condition_rate\": 0.43333333333333335}, {\"sulphates\": \"0.68\", \"condition_rate\": 0.4318181818181818}, {\"sulphates\": \"0.43\", \"condition_rate\": 0.42857142857142855}, {\"sulphates\": \"0.49\", \"condition_rate\": 0.42168674698795183}, {\"sulphates\": \"0.64\", \"condition_rate\": 0.417910447761194}, {\"sulphates\": \"0.46\", \"condition_rate\": 0.4177777777777778}, {\"sulphates\": \"0.34\", \"condition_rate\": 0.40476190476190477}, {\"sulphates\": \"0.8\", \"condition_rate\": 0.4}, {\"sulphates\": \"0.63\", \"condition_rate\": 0.3958333333333333}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.42}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bd6533f124dcdee70cf8a17ac263a46a987db55b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:40:47.109211+00:00", + "ended_at": "2026-05-26T00:41:04.475164+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_db93215afdeb4b7e", + "problem_id": "v2p_n3_71820cfef17857c7", + "dataset_id": "n3", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=sulphates, condition_col=quality.", + "bindings": { + "group_col": "sulphates", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=100" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_db93215afdeb4b7e.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_db93215afdeb4b7e", + "api_calls": 0, + "input_tokens": 25559, + "cached_input_tokens": 24960, + "output_tokens": 633, + "total_tokens": 26192, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2264, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2375, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17360.76, + "sql_execution_elapsed_ms_total": 1.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dda4b6dd028bb272acfee8f04bcae8beb3c27193 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:41:04.472476+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17360.76, "started_at": "2026-05-26T00:40:47.109831+00:00", "ended_at": "2026-05-26T00:41:04.469165+00:00", "prompt_metrics": {"chars": 7918, "bytes_utf8": 7918, "lines": 243, "estimated_tokens": 2264}, "response_metrics": {"chars": 404, "bytes_utf8": 404, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 25559, "cached_input_tokens": 24960, "output_tokens": 633, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:41:03.680476Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61ba-1b2b-7052-9b7e-b889d75d992c.1779756047147857000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"sulphates\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template with \\\"sulphates\\\" as the grouping column and computes the within-group proportion of rows where \\\"quality\\\" equals '6'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_db93215afdeb4b7e/usage_summary.json new file mode 100644 index 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structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..798e9b4248d68c040eba2fc8484beb5928906f59 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8100, "bytes_utf8": 8100, "lines": 242, "estimated_tokens": 2319}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 671, "bytes_utf8": 671, "lines": 1, "estimated_tokens": 172}, "usage": {"input_tokens": 25614, "cached_input_tokens": 24960, "output_tokens": 3210, "reasoning_output_tokens": 3032}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c58d7c832be3ac9623b2540c213a4658339e2ca7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_e5c0d394333f10a4", + "api_calls": 0, + "input_tokens": 25614, + "cached_input_tokens": 24960, + "output_tokens": 3210, + "total_tokens": 28824, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2319, + "estimated_output_tokens": 172, + "estimated_total_tokens": 2491, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 62554.54, + "sql_execution_elapsed_ms_total": 3.56, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..52d8cfb07065508fddcee8cb402640e6fdf6c243 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:41:04.476125+00:00", + "ended_at": "2026-05-26T00:42:07.024929+00:00", + "elapsed_ms": 62554.54, + "prompt_metrics": { + "chars": 8100, + "bytes_utf8": 8100, + "lines": 242, + "estimated_tokens": 2319 + }, + "stdout_metrics": { + "chars": 1056, + "bytes_utf8": 1056, + "lines": 4, + "estimated_tokens": 307 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 671, + "bytes_utf8": 671, + "lines": 1, + "estimated_tokens": 172 + }, + "usage": { + "input_tokens": 25614, + "cached_input_tokens": 24960, + "output_tokens": 3210, + "reasoning_output_tokens": 3032 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..312611e0b2c39c902c594e3a5e9265babb65aec7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=fixed acidity, measure_col=fixed acidity.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "fixed acidity", + "item_col": "volatile acidity", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.3, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fc57d13f3e5fd1f844d8a504dcc8c4edec0df5b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ba-5f02-78a3-960f-c4e558498a13"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"fixed acidity\\\",\\n \\\"volatile acidity\\\",\\n SUM(CAST(\\\"fixed acidity\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"fixed acidity\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"fixed acidity\\\" AS REAL))) OVER (PARTITION BY \\\"fixed acidity\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\", \\\"volatile acidity\\\"\\nORDER BY share_within_group DESC\\nLIMIT 13;\",\"notes\":\"Used the planned template with group_col=\\\"fixed acidity\\\", item_col=\\\"volatile acidity\\\", and measure_col=\\\"fixed acidity\\\". Cast the measure to REAL because the schema stores numeric values as TEXT, and applied top_k=13 as a LIMIT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25614,"cached_input_tokens":24960,"output_tokens":3210,"reasoning_output_tokens":3032}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c83cdc7572a1e4e634a832dcd31cd8eb8b54529c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"fixed acidity\",\n \"volatile acidity\",\n SUM(CAST(\"fixed acidity\" AS REAL)) AS total_measure,\n SUM(CAST(\"fixed acidity\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"fixed acidity\" AS REAL))) OVER (PARTITION BY \"fixed acidity\") AS share_within_group\nFROM \"n3\"\nGROUP BY \"fixed acidity\", \"volatile acidity\"\nORDER BY share_within_group DESC\nLIMIT 13;","notes":"Used the planned template with group_col=\"fixed acidity\", item_col=\"volatile acidity\", and measure_col=\"fixed acidity\". Cast the measure to REAL because the schema stores numeric values as TEXT, and applied top_k=13 as a LIMIT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9b3d216f7e87d135e02d872630c1c7fce6e6e33a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=fixed acidity, measure_col=fixed acidity. +Result preview: [{"fixed acidity": "10.2", "volatile acidity": "0.44", "total_measure": 10.2, "share_within_group": 100.0}, {"fixed acidity": "10.7", "volatile acidity": "0.22", "total_measure": 21.4, "share_within_group": 100.0}, {"fixed acidity": "11.8", "volatile acidity": "0.23", "total_measure": 11.8, "share_within_group": 100.0}, {"fixed acidity": "14.2", "volatile acidity": "0.27", "total_measure": 14.2, "share_within_group": 100.0}, {"fixed acidity": "3.8", "volatile acidity": "0.31", "total_measure": 3.8, "share_within_group": 100.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f27692162dad7e6e552b8d7464b9d2428bd082e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_e5c0d394333f10a4 +-- problem_id: v2p_n3_21280b15fbf9f513 +-- realization_mode: agent +-- source_kind: agent +SELECT + "fixed acidity", + "volatile acidity", + SUM(CAST("fixed acidity" AS REAL)) AS total_measure, + SUM(CAST("fixed acidity" AS REAL)) * 100.0 / SUM(SUM(CAST("fixed acidity" AS REAL))) OVER (PARTITION BY "fixed acidity") AS share_within_group +FROM "n3" +GROUP BY "fixed acidity", "volatile acidity" +ORDER BY share_within_group DESC +LIMIT 13; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4a1c6325bf12e6a59d4cf5ac40de184a3fa067fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"fixed acidity\",\n \"volatile acidity\",\n SUM(CAST(\"fixed acidity\" AS REAL)) AS total_measure,\n SUM(CAST(\"fixed acidity\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"fixed acidity\" AS REAL))) OVER (PARTITION BY \"fixed acidity\") AS share_within_group\nFROM \"n3\"\nGROUP BY \"fixed acidity\", \"volatile acidity\"\nORDER BY share_within_group DESC\nLIMIT 13;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"fixed acidity\\\",\\n \\\"volatile acidity\\\",\\n SUM(CAST(\\\"fixed acidity\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"fixed acidity\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"fixed acidity\\\" AS REAL))) OVER (PARTITION BY \\\"fixed acidity\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\", \\\"volatile acidity\\\"\\nORDER BY share_within_group DESC\\nLIMIT 13;\", \"columns\": [\"fixed acidity\", \"volatile acidity\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"fixed acidity\": \"10.2\", \"volatile acidity\": \"0.44\", \"total_measure\": 10.2, \"share_within_group\": 100.0}, {\"fixed acidity\": \"10.7\", \"volatile acidity\": \"0.22\", \"total_measure\": 21.4, \"share_within_group\": 100.0}, {\"fixed acidity\": \"11.8\", \"volatile acidity\": \"0.23\", \"total_measure\": 11.8, \"share_within_group\": 100.0}, {\"fixed acidity\": \"14.2\", \"volatile acidity\": \"0.27\", \"total_measure\": 14.2, \"share_within_group\": 100.0}, {\"fixed acidity\": \"3.8\", \"volatile acidity\": \"0.31\", \"total_measure\": 3.8, \"share_within_group\": 100.0}, {\"fixed acidity\": \"3.9\", \"volatile acidity\": \"0.225\", \"total_measure\": 3.9, \"share_within_group\": 100.0}, {\"fixed acidity\": \"4.5\", \"volatile acidity\": \"0.19\", \"total_measure\": 4.5, \"share_within_group\": 100.0}, {\"fixed acidity\": \"4.6\", \"volatile acidity\": \"0.445\", \"total_measure\": 4.6, \"share_within_group\": 100.0}, {\"fixed acidity\": \"6.15\", \"volatile acidity\": \"0.21\", \"total_measure\": 12.3, \"share_within_group\": 100.0}, {\"fixed acidity\": \"6.45\", \"volatile acidity\": \"0.14\", \"total_measure\": 6.45, \"share_within_group\": 100.0}, {\"fixed acidity\": \"7.15\", \"volatile acidity\": \"0.17\", \"total_measure\": 14.3, \"share_within_group\": 100.0}, {\"fixed acidity\": \"9.7\", \"volatile acidity\": \"0.24\", \"total_measure\": 29.099999999999998, \"share_within_group\": 75.0}, {\"fixed acidity\": \"10.3\", \"volatile acidity\": \"0.17\", \"total_measure\": 10.3, \"share_within_group\": 50.0}], \"row_count_returned\": 13, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.56}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f24412705ebeb2cfd1be2a27b62efc316dbab521 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:41:04.475560+00:00", + "ended_at": "2026-05-26T00:42:07.033514+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_e5c0d394333f10a4", + "problem_id": "v2p_n3_21280b15fbf9f513", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=fixed acidity, measure_col=fixed acidity.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "fixed acidity", + "item_col": "volatile acidity", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.3, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=1/2", + "binding_index=33" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 10, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_e5c0d394333f10a4.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_e5c0d394333f10a4", + "api_calls": 0, + "input_tokens": 25614, + "cached_input_tokens": 24960, + "output_tokens": 3210, + "total_tokens": 28824, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2319, + "estimated_output_tokens": 172, + "estimated_total_tokens": 2491, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 62554.54, + "sql_execution_elapsed_ms_total": 3.56, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..81c9d0805bf12e35353efe734c9120777689e647 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:42:07.027362+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 62554.54, "started_at": "2026-05-26T00:41:04.476125+00:00", "ended_at": "2026-05-26T00:42:07.024929+00:00", "prompt_metrics": {"chars": 8100, "bytes_utf8": 8100, "lines": 242, "estimated_tokens": 2319}, "response_metrics": {"chars": 671, "bytes_utf8": 671, "lines": 1, "estimated_tokens": 172}, "usage": {"input_tokens": 25614, "cached_input_tokens": 24960, "output_tokens": 3210, "reasoning_output_tokens": 3032}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"fixed acidity\\\",\\n \\\"volatile acidity\\\",\\n SUM(CAST(\\\"fixed acidity\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"fixed acidity\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"fixed acidity\\\" AS REAL))) OVER (PARTITION BY \\\"fixed acidity\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\", \\\"volatile acidity\\\"\\nORDER BY share_within_group DESC\\nLIMIT 13;\",\"notes\":\"Used the planned template with group_col=\\\"fixed acidity\\\", item_col=\\\"volatile acidity\\\", and measure_col=\\\"fixed acidity\\\". Cast the measure to REAL because the schema stores numeric values as TEXT, and applied top_k=13 as a LIMIT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e357c2ce8969b239a3f0d1c8f6cdf1a1cd06b557 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_e5c0d394333f10a4", + "api_calls": 0, + "input_tokens": 25614, + "cached_input_tokens": 24960, + "output_tokens": 3210, + "total_tokens": 28824, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2319, + "estimated_output_tokens": 172, + "estimated_total_tokens": 2491, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 62554.54, + "sql_execution_elapsed_ms_total": 3.56, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_e5c0d394333f10a4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e81b19c538f7cfddbdc6a5972a3d75f2d73e22f4 --- /dev/null +++ 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c63f36572bcc6fc3ca127e9b7be5946397557314 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_eb0c80cb93865f78", + "api_calls": 0, + "input_tokens": 25556, + "cached_input_tokens": 22912, + "output_tokens": 624, + "total_tokens": 26180, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2261, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2363, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14819.49, + "sql_execution_elapsed_ms_total": 1.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..abf9215054b088127f0f50940c7f5403a1c315ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:42:07.035428+00:00", + "ended_at": "2026-05-26T00:42:21.854983+00:00", + "elapsed_ms": 14819.49, + "prompt_metrics": { + "chars": 7925, + "bytes_utf8": 7925, + "lines": 243, + "estimated_tokens": 2261 + }, + "stdout_metrics": { + "chars": 756, + "bytes_utf8": 756, + "lines": 4, + "estimated_tokens": 218 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 393, + "bytes_utf8": 393, + "lines": 1, + "estimated_tokens": 102 + }, + "usage": { + "input_tokens": 25556, + "cached_input_tokens": 22912, + "output_tokens": 624, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ebf8df1cdaa57a1fed8d64f8d93b914d484e9f39 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=fixed acidity, condition_col=quality.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "fixed acidity", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..182e4c9579b4bdb0d9d0895eda103b5a6bb6ecec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bb-5362-7650-96d4-dc3a65a0e035"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"fixed acidity\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the Grouped Condition Rate template to compute the within-group proportion of rows where \\\"quality\\\" = '6' for each \\\"fixed acidity\\\" group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25556,"cached_input_tokens":22912,"output_tokens":624,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9e98fea90e6eebda4574b465d31fb7b417d63f83 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"fixed acidity\",\n AVG(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the Grouped Condition Rate template to compute the within-group proportion of rows where \"quality\" = '6' for each \"fixed acidity\" group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..874ca2e799ccde5b1d2e2a1541dbfbfb73422255 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=fixed acidity, condition_col=quality. +Result preview: [{"fixed acidity": "7.15", "condition_rate": 1.0}, {"fixed acidity": "3.8", "condition_rate": 1.0}, {"fixed acidity": "14.2", "condition_rate": 1.0}, {"fixed acidity": "10.7", "condition_rate": 1.0}, {"fixed acidity": "9.7", "condition_rate": 0.75}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..262e4a090fdb7d2522bd6fb319d8c8eae57fca00 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_eb0c80cb93865f78 +-- problem_id: v2p_n3_4a53d5cdd4121b5a +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", + AVG(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d65f9a571d4478576235f8d90780e92e5e133c1c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"fixed acidity\",\n AVG(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"fixed acidity\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"fixed acidity\", \"condition_rate\"], \"rows\": [{\"fixed acidity\": \"7.15\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"3.8\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"14.2\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"10.7\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"9.7\", \"condition_rate\": 0.75}, {\"fixed acidity\": \"10\", \"condition_rate\": 0.6666666666666666}, {\"fixed acidity\": \"8.5\", \"condition_rate\": 0.625}, {\"fixed acidity\": \"5.7\", \"condition_rate\": 0.625}, {\"fixed acidity\": \"8.1\", \"condition_rate\": 0.6071428571428571}, {\"fixed acidity\": \"5\", \"condition_rate\": 0.5833333333333334}, {\"fixed acidity\": \"8.8\", \"condition_rate\": 0.5555555555555556}, {\"fixed acidity\": \"7.8\", \"condition_rate\": 0.5376344086021505}, {\"fixed acidity\": \"9\", \"condition_rate\": 0.5294117647058824}, {\"fixed acidity\": \"6.3\", \"condition_rate\": 0.526595744680851}, {\"fixed acidity\": \"5.1\", \"condition_rate\": 0.5217391304347826}, {\"fixed acidity\": \"8.3\", \"condition_rate\": 0.5192307692307693}, {\"fixed acidity\": \"5.3\", \"condition_rate\": 0.5185185185185185}, {\"fixed acidity\": \"8.4\", \"condition_rate\": 0.5142857142857142}, {\"fixed acidity\": \"9.9\", \"condition_rate\": 0.5}, {\"fixed acidity\": \"9.5\", \"condition_rate\": 0.5}, {\"fixed acidity\": \"7.9\", \"condition_rate\": 0.5}, {\"fixed acidity\": \"6.2\", \"condition_rate\": 0.5}, {\"fixed acidity\": \"7\", \"condition_rate\": 0.4956896551724138}, {\"fixed acidity\": \"6.6\", \"condition_rate\": 0.4724137931034483}, {\"fixed acidity\": \"6\", \"condition_rate\": 0.4673913043478261}, {\"fixed acidity\": \"5.9\", \"condition_rate\": 0.46601941747572817}, {\"fixed acidity\": \"7.7\", \"condition_rate\": 0.46236559139784944}, {\"fixed acidity\": \"6.8\", \"condition_rate\": 0.4577922077922078}, {\"fixed acidity\": \"5.6\", \"condition_rate\": 0.4507042253521127}, {\"fixed acidity\": \"8\", \"condition_rate\": 0.45}, {\"fixed acidity\": \"7.3\", \"condition_rate\": 0.4438202247191011}, {\"fixed acidity\": \"6.1\", \"condition_rate\": 0.432258064516129}, {\"fixed acidity\": \"6.7\", \"condition_rate\": 0.4322033898305085}, {\"fixed acidity\": \"5.4\", \"condition_rate\": 0.42857142857142855}, {\"fixed acidity\": \"6.9\", \"condition_rate\": 0.42738589211618255}, {\"fixed acidity\": \"7.5\", \"condition_rate\": 0.42276422764227645}, {\"fixed acidity\": \"7.2\", \"condition_rate\": 0.4223300970873786}, {\"fixed acidity\": \"6.5\", \"condition_rate\": 0.4222222222222222}, {\"fixed acidity\": \"6.4\", \"condition_rate\": 0.42142857142857143}, {\"fixed acidity\": \"5.5\", \"condition_rate\": 0.41935483870967744}, {\"fixed acidity\": \"7.4\", \"condition_rate\": 0.4020618556701031}, {\"fixed acidity\": \"9.6\", \"condition_rate\": 0.4}, {\"fixed acidity\": \"4.7\", \"condition_rate\": 0.4}, {\"fixed acidity\": \"7.1\", \"condition_rate\": 0.395}, {\"fixed acidity\": \"8.2\", \"condition_rate\": 0.39285714285714285}, {\"fixed acidity\": \"9.2\", \"condition_rate\": 0.38095238095238093}, {\"fixed acidity\": \"5.8\", \"condition_rate\": 0.38016528925619836}, {\"fixed acidity\": \"7.6\", \"condition_rate\": 0.35947712418300654}, {\"fixed acidity\": \"5.2\", \"condition_rate\": 0.35714285714285715}, {\"fixed acidity\": \"4.8\", \"condition_rate\": 0.3333333333333333}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.49}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ecf155d73c113418eb0d11085ad4ebd994178f6c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:42:07.034379+00:00", + "ended_at": "2026-05-26T00:42:21.860534+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_eb0c80cb93865f78", + "problem_id": "v2p_n3_4a53d5cdd4121b5a", + "dataset_id": "n3", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=fixed acidity, condition_col=quality.", + "bindings": { + "group_col": "fixed acidity", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_eb0c80cb93865f78.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_eb0c80cb93865f78", + "api_calls": 0, + "input_tokens": 25556, + "cached_input_tokens": 22912, + "output_tokens": 624, + "total_tokens": 26180, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2261, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2363, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14819.49, + "sql_execution_elapsed_ms_total": 1.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..10c00565117475b33923d708b6c00a04188f8a95 --- /dev/null +++ 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"api_calls": 0, + "input_tokens": 25556, + "cached_input_tokens": 22912, + "output_tokens": 624, + "total_tokens": 26180, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2261, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2363, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14819.49, + "sql_execution_elapsed_ms_total": 1.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eb0c80cb93865f78/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/conversation.jsonl new 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..258b0b827123ea9784877cd96159864432253459 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_ec3549258a0711d3", + "api_calls": 0, + "input_tokens": 25555, + "cached_input_tokens": 24960, + "output_tokens": 621, + "total_tokens": 26176, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2260, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2359, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15339.24, + "sql_execution_elapsed_ms_total": 1.43, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/sql_attempt_1.metadata.json new file mode 100644 index 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"chars": 342, + "bytes_utf8": 342, + "lines": 1, + "estimated_tokens": 99 + }, + "usage": { + "input_tokens": 25555, + "cached_input_tokens": 24960, + "output_tokens": 621, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5ef96f886094272a10eba76194bd28d1934a45b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=fixed acidity, condition_col=quality.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "fixed acidity", + "condition_col": "quality", + "condition_value": "5", + "positive_value": "6", + "negative_value": "5", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 9.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..99820e62e77dd50a213419d3ad9f56dca6d72fda --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bb-8d49-78e1-8eba-1045be38acce"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"fixed acidity\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes, for each \\\"fixed acidity\\\" group, the rate of rows where \\\"quality\\\" equals '5'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25555,"cached_input_tokens":24960,"output_tokens":621,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..531333d75dae7636bee9b8f77c1c8abbfea7b95e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"fixed acidity\",\n AVG(CASE WHEN \"quality\" = '5' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes, for each \"fixed acidity\" group, the rate of rows where \"quality\" equals '5'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..53c622ef81da1c55ffbcdc3c87269424bc06266c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=fixed acidity, condition_col=quality. +Result preview: [{"fixed acidity": "6.15", "condition_rate": 1.0}, {"fixed acidity": "4.6", "condition_rate": 1.0}, {"fixed acidity": "4.5", "condition_rate": 1.0}, {"fixed acidity": "9.3", "condition_rate": 0.6666666666666666}, {"fixed acidity": "9.1", "condition_rate": 0.6666666666666666}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d13b0390080d359be3bb8f2bf8d817b8e570a1ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_ec3549258a0711d3 +-- problem_id: v2p_n3_86a98a9c0f65c492 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", + AVG(CASE WHEN "quality" = '5' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..82e4a62757d663891201e815d1ffa934a388357d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"fixed acidity\",\n AVG(CASE WHEN \"quality\" = '5' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"fixed acidity\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"fixed acidity\", \"condition_rate\"], \"rows\": [{\"fixed acidity\": \"6.15\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"4.6\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"4.5\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"9.3\", \"condition_rate\": 0.6666666666666666}, {\"fixed acidity\": \"9.1\", \"condition_rate\": 0.6666666666666666}, {\"fixed acidity\": \"9.4\", \"condition_rate\": 0.6363636363636364}, {\"fixed acidity\": \"9.8\", \"condition_rate\": 0.625}, {\"fixed acidity\": \"8.9\", \"condition_rate\": 0.625}, {\"fixed acidity\": \"9.6\", \"condition_rate\": 0.6}, {\"fixed acidity\": \"4.9\", \"condition_rate\": 0.5714285714285714}, {\"fixed acidity\": \"9.5\", \"condition_rate\": 0.5}, {\"fixed acidity\": \"10.3\", \"condition_rate\": 0.5}, {\"fixed acidity\": \"8.6\", \"condition_rate\": 0.44}, {\"fixed acidity\": \"7.6\", \"condition_rate\": 0.42483660130718953}, {\"fixed acidity\": \"7.5\", \"condition_rate\": 0.4146341463414634}, {\"fixed acidity\": \"8.3\", \"condition_rate\": 0.40384615384615385}, {\"fixed acidity\": \"8.7\", \"condition_rate\": 0.4}, {\"fixed acidity\": \"4.7\", \"condition_rate\": 0.4}, {\"fixed acidity\": \"5.5\", \"condition_rate\": 0.3870967741935484}, {\"fixed acidity\": \"6.4\", \"condition_rate\": 0.375}, {\"fixed acidity\": \"8.2\", \"condition_rate\": 0.35714285714285715}, {\"fixed acidity\": \"7.2\", \"condition_rate\": 0.35436893203883496}, {\"fixed acidity\": \"9\", \"condition_rate\": 0.35294117647058826}, {\"fixed acidity\": \"8.4\", \"condition_rate\": 0.34285714285714286}, {\"fixed acidity\": \"6.6\", \"condition_rate\": 0.3413793103448276}, {\"fixed acidity\": \"7.7\", \"condition_rate\": 0.3333333333333333}, {\"fixed acidity\": \"7.4\", \"condition_rate\": 0.31443298969072164}, {\"fixed acidity\": \"7.9\", \"condition_rate\": 0.3108108108108108}, {\"fixed acidity\": \"6.8\", \"condition_rate\": 0.30194805194805197}, {\"fixed acidity\": \"6.1\", \"condition_rate\": 0.2967741935483871}, {\"fixed acidity\": \"6.9\", \"condition_rate\": 0.2946058091286307}, {\"fixed acidity\": \"7.8\", \"condition_rate\": 0.2903225806451613}, {\"fixed acidity\": \"7.1\", \"condition_rate\": 0.29}, {\"fixed acidity\": \"6.7\", \"condition_rate\": 0.2838983050847458}, {\"fixed acidity\": \"5.9\", \"condition_rate\": 0.2815533980582524}, {\"fixed acidity\": \"8.8\", \"condition_rate\": 0.2777777777777778}, {\"fixed acidity\": \"6.2\", \"condition_rate\": 0.2760416666666667}, {\"fixed acidity\": \"5.8\", \"condition_rate\": 0.2644628099173554}, {\"fixed acidity\": \"6\", \"condition_rate\": 0.2608695652173913}, {\"fixed acidity\": \"9.7\", \"condition_rate\": 0.25}, {\"fixed acidity\": \"8\", \"condition_rate\": 0.25}, {\"fixed acidity\": \"6.5\", \"condition_rate\": 0.24888888888888888}, {\"fixed acidity\": \"9.2\", \"condition_rate\": 0.23809523809523808}, {\"fixed acidity\": \"6.3\", \"condition_rate\": 0.23404255319148937}, {\"fixed acidity\": \"7.3\", \"condition_rate\": 0.2303370786516854}, {\"fixed acidity\": \"5.7\", \"condition_rate\": 0.22727272727272727}, {\"fixed acidity\": \"7\", \"condition_rate\": 0.22413793103448276}, {\"fixed acidity\": \"5.6\", \"condition_rate\": 0.19718309859154928}, {\"fixed acidity\": \"8.1\", \"condition_rate\": 0.19642857142857142}, {\"fixed acidity\": \"5.3\", \"condition_rate\": 0.18518518518518517}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.43}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fd91ed55c3fe6f6096f721f9db95579ab1cae2ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:42:21.860890+00:00", + "ended_at": "2026-05-26T00:42:37.205873+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_ec3549258a0711d3", + "problem_id": "v2p_n3_86a98a9c0f65c492", + "dataset_id": "n3", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=fixed acidity, condition_col=quality.", + "bindings": { + "group_col": "fixed acidity", + "condition_col": "quality", + "condition_value": "5", + "positive_value": "6", + "negative_value": "5", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 9.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_ec3549258a0711d3.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_ec3549258a0711d3", + "api_calls": 0, + "input_tokens": 25555, + "cached_input_tokens": 24960, + "output_tokens": 621, + "total_tokens": 26176, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2260, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:42:37.203210+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15339.24, "started_at": "2026-05-26T00:42:21.861407+00:00", "ended_at": "2026-05-26T00:42:37.200753+00:00", "prompt_metrics": {"chars": 7922, "bytes_utf8": 7922, "lines": 243, "estimated_tokens": 2260}, "response_metrics": {"chars": 342, "bytes_utf8": 342, "lines": 1, "estimated_tokens": 99}, "usage": {"input_tokens": 25555, "cached_input_tokens": 24960, "output_tokens": 621, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"fixed acidity\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes, for each \\\"fixed acidity\\\" group, the rate of rows where \\\"quality\\\" equals '5'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b4cd3971c7d3a664c2959e0ab7698b8010f55b23 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_ec3549258a0711d3", + "api_calls": 0, + "input_tokens": 25555, + "cached_input_tokens": 24960, + "output_tokens": 621, + "total_tokens": 26176, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2260, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2359, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15339.24, + "sql_execution_elapsed_ms_total": 1.43, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ec3549258a0711d3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c189021b48fd034f64a263223d75a25586313d64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7580, "bytes_utf8": 7580, "lines": 238, "estimated_tokens": 2177}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 294, "bytes_utf8": 294, "lines": 1, "estimated_tokens": 78}, "usage": {"input_tokens": 25472, "cached_input_tokens": 24960, "output_tokens": 669, "reasoning_output_tokens": 585}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..182c0047869db70ea03b644f461ebca98c83cd98 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_eecc3f99598f1079", + "api_calls": 0, + "input_tokens": 25472, + "cached_input_tokens": 24960, + "output_tokens": 669, + "total_tokens": 26141, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2177, + "estimated_output_tokens": 78, + "estimated_total_tokens": 2255, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19453.17, + "sql_execution_elapsed_ms_total": 1.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ca3d12d6a28696ba93f16a77a117ba0310378cb4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:42:37.207952+00:00", + "ended_at": "2026-05-26T00:42:56.661270+00:00", + "elapsed_ms": 19453.17, + "prompt_metrics": { + "chars": 7580, + "bytes_utf8": 7580, + "lines": 238, + "estimated_tokens": 2177 + }, + "stdout_metrics": { + "chars": 648, + "bytes_utf8": 648, + "lines": 4, + "estimated_tokens": 189 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 294, + "bytes_utf8": 294, + "lines": 1, + "estimated_tokens": 78 + }, + "usage": { + "input_tokens": 25472, + "cached_input_tokens": 24960, + "output_tokens": 669, + "reasoning_output_tokens": 585 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..66b52b88cd80058fe922de3c4eaa9dddd8196107 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,238 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=sulphates.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "sulphates", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 46.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..16321195a9a90950ba89bad5a15158a3d6b8d86a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bb-c93b-7aa3-b588-9ebdf6f89b1f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"sulphates\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template to return the count distribution for each \\\"sulphates\\\" subgroup in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25472,"cached_input_tokens":24960,"output_tokens":669,"reasoning_output_tokens":585}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..57bb0c7e67b43ad740edfc90f1a6ea1cdf033554 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"sulphates\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned grouped-count template to return the count distribution for each \"sulphates\" subgroup in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..98e3796e81527325c2a6352109eda62dc846a2f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:42:55.758678Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61bb-c93b-7aa3-b588-9ebdf6f89b1f.1779756157243838000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d938e5dda72e3f58e8cd740336e18f471f8e8610 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=sulphates. +Result preview: [{"sulphates": "0.5", "row_count": 249}, {"sulphates": "0.46", "row_count": 225}, {"sulphates": "0.44", "row_count": 216}, {"sulphates": "0.38", "row_count": 214}, {"sulphates": "0.42", "row_count": 181}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e670c4d28f2c620d084b5b0f3cc818b29e37f1aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n3_eecc3f99598f1079 +-- problem_id: v2p_n3_c6c6daec002120b8 +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", COUNT(*) AS "row_count" +FROM "n3" +GROUP BY "sulphates" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e9a07fa571f3880d41400e1b91c551ed379b7ab4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"sulphates\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"sulphates\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"sulphates\", \"row_count\"], \"rows\": [{\"sulphates\": \"0.5\", \"row_count\": 249}, {\"sulphates\": \"0.46\", \"row_count\": 225}, {\"sulphates\": \"0.44\", \"row_count\": 216}, {\"sulphates\": \"0.38\", \"row_count\": 214}, {\"sulphates\": \"0.42\", \"row_count\": 181}, {\"sulphates\": \"0.48\", \"row_count\": 179}, {\"sulphates\": \"0.45\", \"row_count\": 178}, {\"sulphates\": \"0.47\", \"row_count\": 172}, {\"sulphates\": \"0.4\", \"row_count\": 168}, {\"sulphates\": \"0.54\", \"row_count\": 167}, {\"sulphates\": \"0.49\", \"row_count\": 166}, {\"sulphates\": \"0.43\", \"row_count\": 161}, {\"sulphates\": \"0.52\", \"row_count\": 156}, {\"sulphates\": \"0.39\", \"row_count\": 151}, {\"sulphates\": \"0.51\", \"row_count\": 140}, {\"sulphates\": \"0.41\", \"row_count\": 139}, {\"sulphates\": \"0.53\", \"row_count\": 135}, {\"sulphates\": \"0.37\", \"row_count\": 129}, {\"sulphates\": \"0.36\", \"row_count\": 120}, {\"sulphates\": \"0.56\", \"row_count\": 108}, {\"sulphates\": \"0.55\", \"row_count\": 102}, {\"sulphates\": \"0.58\", \"row_count\": 99}, {\"sulphates\": \"0.59\", \"row_count\": 97}, {\"sulphates\": \"0.6\", \"row_count\": 88}, {\"sulphates\": \"0.35\", \"row_count\": 85}, {\"sulphates\": \"0.34\", \"row_count\": 84}, {\"sulphates\": \"0.57\", \"row_count\": 83}, {\"sulphates\": \"0.62\", \"row_count\": 68}, {\"sulphates\": \"0.64\", \"row_count\": 67}, {\"sulphates\": \"0.33\", \"row_count\": 59}, {\"sulphates\": \"0.32\", \"row_count\": 54}, {\"sulphates\": \"0.63\", \"row_count\": 48}, {\"sulphates\": \"0.61\", \"row_count\": 45}, {\"sulphates\": \"0.68\", \"row_count\": 44}, {\"sulphates\": \"0.66\", \"row_count\": 36}, {\"sulphates\": \"0.67\", \"row_count\": 35}, {\"sulphates\": \"0.31\", \"row_count\": 35}, {\"sulphates\": \"0.72\", \"row_count\": 33}, {\"sulphates\": \"0.3\", \"row_count\": 31}, {\"sulphates\": \"0.69\", \"row_count\": 30}, {\"sulphates\": \"0.65\", \"row_count\": 28}, {\"sulphates\": \"0.7\", \"row_count\": 27}, {\"sulphates\": \"0.75\", \"row_count\": 22}, {\"sulphates\": \"0.78\", \"row_count\": 19}, {\"sulphates\": \"0.76\", \"row_count\": 19}, {\"sulphates\": \"0.74\", \"row_count\": 19}, {\"sulphates\": \"0.71\", \"row_count\": 18}, {\"sulphates\": \"0.79\", \"row_count\": 16}, {\"sulphates\": \"0.77\", \"row_count\": 16}, {\"sulphates\": \"0.29\", \"row_count\": 16}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.49}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ef00e189de9bb721991f0dda841397c30f8f553d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:42:37.207125+00:00", + "ended_at": "2026-05-26T00:42:56.666870+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_eecc3f99598f1079", + "problem_id": "v2p_n3_c6c6daec002120b8", + "dataset_id": "n3", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=sulphates.", + "bindings": { + "group_col": "sulphates", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 46.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=16" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_eecc3f99598f1079.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_eecc3f99598f1079", + "api_calls": 0, + "input_tokens": 25472, + "cached_input_tokens": 24960, + "output_tokens": 669, + "total_tokens": 26141, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2177, + "estimated_output_tokens": 78, + "estimated_total_tokens": 2255, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19453.17, + "sql_execution_elapsed_ms_total": 1.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a01502cfe5f081a82301ab46a1b54eb0c0eb6423 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:42:56.663854+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 19453.17, "started_at": "2026-05-26T00:42:37.207952+00:00", "ended_at": "2026-05-26T00:42:56.661270+00:00", "prompt_metrics": {"chars": 7580, "bytes_utf8": 7580, "lines": 238, "estimated_tokens": 2177}, "response_metrics": {"chars": 294, "bytes_utf8": 294, "lines": 1, "estimated_tokens": 78}, "usage": {"input_tokens": 25472, "cached_input_tokens": 24960, "output_tokens": 669, "reasoning_output_tokens": 585}, "stderr_preview": "2026-05-26T00:42:55.758678Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61bb-c93b-7aa3-b588-9ebdf6f89b1f.1779756157243838000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"sulphates\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template to return the count distribution for each \\\"sulphates\\\" subgroup in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c6fac0e249d5170b951c98cee7c32a49d6e92f63 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_eecc3f99598f1079", + "api_calls": 0, + "input_tokens": 25472, + "cached_input_tokens": 24960, + "output_tokens": 669, + "total_tokens": 26141, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2177, + "estimated_output_tokens": 78, + "estimated_total_tokens": 2255, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19453.17, + "sql_execution_elapsed_ms_total": 1.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_eecc3f99598f1079/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..15e6fe50311e1821d1ae42d2da509dc5377d48ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7986, "bytes_utf8": 7986, "lines": 244, "estimated_tokens": 2294}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 432, "bytes_utf8": 432, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 25589, "cached_input_tokens": 24960, "output_tokens": 535, "reasoning_output_tokens": 418}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ab623be666f89848d8a69a6163c922e6abde1bdf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_ef7ca42a83d919d1", + "api_calls": 0, + "input_tokens": 25589, + "cached_input_tokens": 24960, + "output_tokens": 535, + "total_tokens": 26124, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2294, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2405, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13180.54, + "sql_execution_elapsed_ms_total": 1.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..eb1e9df3a3947bcbb4d7a2ab6bb60030dfba1561 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:42:56.667739+00:00", + "ended_at": "2026-05-26T00:43:09.848394+00:00", + "elapsed_ms": 13180.54, + "prompt_metrics": { + "chars": 7986, + "bytes_utf8": 7986, + "lines": 244, + "estimated_tokens": 2294 + }, + "stdout_metrics": { + "chars": 807, + "bytes_utf8": 807, + "lines": 4, + "estimated_tokens": 228 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 98 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 432, + "bytes_utf8": 432, + "lines": 1, + "estimated_tokens": 111 + }, + "usage": { + "input_tokens": 25589, + "cached_input_tokens": 24960, + "output_tokens": 535, + "reasoning_output_tokens": 418 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..54a4fa0784414016fa34e5aae1f77094c0fde6d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,244 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=fixed acidity, group_col_2=quality.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "fixed acidity", + "group_col_2": "quality", + "predicate_col": "density", + "predicate_op": ">=", + "predicate_value": 0.9961, + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.3, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5cd8a5d5e770a0fe842917d5e9b0175cbbabd0ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bc-1545-7203-b018-def704df2969"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"fixed acidity\\\", \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"density\\\" AS REAL) >= 0.9961\\nGROUP BY \\\"fixed acidity\\\", \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned template exactly, grouping by \\\"fixed acidity\\\" and \\\"quality\\\" with a numeric filter on \\\"density\\\" cast to REAL because the schema stores values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25589,"cached_input_tokens":24960,"output_tokens":535,"reasoning_output_tokens":418}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..58f93be252bf8e69c5cb0d78194e1b40b1cbf613 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"fixed acidity\", \"quality\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nWHERE CAST(\"density\" AS REAL) >= 0.9961\nGROUP BY \"fixed acidity\", \"quality\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned template exactly, grouping by \"fixed acidity\" and \"quality\" with a numeric filter on \"density\" cast to REAL because the schema stores values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..598bd245de5679c492cf584e8215db89108cb786 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:43:09.261442Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61bc-1545-7203-b018-def704df2969.1779756176709492000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d0d688887fb0fcf315319cec855eee000730a5f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=fixed acidity, group_col_2=quality. +Result preview: [{"fixed acidity": "6.8", "quality": "5", "row_count": 43}, {"fixed acidity": "6.6", "quality": "6", "row_count": 41}, {"fixed acidity": "7.4", "quality": "5", "row_count": 39}, {"fixed acidity": "7.2", "quality": "5", "row_count": 38}, {"fixed acidity": "6.6", "quality": "5", "row_count": 36}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..87b41fb1700af0277d8b65e3e1119d8d93da4369 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n3_ef7ca42a83d919d1 +-- problem_id: v2p_n3_a17e9b80d7962194 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", "quality", COUNT(*) AS "row_count" +FROM "n3" +WHERE CAST("density" AS REAL) >= 0.9961 +GROUP BY "fixed acidity", "quality" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d228e2e2acc1006de6266fe534c03434bdafc7f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"fixed acidity\", \"quality\", COUNT(*) AS \"row_count\"\nFROM \"n3\"\nWHERE CAST(\"density\" AS REAL) >= 0.9961\nGROUP BY \"fixed acidity\", \"quality\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"fixed acidity\\\", \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"density\\\" AS REAL) >= 0.9961\\nGROUP BY \\\"fixed acidity\\\", \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"fixed acidity\", \"quality\", \"row_count\"], \"rows\": [{\"fixed acidity\": \"6.8\", \"quality\": \"5\", \"row_count\": 43}, {\"fixed acidity\": \"6.6\", \"quality\": \"6\", \"row_count\": 41}, {\"fixed acidity\": \"7.4\", \"quality\": \"5\", \"row_count\": 39}, {\"fixed acidity\": \"7.2\", \"quality\": \"5\", \"row_count\": 38}, {\"fixed acidity\": \"6.6\", \"quality\": \"5\", \"row_count\": 36}, {\"fixed acidity\": \"7.3\", \"quality\": \"6\", \"row_count\": 35}, {\"fixed acidity\": \"6.9\", \"quality\": \"5\", \"row_count\": 34}, {\"fixed acidity\": \"6.7\", \"quality\": \"5\", \"row_count\": 32}, {\"fixed acidity\": \"6.8\", \"quality\": \"6\", \"row_count\": 31}, {\"fixed acidity\": \"6.4\", \"quality\": \"5\", \"row_count\": 30}, {\"fixed acidity\": \"7.4\", \"quality\": \"6\", \"row_count\": 30}, {\"fixed acidity\": \"7.5\", \"quality\": \"5\", \"row_count\": 30}, {\"fixed acidity\": \"6.5\", \"quality\": \"6\", \"row_count\": 29}, {\"fixed acidity\": \"6.2\", \"quality\": \"6\", \"row_count\": 28}, {\"fixed acidity\": \"7.2\", \"quality\": \"6\", \"row_count\": 28}, {\"fixed acidity\": \"7.6\", \"quality\": \"5\", \"row_count\": 28}, {\"fixed acidity\": \"7.1\", \"quality\": \"6\", \"row_count\": 26}, {\"fixed acidity\": \"7.1\", \"quality\": \"5\", \"row_count\": 24}, {\"fixed acidity\": \"7.6\", \"quality\": \"6\", \"row_count\": 22}, {\"fixed acidity\": \"6.5\", \"quality\": \"5\", \"row_count\": 21}, {\"fixed acidity\": \"6.7\", \"quality\": \"6\", \"row_count\": 21}, {\"fixed acidity\": \"7.4\", \"quality\": \"7\", \"row_count\": 21}, {\"fixed acidity\": \"6.1\", \"quality\": \"5\", \"row_count\": 20}, {\"fixed acidity\": \"7.8\", \"quality\": \"6\", \"row_count\": 20}, {\"fixed acidity\": \"6.3\", \"quality\": \"6\", \"row_count\": 19}, {\"fixed acidity\": \"7\", \"quality\": \"5\", \"row_count\": 19}, {\"fixed acidity\": \"7\", \"quality\": \"6\", \"row_count\": 18}, {\"fixed acidity\": \"7.3\", \"quality\": \"5\", \"row_count\": 18}, {\"fixed acidity\": \"7.5\", \"quality\": \"6\", \"row_count\": 18}, {\"fixed acidity\": \"6.9\", \"quality\": \"6\", \"row_count\": 17}, {\"fixed acidity\": \"7.7\", \"quality\": \"5\", \"row_count\": 17}, {\"fixed acidity\": \"7.7\", \"quality\": \"6\", \"row_count\": 15}, {\"fixed acidity\": \"6.2\", \"quality\": \"5\", \"row_count\": 14}, {\"fixed acidity\": \"6.3\", \"quality\": \"5\", \"row_count\": 14}, {\"fixed acidity\": \"7\", \"quality\": \"7\", \"row_count\": 14}, {\"fixed acidity\": \"5.7\", \"quality\": \"6\", \"row_count\": 13}, {\"fixed acidity\": \"6\", \"quality\": \"6\", \"row_count\": 13}, {\"fixed acidity\": \"6.4\", \"quality\": \"6\", \"row_count\": 12}, {\"fixed acidity\": \"7.3\", \"quality\": \"7\", \"row_count\": 12}, {\"fixed acidity\": \"7.9\", \"quality\": \"6\", \"row_count\": 11}, {\"fixed acidity\": \"5.8\", \"quality\": \"5\", \"row_count\": 10}, {\"fixed acidity\": \"7.2\", \"quality\": \"7\", \"row_count\": 10}, {\"fixed acidity\": \"8.3\", \"quality\": \"5\", \"row_count\": 10}, {\"fixed acidity\": \"7.1\", \"quality\": \"7\", \"row_count\": 9}, {\"fixed acidity\": \"8\", \"quality\": \"5\", \"row_count\": 9}, {\"fixed acidity\": \"8\", \"quality\": \"6\", \"row_count\": 9}, {\"fixed acidity\": \"6\", \"quality\": \"5\", \"row_count\": 8}, {\"fixed acidity\": \"7.3\", \"quality\": \"8\", \"row_count\": 8}, {\"fixed acidity\": \"7.9\", \"quality\": \"5\", \"row_count\": 8}, {\"fixed acidity\": \"8.4\", \"quality\": \"6\", \"row_count\": 8}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.44}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a985425aebe22ae92183c1e1a6bfa1cf5cc3d79e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:42:56.667218+00:00", + "ended_at": "2026-05-26T00:43:09.854338+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_ef7ca42a83d919d1", + "problem_id": "v2p_n3_a17e9b80d7962194", + "dataset_id": "n3", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=fixed acidity, group_col_2=quality.", + "bindings": { + "group_col": "fixed acidity", + "group_col_2": "quality", + "predicate_col": "density", + "predicate_op": ">=", + "predicate_value": 0.9961, + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.3, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=55" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_ef7ca42a83d919d1.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_ef7ca42a83d919d1", + "api_calls": 0, + "input_tokens": 25589, + "cached_input_tokens": 24960, + "output_tokens": 535, + "total_tokens": 26124, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2294, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2405, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13180.54, + "sql_execution_elapsed_ms_total": 1.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6c56d0d799a01929612ec440aa3ea6297dfdb5f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:43:09.851640+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13180.54, "started_at": "2026-05-26T00:42:56.667739+00:00", "ended_at": "2026-05-26T00:43:09.848394+00:00", "prompt_metrics": {"chars": 7986, "bytes_utf8": 7986, "lines": 244, "estimated_tokens": 2294}, "response_metrics": {"chars": 432, "bytes_utf8": 432, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 25589, "cached_input_tokens": 24960, "output_tokens": 535, "reasoning_output_tokens": 418}, "stderr_preview": "2026-05-26T00:43:09.261442Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61bc-1545-7203-b018-def704df2969.1779756176709492000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"fixed acidity\\\", \\\"quality\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n3\\\"\\nWHERE CAST(\\\"density\\\" AS REAL) >= 0.9961\\nGROUP BY \\\"fixed acidity\\\", \\\"quality\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned template exactly, grouping by \\\"fixed acidity\\\" and \\\"quality\\\" with a numeric filter on \\\"density\\\" cast to REAL because the schema stores values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2ce09c63d599fd97c7beeb536e21cf1169951d73 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_ef7ca42a83d919d1", + "api_calls": 0, + "input_tokens": 25589, + "cached_input_tokens": 24960, + "output_tokens": 535, + "total_tokens": 26124, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2294, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2405, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13180.54, + "sql_execution_elapsed_ms_total": 1.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_ef7ca42a83d919d1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b8a3d5e9ba3cd172c2f051d0db97f44e3914d26b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7774, "bytes_utf8": 7774, "lines": 240, "estimated_tokens": 2212}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 618, "bytes_utf8": 618, "lines": 1, "estimated_tokens": 149}, "usage": {"input_tokens": 25507, "cached_input_tokens": 24960, "output_tokens": 653, "reasoning_output_tokens": 498}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..843ef1fc58c308273e0900eef62195a8eacfbc27 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_f17925b7ef99ce95", + "api_calls": 0, + "input_tokens": 25507, + "cached_input_tokens": 24960, + "output_tokens": 653, + "total_tokens": 26160, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2212, + "estimated_output_tokens": 149, + "estimated_total_tokens": 2361, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15306.27, + "sql_execution_elapsed_ms_total": 4.37, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..36fb0d6007f35eadebe60aa4a963f3203a4bf151 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:43:09.855235+00:00", + "ended_at": "2026-05-26T00:43:25.161639+00:00", + "elapsed_ms": 15306.27, + "prompt_metrics": { + "chars": 7774, + "bytes_utf8": 7774, + "lines": 240, + "estimated_tokens": 2212 + }, + "stdout_metrics": { + "chars": 993, + "bytes_utf8": 993, + "lines": 4, + "estimated_tokens": 276 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 618, + "bytes_utf8": 618, + "lines": 1, + "estimated_tokens": 149 + }, + "usage": { + "input_tokens": 25507, + "cached_input_tokens": 24960, + "output_tokens": 653, + "reasoning_output_tokens": 498 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9ccb5c1120a97d415d2b64651eca02b1cf68a312 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=quality, measure_col=free sulfur dioxide.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "quality", + "measure_col": "free sulfur dioxide", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 41.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9cb622a8f495e1d6b4023464c7fe33a694802a0e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bc-48c8-72b0-8569-a8ac7a72d8d4"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"quality\\\",\\n AVG(CAST(\\\"free sulfur dioxide\\\" AS REAL)) OVER (PARTITION BY \\\"quality\\\") AS avg_measure\\nFROM \\\"n3\\\"\\nWHERE \\\"quality\\\" IS NOT NULL\\n AND TRIM(\\\"quality\\\") <> ''\\n AND \\\"free sulfur dioxide\\\" IS NOT NULL\\n AND TRIM(\\\"free sulfur dioxide\\\") <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the requested Window Partition Average template with \\\"quality\\\" as the partitioning group and casts \\\"free sulfur dioxide\\\" from TEXT to REAL for SQLite aggregation. Null and blank rows are filtered for a stable grouped average view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25507,"cached_input_tokens":24960,"output_tokens":653,"reasoning_output_tokens":498}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..82a06d6af07f803828b0920df2122b075e6fc982 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"quality\",\n AVG(CAST(\"free sulfur dioxide\" AS REAL)) OVER (PARTITION BY \"quality\") AS avg_measure\nFROM \"n3\"\nWHERE \"quality\" IS NOT NULL\n AND TRIM(\"quality\") <> ''\n AND \"free sulfur dioxide\" IS NOT NULL\n AND TRIM(\"free sulfur dioxide\") <> ''\nORDER BY avg_measure DESC;","notes":"Uses the requested Window Partition Average template with \"quality\" as the partitioning group and casts \"free sulfur dioxide\" from TEXT to REAL for SQLite aggregation. Null and blank rows are filtered for a stable grouped average view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..762f56f269ac00400695e2a2bcd41c35d809b6ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=quality, measure_col=free sulfur dioxide. +Result preview: [{"quality": "3", "avg_measure": 53.325}, {"quality": "8", "avg_measure": 36.72}, {"quality": "5", "avg_measure": 36.432052161976664}, {"quality": "6", "avg_measure": 35.65059144676979}, {"quality": "7", "avg_measure": 34.12556818181818}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d7a03c3351c6cfd01e2b7a4507a4f230d2dfa594 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_f17925b7ef99ce95 +-- problem_id: v2p_n3_cbe26de27928f0bd +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "quality", + AVG(CAST("free sulfur dioxide" AS REAL)) OVER (PARTITION BY "quality") AS avg_measure +FROM "n3" +WHERE "quality" IS NOT NULL + AND TRIM("quality") <> '' + AND "free sulfur dioxide" IS NOT NULL + AND TRIM("free sulfur dioxide") <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3e1ce52827695feb81e2755270328c6a977c00f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"quality\",\n AVG(CAST(\"free sulfur dioxide\" AS REAL)) OVER (PARTITION BY \"quality\") AS avg_measure\nFROM \"n3\"\nWHERE \"quality\" IS NOT NULL\n AND TRIM(\"quality\") <> ''\n AND \"free sulfur dioxide\" IS NOT NULL\n AND TRIM(\"free sulfur dioxide\") <> ''\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"quality\\\",\\n AVG(CAST(\\\"free sulfur dioxide\\\" AS REAL)) OVER (PARTITION BY \\\"quality\\\") AS avg_measure\\nFROM \\\"n3\\\"\\nWHERE \\\"quality\\\" IS NOT NULL\\n AND TRIM(\\\"quality\\\") <> ''\\n AND \\\"free sulfur dioxide\\\" IS NOT NULL\\n AND TRIM(\\\"free sulfur dioxide\\\") <> ''\\nORDER BY avg_measure DESC;\", \"columns\": [\"quality\", \"avg_measure\"], \"rows\": [{\"quality\": \"3\", \"avg_measure\": 53.325}, {\"quality\": \"8\", \"avg_measure\": 36.72}, {\"quality\": \"5\", \"avg_measure\": 36.432052161976664}, {\"quality\": \"6\", \"avg_measure\": 35.65059144676979}, {\"quality\": \"7\", \"avg_measure\": 34.12556818181818}, {\"quality\": \"9\", \"avg_measure\": 33.4}, {\"quality\": \"4\", \"avg_measure\": 23.358895705521473}], \"row_count_returned\": 7, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 4.37}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5fdd6645f6563b32528f191563e12d07b0b95fa4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:43:09.854714+00:00", + "ended_at": "2026-05-26T00:43:25.170560+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_f17925b7ef99ce95", + "problem_id": "v2p_n3_cbe26de27928f0bd", + "dataset_id": "n3", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=quality, measure_col=free sulfur dioxide.", + "bindings": { + "group_col": "quality", + "measure_col": "free sulfur dioxide", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 41.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=137" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_f17925b7ef99ce95.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_f17925b7ef99ce95", + "api_calls": 0, + "input_tokens": 25507, + "cached_input_tokens": 24960, + "output_tokens": 653, + "total_tokens": 26160, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2212, + "estimated_output_tokens": 149, + "estimated_total_tokens": 2361, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15306.27, + "sql_execution_elapsed_ms_total": 4.37, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b3f6106db2dc86a1eca89609e9ef320d45497f55 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:43:25.164707+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15306.27, "started_at": "2026-05-26T00:43:09.855235+00:00", "ended_at": "2026-05-26T00:43:25.161639+00:00", "prompt_metrics": {"chars": 7774, "bytes_utf8": 7774, "lines": 240, "estimated_tokens": 2212}, "response_metrics": {"chars": 618, "bytes_utf8": 618, "lines": 1, "estimated_tokens": 149}, "usage": {"input_tokens": 25507, "cached_input_tokens": 24960, "output_tokens": 653, "reasoning_output_tokens": 498}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"quality\\\",\\n AVG(CAST(\\\"free sulfur dioxide\\\" AS REAL)) OVER (PARTITION BY \\\"quality\\\") AS avg_measure\\nFROM \\\"n3\\\"\\nWHERE \\\"quality\\\" IS NOT NULL\\n AND TRIM(\\\"quality\\\") <> ''\\n AND \\\"free sulfur dioxide\\\" IS NOT NULL\\n AND TRIM(\\\"free sulfur dioxide\\\") <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the requested Window Partition Average template with \\\"quality\\\" as the partitioning group and casts \\\"free sulfur dioxide\\\" from TEXT to REAL for SQLite aggregation. Null and blank rows are filtered for a stable grouped average view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c534fd4972617158686b6f66a74247649a52a9a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_f17925b7ef99ce95", + "api_calls": 0, + "input_tokens": 25507, + "cached_input_tokens": 24960, + "output_tokens": 653, + "total_tokens": 26160, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2212, + "estimated_output_tokens": 149, + "estimated_total_tokens": 2361, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15306.27, + "sql_execution_elapsed_ms_total": 4.37, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f17925b7ef99ce95/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9f6a492a93db3aa2d961ff1e1bae4c91860311d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8107, "bytes_utf8": 8107, "lines": 242, "estimated_tokens": 2320}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 652, "bytes_utf8": 652, "lines": 1, "estimated_tokens": 160}, "usage": {"input_tokens": 25615, "cached_input_tokens": 22912, "output_tokens": 682, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ca40855fcab081c3a50b3d29e9f9d6f383d2c58f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_f4de576905ef280f", + "api_calls": 0, + "input_tokens": 25615, + "cached_input_tokens": 22912, + "output_tokens": 682, + "total_tokens": 26297, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2320, + "estimated_output_tokens": 160, + "estimated_total_tokens": 2480, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16261.57, + "sql_execution_elapsed_ms_total": 4.02, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..748bf8caa0bb29959832f3cb435c44e8d69f1213 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:43:25.171622+00:00", + "ended_at": "2026-05-26T00:43:41.433341+00:00", + "elapsed_ms": 16261.57, + "prompt_metrics": { + "chars": 8107, + "bytes_utf8": 8107, + "lines": 242, + "estimated_tokens": 2320 + }, + "stdout_metrics": { + "chars": 1032, + "bytes_utf8": 1032, + "lines": 4, + "estimated_tokens": 290 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 652, + "bytes_utf8": 652, + "lines": 1, + "estimated_tokens": 160 + }, + "usage": { + "input_tokens": 25615, + "cached_input_tokens": 22912, + "output_tokens": 682, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9524b43ad0964032a7ed09234e495d7fa530af0e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,242 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=fixed acidity, measure_col=fixed acidity.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "fixed acidity", + "item_col": "volatile acidity", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.1, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..687961c13b4b44c5723e071b1f572a6c7760b97e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bc-849d-7ed1-8a1e-a0486f937661"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"fixed acidity\\\", \\\"volatile acidity\\\",\\n SUM(CAST(\\\"fixed acidity\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"fixed acidity\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"fixed acidity\\\" AS REAL))) OVER (PARTITION BY \\\"fixed acidity\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\", \\\"volatile acidity\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"fixed acidity\\\", item_col=\\\"volatile acidity\\\", and measure_col=\\\"fixed acidity\\\". CAST to REAL is used because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25615,"cached_input_tokens":22912,"output_tokens":682,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..411482a5b88b33faa280dcdce4cc2d7d59512702 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT \"fixed acidity\", \"volatile acidity\",\n SUM(CAST(\"fixed acidity\" AS REAL)) AS total_measure,\n SUM(CAST(\"fixed acidity\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"fixed acidity\" AS REAL))) OVER (PARTITION BY \"fixed acidity\") AS share_within_group\nFROM \"n3\"\nGROUP BY \"fixed acidity\", \"volatile acidity\"\nORDER BY share_within_group DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"fixed acidity\", item_col=\"volatile acidity\", and measure_col=\"fixed acidity\". CAST to REAL is used because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..70b09bfded2f96f8f287a9f947f98ca2329b40aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=fixed acidity, measure_col=fixed acidity. +Result preview: [{"fixed acidity": "10.2", "volatile acidity": "0.44", "total_measure": 10.2, "share_within_group": 100.0}, {"fixed acidity": "10.7", "volatile acidity": "0.22", "total_measure": 21.4, "share_within_group": 100.0}, {"fixed acidity": "11.8", "volatile acidity": "0.23", "total_measure": 11.8, "share_within_group": 100.0}, {"fixed acidity": "14.2", "volatile acidity": "0.27", "total_measure": 14.2, "share_within_group": 100.0}, {"fixed acidity": "3.8", "volatile acidity": "0.31", "total_measure": 3.8, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e5a769de87bc7d058aaeaba1a48f4a3b49a5115b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_f4de576905ef280f +-- problem_id: v2p_n3_88492e6ed78bda8c +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", "volatile acidity", + SUM(CAST("fixed acidity" AS REAL)) AS total_measure, + SUM(CAST("fixed acidity" AS REAL)) * 100.0 / SUM(SUM(CAST("fixed acidity" AS REAL))) OVER (PARTITION BY "fixed acidity") AS share_within_group +FROM "n3" +GROUP BY "fixed acidity", "volatile acidity" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..64268dd0e862eb4c09785051b717b397035a610c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT \"fixed acidity\", \"volatile acidity\",\n SUM(CAST(\"fixed acidity\" AS REAL)) AS total_measure,\n SUM(CAST(\"fixed acidity\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"fixed acidity\" AS REAL))) OVER (PARTITION BY \"fixed acidity\") AS share_within_group\nFROM \"n3\"\nGROUP BY \"fixed acidity\", \"volatile acidity\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"fixed acidity\\\", \\\"volatile acidity\\\",\\n SUM(CAST(\\\"fixed acidity\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"fixed acidity\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"fixed acidity\\\" AS REAL))) OVER (PARTITION BY \\\"fixed acidity\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\", \\\"volatile acidity\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"fixed acidity\", \"volatile acidity\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"fixed acidity\": \"10.2\", \"volatile acidity\": \"0.44\", \"total_measure\": 10.2, \"share_within_group\": 100.0}, {\"fixed acidity\": \"10.7\", \"volatile acidity\": \"0.22\", \"total_measure\": 21.4, \"share_within_group\": 100.0}, {\"fixed acidity\": \"11.8\", \"volatile acidity\": \"0.23\", \"total_measure\": 11.8, \"share_within_group\": 100.0}, {\"fixed acidity\": \"14.2\", \"volatile acidity\": \"0.27\", \"total_measure\": 14.2, \"share_within_group\": 100.0}, {\"fixed acidity\": \"3.8\", \"volatile acidity\": \"0.31\", \"total_measure\": 3.8, \"share_within_group\": 100.0}, {\"fixed acidity\": \"3.9\", \"volatile acidity\": \"0.225\", \"total_measure\": 3.9, \"share_within_group\": 100.0}, {\"fixed acidity\": \"4.5\", \"volatile acidity\": \"0.19\", \"total_measure\": 4.5, \"share_within_group\": 100.0}, {\"fixed acidity\": \"4.6\", \"volatile acidity\": \"0.445\", \"total_measure\": 4.6, \"share_within_group\": 100.0}, {\"fixed acidity\": \"6.15\", \"volatile acidity\": \"0.21\", \"total_measure\": 12.3, \"share_within_group\": 100.0}, {\"fixed acidity\": \"6.45\", \"volatile acidity\": \"0.14\", \"total_measure\": 6.45, \"share_within_group\": 100.0}, {\"fixed acidity\": \"7.15\", \"volatile acidity\": \"0.17\", \"total_measure\": 14.3, \"share_within_group\": 100.0}, {\"fixed acidity\": \"9.7\", \"volatile acidity\": \"0.24\", \"total_measure\": 29.099999999999998, \"share_within_group\": 75.0}, {\"fixed acidity\": \"10.3\", \"volatile acidity\": \"0.17\", \"total_measure\": 10.3, \"share_within_group\": 50.0}, {\"fixed acidity\": \"10.3\", \"volatile acidity\": \"0.25\", \"total_measure\": 10.3, \"share_within_group\": 50.0}, {\"fixed acidity\": \"4.2\", \"volatile acidity\": \"0.17\", \"total_measure\": 4.2, \"share_within_group\": 50.0}, {\"fixed acidity\": \"4.2\", \"volatile acidity\": \"0.215\", \"total_measure\": 4.2, \"share_within_group\": 50.0}, {\"fixed acidity\": \"9.5\", \"volatile acidity\": \"0.21\", \"total_measure\": 9.5, \"share_within_group\": 50.0}, {\"fixed acidity\": \"9.5\", \"volatile acidity\": \"0.42\", \"total_measure\": 9.5, \"share_within_group\": 50.0}, {\"fixed acidity\": \"9.9\", \"volatile acidity\": \"0.49\", \"total_measure\": 9.9, \"share_within_group\": 50.0}, {\"fixed acidity\": \"9.9\", \"volatile acidity\": \"1.005\", \"total_measure\": 9.9, \"share_within_group\": 50.0}, {\"fixed acidity\": \"10\", \"volatile acidity\": \"0.2\", \"total_measure\": 10.0, \"share_within_group\": 33.333333333333336}, {\"fixed acidity\": \"10\", \"volatile acidity\": \"0.23\", \"total_measure\": 10.0, \"share_within_group\": 33.333333333333336}, {\"fixed acidity\": \"10\", \"volatile acidity\": \"0.91\", \"total_measure\": 10.0, \"share_within_group\": 33.333333333333336}, {\"fixed acidity\": \"4.4\", \"volatile acidity\": \"0.32\", \"total_measure\": 4.4, \"share_within_group\": 33.333333333333336}, {\"fixed acidity\": \"4.4\", \"volatile acidity\": \"0.46\", \"total_measure\": 4.4, \"share_within_group\": 33.333333333333336}, {\"fixed acidity\": \"4.4\", \"volatile acidity\": \"0.54\", \"total_measure\": 4.4, \"share_within_group\": 33.333333333333336}, {\"fixed acidity\": \"9.1\", \"volatile acidity\": \"0.27\", \"total_measure\": 18.2, \"share_within_group\": 33.333333333333336}, {\"fixed acidity\": \"9.1\", \"volatile acidity\": \"0.28\", \"total_measure\": 18.2, \"share_within_group\": 33.333333333333336}, {\"fixed acidity\": \"9.3\", \"volatile acidity\": \"0.2\", \"total_measure\": 9.3, \"share_within_group\": 33.333333333333336}, {\"fixed acidity\": \"9.3\", \"volatile acidity\": \"0.31\", \"total_measure\": 9.3, \"share_within_group\": 33.333333333333336}, {\"fixed acidity\": \"9.3\", \"volatile acidity\": \"0.34\", \"total_measure\": 9.3, \"share_within_group\": 33.333333333333336}, {\"fixed acidity\": \"4.9\", \"volatile acidity\": \"0.335\", \"total_measure\": 9.8, \"share_within_group\": 28.571428571428573}, {\"fixed acidity\": \"4.9\", \"volatile acidity\": \"0.345\", \"total_measure\": 9.8, \"share_within_group\": 28.571428571428573}, {\"fixed acidity\": \"9.7\", \"volatile acidity\": \"0.14\", \"total_measure\": 9.7, \"share_within_group\": 25.0}, {\"fixed acidity\": \"9.8\", \"volatile acidity\": \"0.36\", \"total_measure\": 19.6, \"share_within_group\": 25.0}, {\"fixed acidity\": \"5\", \"volatile acidity\": \"0.33\", \"total_measure\": 25.0, \"share_within_group\": 20.833333333333332}, {\"fixed acidity\": \"4.7\", \"volatile acidity\": \"0.145\", \"total_measure\": 4.7, \"share_within_group\": 20.0}, {\"fixed acidity\": \"4.7\", \"volatile acidity\": \"0.335\", \"total_measure\": 4.7, \"share_within_group\": 20.0}, {\"fixed acidity\": \"4.7\", \"volatile acidity\": \"0.455\", \"total_measure\": 4.7, \"share_within_group\": 20.0}, {\"fixed acidity\": \"4.7\", \"volatile acidity\": \"0.67\", \"total_measure\": 4.7, \"share_within_group\": 20.0}, {\"fixed acidity\": \"4.7\", \"volatile acidity\": \"0.785\", \"total_measure\": 4.7, \"share_within_group\": 20.0}, {\"fixed acidity\": \"8.7\", \"volatile acidity\": \"0.23\", \"total_measure\": 26.099999999999998, \"share_within_group\": 20.0}, {\"fixed acidity\": \"8.7\", \"volatile acidity\": \"0.31\", \"total_measure\": 26.099999999999998, \"share_within_group\": 20.0}, {\"fixed acidity\": \"9.6\", \"volatile acidity\": \"0.21\", \"total_measure\": 9.6, \"share_within_group\": 20.0}, {\"fixed acidity\": \"9.6\", \"volatile acidity\": \"0.23\", \"total_measure\": 9.6, \"share_within_group\": 20.0}, {\"fixed acidity\": \"9.6\", \"volatile acidity\": \"0.25\", \"total_measure\": 9.6, \"share_within_group\": 20.0}, {\"fixed acidity\": \"9.6\", \"volatile acidity\": \"0.29\", \"total_measure\": 9.6, \"share_within_group\": 20.0}, {\"fixed acidity\": \"9.6\", \"volatile acidity\": \"0.655\", \"total_measure\": 9.6, \"share_within_group\": 20.0}, {\"fixed acidity\": \"9.2\", \"volatile acidity\": \"0.28\", \"total_measure\": 36.8, \"share_within_group\": 19.047619047619047}, {\"fixed acidity\": \"9.4\", \"volatile acidity\": \"0.16\", \"total_measure\": 18.8, \"share_within_group\": 18.18181818181818}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.02}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7faf787c66dd8d56ac7e01d4c5d9dbe69d0c5cd1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:43:25.170940+00:00", + "ended_at": "2026-05-26T00:43:41.442098+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_f4de576905ef280f", + "problem_id": "v2p_n3_88492e6ed78bda8c", + "dataset_id": "n3", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=fixed acidity, measure_col=fixed acidity.", + "bindings": { + "group_col": "fixed acidity", + "measure_col": "fixed acidity", + "item_col": "volatile acidity", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.1, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=2/2", + "binding_index=33" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 10, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_f4de576905ef280f.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_f4de576905ef280f", + "api_calls": 0, + "input_tokens": 25615, + "cached_input_tokens": 22912, + "output_tokens": 682, + "total_tokens": 26297, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2320, + "estimated_output_tokens": 160, + "estimated_total_tokens": 2480, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16261.57, + "sql_execution_elapsed_ms_total": 4.02, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c157ac8aeb3c572527372c11fa4fec139ef23c94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_f4de576905ef280f/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:43:41.436387+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16261.57, "started_at": "2026-05-26T00:43:25.171622+00:00", "ended_at": "2026-05-26T00:43:41.433341+00:00", "prompt_metrics": {"chars": 8107, "bytes_utf8": 8107, "lines": 242, "estimated_tokens": 2320}, "response_metrics": {"chars": 652, "bytes_utf8": 652, "lines": 1, "estimated_tokens": 160}, "usage": {"input_tokens": 25615, "cached_input_tokens": 22912, "output_tokens": 682, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"fixed acidity\\\", \\\"volatile acidity\\\",\\n SUM(CAST(\\\"fixed acidity\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"fixed acidity\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"fixed acidity\\\" AS REAL))) OVER (PARTITION BY \\\"fixed acidity\\\") AS share_within_group\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\", \\\"volatile acidity\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"fixed acidity\\\", item_col=\\\"volatile acidity\\\", and measure_col=\\\"fixed acidity\\\". 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plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:43:41.443042+00:00", + "ended_at": "2026-05-26T00:44:15.007085+00:00", + "elapsed_ms": 33563.81, + "prompt_metrics": { + "chars": 8481, + "bytes_utf8": 8481, + "lines": 243, + "estimated_tokens": 2408 + }, + "stdout_metrics": { + "chars": 1124, + "bytes_utf8": 1124, + "lines": 4, + "estimated_tokens": 310 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 749, + "bytes_utf8": 749, + "lines": 1, + "estimated_tokens": 188 + }, + "usage": { + "input_tokens": 25703, + "cached_input_tokens": 22912, + "output_tokens": 1523, + "reasoning_output_tokens": 1329 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2ba4a819b92061444ea979e2ed7437b43f065342 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=fixed acidity, condition_col=quality.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "fixed acidity", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d6418271b21faf09c115345d2e4998646597ed02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bc-c428-79d0-9471-de7b62cdf798"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"fixed acidity\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n3\\\"\\n GROUP BY \\\"fixed acidity\\\"\\n)\\nSELECT \\\"fixed acidity\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the requested grouped-ratio template with \\\"fixed acidity\\\" as the grouping column and computes the ratio of rows where \\\"quality\\\" = '6' to rows where \\\"quality\\\" = '5'. String literals are used because the schema stores these fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25703,"cached_input_tokens":22912,"output_tokens":1523,"reasoning_output_tokens":1329}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ededa6d662fcb7db5f3b3e1b9f5dbec600ccdad3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"fixed acidity\",\n SUM(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n3\"\n GROUP BY \"fixed acidity\"\n)\nSELECT \"fixed acidity\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Uses the requested grouped-ratio template with \"fixed acidity\" as the grouping column and computes the ratio of rows where \"quality\" = '6' to rows where \"quality\" = '5'. String literals are used because the schema stores these fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ada9fab7d888a02b8e9e97404073ccaa974314b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=fixed acidity, condition_col=quality. +Result preview: [{"fixed acidity": "5", "condition_ratio": 7.0}, {"fixed acidity": "8.5", "condition_ratio": 4.0}, {"fixed acidity": "8.1", "condition_ratio": 3.090909090909091}, {"fixed acidity": "4.8", "condition_ratio": 3.0}, {"fixed acidity": "5.1", "condition_ratio": 3.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e6f14cdd9c0d188db7fdf211af863623edf425a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n3_fb56a3deb657d80e +-- problem_id: v2p_n3_3c621c609fbeac26 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "fixed acidity", + SUM(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS denominator_count + FROM "n3" + GROUP BY "fixed acidity" +) +SELECT "fixed acidity", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..81cddf915a23dfe8e1ff65dbe25be93d4bb308be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"fixed acidity\",\n SUM(CASE WHEN \"quality\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n3\"\n GROUP BY \"fixed acidity\"\n)\nSELECT \"fixed acidity\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"fixed acidity\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n3\\\"\\n GROUP BY \\\"fixed acidity\\\"\\n)\\nSELECT \\\"fixed acidity\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"fixed acidity\", \"condition_ratio\"], \"rows\": [{\"fixed acidity\": \"5\", \"condition_ratio\": 7.0}, {\"fixed acidity\": \"8.5\", \"condition_ratio\": 4.0}, {\"fixed acidity\": \"8.1\", \"condition_ratio\": 3.090909090909091}, {\"fixed acidity\": \"4.8\", \"condition_ratio\": 3.0}, {\"fixed acidity\": \"5.1\", \"condition_ratio\": 3.0}, {\"fixed acidity\": \"5.4\", \"condition_ratio\": 3.0}, {\"fixed acidity\": \"9.7\", \"condition_ratio\": 3.0}, {\"fixed acidity\": \"5.3\", \"condition_ratio\": 2.8}, {\"fixed acidity\": \"5.7\", \"condition_ratio\": 2.75}, {\"fixed acidity\": \"5.2\", \"condition_ratio\": 2.5}, {\"fixed acidity\": \"5.6\", \"condition_ratio\": 2.2857142857142856}, {\"fixed acidity\": \"6.3\", \"condition_ratio\": 2.25}, {\"fixed acidity\": \"7\", \"condition_ratio\": 2.2115384615384617}, {\"fixed acidity\": \"8.8\", \"condition_ratio\": 2.0}, {\"fixed acidity\": \"7.3\", \"condition_ratio\": 1.9268292682926829}, {\"fixed acidity\": \"7.8\", \"condition_ratio\": 1.8518518518518519}, {\"fixed acidity\": \"6.2\", \"condition_ratio\": 1.8113207547169812}, {\"fixed acidity\": \"8\", \"condition_ratio\": 1.8}, {\"fixed acidity\": \"6\", \"condition_ratio\": 1.7916666666666667}, {\"fixed acidity\": \"6.5\", \"condition_ratio\": 1.6964285714285714}, {\"fixed acidity\": \"5.9\", \"condition_ratio\": 1.6551724137931034}, {\"fixed acidity\": \"7.9\", \"condition_ratio\": 1.608695652173913}, {\"fixed acidity\": \"9.2\", \"condition_ratio\": 1.6}, {\"fixed acidity\": \"6.7\", \"condition_ratio\": 1.5223880597014925}, {\"fixed acidity\": \"6.8\", \"condition_ratio\": 1.5161290322580645}, {\"fixed acidity\": \"8.4\", \"condition_ratio\": 1.5}, {\"fixed acidity\": \"9\", \"condition_ratio\": 1.5}, {\"fixed acidity\": \"6.1\", \"condition_ratio\": 1.4565217391304348}, {\"fixed acidity\": \"6.9\", \"condition_ratio\": 1.4507042253521127}, {\"fixed acidity\": \"5.8\", \"condition_ratio\": 1.4375}, {\"fixed acidity\": \"7.7\", \"condition_ratio\": 1.3870967741935485}, {\"fixed acidity\": \"6.6\", \"condition_ratio\": 1.3838383838383839}, {\"fixed acidity\": \"7.1\", \"condition_ratio\": 1.3620689655172413}, {\"fixed acidity\": \"8.3\", \"condition_ratio\": 1.2857142857142858}, {\"fixed acidity\": \"7.4\", \"condition_ratio\": 1.278688524590164}, {\"fixed acidity\": \"7.2\", \"condition_ratio\": 1.1917808219178083}, {\"fixed acidity\": \"6.4\", \"condition_ratio\": 1.1238095238095238}, {\"fixed acidity\": \"8.2\", \"condition_ratio\": 1.1}, {\"fixed acidity\": \"5.5\", \"condition_ratio\": 1.0833333333333333}, {\"fixed acidity\": \"7.5\", \"condition_ratio\": 1.0196078431372548}, {\"fixed acidity\": \"4.7\", \"condition_ratio\": 1.0}, {\"fixed acidity\": \"9.5\", \"condition_ratio\": 1.0}, {\"fixed acidity\": \"7.6\", \"condition_ratio\": 0.8461538461538461}, {\"fixed acidity\": \"9.6\", \"condition_ratio\": 0.6666666666666666}, {\"fixed acidity\": \"8.6\", \"condition_ratio\": 0.6363636363636364}, {\"fixed acidity\": \"4.9\", \"condition_ratio\": 0.5}, {\"fixed acidity\": \"8.7\", \"condition_ratio\": 0.5}, {\"fixed acidity\": \"8.9\", \"condition_ratio\": 0.4}, {\"fixed acidity\": \"9.4\", \"condition_ratio\": 0.2857142857142857}, {\"fixed acidity\": \"10.3\", \"condition_ratio\": 0.0}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.76}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3165f0b4f511a1b413de699ef0268690a720b24e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:43:41.442464+00:00", + "ended_at": "2026-05-26T00:44:15.014171+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_fb56a3deb657d80e", + "problem_id": "v2p_n3_3c621c609fbeac26", + "dataset_id": "n3", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=fixed acidity, condition_col=quality.", + "bindings": { + "group_col": "fixed acidity", + "condition_col": "quality", + "condition_value": "6", + "positive_value": "6", + "negative_value": "5", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=36" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_fb56a3deb657d80e.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_fb56a3deb657d80e", + "api_calls": 0, + "input_tokens": 25703, + "cached_input_tokens": 22912, + "output_tokens": 1523, + "total_tokens": 27226, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2408, + "estimated_output_tokens": 188, + "estimated_total_tokens": 2596, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33563.81, + "sql_execution_elapsed_ms_total": 1.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a77f1d1a95ff47dd1443d4ec0d5b78aa430f416a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:44:15.010826+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 33563.81, "started_at": "2026-05-26T00:43:41.443042+00:00", "ended_at": "2026-05-26T00:44:15.007085+00:00", "prompt_metrics": {"chars": 8481, "bytes_utf8": 8481, "lines": 243, "estimated_tokens": 2408}, "response_metrics": {"chars": 749, "bytes_utf8": 749, "lines": 1, "estimated_tokens": 188}, "usage": {"input_tokens": 25703, "cached_input_tokens": 22912, "output_tokens": 1523, "reasoning_output_tokens": 1329}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"fixed acidity\\\",\\n SUM(CASE WHEN \\\"quality\\\" = '6' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n3\\\"\\n GROUP BY \\\"fixed acidity\\\"\\n)\\nSELECT \\\"fixed acidity\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the requested grouped-ratio template with \\\"fixed acidity\\\" as the grouping column and computes the ratio of rows where \\\"quality\\\" = '6' to rows where \\\"quality\\\" = '5'. String literals are used because the schema stores these fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..146dc5d3fdc950f1ef7b4158f9711acf1f006e92 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_fb56a3deb657d80e", + "api_calls": 0, + "input_tokens": 25703, + "cached_input_tokens": 22912, + "output_tokens": 1523, + "total_tokens": 27226, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2408, + "estimated_output_tokens": 188, + "estimated_total_tokens": 2596, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33563.81, + "sql_execution_elapsed_ms_total": 1.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb56a3deb657d80e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7c4a1cb97af1c52b40b3fc7e76f77ae3e3baf4c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7690, "bytes_utf8": 7690, "lines": 240, "estimated_tokens": 2201}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 399, "bytes_utf8": 399, "lines": 1, "estimated_tokens": 100}, "usage": {"input_tokens": 25496, "cached_input_tokens": 24960, "output_tokens": 383, "reasoning_output_tokens": 277}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/session_summary.json new file mode 100644 index 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..44c3c0e357fd8c4fee4322d3fa7495183f04b446 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:44:15.015184+00:00", + "ended_at": "2026-05-26T00:44:27.593982+00:00", + "elapsed_ms": 12578.69, + "prompt_metrics": { + "chars": 7690, + "bytes_utf8": 7690, + "lines": 240, + "estimated_tokens": 2201 + }, + "stdout_metrics": { + "chars": 761, + "bytes_utf8": 761, + "lines": 4, + "estimated_tokens": 216 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 399, + "bytes_utf8": 399, + "lines": 1, + "estimated_tokens": 100 + }, + "usage": { + "input_tokens": 25496, + "cached_input_tokens": 24960, + "output_tokens": 383, + "reasoning_output_tokens": 277 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d3f502d99de91b80c5fdf4839271b8a6205847cd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=quality, measure_col=free sulfur dioxide.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "quality", + "measure_col": "free sulfur dioxide", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 41.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..11f7998d26cced5e05c02e9844adde0c3ae4cf9f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bd-4754-7da3-8ba0-9c86943f576f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"quality\\\", SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applied the Grouped Numeric Sum template with group_col set to \\\"quality\\\" and measure_col set to \\\"free sulfur dioxide\\\". The measure is cast from TEXT to REAL so SQLite sums it numerically.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25496,"cached_input_tokens":24960,"output_tokens":383,"reasoning_output_tokens":277}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d934f17f47344e4bc371046d435809706c006c73 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"quality\", SUM(CAST(\"free sulfur dioxide\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY \"total_measure\" DESC;","notes":"Applied the Grouped Numeric Sum template with group_col set to \"quality\" and measure_col set to \"free sulfur dioxide\". The measure is cast from TEXT to REAL so SQLite sums it numerically."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9607419a73fd89e4401435b4d6fff1e4e904edf3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=quality, measure_col=free sulfur dioxide. +Result preview: [{"quality": "6", "total_measure": 78360.0}, {"quality": "5", "total_measure": 53081.5}, {"quality": "7", "total_measure": 30030.5}, {"quality": "8", "total_measure": 6426.0}, {"quality": "4", "total_measure": 3807.5}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..cbc992f8d6061d645e5c55dc6e3116a63117dd2c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_fb595ade847e371f +-- problem_id: v2p_n3_5ec254d81c719131 +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", SUM(CAST("free sulfur dioxide" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY "quality" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..91edf613a61b9fa7c72dc4da4d7b6bb59a99f258 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"quality\", SUM(CAST(\"free sulfur dioxide\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY \"quality\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"quality\\\", SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"quality\", \"total_measure\"], \"rows\": [{\"quality\": \"6\", \"total_measure\": 78360.0}, {\"quality\": \"5\", \"total_measure\": 53081.5}, {\"quality\": \"7\", \"total_measure\": 30030.5}, {\"quality\": \"8\", \"total_measure\": 6426.0}, {\"quality\": \"4\", \"total_measure\": 3807.5}, {\"quality\": \"3\", \"total_measure\": 1066.5}, {\"quality\": \"9\", \"total_measure\": 167.0}], \"row_count_returned\": 7, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.14}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6ff3d5c697506fa78989519b8b159b1dc71bf33c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:44:15.014536+00:00", + "ended_at": "2026-05-26T00:44:27.599086+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_fb595ade847e371f", + "problem_id": "v2p_n3_5ec254d81c719131", + "dataset_id": "n3", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=quality, measure_col=free sulfur dioxide.", + "bindings": { + "group_col": "quality", + "measure_col": "free sulfur dioxide", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 41.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=5" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_fb595ade847e371f.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_fb595ade847e371f", + "api_calls": 0, + "input_tokens": 25496, + "cached_input_tokens": 24960, + "output_tokens": 383, + "total_tokens": 25879, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2201, + "estimated_output_tokens": 100, + "estimated_total_tokens": 2301, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12578.69, + "sql_execution_elapsed_ms_total": 1.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a52c98c4e0f9b16b2a4fefe1cdd07c6a1e356181 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:44:27.596870+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12578.69, "started_at": "2026-05-26T00:44:15.015184+00:00", "ended_at": "2026-05-26T00:44:27.593982+00:00", "prompt_metrics": {"chars": 7690, "bytes_utf8": 7690, "lines": 240, "estimated_tokens": 2201}, "response_metrics": {"chars": 399, "bytes_utf8": 399, "lines": 1, "estimated_tokens": 100}, "usage": {"input_tokens": 25496, "cached_input_tokens": 24960, "output_tokens": 383, "reasoning_output_tokens": 277}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"quality\\\", SUM(CAST(\\\"free sulfur dioxide\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"quality\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applied the Grouped Numeric Sum template with group_col set to \\\"quality\\\" and measure_col set to \\\"free sulfur dioxide\\\". The measure is cast from TEXT to REAL so SQLite sums it numerically.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..704d52ac2d5389c8eabe86aa427dc68559be519f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_fb595ade847e371f", + "api_calls": 0, + "input_tokens": 25496, + "cached_input_tokens": 24960, + "output_tokens": 383, + "total_tokens": 25879, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2201, + "estimated_output_tokens": 100, + "estimated_total_tokens": 2301, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12578.69, + "sql_execution_elapsed_ms_total": 1.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fb595ade847e371f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..48276e640629147504475cab44e42bfe64fff9e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 7672, "bytes_utf8": 7672, "lines": 240, "estimated_tokens": 2204}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 364, "bytes_utf8": 364, "lines": 1, "estimated_tokens": 98}, "usage": {"input_tokens": 25499, "cached_input_tokens": 24960, "output_tokens": 620, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7ea5949916604f7c018aeb64c5b375da7b80056c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_fbc1ba04f7863c05", + "api_calls": 0, + "input_tokens": 25499, + "cached_input_tokens": 24960, + "output_tokens": 620, + "total_tokens": 26119, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2204, + "estimated_output_tokens": 98, + "estimated_total_tokens": 2302, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14661.75, + "sql_execution_elapsed_ms_total": 3.01, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..98cbaa58297a702e152ef211cbeeb8be527e6c35 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:44:27.600409+00:00", + "ended_at": "2026-05-26T00:44:42.262262+00:00", + "elapsed_ms": 14661.75, + "prompt_metrics": { + "chars": 7672, + "bytes_utf8": 7672, + "lines": 240, + "estimated_tokens": 2204 + }, + "stdout_metrics": { + "chars": 726, + "bytes_utf8": 726, + "lines": 4, + "estimated_tokens": 213 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 364, + "bytes_utf8": 364, + "lines": 1, + "estimated_tokens": 98 + }, + "usage": { + "input_tokens": 25499, + "cached_input_tokens": 24960, + "output_tokens": 620, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c901f849efc134835926cfb333bb7719a10376d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,240 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=sulphates, measure_col=chlorides.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "sulphates", + "measure_col": "chlorides", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.05, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1bedfe8c60559aa2e23ade07a19bc8ccd7e7bdb2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bd-7877-79e3-903f-c753b734d1c7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"sulphates\\\", SUM(CAST(\\\"chlorides\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Used the requested grouped sum template with \\\"sulphates\\\" as the grouping column and cast \\\"chlorides\\\" to REAL because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25499,"cached_input_tokens":24960,"output_tokens":620,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e8aa46263fd4c9e3deb41f309fbff10c2a41fb2b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"sulphates\", SUM(CAST(\"chlorides\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY \"total_measure\" DESC;","notes":"Used the requested grouped sum template with \"sulphates\" as the grouping column and cast \"chlorides\" to REAL because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a414e605b15648beaa0e86f9b043b948fc45541 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=sulphates, measure_col=chlorides. +Result preview: [{"sulphates": "0.5", "total_measure": 11.952}, {"sulphates": "0.46", "total_measure": 10.512}, {"sulphates": "0.38", "total_measure": 10.266}, {"sulphates": "0.44", "total_measure": 10.127}, {"sulphates": "0.48", "total_measure": 8.785}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..67e5d93f4c9fd5e6a6100a7c58b31a422ef73429 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_fbc1ba04f7863c05 +-- problem_id: v2p_n3_e13770d949214489 +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", SUM(CAST("chlorides" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY "sulphates" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f370ca7373d84e4bbbf0a15c9dca84ca3c7b2134 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_h2o_group_sum\nSELECT \"sulphates\", SUM(CAST(\"chlorides\" AS REAL)) AS \"total_measure\"\nFROM \"n3\"\nGROUP BY \"sulphates\"\nORDER BY \"total_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"sulphates\\\", SUM(CAST(\\\"chlorides\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY \\\"total_measure\\\" DESC;\", \"columns\": [\"sulphates\", \"total_measure\"], \"rows\": [{\"sulphates\": \"0.5\", \"total_measure\": 11.952}, {\"sulphates\": \"0.46\", \"total_measure\": 10.512}, {\"sulphates\": \"0.38\", \"total_measure\": 10.266}, {\"sulphates\": \"0.44\", \"total_measure\": 10.127}, {\"sulphates\": \"0.48\", \"total_measure\": 8.785}, {\"sulphates\": \"0.45\", \"total_measure\": 8.595}, {\"sulphates\": \"0.42\", \"total_measure\": 8.474}, {\"sulphates\": \"0.47\", \"total_measure\": 8.338}, {\"sulphates\": \"0.43\", \"total_measure\": 8.061}, {\"sulphates\": \"0.49\", \"total_measure\": 7.982}, {\"sulphates\": \"0.54\", \"total_measure\": 7.73}, {\"sulphates\": \"0.4\", \"total_measure\": 7.605}, {\"sulphates\": \"0.52\", \"total_measure\": 7.19}, {\"sulphates\": \"0.39\", \"total_measure\": 6.864}, {\"sulphates\": \"0.51\", \"total_measure\": 6.744}, {\"sulphates\": \"0.53\", \"total_measure\": 6.359}, {\"sulphates\": \"0.41\", \"total_measure\": 6.307}, {\"sulphates\": \"0.56\", \"total_measure\": 5.29}, {\"sulphates\": \"0.37\", \"total_measure\": 5.257}, {\"sulphates\": \"0.36\", \"total_measure\": 4.87}, {\"sulphates\": \"0.58\", \"total_measure\": 4.715}, {\"sulphates\": \"0.55\", \"total_measure\": 4.404}, {\"sulphates\": \"0.59\", \"total_measure\": 4.119}, {\"sulphates\": \"0.57\", \"total_measure\": 4.082}, {\"sulphates\": \"0.6\", \"total_measure\": 3.765}, {\"sulphates\": \"0.35\", \"total_measure\": 3.648}, {\"sulphates\": \"0.34\", \"total_measure\": 3.337}, {\"sulphates\": \"0.64\", \"total_measure\": 3.293}, {\"sulphates\": \"0.62\", \"total_measure\": 3.231}, {\"sulphates\": \"0.33\", \"total_measure\": 2.32}, {\"sulphates\": \"0.63\", \"total_measure\": 2.212}, {\"sulphates\": \"0.61\", \"total_measure\": 1.86}, {\"sulphates\": \"0.68\", \"total_measure\": 1.841}, {\"sulphates\": \"0.32\", \"total_measure\": 1.806}, {\"sulphates\": \"0.67\", \"total_measure\": 1.764}, {\"sulphates\": \"0.66\", \"total_measure\": 1.542}, {\"sulphates\": \"0.72\", \"total_measure\": 1.454}, {\"sulphates\": \"0.3\", \"total_measure\": 1.429}, {\"sulphates\": \"0.31\", \"total_measure\": 1.393}, {\"sulphates\": \"0.69\", \"total_measure\": 1.348}, {\"sulphates\": \"0.7\", \"total_measure\": 1.192}, {\"sulphates\": \"0.65\", \"total_measure\": 1.099}, {\"sulphates\": \"0.74\", \"total_measure\": 0.961}, {\"sulphates\": \"0.75\", \"total_measure\": 0.956}, {\"sulphates\": \"0.76\", \"total_measure\": 0.825}, {\"sulphates\": \"0.71\", \"total_measure\": 0.787}, {\"sulphates\": \"0.78\", \"total_measure\": 0.771}, {\"sulphates\": \"0.77\", \"total_measure\": 0.663}, {\"sulphates\": \"0.79\", \"total_measure\": 0.619}, {\"sulphates\": \"0.82\", \"total_measure\": 0.595}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.01}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c25e6f761e1983cec23b6662824c0061e514c0f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:44:27.599835+00:00", + "ended_at": "2026-05-26T00:44:42.268649+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_fbc1ba04f7863c05", + "problem_id": "v2p_n3_e13770d949214489", + "dataset_id": "n3", + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "family_id": "subgroup_structure", + "canonical_subitem_id": "internal_profile_stability", + "intended_facet_id": "subgroup_rank_order", + "variant_semantic_role": "collapsed_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=sulphates, measure_col=chlorides.", + "bindings": { + "group_col": "sulphates", + "measure_col": "chlorides", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.05, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift,subgroup_rank_order,subgroup_conditional_contrast", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=4" + ], + "template_selection_mode": "rule", + "selected_template_rank": 1, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_fbc1ba04f7863c05.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_fbc1ba04f7863c05", + "api_calls": 0, + "input_tokens": 25499, + "cached_input_tokens": 24960, + "output_tokens": 620, + "total_tokens": 26119, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2204, + "estimated_output_tokens": 98, + "estimated_total_tokens": 2302, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14661.75, + "sql_execution_elapsed_ms_total": 3.01, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..20a24aa7e192c0f19cf648909e40f997298b9521 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:44:42.264485+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14661.75, "started_at": "2026-05-26T00:44:27.600409+00:00", "ended_at": "2026-05-26T00:44:42.262262+00:00", "prompt_metrics": {"chars": 7672, "bytes_utf8": 7672, "lines": 240, "estimated_tokens": 2204}, "response_metrics": {"chars": 364, "bytes_utf8": 364, "lines": 1, "estimated_tokens": 98}, "usage": {"input_tokens": 25499, "cached_input_tokens": 24960, "output_tokens": 620, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"sulphates\\\", SUM(CAST(\\\"chlorides\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"sulphates\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Used the requested grouped sum template with \\\"sulphates\\\" as the grouping column and cast \\\"chlorides\\\" to REAL because the schema stores numeric values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a3f0a00c61320affa1a614740bb33d89f113d58c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_fbc1ba04f7863c05", + "api_calls": 0, + "input_tokens": 25499, + "cached_input_tokens": 24960, + "output_tokens": 620, + "total_tokens": 26119, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2204, + "estimated_output_tokens": 98, + "estimated_total_tokens": 2302, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14661.75, + "sql_execution_elapsed_ms_total": 3.01, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fbc1ba04f7863c05/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ae72384c6a91d09f93df118051acbfdcc9c8808d --- /dev/null +++ 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9d13520a3d7a06fc37d851903e2c5badf69396f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_fd1f7af40a1b37a5", + "api_calls": 0, + "input_tokens": 25556, + "cached_input_tokens": 24960, + "output_tokens": 620, + "total_tokens": 26176, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2261, + "estimated_output_tokens": 98, + "estimated_total_tokens": 2359, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17406.4, + "sql_execution_elapsed_ms_total": 1.45, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..16a246d15fc893eb6974c99ffe47d9f3129e4ad1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:44:42.269748+00:00", + "ended_at": "2026-05-26T00:44:59.676282+00:00", + "elapsed_ms": 17406.4, + "prompt_metrics": { + "chars": 7918, + "bytes_utf8": 7918, + "lines": 243, + "estimated_tokens": 2261 + }, + "stdout_metrics": { + "chars": 741, + "bytes_utf8": 741, + "lines": 4, + "estimated_tokens": 208 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 386, + "bytes_utf8": 386, + "lines": 1, + "estimated_tokens": 98 + }, + "usage": { + "input_tokens": 25556, + "cached_input_tokens": 24960, + "output_tokens": 620, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8463887b8fb28e69d646b69d960df27400649eac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,243 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n3 +- dataset_name: Wine Quality +- table_name: n3 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 11 feature columns and target `quality`. +- task_type: classification +- target_column: quality +- main_row_count: 4898 +- important_fields: +- fixed acidity: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for fixed acidity. +- volatile acidity: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for volatile acidity. +- citric acid: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for citric acid. +- residual sugar: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for residual sugar. +- chlorides: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for chlorides. +- free sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for free sulfur dioxide. +- total sulfur dioxide: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for total sulfur dioxide. +- density: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for density. +- pH: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for pH. +- sulphates: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for sulphates. +- alcohol: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for alcohol. +- quality: role=target, type=categorical_ordinal_target. ordered=['3', '5', '6', '7', '8'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for quality. +- useful_field_combinations: [['fixed acidity', 'sulphates', 'quality'], ['fixed acidity', 'fixed acidity', 'quality'], ['fixed acidity', 'volatile acidity', 'quality']] +- fields_requiring_caution: ['quality', 'residual sugar', 'total sulfur dioxide', 'density'] +- source_url: https://archive.ics.uci.edu/dataset/186/wine+quality + +SQLite schema snapshot: +{ + "table_name": "n3", + "quoted_table_name": "\"n3\"", + "row_count": 4898, + "columns": [ + { + "name": "fixed acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "volatile acidity", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "citric acid", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "residual sugar", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "chlorides", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "free sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "total sulfur dioxide", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "density", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "pH", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "sulphates", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "alcohol", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "quality", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "fixed acidity": "7", + "volatile acidity": "0.27", + "citric acid": "0.36", + "residual sugar": "20.7", + "chlorides": "0.045", + "free sulfur dioxide": "45", + "total sulfur dioxide": "170", + "density": "1.001", + "pH": "3", + "sulphates": "0.45", + "alcohol": "8.8", + "quality": "6" + }, + { + "fixed acidity": "6.3", + "volatile acidity": "0.3", + "citric acid": "0.34", + "residual sugar": "1.6", + "chlorides": "0.049", + "free sulfur dioxide": "14", + "total sulfur dioxide": "132", + "density": "0.994", + "pH": "3.3", + "sulphates": "0.49", + "alcohol": "9.5", + "quality": "6" + }, + { + "fixed acidity": "8.1", + "volatile acidity": "0.28", + "citric acid": "0.4", + "residual sugar": "6.9", + "chlorides": "0.05", + "free sulfur dioxide": "30", + "total sulfur dioxide": "97", + "density": "0.9951", + "pH": "3.26", + "sulphates": "0.44", + "alcohol": "10.1", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + }, + { + "fixed acidity": "7.2", + "volatile acidity": "0.23", + "citric acid": "0.32", + "residual sugar": "8.5", + "chlorides": "0.058", + "free sulfur dioxide": "47", + "total sulfur dioxide": "186", + "density": "0.9956", + "pH": "3.19", + "sulphates": "0.4", + "alcohol": "9.9", + "quality": "6" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n3", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=fixed acidity, condition_col=quality.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "fixed acidity", + "condition_col": "quality", + "condition_value": "5", + "positive_value": "6", + "negative_value": "5", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.3, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5a0b55b0206868a5b9e3a239b5ada409b903dfdb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bd-b1c2-7772-9c85-83064804e591"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"fixed acidity\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows with quality '5' for each fixed acidity value, following the Grouped Condition Rate template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25556,"cached_input_tokens":24960,"output_tokens":620,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1050b6ccf88eba4c32c6269414b05bd9dcc56f45 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"fixed acidity\",\n AVG(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the within-group proportion of rows with quality '5' for each fixed acidity value, following the Grouped Condition Rate template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..68a43c34b7f83d79bd02980625d4f9b1f3913f52 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=fixed acidity, condition_col=quality. +Result preview: [{"fixed acidity": "6.15", "condition_rate": 1.0}, {"fixed acidity": "4.6", "condition_rate": 1.0}, {"fixed acidity": "4.5", "condition_rate": 1.0}, {"fixed acidity": "9.3", "condition_rate": 0.6666666666666666}, {"fixed acidity": "9.1", "condition_rate": 0.6666666666666666}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b6e1d0f0a025cb2d198651a9e71bf771fd180c8c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_fd1f7af40a1b37a5 +-- problem_id: v2p_n3_0217661f40e4aa0f +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", + AVG(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4a146d1c207877c26abba2bbfa76a98df61b6a1e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"fixed acidity\",\n AVG(CASE WHEN \"quality\" = '5' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n3\"\nGROUP BY \"fixed acidity\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"fixed acidity\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"fixed acidity\", \"condition_rate\"], \"rows\": [{\"fixed acidity\": \"6.15\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"4.6\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"4.5\", \"condition_rate\": 1.0}, {\"fixed acidity\": \"9.3\", \"condition_rate\": 0.6666666666666666}, {\"fixed acidity\": \"9.1\", \"condition_rate\": 0.6666666666666666}, {\"fixed acidity\": \"9.4\", \"condition_rate\": 0.6363636363636364}, {\"fixed acidity\": \"9.8\", \"condition_rate\": 0.625}, {\"fixed acidity\": \"8.9\", \"condition_rate\": 0.625}, {\"fixed acidity\": \"9.6\", \"condition_rate\": 0.6}, {\"fixed acidity\": \"4.9\", \"condition_rate\": 0.5714285714285714}, {\"fixed acidity\": \"9.5\", \"condition_rate\": 0.5}, {\"fixed acidity\": \"10.3\", \"condition_rate\": 0.5}, {\"fixed acidity\": \"8.6\", \"condition_rate\": 0.44}, {\"fixed acidity\": \"7.6\", \"condition_rate\": 0.42483660130718953}, {\"fixed acidity\": \"7.5\", \"condition_rate\": 0.4146341463414634}, {\"fixed acidity\": \"8.3\", \"condition_rate\": 0.40384615384615385}, {\"fixed acidity\": \"8.7\", \"condition_rate\": 0.4}, {\"fixed acidity\": \"4.7\", \"condition_rate\": 0.4}, {\"fixed acidity\": \"5.5\", \"condition_rate\": 0.3870967741935484}, {\"fixed acidity\": \"6.4\", \"condition_rate\": 0.375}, {\"fixed acidity\": \"8.2\", \"condition_rate\": 0.35714285714285715}, {\"fixed acidity\": \"7.2\", \"condition_rate\": 0.35436893203883496}, {\"fixed acidity\": \"9\", \"condition_rate\": 0.35294117647058826}, {\"fixed acidity\": \"8.4\", \"condition_rate\": 0.34285714285714286}, {\"fixed acidity\": \"6.6\", \"condition_rate\": 0.3413793103448276}, {\"fixed acidity\": \"7.7\", \"condition_rate\": 0.3333333333333333}, {\"fixed acidity\": \"7.4\", \"condition_rate\": 0.31443298969072164}, {\"fixed acidity\": \"7.9\", \"condition_rate\": 0.3108108108108108}, {\"fixed acidity\": \"6.8\", \"condition_rate\": 0.30194805194805197}, {\"fixed acidity\": \"6.1\", \"condition_rate\": 0.2967741935483871}, {\"fixed acidity\": \"6.9\", \"condition_rate\": 0.2946058091286307}, {\"fixed acidity\": \"7.8\", \"condition_rate\": 0.2903225806451613}, {\"fixed acidity\": \"7.1\", \"condition_rate\": 0.29}, {\"fixed acidity\": \"6.7\", \"condition_rate\": 0.2838983050847458}, {\"fixed acidity\": \"5.9\", \"condition_rate\": 0.2815533980582524}, {\"fixed acidity\": \"8.8\", \"condition_rate\": 0.2777777777777778}, {\"fixed acidity\": \"6.2\", \"condition_rate\": 0.2760416666666667}, {\"fixed acidity\": \"5.8\", \"condition_rate\": 0.2644628099173554}, {\"fixed acidity\": \"6\", \"condition_rate\": 0.2608695652173913}, {\"fixed acidity\": \"9.7\", \"condition_rate\": 0.25}, {\"fixed acidity\": \"8\", \"condition_rate\": 0.25}, {\"fixed acidity\": \"6.5\", \"condition_rate\": 0.24888888888888888}, {\"fixed acidity\": \"9.2\", \"condition_rate\": 0.23809523809523808}, {\"fixed acidity\": \"6.3\", \"condition_rate\": 0.23404255319148937}, {\"fixed acidity\": \"7.3\", \"condition_rate\": 0.2303370786516854}, {\"fixed acidity\": \"5.7\", \"condition_rate\": 0.22727272727272727}, {\"fixed acidity\": \"7\", \"condition_rate\": 0.22413793103448276}, {\"fixed acidity\": \"5.6\", \"condition_rate\": 0.19718309859154928}, {\"fixed acidity\": \"8.1\", \"condition_rate\": 0.19642857142857142}, {\"fixed acidity\": \"5.3\", \"condition_rate\": 0.18518518518518517}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.45}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2d075529a9d665b27424c5e7b2bc914131a39f83 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n3", + "started_at": "2026-05-26T00:44:42.269081+00:00", + "ended_at": "2026-05-26T00:44:59.682149+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n3_fd1f7af40a1b37a5", + "problem_id": "v2p_n3_0217661f40e4aa0f", + "dataset_id": "n3", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=fixed acidity, condition_col=quality.", + "bindings": { + "group_col": "fixed acidity", + "condition_col": "quality", + "condition_value": "5", + "positive_value": "6", + "negative_value": "5", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.3, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=99" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_fd1f7af40a1b37a5.sql", + "usage_summary": { + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_fd1f7af40a1b37a5", + "api_calls": 0, + "input_tokens": 25556, + "cached_input_tokens": 24960, + "output_tokens": 620, + "total_tokens": 26176, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2261, + "estimated_output_tokens": 98, + "estimated_total_tokens": 2359, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17406.4, + "sql_execution_elapsed_ms_total": 1.45, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5c29c62310eccf3b93622ee1f20504695e058977 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:44:59.679450+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17406.4, "started_at": "2026-05-26T00:44:42.269748+00:00", "ended_at": "2026-05-26T00:44:59.676282+00:00", "prompt_metrics": {"chars": 7918, "bytes_utf8": 7918, "lines": 243, "estimated_tokens": 2261}, "response_metrics": {"chars": 386, "bytes_utf8": 386, "lines": 1, "estimated_tokens": 98}, "usage": {"input_tokens": 25556, "cached_input_tokens": 24960, "output_tokens": 620, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"fixed acidity\\\",\\n AVG(CASE WHEN \\\"quality\\\" = '5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n3\\\"\\nGROUP BY \\\"fixed acidity\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the within-group proportion of rows with quality '5' for each fixed acidity value, following the Grouped Condition Rate template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..20254de328028a50d088346fd2de3d230864a6bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n3", + "model": "v2-cli:codex", + "run_id": "v2q_n3_fd1f7af40a1b37a5", + "api_calls": 0, + "input_tokens": 25556, + "cached_input_tokens": 24960, + "output_tokens": 620, + "total_tokens": 26176, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2261, + "estimated_output_tokens": 98, + "estimated_total_tokens": 2359, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17406.4, + "sql_execution_elapsed_ms_total": 1.45, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/artifacts/v2q_n3_fd1f7af40a1b37a5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_013e40bfcc5a99f7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_013e40bfcc5a99f7.sql new file mode 100644 index 0000000000000000000000000000000000000000..40c11f50a0b385c4663df50a903bc5746f6648ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_013e40bfcc5a99f7.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_013e40bfcc5a99f7 +-- problem_id: v2p_n3_6c67d6596e05925d +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", SUM(CAST("volatile acidity" AS REAL)) AS total_measure +FROM "n3" +GROUP BY "sulphates" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_064702741f312b8a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_064702741f312b8a.sql new file mode 100644 index 0000000000000000000000000000000000000000..80a00c604d84a652e6fa2916cf6b037cb6efde07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_064702741f312b8a.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n3_064702741f312b8a +-- problem_id: v2p_n3_f2c7485ee840b52a +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", "sulphates", COUNT(*) AS "row_count" +FROM "n3" +WHERE CAST("fixed acidity" AS REAL) >= 7.3 +GROUP BY "fixed acidity", "sulphates" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_0cd59c719f55b19f.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_0cd59c719f55b19f.sql new file mode 100644 index 0000000000000000000000000000000000000000..01a948bbfb7ed04a55163d460886f3b8121b3f2a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_0cd59c719f55b19f.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_0cd59c719f55b19f +-- problem_id: v2p_n3_8506720119be0fc7 +-- realization_mode: agent +-- source_kind: agent +SELECT + "sulphates", + "density", + SUM(CAST("total sulfur dioxide" AS REAL)) AS "total_measure", + SUM(CAST("total sulfur dioxide" AS REAL)) * 100.0 / SUM(SUM(CAST("total sulfur dioxide" AS REAL))) OVER (PARTITION BY "sulphates") AS "share_within_group" +FROM "n3" +GROUP BY "sulphates", "density" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_16e0c70bd0131559.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_16e0c70bd0131559.sql new file mode 100644 index 0000000000000000000000000000000000000000..1e4b9172fadfad27b1f3fd50f77609fb309c0ebb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_16e0c70bd0131559.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_16e0c70bd0131559 +-- problem_id: v2p_n3_be96d79b6fc052c6 +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", SUM(CAST("density" AS REAL)) AS total_measure +FROM "n3" +GROUP BY "sulphates" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_189d01080ebba895.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_189d01080ebba895.sql new file mode 100644 index 0000000000000000000000000000000000000000..8b23501994517ad0c73aa87a0476d05e390314f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_189d01080ebba895.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_189d01080ebba895 +-- problem_id: v2p_n3_7b1f7d11eecdfb81 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "quality", + AVG(CAST("free sulfur dioxide" AS REAL)) OVER (PARTITION BY "quality") AS avg_measure +FROM "n3" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_1a7cf5cc4eae02b7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_1a7cf5cc4eae02b7.sql new file mode 100644 index 0000000000000000000000000000000000000000..4f3a4cb70499985f81d09456d1976ba08a78ad7f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_1a7cf5cc4eae02b7.sql @@ -0,0 +1,31 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_1a7cf5cc4eae02b7 +-- problem_id: v2p_n3_1d807af98821572c +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "quality", + "fixed acidity", + SUM(CAST(NULLIF(TRIM("alcohol"), '') AS REAL)) AS "total_measure" + FROM "n3" + WHERE NULLIF(TRIM("quality"), '') IS NOT NULL + AND NULLIF(TRIM("fixed acidity"), '') IS NOT NULL + AND NULLIF(TRIM("alcohol"), '') IS NOT NULL + GROUP BY "quality", "fixed acidity" +) +SELECT + "quality", + "fixed acidity", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "quality") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_1b67bfa31db4f804.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_1b67bfa31db4f804.sql new file mode 100644 index 0000000000000000000000000000000000000000..61d22a9b3cc210fbb8985a340d7466671abb0687 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_1b67bfa31db4f804.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n3_1b67bfa31db4f804 +-- problem_id: v2p_n3_c2d36846c230ef0a +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", COUNT(*) AS "row_count" +FROM "n3" +GROUP BY "sulphates" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_1eb19889856c24b1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_1eb19889856c24b1.sql new file mode 100644 index 0000000000000000000000000000000000000000..da6af11f941bdcc6614baa5bf2ebea1b73f70bf4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_1eb19889856c24b1.sql @@ -0,0 +1,30 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_1eb19889856c24b1 +-- problem_id: v2p_n3_7c2b9c470c07ce4d +-- realization_mode: agent +-- source_kind: agent +SELECT + CAST("fixed acidity" AS REAL) AS "fixed acidity", + CAST("residual sugar" AS REAL) AS "residual sugar", + SUM(CAST("citric acid" AS REAL)) AS "total_measure", + SUM(CAST("citric acid" AS REAL)) * 100.0 + / SUM(SUM(CAST("citric acid" AS REAL))) OVER ( + PARTITION BY CAST("fixed acidity" AS REAL) + ) AS "share_within_group" +FROM "n3" +WHERE "fixed acidity" IS NOT NULL + AND "fixed acidity" <> '' + AND "residual sugar" IS NOT NULL + AND "residual sugar" <> '' + AND "citric acid" IS NOT NULL + AND "citric acid" <> '' +GROUP BY CAST("fixed acidity" AS REAL), CAST("residual sugar" AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_276efc539507dcc0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_276efc539507dcc0.sql new file mode 100644 index 0000000000000000000000000000000000000000..9b62c773417dd1e7505017f7576d092e6707ed28 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_276efc539507dcc0.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_276efc539507dcc0 +-- problem_id: v2p_n3_865e4e360c4ac667 +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", "chlorides", + SUM(CAST("residual sugar" AS REAL)) AS total_measure, + SUM(CAST("residual sugar" AS REAL)) * 100.0 + / SUM(SUM(CAST("residual sugar" AS REAL))) OVER (PARTITION BY "sulphates") AS share_within_group +FROM "n3" +GROUP BY "sulphates", "chlorides" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_31a59b8efac697aa.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_31a59b8efac697aa.sql new file mode 100644 index 0000000000000000000000000000000000000000..6d0dc406bb3958ef709974af9f9cbdde4f286ae8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_31a59b8efac697aa.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n3_31a59b8efac697aa +-- problem_id: v2p_n3_c724449bcd29f8e2 +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", "quality", COUNT(*) AS "row_count" +FROM "n3" +WHERE CAST("citric acid" AS REAL) >= 0.39 +GROUP BY "sulphates", "quality" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_321e7d4cf2efc557.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_321e7d4cf2efc557.sql new file mode 100644 index 0000000000000000000000000000000000000000..af834faf6219e3a3dd8873e972a2e4f9d6c4346e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_321e7d4cf2efc557.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_321e7d4cf2efc557 +-- problem_id: v2p_n3_8babb400586984c0 +-- realization_mode: agent +-- source_kind: agent +SELECT CAST("sulphates" AS REAL) AS "sulphates", + AVG(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n3" +GROUP BY CAST("sulphates" AS REAL) +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_334db8f2fe4b0e9a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_334db8f2fe4b0e9a.sql new file mode 100644 index 0000000000000000000000000000000000000000..b97b1c2aabf1f779abc8fa9b22fc652cbc87b41f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_334db8f2fe4b0e9a.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_334db8f2fe4b0e9a +-- problem_id: v2p_n3_f6542209cd128ba0 +-- realization_mode: agent +-- source_kind: agent +SELECT CAST("fixed acidity" AS REAL) AS "fixed acidity", SUM(CAST("total sulfur dioxide" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY CAST("fixed acidity" AS REAL) +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_355d90fdbe323797.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_355d90fdbe323797.sql new file mode 100644 index 0000000000000000000000000000000000000000..910d68d3543f783b849a377a997af297c65b1a11 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_355d90fdbe323797.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_355d90fdbe323797 +-- problem_id: v2p_n3_5d31211ad286d9a4 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + CAST("sulphates" AS REAL) AS "sulphates", + AVG(CAST("density" AS REAL)) OVER (PARTITION BY CAST("sulphates" AS REAL)) AS "avg_measure" +FROM "n3" +WHERE "sulphates" IS NOT NULL + AND TRIM("sulphates") <> '' + AND "density" IS NOT NULL + AND TRIM("density") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_37e386127b1d2197.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_37e386127b1d2197.sql new file mode 100644 index 0000000000000000000000000000000000000000..999dcfd34d8f44122dcc930eba456e2f16ea44aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_37e386127b1d2197.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_37e386127b1d2197 +-- problem_id: v2p_n3_4449203a9feb5f8e +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", SUM(CAST("fixed acidity" AS REAL)) AS total_measure +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_390e4c0d5d35d469.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_390e4c0d5d35d469.sql new file mode 100644 index 0000000000000000000000000000000000000000..9abc5db8c8e1d3670801bb42461c8e525e187249 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_390e4c0d5d35d469.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n3_390e4c0d5d35d469 +-- problem_id: v2p_n3_09dea19bcab7ade5 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "sulphates", + SUM(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS denominator_count + FROM "n3" + GROUP BY "sulphates" +) +SELECT "sulphates", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_3934e95d6d975941.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_3934e95d6d975941.sql new file mode 100644 index 0000000000000000000000000000000000000000..adbec9a9720d29f525bbe300c309a24f2349334a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_3934e95d6d975941.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_3934e95d6d975941 +-- problem_id: v2p_n3_50433f5bc2ac2b00 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", SUM(CAST("residual sugar" AS REAL)) AS total_measure +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_431279ac8b04d8d4.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_431279ac8b04d8d4.sql new file mode 100644 index 0000000000000000000000000000000000000000..2f18bd851d0670646a2727acf818fac1c412a4bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_431279ac8b04d8d4.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n3_431279ac8b04d8d4 +-- problem_id: v2p_n3_b711df14907c3559 +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", COUNT(*) AS "row_count" +FROM "n3" +GROUP BY "quality" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_48ae4ca1bf17d9f6.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_48ae4ca1bf17d9f6.sql new file mode 100644 index 0000000000000000000000000000000000000000..5d8ec278de5d63c510da60780408969eddc5793e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_48ae4ca1bf17d9f6.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_48ae4ca1bf17d9f6 +-- problem_id: v2p_n3_012f6589efe57ce6 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", "total sulfur dioxide", + SUM(CAST("free sulfur dioxide" AS REAL)) AS total_measure, + SUM(CAST("free sulfur dioxide" AS REAL)) * 100.0 / SUM(SUM(CAST("free sulfur dioxide" AS REAL))) OVER (PARTITION BY "fixed acidity") AS share_within_group +FROM "n3" +GROUP BY "fixed acidity", "total sulfur dioxide" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_48fa161db6249486.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_48fa161db6249486.sql new file mode 100644 index 0000000000000000000000000000000000000000..dbd57d632113a6636820878df1bfbca00d28294d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_48fa161db6249486.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_48fa161db6249486 +-- problem_id: v2p_n3_2d08b1e907be8d6b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "sulphates", + AVG(CAST("chlorides" AS REAL)) OVER (PARTITION BY "sulphates") AS avg_measure +FROM "n3" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_4a149e4d5f07722b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_4a149e4d5f07722b.sql new file mode 100644 index 0000000000000000000000000000000000000000..ce93753688946df1d15e4293e2a59c7e80caea64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_4a149e4d5f07722b.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_4a149e4d5f07722b +-- problem_id: v2p_n3_01df62226fa55dde +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", SUM(CAST("total sulfur dioxide" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5726e53c324da286.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5726e53c324da286.sql new file mode 100644 index 0000000000000000000000000000000000000000..0d65215e1ead7e7fbb44ad6e7469af7b064de76f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5726e53c324da286.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_5726e53c324da286 +-- problem_id: v2p_n3_d7a3737e7284c6cc +-- realization_mode: agent +-- source_kind: agent +SELECT + "quality", + "free sulfur dioxide", + SUM(CAST("chlorides" AS REAL)) AS "total_measure", + SUM(CAST("chlorides" AS REAL)) * 100.0 / SUM(SUM(CAST("chlorides" AS REAL))) OVER (PARTITION BY "quality") AS "share_within_group" +FROM "n3" +WHERE TRIM("quality") <> '' + AND TRIM("free sulfur dioxide") <> '' + AND TRIM("chlorides") <> '' +GROUP BY "quality", "free sulfur dioxide" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_584a428de5907253.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_584a428de5907253.sql new file mode 100644 index 0000000000000000000000000000000000000000..33a8a9ab81e7dd01b9497962ef7bf01a33913e9e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_584a428de5907253.sql @@ -0,0 +1,34 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_584a428de5907253 +-- problem_id: v2p_n3_cd01d53ed89f4df0 +-- realization_mode: agent +-- source_kind: agent +WITH "agg" AS ( + SELECT + "fixed acidity", + "sulphates", + SUM(CAST("pH" AS REAL)) AS "total_measure" + FROM "n3" + WHERE "fixed acidity" IS NOT NULL + AND TRIM("fixed acidity") <> '' + AND "sulphates" IS NOT NULL + AND TRIM("sulphates") <> '' + AND "pH" IS NOT NULL + AND TRIM("pH") <> '' + GROUP BY "fixed acidity", "sulphates" +) +SELECT + "fixed acidity", + "sulphates", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "fixed acidity") AS "share_within_group" +FROM "agg" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_586515bfbe7070c9.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_586515bfbe7070c9.sql new file mode 100644 index 0000000000000000000000000000000000000000..a4a67651334e05693a463149f07148cf001dddfe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_586515bfbe7070c9.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_586515bfbe7070c9 +-- problem_id: v2p_n3_8ae25d940a3e1442 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "fixed acidity", + AVG(CAST("total sulfur dioxide" AS REAL)) OVER (PARTITION BY "fixed acidity") AS "avg_measure" +FROM "n3" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5bd3d5595ae227a5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5bd3d5595ae227a5.sql new file mode 100644 index 0000000000000000000000000000000000000000..1eadec1529aceb0cd6014cf1b8f1bb38f14429fb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5bd3d5595ae227a5.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n3_5bd3d5595ae227a5 +-- problem_id: v2p_n3_b413551bd42d7d10 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", COUNT(*) AS row_count +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5d4884fe058117e0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5d4884fe058117e0.sql new file mode 100644 index 0000000000000000000000000000000000000000..24a8190937abe8de833187daf5f5b5fbdf35d1e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5d4884fe058117e0.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n3_5d4884fe058117e0 +-- problem_id: v2p_n3_6c27ff1bde0def6e +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", "quality", COUNT(*) AS "row_count" +FROM "n3" +WHERE CAST("free sulfur dioxide" AS REAL) >= 46.0 +GROUP BY "sulphates", "quality" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5e7b8ea1086723de.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5e7b8ea1086723de.sql new file mode 100644 index 0000000000000000000000000000000000000000..4ff6f3ffbb479cc3e9cbd5fa4ee6f86989d0ab67 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5e7b8ea1086723de.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_5e7b8ea1086723de +-- problem_id: v2p_n3_12f64d6802283363 +-- realization_mode: agent +-- source_kind: agent +SELECT + CAST("sulphates" AS REAL) AS "sulphates", + CAST("alcohol" AS REAL) AS "alcohol", + SUM(CAST("sulphates" AS REAL)) AS "total_measure", + SUM(CAST("sulphates" AS REAL)) * 100.0 / SUM(SUM(CAST("sulphates" AS REAL))) OVER (PARTITION BY CAST("sulphates" AS REAL)) AS "share_within_group" +FROM "n3" +WHERE "sulphates" IS NOT NULL + AND "sulphates" <> '' + AND "alcohol" IS NOT NULL + AND "alcohol" <> '' +GROUP BY CAST("sulphates" AS REAL), CAST("alcohol" AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5f14f48703432eb3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5f14f48703432eb3.sql new file mode 100644 index 0000000000000000000000000000000000000000..d2a04864cc799d7fdd4d70950c877669da2aeb4a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5f14f48703432eb3.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n3_5f14f48703432eb3 +-- problem_id: v2p_n3_7eb6611c0f96f9bd +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "fixed acidity", + SUM(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS denominator_count + FROM "n3" + GROUP BY "fixed acidity" +) +SELECT "fixed acidity", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5fa136492af564ef.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5fa136492af564ef.sql new file mode 100644 index 0000000000000000000000000000000000000000..0eb9ca0a139ff57857bbb4959d91438b07204cda --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_5fa136492af564ef.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_5fa136492af564ef +-- problem_id: v2p_n3_de96b8f6f3d4e4ee +-- realization_mode: agent +-- source_kind: agent +SELECT + "quality", + "fixed acidity", + SUM(CAST("alcohol" AS REAL)) AS "total_measure", + SUM(CAST("alcohol" AS REAL)) * 100.0 + / SUM(SUM(CAST("alcohol" AS REAL))) OVER (PARTITION BY "quality") AS "share_within_group" +FROM "n3" +WHERE "quality" IS NOT NULL + AND TRIM("quality") <> '' + AND "fixed acidity" IS NOT NULL + AND TRIM("fixed acidity") <> '' + AND "alcohol" IS NOT NULL + AND TRIM("alcohol") <> '' +GROUP BY "quality", "fixed acidity" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_625646e6dfb838bd.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_625646e6dfb838bd.sql new file mode 100644 index 0000000000000000000000000000000000000000..878ed650f75e2e146cced6b08100fd6d6696dc4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_625646e6dfb838bd.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_625646e6dfb838bd +-- problem_id: v2p_n3_f9c46f136b2d88a4 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", + AVG(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_627fddb64b72ee48.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_627fddb64b72ee48.sql new file mode 100644 index 0000000000000000000000000000000000000000..fc4703ba1212fe77f0d622b980ea580f365c8989 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_627fddb64b72ee48.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_627fddb64b72ee48 +-- problem_id: v2p_n3_aee9a7bb68e3d822 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", + AVG(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS condition_rate +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_64050f42747afc85.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_64050f42747afc85.sql new file mode 100644 index 0000000000000000000000000000000000000000..59d221ebbf6c35e05304780b0c88410daf931479 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_64050f42747afc85.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n3_64050f42747afc85 +-- problem_id: v2p_n3_464cf432ce9e7d9e +-- realization_mode: agent +-- source_kind: agent +SELECT + "fixed acidity", + "sulphates", + COUNT(*) AS "row_count" +FROM "n3" +WHERE CAST("residual sugar" AS REAL) >= 9.9 +GROUP BY "fixed acidity", "sulphates" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_640c608101c01949.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_640c608101c01949.sql new file mode 100644 index 0000000000000000000000000000000000000000..e67a2819c73886b50faefb870f862aa81c40f59c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_640c608101c01949.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_640c608101c01949 +-- problem_id: v2p_n3_ed17f0df32d76193 +-- realization_mode: agent +-- source_kind: agent +SELECT CAST("fixed acidity" AS REAL) AS "fixed acidity", SUM(CAST("fixed acidity" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY CAST("fixed acidity" AS REAL) +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_643a24d5e1ea07d9.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_643a24d5e1ea07d9.sql new file mode 100644 index 0000000000000000000000000000000000000000..1f2bb2f356a501adf252e38515b11d49c688d871 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_643a24d5e1ea07d9.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_643a24d5e1ea07d9 +-- problem_id: v2p_n3_d9e2895164402ed0 +-- realization_mode: agent +-- source_kind: agent +SELECT + "fixed acidity", + "total sulfur dioxide", + SUM(CAST("free sulfur dioxide" AS REAL)) AS total_measure, + SUM(CAST("free sulfur dioxide" AS REAL)) * 100.0 + / SUM(SUM(CAST("free sulfur dioxide" AS REAL))) OVER (PARTITION BY "fixed acidity") AS share_within_group +FROM "n3" +GROUP BY "fixed acidity", "total sulfur dioxide" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_649218f198f31f43.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_649218f198f31f43.sql new file mode 100644 index 0000000000000000000000000000000000000000..8d609f283c20b1123a7bf833500b2b490cead3cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_649218f198f31f43.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_649218f198f31f43 +-- problem_id: v2p_n3_3e318a6aa5927c3e +-- realization_mode: agent +-- source_kind: agent +SELECT + "quality", + AVG(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n3" +GROUP BY "quality" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_6c2776f80c4885bc.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_6c2776f80c4885bc.sql new file mode 100644 index 0000000000000000000000000000000000000000..7b2453e188fefc5f9ecb55b30e3640cccf4b7842 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_6c2776f80c4885bc.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_6c2776f80c4885bc +-- problem_id: v2p_n3_ba760211d7a87a61 +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", SUM(CAST("chlorides" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY "sulphates" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_6facab58d778ea48.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_6facab58d778ea48.sql new file mode 100644 index 0000000000000000000000000000000000000000..bd0fb05a2078b5287f17056931d25d005dc040eb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_6facab58d778ea48.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n3_6facab58d778ea48 +-- problem_id: v2p_n3_fd2e7df1fe57ba21 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "sulphates", + SUM(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n3" + GROUP BY "sulphates" +) +SELECT + "sulphates", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_741569bf15668191.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_741569bf15668191.sql new file mode 100644 index 0000000000000000000000000000000000000000..b6caded62d21b5b856ffbcb354924c9af10ac01f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_741569bf15668191.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n3_741569bf15668191 +-- problem_id: v2p_n3_ad88f05f8b94db96 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "fixed acidity", + SUM(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS denominator_count + FROM "n3" + GROUP BY "fixed acidity" +) +SELECT "fixed acidity", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_76f7b2672ad711a9.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_76f7b2672ad711a9.sql new file mode 100644 index 0000000000000000000000000000000000000000..dc2690433b5e7aa4a82cbcfb3b50069307a9d3b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_76f7b2672ad711a9.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_76f7b2672ad711a9 +-- problem_id: v2p_n3_57eb4fd1e4a17da1 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", "sulphates", + SUM(CAST("pH" AS REAL)) AS total_measure, + SUM(CAST("pH" AS REAL)) * 100.0 / SUM(SUM(CAST("pH" AS REAL))) OVER (PARTITION BY "fixed acidity") AS share_within_group +FROM "n3" +WHERE "fixed acidity" IS NOT NULL + AND "sulphates" IS NOT NULL + AND "pH" IS NOT NULL + AND TRIM("fixed acidity") <> '' + AND TRIM("sulphates") <> '' + AND TRIM("pH") <> '' +GROUP BY "fixed acidity", "sulphates" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_774b1edbe23a631e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_774b1edbe23a631e.sql new file mode 100644 index 0000000000000000000000000000000000000000..40e5de3816319a52f7880a049761037e5bbf1a56 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_774b1edbe23a631e.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n3_774b1edbe23a631e +-- problem_id: v2p_n3_2dae820da2b22b4c +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", COUNT(*) AS "row_count" +FROM "n3" +GROUP BY "quality" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_7887fba865d82976.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_7887fba865d82976.sql new file mode 100644 index 0000000000000000000000000000000000000000..628e16890ef80cb5787538e69935ef265651156e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_7887fba865d82976.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_7887fba865d82976 +-- problem_id: v2p_n3_27dbad32cccc1eeb +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "sulphates", + AVG(CAST("chlorides" AS REAL)) OVER (PARTITION BY "sulphates") AS "avg_measure" +FROM "n3" +WHERE "sulphates" IS NOT NULL + AND "sulphates" <> '' + AND "chlorides" IS NOT NULL + AND "chlorides" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_78c45bd774c45c11.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_78c45bd774c45c11.sql new file mode 100644 index 0000000000000000000000000000000000000000..9be04c240d8f7bdf55b4565ab833eb23ec39b9c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_78c45bd774c45c11.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n3_78c45bd774c45c11 +-- problem_id: v2p_n3_c557632f9b2aee41 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", "sulphates", COUNT(*) AS "row_count" +FROM "n3" +WHERE CAST("total sulfur dioxide" AS REAL) >= 167.0 +GROUP BY "fixed acidity", "sulphates" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_79d832e8873fd5e7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_79d832e8873fd5e7.sql new file mode 100644 index 0000000000000000000000000000000000000000..e10ec10aa99cfe5ed18d858dfbe45e1b53e9ddca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_79d832e8873fd5e7.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n3_79d832e8873fd5e7 +-- problem_id: v2p_n3_93af91f0027fc2c7 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "quality", + SUM(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n3" + GROUP BY "quality" +) +SELECT + "quality", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_7a1b0935df909b2d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_7a1b0935df909b2d.sql new file mode 100644 index 0000000000000000000000000000000000000000..0d5a2537be9fbaaff471215d80b33a4f9ee631a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_7a1b0935df909b2d.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_7a1b0935df909b2d +-- problem_id: v2p_n3_4bebc5f6d00b6d31 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", "residual sugar", + SUM(CAST("citric acid" AS REAL)) AS total_measure, + SUM(CAST("citric acid" AS REAL)) * 100.0 / SUM(SUM(CAST("citric acid" AS REAL))) OVER (PARTITION BY "fixed acidity") AS share_within_group +FROM "n3" +GROUP BY "fixed acidity", "residual sugar" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_7ac82e5997d448e5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_7ac82e5997d448e5.sql new file mode 100644 index 0000000000000000000000000000000000000000..8e37e922647f06484e63a6e5186da7867b61b847 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_7ac82e5997d448e5.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n3_7ac82e5997d448e5 +-- problem_id: v2p_n3_ddf5ba66f786e356 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", "quality", COUNT(*) AS "row_count" +FROM "n3" +WHERE CAST("volatile acidity" AS REAL) >= 0.32 +GROUP BY "fixed acidity", "quality" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_81859ebeb7e32ce6.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_81859ebeb7e32ce6.sql new file mode 100644 index 0000000000000000000000000000000000000000..5313f76c017e16bbc8f7aafcefb6943557636d3f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_81859ebeb7e32ce6.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_81859ebeb7e32ce6 +-- problem_id: v2p_n3_91e1d8ca1e1a95d5 +-- realization_mode: agent +-- source_kind: agent +SELECT + "quality", + "pH", + SUM(CAST("density" AS REAL)) AS total_measure, + SUM(CAST("density" AS REAL)) * 100.0 + / SUM(SUM(CAST("density" AS REAL))) OVER (PARTITION BY "quality") AS share_within_group +FROM "n3" +GROUP BY "quality", "pH" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_8479c5c54e5e11d3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_8479c5c54e5e11d3.sql new file mode 100644 index 0000000000000000000000000000000000000000..588f7dbd974b23b7d10cae38a254c9c19f0a24b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_8479c5c54e5e11d3.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_8479c5c54e5e11d3 +-- problem_id: v2p_n3_eac011a1f7ed7ac4 +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", SUM(CAST("free sulfur dioxide" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY "quality" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_85a8c495e7a6fb6d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_85a8c495e7a6fb6d.sql new file mode 100644 index 0000000000000000000000000000000000000000..c73e1411d4f049272fdc6256918520a8d5fc2dc5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_85a8c495e7a6fb6d.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_85a8c495e7a6fb6d +-- problem_id: v2p_n3_9e15381780e7adf3 +-- realization_mode: agent +-- source_kind: agent +SELECT + CAST("sulphates" AS REAL) AS "sulphates", + CAST("alcohol" AS REAL) AS "alcohol", + SUM(CAST("sulphates" AS REAL)) AS "total_measure", + SUM(CAST("sulphates" AS REAL)) * 100.0 / SUM(SUM(CAST("sulphates" AS REAL))) OVER (PARTITION BY CAST("sulphates" AS REAL)) AS "share_within_group" +FROM "n3" +WHERE NULLIF(TRIM("sulphates"), '') IS NOT NULL + AND NULLIF(TRIM("alcohol"), '') IS NOT NULL +GROUP BY CAST("sulphates" AS REAL), CAST("alcohol" AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_8b3d5525efc67566.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_8b3d5525efc67566.sql new file mode 100644 index 0000000000000000000000000000000000000000..121da6419bd71f78dc5f74dc214693fe6ca80af7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_8b3d5525efc67566.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n3_8b3d5525efc67566 +-- problem_id: v2p_n3_9ba5fac3cccd9a6f +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", "quality", COUNT(*) AS "row_count" +FROM "n3" +WHERE CAST("chlorides" AS REAL) >= 0.05 +GROUP BY "fixed acidity", "quality" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_9111795b2b68dc4d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_9111795b2b68dc4d.sql new file mode 100644 index 0000000000000000000000000000000000000000..61b428f703cd148e80d8f12b2c272c8e65c98e93 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_9111795b2b68dc4d.sql @@ -0,0 +1,33 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_9111795b2b68dc4d +-- problem_id: v2p_n3_77c5bc0349fb5df1 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "q"."fixed acidity", + "q"."avg_measure" +FROM ( + SELECT + CAST("fixed acidity" AS REAL) AS "fixed acidity", + AVG(CAST("residual sugar" AS REAL)) OVER ( + PARTITION BY CAST("fixed acidity" AS REAL) + ) AS "avg_measure", + COUNT(*) OVER ( + PARTITION BY CAST("fixed acidity" AS REAL) + ) AS "group_size" + FROM "n3" + WHERE "fixed acidity" IS NOT NULL + AND TRIM("fixed acidity") <> '' + AND "residual sugar" IS NOT NULL + AND TRIM("residual sugar") <> '' +) AS "q" +WHERE "q"."group_size" >= 5 +ORDER BY "q"."avg_measure" DESC, "q"."fixed acidity" ASC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_928ca21a5294e269.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_928ca21a5294e269.sql new file mode 100644 index 0000000000000000000000000000000000000000..c8dc99ab2f478d5555af675235a7e80446c29ae6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_928ca21a5294e269.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_928ca21a5294e269 +-- problem_id: v2p_n3_b0d48b12ee5194ec +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", SUM(CAST("citric acid" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY "quality" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_95b9cccd64acfe7d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_95b9cccd64acfe7d.sql new file mode 100644 index 0000000000000000000000000000000000000000..94f58459fa1b284347025aec331bc81d0797dd0c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_95b9cccd64acfe7d.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_95b9cccd64acfe7d +-- problem_id: v2p_n3_feb6e870b51bafc5 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "fixed acidity", + AVG(CAST("fixed acidity" AS REAL)) OVER (PARTITION BY "fixed acidity") AS "avg_measure" +FROM "n3" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_9669a8bb29c68e85.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_9669a8bb29c68e85.sql new file mode 100644 index 0000000000000000000000000000000000000000..a09e8046f86dbc611886dfd12e47e70a1cd10e7f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_9669a8bb29c68e85.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_9669a8bb29c68e85 +-- problem_id: v2p_n3_9448c37333493580 +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", "pH", + SUM(CAST("density" AS REAL)) AS total_measure, + SUM(CAST("density" AS REAL)) * 100.0 / SUM(SUM(CAST("density" AS REAL))) OVER (PARTITION BY "quality") AS share_within_group +FROM "n3" +GROUP BY "quality", "pH" +ORDER BY share_within_group DESC +LIMIT 14; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_9ed369d4ffd635e2.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_9ed369d4ffd635e2.sql new file mode 100644 index 0000000000000000000000000000000000000000..b96466f9154ad62d4a2eeaaad08cab470a9b13db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_9ed369d4ffd635e2.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_9ed369d4ffd635e2 +-- problem_id: v2p_n3_ec330d3ff3ec58e9 +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", + AVG(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n3" +GROUP BY "quality" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_a020d7c7d86197ba.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_a020d7c7d86197ba.sql new file mode 100644 index 0000000000000000000000000000000000000000..b7151eaf71d38a823a071b0b136911831df10639 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_a020d7c7d86197ba.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_a020d7c7d86197ba +-- problem_id: v2p_n3_e1b4cd64e24211b3 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "quality", + AVG(CAST("citric acid" AS REAL)) OVER (PARTITION BY "quality") AS avg_measure +FROM "n3" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_a1876c9eb03b7a42.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_a1876c9eb03b7a42.sql new file mode 100644 index 0000000000000000000000000000000000000000..e977b523f42056a68c2d16c6c1a84099362ae3d8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_a1876c9eb03b7a42.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n3_a1876c9eb03b7a42 +-- problem_id: v2p_n3_6eff65364e1de0eb +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", COUNT(*) AS "row_count" +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_a487d1c32c4b3e4e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_a487d1c32c4b3e4e.sql new file mode 100644 index 0000000000000000000000000000000000000000..15b70ecc772c23c77b7e95925a2bf9c009f91246 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_a487d1c32c4b3e4e.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n3_a487d1c32c4b3e4e +-- problem_id: v2p_n3_ab36da1288687e38 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", COUNT(*) AS row_count +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_a5a947522ddc853c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_a5a947522ddc853c.sql new file mode 100644 index 0000000000000000000000000000000000000000..aee2db377ad0c194e248c12a2440cf3a63dfbe69 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_a5a947522ddc853c.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_a5a947522ddc853c +-- problem_id: v2p_n3_f81d0e118d094276 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT CAST("fixed acidity" AS REAL) AS "fixed acidity", + AVG(CAST("residual sugar" AS REAL)) OVER (PARTITION BY CAST("fixed acidity" AS REAL)) AS "avg_measure" +FROM "n3" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_aaf774a7803a6ea7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_aaf774a7803a6ea7.sql new file mode 100644 index 0000000000000000000000000000000000000000..df5d289e6ac57948fc25096cfa06777989000d95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_aaf774a7803a6ea7.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_aaf774a7803a6ea7 +-- problem_id: v2p_n3_0650f07d0704e17f +-- realization_mode: agent +-- source_kind: agent +SELECT + "sulphates", + "chlorides", + SUM(CAST("residual sugar" AS REAL)) AS "total_measure", + SUM(CAST("residual sugar" AS REAL)) * 100.0 / SUM(SUM(CAST("residual sugar" AS REAL))) OVER (PARTITION BY "sulphates") AS "share_within_group" +FROM "n3" +GROUP BY "sulphates", "chlorides" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_ab69ca2829989c6e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_ab69ca2829989c6e.sql new file mode 100644 index 0000000000000000000000000000000000000000..61ba5155426d8da8bd796feec19a947e30e8c42b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_ab69ca2829989c6e.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n3_ab69ca2829989c6e +-- problem_id: v2p_n3_bccbaa3cab5f863e +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "quality", + SUM(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n3" + GROUP BY "quality" +) +SELECT "quality", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_acf2265150b782c6.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_acf2265150b782c6.sql new file mode 100644 index 0000000000000000000000000000000000000000..c55e2bbd5b64a797f729e70a9b63e5a94b2ff94a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_acf2265150b782c6.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_acf2265150b782c6 +-- problem_id: v2p_n3_f8bbae72587b96fa +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "sulphates", + AVG(CAST("density" AS REAL)) OVER (PARTITION BY "sulphates") AS "avg_measure" +FROM "n3" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_b09f49875ab4a1e1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_b09f49875ab4a1e1.sql new file mode 100644 index 0000000000000000000000000000000000000000..563eb0ff8e684c60fb99b2aaf162f1df42feeccd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_b09f49875ab4a1e1.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_b09f49875ab4a1e1 +-- problem_id: v2p_n3_03c4b54a5393bf2a +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", + AVG(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS condition_rate +FROM "n3" +GROUP BY "sulphates" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_b430422fa87ccfb4.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_b430422fa87ccfb4.sql new file mode 100644 index 0000000000000000000000000000000000000000..ceb8e6fe75fb51595505bcb9c96ebc6200d95bdb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_b430422fa87ccfb4.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_b430422fa87ccfb4 +-- problem_id: v2p_n3_6a529a47346e09a1 +-- realization_mode: agent +-- source_kind: agent +SELECT + "quality", + AVG(CASE WHEN "quality" = '5' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n3" +GROUP BY "quality" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_b5408e7f9fb02f69.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_b5408e7f9fb02f69.sql new file mode 100644 index 0000000000000000000000000000000000000000..744f5da3386960040b836dcb7d62295db5ad085b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_b5408e7f9fb02f69.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_b5408e7f9fb02f69 +-- problem_id: v2p_n3_f64d9191ea59b8bf +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", + AVG(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS condition_rate +FROM "n3" +GROUP BY "quality" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_ba7c09aeebd3cb30.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_ba7c09aeebd3cb30.sql new file mode 100644 index 0000000000000000000000000000000000000000..3bf3b187a7d96a65e38af17bcab30850a4db0be0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_ba7c09aeebd3cb30.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_ba7c09aeebd3cb30 +-- problem_id: v2p_n3_847033cbd622cd01 +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", + AVG(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS condition_rate +FROM "n3" +GROUP BY "sulphates" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_bb79404216aa63fb.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_bb79404216aa63fb.sql new file mode 100644 index 0000000000000000000000000000000000000000..3698de5b44213b46a2864a408d883aff2679148f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_bb79404216aa63fb.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_bb79404216aa63fb +-- problem_id: v2p_n3_710017614820c0eb +-- realization_mode: agent +-- source_kind: agent +SELECT + "sulphates", + SUM(CAST("density" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY "sulphates" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_c4fb240f40022b87.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_c4fb240f40022b87.sql new file mode 100644 index 0000000000000000000000000000000000000000..9ac09c9421c9ba554d47538325160004bb5655bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_c4fb240f40022b87.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_c4fb240f40022b87 +-- problem_id: v2p_n3_9d0d2d46919ff3c9 +-- realization_mode: agent +-- source_kind: agent +SELECT + "sulphates", + "density", + SUM(CAST("total sulfur dioxide" AS REAL)) AS "total_measure", + SUM(CAST("total sulfur dioxide" AS REAL)) * 100.0 + / SUM(SUM(CAST("total sulfur dioxide" AS REAL))) OVER (PARTITION BY "sulphates") AS "share_within_group" +FROM "n3" +GROUP BY "sulphates", "density" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_c58fb4dd664fb20b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_c58fb4dd664fb20b.sql new file mode 100644 index 0000000000000000000000000000000000000000..91bdab352626e3c6e44589f084708c13e9f7efe4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_c58fb4dd664fb20b.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_c58fb4dd664fb20b +-- problem_id: v2p_n3_f39f318e2f374ca2 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", SUM(CAST("residual sugar" AS REAL)) AS total_measure +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_cc0fab2ac4e13043.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_cc0fab2ac4e13043.sql new file mode 100644 index 0000000000000000000000000000000000000000..1827ecf6847de243237e5f5ed02e04ec05da9069 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_cc0fab2ac4e13043.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_cc0fab2ac4e13043 +-- problem_id: v2p_n3_c843ba24b696ed2b +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", SUM(CAST("citric acid" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY "quality" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_cdb65c88760a534e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_cdb65c88760a534e.sql new file mode 100644 index 0000000000000000000000000000000000000000..6ea30efb419e85428fd453886264c6abdc10784e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_cdb65c88760a534e.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_cdb65c88760a534e +-- problem_id: v2p_n3_c04824cd60ba7c55 +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", "free sulfur dioxide", + SUM(CAST("chlorides" AS REAL)) AS total_measure, + SUM(CAST("chlorides" AS REAL)) * 100.0 / SUM(SUM(CAST("chlorides" AS REAL))) OVER (PARTITION BY "quality") AS share_within_group +FROM "n3" +GROUP BY "quality", "free sulfur dioxide" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d1adbf659be94bed.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d1adbf659be94bed.sql new file mode 100644 index 0000000000000000000000000000000000000000..4131186be6497430c1fca1a1b8e4f2b8b170af2e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d1adbf659be94bed.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_d1adbf659be94bed +-- problem_id: v2p_n3_ea98ea7a5467a20f +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", + AVG(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d1bcf6e12c7b84e8.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d1bcf6e12c7b84e8.sql new file mode 100644 index 0000000000000000000000000000000000000000..dead7f7e6e644c01839e54a374615e011c6c3b23 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d1bcf6e12c7b84e8.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_d1bcf6e12c7b84e8 +-- problem_id: v2p_n3_9cbbb33387611ef3 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + CAST("sulphates" AS REAL) AS "sulphates", + AVG(CAST("volatile acidity" AS REAL)) OVER (PARTITION BY CAST("sulphates" AS REAL)) AS "avg_measure" +FROM "n3" +WHERE "sulphates" IS NOT NULL + AND "sulphates" <> '' + AND "volatile acidity" IS NOT NULL + AND "volatile acidity" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d1fd9bb3432d0e98.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d1fd9bb3432d0e98.sql new file mode 100644 index 0000000000000000000000000000000000000000..238ec1513d7f6c9ac4070fcedcbe54648beea8b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d1fd9bb3432d0e98.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_d1fd9bb3432d0e98 +-- problem_id: v2p_n3_bfcc0a9cf11c3510 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "sulphates", + AVG(CAST("volatile acidity" AS REAL)) OVER (PARTITION BY "sulphates") AS avg_measure +FROM "n3" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d382d1562849856e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d382d1562849856e.sql new file mode 100644 index 0000000000000000000000000000000000000000..ec0e9d60657d0b5489c1df9a437a177ae444ba4f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d382d1562849856e.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_d382d1562849856e +-- problem_id: v2p_n3_f5c5869d8baa1661 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "quality", + AVG(CAST("citric acid" AS REAL)) OVER (PARTITION BY "quality") AS "avg_measure" +FROM "n3" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d7c3b27aaf2675a1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d7c3b27aaf2675a1.sql new file mode 100644 index 0000000000000000000000000000000000000000..97f84a3ad2f4c506e30fdeb8af756c1d9b2e5be5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d7c3b27aaf2675a1.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_d7c3b27aaf2675a1 +-- problem_id: v2p_n3_d09346da88b1f6c2 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "fixed acidity", + AVG(CAST("total sulfur dioxide" AS REAL)) OVER (PARTITION BY "fixed acidity") AS "avg_measure" +FROM "n3" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d8c762070273f5c3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d8c762070273f5c3.sql new file mode 100644 index 0000000000000000000000000000000000000000..8ba07a6667b18cf87a14b31d6092d715f21e39fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_d8c762070273f5c3.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_conditional_contrast +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_d8c762070273f5c3 +-- problem_id: v2p_n3_cf7a341ac5e00f0c +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", SUM(CAST("volatile acidity" AS REAL)) AS total_measure +FROM "n3" +GROUP BY "sulphates" +ORDER BY total_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_da52f475abe834c3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_da52f475abe834c3.sql new file mode 100644 index 0000000000000000000000000000000000000000..3a4e2ee686bf1ef8f5e1a7b46a6a2dd5d3e110ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_da52f475abe834c3.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_da52f475abe834c3 +-- problem_id: v2p_n3_e2e9465a5635a430 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "fixed acidity", + AVG(CAST("fixed acidity" AS REAL)) OVER (PARTITION BY "fixed acidity") AS avg_measure +FROM "n3" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_db93215afdeb4b7e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_db93215afdeb4b7e.sql new file mode 100644 index 0000000000000000000000000000000000000000..e00e062bd2f491765d11d862fc6ce0b0553414a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_db93215afdeb4b7e.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_db93215afdeb4b7e +-- problem_id: v2p_n3_71820cfef17857c7 +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", + AVG(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n3" +GROUP BY "sulphates" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_e5c0d394333f10a4.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_e5c0d394333f10a4.sql new file mode 100644 index 0000000000000000000000000000000000000000..f27692162dad7e6e552b8d7464b9d2428bd082e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_e5c0d394333f10a4.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_e5c0d394333f10a4 +-- problem_id: v2p_n3_21280b15fbf9f513 +-- realization_mode: agent +-- source_kind: agent +SELECT + "fixed acidity", + "volatile acidity", + SUM(CAST("fixed acidity" AS REAL)) AS total_measure, + SUM(CAST("fixed acidity" AS REAL)) * 100.0 / SUM(SUM(CAST("fixed acidity" AS REAL))) OVER (PARTITION BY "fixed acidity") AS share_within_group +FROM "n3" +GROUP BY "fixed acidity", "volatile acidity" +ORDER BY share_within_group DESC +LIMIT 13; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_eb0c80cb93865f78.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_eb0c80cb93865f78.sql new file mode 100644 index 0000000000000000000000000000000000000000..262e4a090fdb7d2522bd6fb319d8c8eae57fca00 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_eb0c80cb93865f78.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_eb0c80cb93865f78 +-- problem_id: v2p_n3_4a53d5cdd4121b5a +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", + AVG(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_ec3549258a0711d3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_ec3549258a0711d3.sql new file mode 100644 index 0000000000000000000000000000000000000000..d13b0390080d359be3bb8f2bf8d817b8e570a1ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_ec3549258a0711d3.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_ec3549258a0711d3 +-- problem_id: v2p_n3_86a98a9c0f65c492 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", + AVG(CASE WHEN "quality" = '5' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_eecc3f99598f1079.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_eecc3f99598f1079.sql new file mode 100644 index 0000000000000000000000000000000000000000..e670c4d28f2c620d084b5b0f3cc818b29e37f1aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_eecc3f99598f1079.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n3_eecc3f99598f1079 +-- problem_id: v2p_n3_c6c6daec002120b8 +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", COUNT(*) AS "row_count" +FROM "n3" +GROUP BY "sulphates" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_ef7ca42a83d919d1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_ef7ca42a83d919d1.sql new file mode 100644 index 0000000000000000000000000000000000000000..87b41fb1700af0277d8b65e3e1119d8d93da4369 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_ef7ca42a83d919d1.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n3_ef7ca42a83d919d1 +-- problem_id: v2p_n3_a17e9b80d7962194 +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", "quality", COUNT(*) AS "row_count" +FROM "n3" +WHERE CAST("density" AS REAL) >= 0.9961 +GROUP BY "fixed acidity", "quality" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_f17925b7ef99ce95.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_f17925b7ef99ce95.sql new file mode 100644 index 0000000000000000000000000000000000000000..d7a03c3351c6cfd01e2b7a4507a4f230d2dfa594 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_f17925b7ef99ce95.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n3_f17925b7ef99ce95 +-- problem_id: v2p_n3_cbe26de27928f0bd +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "quality", + AVG(CAST("free sulfur dioxide" AS REAL)) OVER (PARTITION BY "quality") AS avg_measure +FROM "n3" +WHERE "quality" IS NOT NULL + AND TRIM("quality") <> '' + AND "free sulfur dioxide" IS NOT NULL + AND TRIM("free sulfur dioxide") <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_f4de576905ef280f.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_f4de576905ef280f.sql new file mode 100644 index 0000000000000000000000000000000000000000..e5a769de87bc7d058aaeaba1a48f4a3b49a5115b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_f4de576905ef280f.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n3_f4de576905ef280f +-- problem_id: v2p_n3_88492e6ed78bda8c +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", "volatile acidity", + SUM(CAST("fixed acidity" AS REAL)) AS total_measure, + SUM(CAST("fixed acidity" AS REAL)) * 100.0 / SUM(SUM(CAST("fixed acidity" AS REAL))) OVER (PARTITION BY "fixed acidity") AS share_within_group +FROM "n3" +GROUP BY "fixed acidity", "volatile acidity" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_fb56a3deb657d80e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_fb56a3deb657d80e.sql new file mode 100644 index 0000000000000000000000000000000000000000..e6f14cdd9c0d188db7fdf211af863623edf425a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_fb56a3deb657d80e.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n3_fb56a3deb657d80e +-- problem_id: v2p_n3_3c621c609fbeac26 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "fixed acidity", + SUM(CASE WHEN "quality" = '6' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS denominator_count + FROM "n3" + GROUP BY "fixed acidity" +) +SELECT "fixed acidity", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_fb595ade847e371f.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_fb595ade847e371f.sql new file mode 100644 index 0000000000000000000000000000000000000000..cbc992f8d6061d645e5c55dc6e3116a63117dd2c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_fb595ade847e371f.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_fb595ade847e371f +-- problem_id: v2p_n3_5ec254d81c719131 +-- realization_mode: agent +-- source_kind: agent +SELECT "quality", SUM(CAST("free sulfur dioxide" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY "quality" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_fbc1ba04f7863c05.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_fbc1ba04f7863c05.sql new file mode 100644 index 0000000000000000000000000000000000000000..67e5d93f4c9fd5e6a6100a7c58b31a422ef73429 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_fbc1ba04f7863c05.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: subgroup_structure +-- canonical_subitem_id: internal_profile_stability +-- intended_facet_id: subgroup_rank_order +-- variant_semantic_role: collapsed_target_view +-- template_id: tpl_h2o_group_sum +-- query_record_id: v2q_n3_fbc1ba04f7863c05 +-- problem_id: v2p_n3_e13770d949214489 +-- realization_mode: agent +-- source_kind: agent +SELECT "sulphates", SUM(CAST("chlorides" AS REAL)) AS "total_measure" +FROM "n3" +GROUP BY "sulphates" +ORDER BY "total_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_fd1f7af40a1b37a5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_fd1f7af40a1b37a5.sql new file mode 100644 index 0000000000000000000000000000000000000000..b6e1d0f0a025cb2d198651a9e71bf771fd180c8c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n3/sql/v2q_n3_fd1f7af40a1b37a5.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n3 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n3_fd1f7af40a1b37a5 +-- problem_id: v2p_n3_0217661f40e4aa0f +-- realization_mode: agent +-- source_kind: agent +SELECT "fixed acidity", + AVG(CASE WHEN "quality" = '5' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n3" +GROUP BY "fixed acidity" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dd084512df6e1e6bdcf1b2da69376a95d00471c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50721, "bytes_utf8": 50721, "lines": 1632, "estimated_tokens": 15833}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 676, "bytes_utf8": 676, "lines": 1, "estimated_tokens": 178}, "usage": {"input_tokens": 39128, "cached_input_tokens": 22912, "output_tokens": 700, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..20a8807d664afb2bed78905d915e8715d73c6b99 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_00ae2de8ced0bfb9", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 22912, + "output_tokens": 700, + "total_tokens": 39828, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 178, + "estimated_total_tokens": 16011, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18895.33, + "sql_execution_elapsed_ms_total": 1.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..698cdfef576980a823eae28d005adb073f2009b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:44:59.761586+00:00", + "ended_at": "2026-05-26T00:45:18.657074+00:00", + "elapsed_ms": 18895.33, + "prompt_metrics": { + "chars": 50721, + "bytes_utf8": 50721, + "lines": 1632, + "estimated_tokens": 15833 + }, + "stdout_metrics": { + "chars": 1062, + "bytes_utf8": 1062, + "lines": 4, + "estimated_tokens": 305 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 676, + "bytes_utf8": 676, + "lines": 1, + "estimated_tokens": 178 + }, + "usage": { + "input_tokens": 39128, + "cached_input_tokens": 22912, + "output_tokens": 700, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fd3d1da65c7f80cd21147e2aaff1e7b61cdf5911 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1632 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=feature_104, measure_col=feature_16.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "feature_104", + "measure_col": "feature_16", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.2, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..428e97dced10e0d337c642624de7c713f24d9533 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bd-f620-7ed0-91eb-4ee2dee049da"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT CAST(\\\"feature_104\\\" AS REAL) AS \\\"feature_104\\\",\\n AVG(CAST(\\\"feature_16\\\" AS REAL)) OVER (PARTITION BY CAST(\\\"feature_104\\\" AS REAL)) AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_104\\\" IS NOT NULL\\n AND \\\"feature_104\\\" <> ''\\n AND \\\"feature_16\\\" IS NOT NULL\\n AND \\\"feature_16\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with \\\"feature_104\\\" as the partition/group column and \\\"feature_16\\\" as the measured value. Casts are used because the schema stores these fields as TEXT, and empty strings are filtered out for a stable numeric view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39128,"cached_input_tokens":22912,"output_tokens":700,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c8c768fbcc77e33c261d6ba2eb12586219804484 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT CAST(\"feature_104\" AS REAL) AS \"feature_104\",\n AVG(CAST(\"feature_16\" AS REAL)) OVER (PARTITION BY CAST(\"feature_104\" AS REAL)) AS \"avg_measure\"\nFROM \"n4\"\nWHERE \"feature_104\" IS NOT NULL\n AND \"feature_104\" <> ''\n AND \"feature_16\" IS NOT NULL\n AND \"feature_16\" <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Applied the Window Partition Average template with \"feature_104\" as the partition/group column and \"feature_16\" as the measured value. Casts are used because the schema stores these fields as TEXT, and empty strings are filtered out for a stable numeric view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..34f787a68761d6a967357128c24a60d31fa0d880 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=feature_104, measure_col=feature_16. +Result preview: [{"feature_104": 0.37, "avg_measure": 1.0}, {"feature_104": 0.49, "avg_measure": 1.0}, {"feature_104": 0.55, "avg_measure": 1.0}, {"feature_104": 0.67, "avg_measure": 1.0}, {"feature_104": 0.63, "avg_measure": 0.995}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e607c7fc26ad3a42a36d283f87fd6f2530cfbb65 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_00ae2de8ced0bfb9 +-- problem_id: v2p_n4_16bc3b9bbefd38eb +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT CAST("feature_104" AS REAL) AS "feature_104", + AVG(CAST("feature_16" AS REAL)) OVER (PARTITION BY CAST("feature_104" AS REAL)) AS "avg_measure" +FROM "n4" +WHERE "feature_104" IS NOT NULL + AND "feature_104" <> '' + AND "feature_16" IS NOT NULL + AND "feature_16" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dc921d0fe8e4abead86eb64c3527b474bf92f7ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT CAST(\"feature_104\" AS REAL) AS \"feature_104\",\n AVG(CAST(\"feature_16\" AS REAL)) OVER (PARTITION BY CAST(\"feature_104\" AS REAL)) AS \"avg_measure\"\nFROM \"n4\"\nWHERE \"feature_104\" IS NOT NULL\n AND \"feature_104\" <> ''\n AND \"feature_16\" IS NOT NULL\n AND \"feature_16\" <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT CAST(\\\"feature_104\\\" AS REAL) AS \\\"feature_104\\\",\\n AVG(CAST(\\\"feature_16\\\" AS REAL)) OVER (PARTITION BY CAST(\\\"feature_104\\\" AS REAL)) AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_104\\\" IS NOT NULL\\n AND \\\"feature_104\\\" <> ''\\n AND \\\"feature_16\\\" IS NOT NULL\\n AND \\\"feature_16\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"feature_104\", \"avg_measure\"], \"rows\": [{\"feature_104\": 0.37, \"avg_measure\": 1.0}, {\"feature_104\": 0.49, \"avg_measure\": 1.0}, {\"feature_104\": 0.55, \"avg_measure\": 1.0}, {\"feature_104\": 0.67, \"avg_measure\": 1.0}, {\"feature_104\": 0.63, \"avg_measure\": 0.995}, {\"feature_104\": 0.0, \"avg_measure\": 0.99}, {\"feature_104\": 0.81, \"avg_measure\": 0.985}, {\"feature_104\": 0.53, \"avg_measure\": 0.91}, {\"feature_104\": 0.75, \"avg_measure\": 0.845}, {\"feature_104\": 0.64, \"avg_measure\": 0.8}, {\"feature_104\": 0.72, \"avg_measure\": 0.79}, {\"feature_104\": 0.73, \"avg_measure\": 0.74}, {\"feature_104\": 0.87, \"avg_measure\": 0.585}, {\"feature_104\": 0.86, \"avg_measure\": 0.58}, {\"feature_104\": 0.88, \"avg_measure\": 0.58}, {\"feature_104\": 0.61, \"avg_measure\": 0.57}, {\"feature_104\": 0.82, \"avg_measure\": 0.565}, {\"feature_104\": 0.89, \"avg_measure\": 0.5499999999999999}, {\"feature_104\": 0.84, \"avg_measure\": 0.535}, {\"feature_104\": 0.76, \"avg_measure\": 0.52}, {\"feature_104\": 0.8, \"avg_measure\": 0.495}, {\"feature_104\": 0.83, \"avg_measure\": 0.4875}, {\"feature_104\": 0.91, \"avg_measure\": 0.37}, {\"feature_104\": 0.85, \"avg_measure\": 0.36}, {\"feature_104\": 0.9, \"avg_measure\": 0.34}, {\"feature_104\": 0.92, \"avg_measure\": 0.282}, {\"feature_104\": 0.95, \"avg_measure\": 0.27}, {\"feature_104\": 0.93, \"avg_measure\": 0.19000000000000003}, {\"feature_104\": 0.94, \"avg_measure\": 0.18636363636363634}, {\"feature_104\": 0.96, \"avg_measure\": 0.18571428571428572}, {\"feature_104\": 0.97, \"avg_measure\": 0.13240506329113924}, {\"feature_104\": 0.99, \"avg_measure\": 0.11400000000000002}, {\"feature_104\": 1.0, \"avg_measure\": 0.11}, {\"feature_104\": 0.98, \"avg_measure\": 0.1008641975308642}], \"row_count_returned\": 34, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.25}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e0a76ac2ea1c11f4dbbe231a2884db72f9c6c879 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:44:59.759531+00:00", + "ended_at": "2026-05-26T00:45:18.668584+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_00ae2de8ced0bfb9", + "problem_id": "v2p_n4_16bc3b9bbefd38eb", + "dataset_id": "n4", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=feature_104, measure_col=feature_16.", + "bindings": { + "group_col": "feature_104", + "measure_col": "feature_16", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.2, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=140" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_00ae2de8ced0bfb9.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_00ae2de8ced0bfb9", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 22912, + "output_tokens": 700, + "total_tokens": 39828, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 178, + "estimated_total_tokens": 16011, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18895.33, + "sql_execution_elapsed_ms_total": 1.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4dd404d1924c9b8c8c5ba9caa57af7bbc411ebf9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:45:18.665877+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18895.33, "started_at": "2026-05-26T00:44:59.761586+00:00", "ended_at": "2026-05-26T00:45:18.657074+00:00", "prompt_metrics": {"chars": 50721, "bytes_utf8": 50721, "lines": 1632, "estimated_tokens": 15833}, "response_metrics": {"chars": 676, "bytes_utf8": 676, "lines": 1, "estimated_tokens": 178}, "usage": {"input_tokens": 39128, "cached_input_tokens": 22912, "output_tokens": 700, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT CAST(\\\"feature_104\\\" AS REAL) AS \\\"feature_104\\\",\\n AVG(CAST(\\\"feature_16\\\" AS REAL)) OVER (PARTITION BY CAST(\\\"feature_104\\\" AS REAL)) AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_104\\\" IS NOT NULL\\n AND \\\"feature_104\\\" <> ''\\n AND \\\"feature_16\\\" IS NOT NULL\\n AND \\\"feature_16\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with \\\"feature_104\\\" as the partition/group column and \\\"feature_16\\\" as the measured value. Casts are used because the schema stores these fields as TEXT, and empty strings are filtered out for a stable numeric view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..384fd2bbc42f8f461db3059776de73a99107ea25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_00ae2de8ced0bfb9", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 22912, + "output_tokens": 700, + "total_tokens": 39828, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 178, + "estimated_total_tokens": 16011, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18895.33, + "sql_execution_elapsed_ms_total": 1.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_00ae2de8ced0bfb9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b632e98afa533da0b76a80c8a6f195ebb80d3fd5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50879, "bytes_utf8": 50879, "lines": 1635, "estimated_tokens": 15884}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 386, "bytes_utf8": 386, "lines": 1, "estimated_tokens": 113}, "usage": {"input_tokens": 39179, "cached_input_tokens": 38272, "output_tokens": 1153, "reasoning_output_tokens": 1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8061b42f0dbf4bb2f2cdea8a3f9989fefcf4dad0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_018942618fb76c06", + "api_calls": 0, + "input_tokens": 39179, + "cached_input_tokens": 38272, + "output_tokens": 1153, + "total_tokens": 40332, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15884, + "estimated_output_tokens": 113, + "estimated_total_tokens": 15997, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25005.61, + "sql_execution_elapsed_ms_total": 2.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c73fdd8904b7f0f7fb70876a3cab9618a46d5714 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:45:18.671146+00:00", + "ended_at": "2026-05-26T00:45:43.676971+00:00", + "elapsed_ms": 25005.61, + "prompt_metrics": { + "chars": 50879, + "bytes_utf8": 50879, + "lines": 1635, + "estimated_tokens": 15884 + }, + "stdout_metrics": { + "chars": 752, + "bytes_utf8": 752, + "lines": 4, + "estimated_tokens": 231 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 386, + "bytes_utf8": 386, + "lines": 1, + "estimated_tokens": 113 + }, + "usage": { + "input_tokens": 39179, + "cached_input_tokens": 38272, + "output_tokens": 1153, + "reasoning_output_tokens": 1034 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4d57f2c39f4be0e1b76976cf51c22f7f55d48d54 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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Focus on group_col=feature_5, condition_col=target.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "feature_5", + "condition_col": "target", + "condition_value": "0.03", + "positive_value": "0.2", + "negative_value": "0.03", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.97, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..612783a922770c00ed0599df6040aee3473eb025 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61be-3ff7-77f0-bf37-762c6c420807"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"feature_5\\\",\\n AVG(CASE WHEN \\\"target\\\" = '0.03' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_5\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned grouped condition rate template, grouping by \\\"feature_5\\\" and measuring the fraction of rows where \\\"target\\\" equals '0.03'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39179,"cached_input_tokens":38272,"output_tokens":1153,"reasoning_output_tokens":1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e94e6d45257cf1a7b8da3d6a17a12b6810a62346 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"feature_5\",\n AVG(CASE WHEN \"target\" = '0.03' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_5\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned grouped condition rate template, grouping by \"feature_5\" and measuring the fraction of rows where \"target\" equals '0.03'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b17edfa945c94217508a11bd13e1f66172109ba7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_5, condition_col=target. +Result preview: [{"feature_5": "8", "condition_rate": 0.08040201005025126}, {"feature_5": "2", "condition_rate": 0.065}, {"feature_5": "1", "condition_rate": 0.065}, {"feature_5": "5", "condition_rate": 0.06030150753768844}, {"feature_5": "7", "condition_rate": 0.05527638190954774}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..69ca626bc9c983ab1f0e6460f982ccefa0fd0717 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_018942618fb76c06 +-- problem_id: v2p_n4_ac7729da61fa8bd8 +-- realization_mode: agent +-- source_kind: agent +SELECT + "feature_5", + AVG(CASE WHEN "target" = '0.03' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_5" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9f5372fd31842d44a52f6dfcaddc81682e3041dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"feature_5\",\n AVG(CASE WHEN \"target\" = '0.03' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_5\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"feature_5\\\",\\n AVG(CASE WHEN \\\"target\\\" = '0.03' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_5\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"feature_5\", \"condition_rate\"], \"rows\": [{\"feature_5\": \"8\", \"condition_rate\": 0.08040201005025126}, {\"feature_5\": \"2\", \"condition_rate\": 0.065}, {\"feature_5\": \"1\", \"condition_rate\": 0.065}, {\"feature_5\": \"5\", \"condition_rate\": 0.06030150753768844}, {\"feature_5\": \"7\", \"condition_rate\": 0.05527638190954774}, {\"feature_5\": \"6\", \"condition_rate\": 0.05025125628140704}, {\"feature_5\": \"3\", \"condition_rate\": 0.04}, {\"feature_5\": \"9\", \"condition_rate\": 0.035175879396984924}, {\"feature_5\": \"10\", \"condition_rate\": 0.035175879396984924}, {\"feature_5\": \"4\", \"condition_rate\": 0.035}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.28}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e4901c6226357ab6bd07958e3a63e4cc9945169a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:45:18.668974+00:00", + "ended_at": "2026-05-26T00:45:43.690253+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_018942618fb76c06", + "problem_id": "v2p_n4_ac7729da61fa8bd8", + "dataset_id": "n4", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_5, condition_col=target.", + "bindings": { + "group_col": "feature_5", + "condition_col": "target", + "condition_value": "0.03", + "positive_value": "0.2", + "negative_value": "0.03", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.97, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_018942618fb76c06.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_018942618fb76c06", + "api_calls": 0, + "input_tokens": 39179, + "cached_input_tokens": 38272, + "output_tokens": 1153, + "total_tokens": 40332, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15884, + "estimated_output_tokens": 113, + "estimated_total_tokens": 15997, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 25005.61, + "sql_execution_elapsed_ms_total": 2.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_018942618fb76c06/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..677c996f59958c5ec129549a90c05095bf3247d0 --- /dev/null +++ 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b0fad8a981f21c3a56913ce4893dc077e8adc1c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_02e3c3c1691ff497", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 22912, + "output_tokens": 2514, + "total_tokens": 41750, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 335, + "estimated_total_tokens": 16276, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 49609.67, + "sql_execution_elapsed_ms_total": 4.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..13606a3c23e3b5d4080d561ce3a79989e4e03783 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:45:43.693157+00:00", + "ended_at": "2026-05-26T00:46:33.303233+00:00", + "elapsed_ms": 49609.67, + "prompt_metrics": { + "chars": 51048, + "bytes_utf8": 51048, + "lines": 1634, + "estimated_tokens": 15941 + }, + "stdout_metrics": { + "chars": 1555, + "bytes_utf8": 1555, + "lines": 4, + "estimated_tokens": 498 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1131, + "bytes_utf8": 1131, + "lines": 1, + "estimated_tokens": 335 + }, + "usage": { + "input_tokens": 39236, + "cached_input_tokens": 22912, + "output_tokens": 2514, + "reasoning_output_tokens": 2173 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..696175ac94d8a35472f2eeb7bd77ba697ca98c2b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_25", + "type": "TEXT", + "notnull": false, + "pk": false 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"feature_49": "0.65", + "feature_50": "0.54", + "feature_51": "0.83", + "feature_52": "0.65", + "feature_53": "0.85", + "feature_54": "0.86", + "feature_55": "0.03", + "feature_56": "0.33", + "feature_57": "0.02", + "feature_58": "0.11", + "feature_59": "0.2", + "feature_60": "0.3", + "feature_61": "0.31", + "feature_62": "0.05", + "feature_63": "0.08", + "feature_64": "0.11", + "feature_65": "0.11", + "feature_66": "0.81", + "feature_67": "0.08", + "feature_68": "0.56", + "feature_69": "0.62", + "feature_70": "0.85", + "feature_71": "0.77", + "feature_72": "1", + "feature_73": "0.94", + "feature_74": "0.12", + "feature_75": "0.01", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.97", + "feature_79": "0.96", + "feature_80": "0.6", + "feature_81": "0.47", + "feature_82": "0.52", + "feature_83": "0.11", + "feature_84": "0.11", + "feature_85": "0.24", + "feature_86": "0.21", + "feature_87": "0.19", + "feature_88": "0.75", + "feature_89": "0.7", + "feature_90": "0.77", + "feature_91": "0.89", + "feature_92": "0.63", + "feature_93": "0.51", + "feature_94": "0.47", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.19", + "feature_98": "0.3", + "feature_99": "0.73", + "feature_100": "0.64", + "feature_101": "0.65", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.02", + "feature_120": "0.39", + "feature_121": "0.28", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.12" + }, + { + "feature_1": "42", + "feature_2": "95", + "feature_3": "6096", + "feature_4": "Bethlehemtownship", + "feature_5": "1", + "feature_6": "0.01", + "feature_7": "0.55", + "feature_8": "0.02", + "feature_9": "0.95", + "feature_10": "0.09", + "feature_11": "0.05", + "feature_12": "0.38", + "feature_13": "0.38", + "feature_14": "0.23", + "feature_15": "0.36", + "feature_16": "0.02", + "feature_17": "0.9", + "feature_18": "0.5", + "feature_19": "0.72", + "feature_20": "0.16", + "feature_21": "0.68", + "feature_22": "0.44", + "feature_23": "0.11", + "feature_24": "0.71", + "feature_25": "0.46", + "feature_26": "0.43", + "feature_27": "0.41", + "feature_28": "0.28", + "feature_29": "0", + "feature_30": "0.74", + "feature_31": "0.51", + "feature_32": "0.48", + "feature_33": "0", + "feature_34": "0.06", + "feature_35": "0.25", + "feature_36": "0.3", + "feature_37": "0.33", + "feature_38": "0.12", + "feature_39": "0.65", + "feature_40": "0.67", + "feature_41": "0.38", + "feature_42": "0.42", + "feature_43": "0.46", + "feature_44": "0.22", + "feature_45": "0.27", + "feature_46": "0.2", + "feature_47": "0.21", + "feature_48": "0.51", + "feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_117, measure_col=feature_30.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_117", + "measure_col": "feature_30", + "item_col": "feature_31", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.53, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..32a1c2a113239354b499cb1585e3c369ca96f5b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61be-a1b3-7a70-93d4-c2c752123e58"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n CAST(NULLIF(TRIM(\\\"feature_117\\\"), '') AS REAL) AS \\\"feature_117\\\",\\n CAST(NULLIF(TRIM(\\\"feature_31\\\"), '') AS REAL) AS \\\"feature_31\\\",\\n SUM(CAST(NULLIF(TRIM(\\\"feature_30\\\"), '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(TRIM(\\\"feature_30\\\"), '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(TRIM(\\\"feature_30\\\"), '') AS REAL))) OVER (\\n PARTITION BY CAST(NULLIF(TRIM(\\\"feature_117\\\"), '') AS REAL)\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(TRIM(\\\"feature_117\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_31\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_30\\\"), '') IS NOT NULL\\nGROUP BY\\n CAST(NULLIF(TRIM(\\\"feature_117\\\"), '') AS REAL),\\n CAST(NULLIF(TRIM(\\\"feature_31\\\"), '') AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the planned Within-Group Share of Total template with \\\"feature_117\\\" as the group column, \\\"feature_31\\\" as the item column, and \\\"feature_30\\\" as the summed measure. Casts and empty-string filters are included because the SQLite snapshot stores these numeric fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39236,"cached_input_tokens":22912,"output_tokens":2514,"reasoning_output_tokens":2173}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5566e0eeb39daa46afab10dc09840527fe0b0325 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n CAST(NULLIF(TRIM(\"feature_117\"), '') AS REAL) AS \"feature_117\",\n CAST(NULLIF(TRIM(\"feature_31\"), '') AS REAL) AS \"feature_31\",\n SUM(CAST(NULLIF(TRIM(\"feature_30\"), '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(TRIM(\"feature_30\"), '') AS REAL)) * 100.0\n / SUM(SUM(CAST(NULLIF(TRIM(\"feature_30\"), '') AS REAL))) OVER (\n PARTITION BY CAST(NULLIF(TRIM(\"feature_117\"), '') AS REAL)\n ) AS \"share_within_group\"\nFROM \"n4\"\nWHERE NULLIF(TRIM(\"feature_117\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"feature_31\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"feature_30\"), '') IS NOT NULL\nGROUP BY\n CAST(NULLIF(TRIM(\"feature_117\"), '') AS REAL),\n CAST(NULLIF(TRIM(\"feature_31\"), '') AS REAL)\nORDER BY \"share_within_group\" DESC;","notes":"Used the planned Within-Group Share of Total template with \"feature_117\" as the group column, \"feature_31\" as the item column, and \"feature_30\" as the summed measure. Casts and empty-string filters are included because the SQLite snapshot stores these numeric fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e8846bcaa363d3e8ea877a841764bf7f9f4924ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_117, measure_col=feature_30. +Result preview: [{"feature_117": 0.0, "feature_31": 0.86, "total_measure": 0.91, "share_within_group": 81.24999999999999}, {"feature_117": 0.07, "feature_31": 0.2, "total_measure": 0.35, "share_within_group": 57.37704918032787}, {"feature_117": 1.0, "feature_31": 0.24, "total_measure": 0.27, "share_within_group": 52.94117647058823}, {"feature_117": 1.0, "feature_31": 0.22, "total_measure": 0.24, "share_within_group": 47.05882352941176}, {"feature_117": 0.07, "feature_31": 0.29, "total_measure": 0.26, "share_within_group": 42.622950819672134}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..60ebfe67e9466e686253cfc465fb6b1c68820f59 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/generated_sql.sql @@ -0,0 +1,29 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_02e3c3c1691ff497 +-- problem_id: v2p_n4_ce1bb8e7dea326de +-- realization_mode: agent +-- source_kind: agent +SELECT + CAST(NULLIF(TRIM("feature_117"), '') AS REAL) AS "feature_117", + CAST(NULLIF(TRIM("feature_31"), '') AS REAL) AS "feature_31", + SUM(CAST(NULLIF(TRIM("feature_30"), '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF(TRIM("feature_30"), '') AS REAL)) * 100.0 + / SUM(SUM(CAST(NULLIF(TRIM("feature_30"), '') AS REAL))) OVER ( + PARTITION BY CAST(NULLIF(TRIM("feature_117"), '') AS REAL) + ) AS "share_within_group" +FROM "n4" +WHERE NULLIF(TRIM("feature_117"), '') IS NOT NULL + AND NULLIF(TRIM("feature_31"), '') IS NOT NULL + AND NULLIF(TRIM("feature_30"), '') IS NOT NULL +GROUP BY + CAST(NULLIF(TRIM("feature_117"), '') AS REAL), + CAST(NULLIF(TRIM("feature_31"), '') AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3755f463adfc771051afb8dcfa7eb0cab7650daa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n CAST(NULLIF(TRIM(\"feature_117\"), '') AS REAL) AS \"feature_117\",\n CAST(NULLIF(TRIM(\"feature_31\"), '') AS REAL) AS \"feature_31\",\n SUM(CAST(NULLIF(TRIM(\"feature_30\"), '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(TRIM(\"feature_30\"), '') AS REAL)) * 100.0\n / SUM(SUM(CAST(NULLIF(TRIM(\"feature_30\"), '') AS REAL))) OVER (\n PARTITION BY CAST(NULLIF(TRIM(\"feature_117\"), '') AS REAL)\n ) AS \"share_within_group\"\nFROM \"n4\"\nWHERE NULLIF(TRIM(\"feature_117\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"feature_31\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"feature_30\"), '') IS NOT NULL\nGROUP BY\n CAST(NULLIF(TRIM(\"feature_117\"), '') AS REAL),\n CAST(NULLIF(TRIM(\"feature_31\"), '') AS REAL)\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n CAST(NULLIF(TRIM(\\\"feature_117\\\"), '') AS REAL) AS \\\"feature_117\\\",\\n CAST(NULLIF(TRIM(\\\"feature_31\\\"), '') AS REAL) AS \\\"feature_31\\\",\\n SUM(CAST(NULLIF(TRIM(\\\"feature_30\\\"), '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(TRIM(\\\"feature_30\\\"), '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(TRIM(\\\"feature_30\\\"), '') AS REAL))) OVER (\\n PARTITION BY CAST(NULLIF(TRIM(\\\"feature_117\\\"), '') AS REAL)\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(TRIM(\\\"feature_117\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_31\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_30\\\"), '') IS NOT NULL\\nGROUP BY\\n CAST(NULLIF(TRIM(\\\"feature_117\\\"), '') AS REAL),\\n CAST(NULLIF(TRIM(\\\"feature_31\\\"), '') AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"feature_117\", \"feature_31\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_117\": 0.0, \"feature_31\": 0.86, \"total_measure\": 0.91, \"share_within_group\": 81.24999999999999}, {\"feature_117\": 0.07, \"feature_31\": 0.2, \"total_measure\": 0.35, \"share_within_group\": 57.37704918032787}, {\"feature_117\": 1.0, \"feature_31\": 0.24, \"total_measure\": 0.27, \"share_within_group\": 52.94117647058823}, {\"feature_117\": 1.0, \"feature_31\": 0.22, \"total_measure\": 0.24, \"share_within_group\": 47.05882352941176}, {\"feature_117\": 0.07, \"feature_31\": 0.29, \"total_measure\": 0.26, \"share_within_group\": 42.622950819672134}, {\"feature_117\": 0.21, \"feature_31\": 0.3, \"total_measure\": 0.82, \"share_within_group\": 30.82706766917293}, {\"feature_117\": 0.14, \"feature_31\": 0.53, \"total_measure\": 0.69, \"share_within_group\": 29.87012987012987}, {\"feature_117\": 0.21, \"feature_31\": 0.39, \"total_measure\": 0.67, \"share_within_group\": 25.18796992481203}, {\"feature_117\": 0.14, \"feature_31\": 0.26, \"total_measure\": 0.53, \"share_within_group\": 22.943722943722943}, {\"feature_117\": 0.86, \"feature_31\": 0.2, \"total_measure\": 0.74, \"share_within_group\": 21.38728323699422}, {\"feature_117\": 0.14, \"feature_31\": 0.18, \"total_measure\": 0.44, \"share_within_group\": 19.047619047619047}, {\"feature_117\": 0.0, \"feature_31\": 0.21, \"total_measure\": 0.21, \"share_within_group\": 18.749999999999996}, {\"feature_117\": 0.79, \"feature_31\": 0.28, \"total_measure\": 1.0, \"share_within_group\": 15.527950310559007}, {\"feature_117\": 0.93, \"feature_31\": 0.22, \"total_measure\": 0.8899999999999999, \"share_within_group\": 14.983164983164983}, {\"feature_117\": 0.57, \"feature_31\": 0.33, \"total_measure\": 2.25, \"share_within_group\": 14.9402390438247}, {\"feature_117\": 0.14, \"feature_31\": 0.22, \"total_measure\": 0.33999999999999997, \"share_within_group\": 14.718614718614718}, {\"feature_117\": 0.86, \"feature_31\": 0.19, \"total_measure\": 0.49, \"share_within_group\": 14.16184971098266}, {\"feature_117\": 0.79, \"feature_31\": 0.52, \"total_measure\": 0.88, \"share_within_group\": 13.664596273291927}, {\"feature_117\": 0.14, \"feature_31\": 0.16, \"total_measure\": 0.31, \"share_within_group\": 13.419913419913419}, {\"feature_117\": 0.93, \"feature_31\": 0.24, \"total_measure\": 0.77, \"share_within_group\": 12.962962962962964}, {\"feature_117\": 0.71, \"feature_31\": 0.24, \"total_measure\": 0.72, \"share_within_group\": 12.47833622183709}, {\"feature_117\": 0.93, \"feature_31\": 0.28, \"total_measure\": 0.72, \"share_within_group\": 12.121212121212123}, {\"feature_117\": 0.5, \"feature_31\": 0.31, \"total_measure\": 1.72, \"share_within_group\": 12.104152005629837}, {\"feature_117\": 0.29, \"feature_31\": 0.17, \"total_measure\": 0.76, \"share_within_group\": 11.930926216640502}, {\"feature_117\": 0.86, \"feature_31\": 0.33, \"total_measure\": 0.38, \"share_within_group\": 10.982658959537572}, {\"feature_117\": 0.36, \"feature_31\": 0.2, \"total_measure\": 0.97, \"share_within_group\": 10.948081264108353}, {\"feature_117\": 0.43, \"feature_31\": 0.21, \"total_measure\": 0.96, \"share_within_group\": 10.798650168728908}, {\"feature_117\": 0.64, \"feature_31\": 0.21, \"total_measure\": 1.34, \"share_within_group\": 10.789049919484702}, {\"feature_117\": 0.57, \"feature_31\": 0.27, \"total_measure\": 1.6, \"share_within_group\": 10.624169986719787}, {\"feature_117\": 0.64, \"feature_31\": 0.25, \"total_measure\": 1.28, \"share_within_group\": 10.305958132045088}, {\"feature_117\": 0.64, \"feature_31\": 0.27, \"total_measure\": 1.27, \"share_within_group\": 10.225442834138486}, {\"feature_117\": 0.71, \"feature_31\": 0.26, \"total_measure\": 0.58, \"share_within_group\": 10.051993067590987}, {\"feature_117\": 0.29, \"feature_31\": 0.07, \"total_measure\": 0.64, \"share_within_group\": 10.047095761381476}, {\"feature_117\": 0.36, \"feature_31\": 0.17, \"total_measure\": 0.87, \"share_within_group\": 9.819413092550791}, {\"feature_117\": 0.21, \"feature_31\": 0.36, \"total_measure\": 0.26, \"share_within_group\": 9.774436090225564}, {\"feature_117\": 0.79, \"feature_31\": 0.31, \"total_measure\": 0.62, \"share_within_group\": 9.627329192546584}, {\"feature_117\": 0.5, \"feature_31\": 0.25, \"total_measure\": 1.34, \"share_within_group\": 9.429978888106966}, {\"feature_117\": 0.86, \"feature_31\": 0.29, \"total_measure\": 0.32, \"share_within_group\": 9.248554913294798}, {\"feature_117\": 0.43, \"feature_31\": 0.36, \"total_measure\": 0.81, \"share_within_group\": 9.111361079865016}, {\"feature_117\": 0.93, \"feature_31\": 0.25, \"total_measure\": 0.53, \"share_within_group\": 8.922558922558924}, {\"feature_117\": 0.86, \"feature_31\": 0.18, \"total_measure\": 0.3, \"share_within_group\": 8.670520231213873}, {\"feature_117\": 0.21, \"feature_31\": 0.23, \"total_measure\": 0.23, \"share_within_group\": 8.646616541353383}, {\"feature_117\": 0.29, \"feature_31\": 0.48, \"total_measure\": 0.54, \"share_within_group\": 8.47723704866562}, {\"feature_117\": 0.36, \"feature_31\": 0.26, \"total_measure\": 0.75, \"share_within_group\": 8.465011286681715}, {\"feature_117\": 0.57, \"feature_31\": 0.23, \"total_measure\": 1.27, \"share_within_group\": 8.432934926958831}, {\"feature_117\": 0.57, \"feature_31\": 0.24, \"total_measure\": 1.26, \"share_within_group\": 8.366533864541832}, {\"feature_117\": 0.57, \"feature_31\": 0.36, \"total_measure\": 1.26, \"share_within_group\": 8.366533864541832}, {\"feature_117\": 0.29, \"feature_31\": 0.37, \"total_measure\": 0.52, \"share_within_group\": 8.16326530612245}, {\"feature_117\": 0.36, \"feature_31\": 0.51, \"total_measure\": 0.7, \"share_within_group\": 7.900677200902935}, {\"feature_117\": 0.86, \"feature_31\": 0.21, \"total_measure\": 0.27, \"share_within_group\": 7.803468208092486}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.18}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f83a8f05b61e1db44da0baaacee4c5b59984db70 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:45:43.690612+00:00", + "ended_at": "2026-05-26T00:46:33.318445+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_02e3c3c1691ff497", + "problem_id": "v2p_n4_ce1bb8e7dea326de", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_117, measure_col=feature_30.", + "bindings": { + "group_col": "feature_117", + "measure_col": "feature_30", + "item_col": "feature_31", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.53, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=28" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_02e3c3c1691ff497.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_02e3c3c1691ff497", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 22912, + "output_tokens": 2514, + "total_tokens": 41750, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 335, + "estimated_total_tokens": 16276, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 49609.67, + "sql_execution_elapsed_ms_total": 4.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_02e3c3c1691ff497/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..88e1f05a168943c12db0d65cf555834b8a7c49b7 --- /dev/null +++ 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CAST(NULLIF(TRIM(\\\"feature_117\\\"), '') AS REAL) AS \\\"feature_117\\\",\\n CAST(NULLIF(TRIM(\\\"feature_31\\\"), '') AS REAL) AS \\\"feature_31\\\",\\n SUM(CAST(NULLIF(TRIM(\\\"feature_30\\\"), '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(TRIM(\\\"feature_30\\\"), '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(TRIM(\\\"feature_30\\\"), '') AS REAL))) OVER (\\n PARTITION BY CAST(NULLIF(TRIM(\\\"feature_117\\\"), '') AS REAL)\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(TRIM(\\\"feature_117\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_31\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_30\\\"), '') IS NOT NULL\\nGROUP BY\\n CAST(NULLIF(TRIM(\\\"feature_117\\\"), '') AS REAL),\\n CAST(NULLIF(TRIM(\\\"feature_31\\\"), '') AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the planned Within-Group Share of Total template with \\\"feature_117\\\" as the group column, \\\"feature_31\\\" as the item column, and 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"content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50541, "bytes_utf8": 50541, "lines": 1630, "estimated_tokens": 15792}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 335, "bytes_utf8": 335, "lines": 1, "estimated_tokens": 84}, "usage": {"input_tokens": 39087, "cached_input_tokens": 22912, "output_tokens": 1601, "reasoning_output_tokens": 1511}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7f7d6c74e86cfd90a4209aa59e79231e95dccdf9 --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4bbb1f0375117d6b3e8c0afb5fb50ad6ff3a962c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:46:33.320776+00:00", + "ended_at": "2026-05-26T00:47:09.145917+00:00", + "elapsed_ms": 35824.87, + "prompt_metrics": { + "chars": 50541, + "bytes_utf8": 50541, + "lines": 1630, + "estimated_tokens": 15792 + }, + "stdout_metrics": { + "chars": 695, + "bytes_utf8": 695, + "lines": 4, + "estimated_tokens": 196 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 101 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 335, + "bytes_utf8": 335, + "lines": 1, + "estimated_tokens": 84 + }, + "usage": { + "input_tokens": 39087, + "cached_input_tokens": 22912, + "output_tokens": 1601, + "reasoning_output_tokens": 1511 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8a9719e7e4b3ce84556bca9b254f0a6c2cfd203e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1630 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ }, + { + "name": "feature_26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_29", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_30", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_31", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_32", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_33", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_34", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_35", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_36", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_37", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_38", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_39", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_40", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_41", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_42", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_43", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_44", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_45", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_46", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_47", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_48", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_49", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_50", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_51", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_52", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_53", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_54", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_55", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_56", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_57", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_58", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_59", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_60", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_104.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "feature_104", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.2, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..832b6aa1db1acd5d9bcad2cef8241ded4ab92d93 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bf-638f-7062-8ef1-645ecd67400a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_104\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_104\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned grouped-count template directly to \\\"feature_104\\\" on the single table \\\"n4\\\", counting each stored category value as its own group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39087,"cached_input_tokens":22912,"output_tokens":1601,"reasoning_output_tokens":1511}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f9b9750ee159a3ab79b2ba8a2db396c5d44e00cc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"feature_104\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nGROUP BY \"feature_104\"\nORDER BY \"row_count\" DESC;","notes":"Applied the planned grouped-count template directly to \"feature_104\" on the single table \"n4\", counting each stored category value as its own group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..91997662431a486731f8fbc357104b820bd334f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:47:08.580343Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61bf-638f-7062-8ef1-645ecd67400a.1779756393359643000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d79d0b9116206a211d5c761818c3750b66773ba7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_104. +Result preview: [{"feature_104": "", "row_count": 1675}, {"feature_104": "0.98", "row_count": 81}, {"feature_104": "0.97", "row_count": 79}, {"feature_104": "0.96", "row_count": 35}, {"feature_104": "0.95", "row_count": 26}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0cdd832304afa42f62e8bd58fa14adce48046970 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n4_04c9ab2b41ff71ac +-- problem_id: v2p_n4_d270cd3d6a9286f6 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_104", COUNT(*) AS "row_count" +FROM "n4" +GROUP BY "feature_104" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a897633d84a4a5bf722006a35cf8196de7b5677f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"feature_104\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nGROUP BY \"feature_104\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_104\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_104\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"feature_104\", \"row_count\"], \"rows\": [{\"feature_104\": \"\", \"row_count\": 1675}, {\"feature_104\": \"0.98\", \"row_count\": 81}, {\"feature_104\": \"0.97\", \"row_count\": 79}, {\"feature_104\": \"0.96\", \"row_count\": 35}, {\"feature_104\": \"0.95\", \"row_count\": 26}, {\"feature_104\": \"0.93\", \"row_count\": 12}, {\"feature_104\": \"0.94\", \"row_count\": 11}, {\"feature_104\": \"0.92\", \"row_count\": 10}, {\"feature_104\": \"0.91\", \"row_count\": 7}, {\"feature_104\": \"0.87\", \"row_count\": 6}, {\"feature_104\": \"0.99\", \"row_count\": 5}, {\"feature_104\": \"0.85\", \"row_count\": 5}, {\"feature_104\": \"0.83\", \"row_count\": 4}, {\"feature_104\": \"0\", \"row_count\": 4}, {\"feature_104\": \"0.9\", \"row_count\": 3}, {\"feature_104\": \"0.89\", \"row_count\": 3}, {\"feature_104\": \"0.86\", \"row_count\": 3}, {\"feature_104\": \"0.84\", \"row_count\": 2}, {\"feature_104\": \"0.82\", \"row_count\": 2}, {\"feature_104\": \"0.81\", \"row_count\": 2}, {\"feature_104\": \"0.8\", \"row_count\": 2}, {\"feature_104\": \"0.75\", \"row_count\": 2}, {\"feature_104\": \"0.67\", \"row_count\": 2}, {\"feature_104\": \"0.63\", \"row_count\": 2}, {\"feature_104\": \"1\", \"row_count\": 1}, {\"feature_104\": \"0.88\", \"row_count\": 1}, {\"feature_104\": \"0.76\", \"row_count\": 1}, {\"feature_104\": \"0.73\", \"row_count\": 1}, {\"feature_104\": \"0.72\", \"row_count\": 1}, {\"feature_104\": \"0.64\", \"row_count\": 1}, {\"feature_104\": \"0.61\", \"row_count\": 1}, {\"feature_104\": \"0.55\", \"row_count\": 1}, {\"feature_104\": \"0.53\", \"row_count\": 1}, {\"feature_104\": \"0.49\", \"row_count\": 1}, {\"feature_104\": \"0.37\", \"row_count\": 1}], \"row_count_returned\": 35, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.3}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fcbbbb26500ec07314cfd4bc60266a26c3cccce0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:46:33.318868+00:00", + "ended_at": "2026-05-26T00:47:09.159696+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_04c9ab2b41ff71ac", + "problem_id": "v2p_n4_d270cd3d6a9286f6", + "dataset_id": "n4", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_104.", + "bindings": { + "group_col": "feature_104", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.2, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=14" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_04c9ab2b41ff71ac.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_04c9ab2b41ff71ac", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 22912, + "output_tokens": 1601, + "total_tokens": 40688, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 84, + "estimated_total_tokens": 15876, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35824.87, + "sql_execution_elapsed_ms_total": 3.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d7d6f706d89514b82aa715f24fdedc66e4d48294 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:47:09.154656+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 35824.87, "started_at": "2026-05-26T00:46:33.320776+00:00", "ended_at": "2026-05-26T00:47:09.145917+00:00", "prompt_metrics": {"chars": 50541, "bytes_utf8": 50541, "lines": 1630, "estimated_tokens": 15792}, "response_metrics": {"chars": 335, "bytes_utf8": 335, "lines": 1, "estimated_tokens": 84}, "usage": {"input_tokens": 39087, "cached_input_tokens": 22912, "output_tokens": 1601, "reasoning_output_tokens": 1511}, "stderr_preview": "2026-05-26T00:47:08.580343Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61bf-638f-7062-8ef1-645ecd67400a.1779756393359643000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_104\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_104\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned grouped-count template directly to \\\"feature_104\\\" on the single table \\\"n4\\\", counting each stored category value as its own group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f10759396f4fc9ca891235c4ed0fe00fce5f5b5e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_04c9ab2b41ff71ac", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 22912, + "output_tokens": 1601, + "total_tokens": 40688, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 84, + "estimated_total_tokens": 15876, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35824.87, + "sql_execution_elapsed_ms_total": 3.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_04c9ab2b41ff71ac/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..12656b2393dac0bffcba7d6ed177fa96a3d43d84 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50948, "bytes_utf8": 50948, "lines": 1636, "estimated_tokens": 15917}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 488, "bytes_utf8": 488, "lines": 1, "estimated_tokens": 122}, "usage": {"input_tokens": 39212, "cached_input_tokens": 22912, "output_tokens": 2866, "reasoning_output_tokens": 2738}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2bb4b0503152eb7683e24c09c8fe3dd1bab08b70 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_050f6eedb3a2a66e", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 2866, + "total_tokens": 42078, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 122, + "estimated_total_tokens": 16039, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 56983.23, + "sql_execution_elapsed_ms_total": 5.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e7f4297e23a6843bfef3f6e362547bea29690937 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:47:09.162022+00:00", + "ended_at": "2026-05-26T00:48:06.145654+00:00", + "elapsed_ms": 56983.23, + "prompt_metrics": { + "chars": 50948, + "bytes_utf8": 50948, + "lines": 1636, + "estimated_tokens": 15917 + }, + "stdout_metrics": { + "chars": 853, + "bytes_utf8": 853, + "lines": 4, + "estimated_tokens": 239 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 488, + "bytes_utf8": 488, + "lines": 1, + "estimated_tokens": 122 + }, + "usage": { + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 2866, + "reasoning_output_tokens": 2738 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..acf2bc68fe229726a2346067416a1a9ea20aaf3d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1636 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- 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"primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_76, group_col_2=feature_117.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "feature_76", + "group_col_2": "feature_117", + "predicate_col": "feature_53", + "predicate_op": ">=", + "predicate_value": 0.72, + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.7, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7b779d8e303e1e9427abc6d6351733b067af92d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bf-ef98-7341-aaef-df2ff2b4354c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"feature_76\\\", \\\"feature_117\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_53\\\", '') AS REAL) >= 0.72\\nGROUP BY \\\"feature_76\\\", \\\"feature_117\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group-count template with the bound group columns, and casts the text-backed numeric predicate column to REAL so SQLite compares numerically while skipping empty strings.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39212,"cached_input_tokens":22912,"output_tokens":2866,"reasoning_output_tokens":2738}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..692aecbb23ea134dfdbef0fa3f85838a0526e7e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"feature_76\", \"feature_117\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nWHERE CAST(NULLIF(\"feature_53\", '') AS REAL) >= 0.72\nGROUP BY \"feature_76\", \"feature_117\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned filtered two-dimensional group-count template with the bound group columns, and casts the text-backed numeric predicate column to REAL so SQLite compares numerically while skipping empty strings."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f6a7091ca1cdc383767b7998284a5a35884aacf8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:48:05.527906Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61bf-ef98-7341-aaef-df2ff2b4354c.1779756429208503000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..00c49b3c687d1efc5a85f7714742e50ee912a037 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_76, group_col_2=feature_117. +Result preview: [{"feature_76": "0.5", "feature_117": "", "row_count": 118}, {"feature_76": "0", "feature_117": "", "row_count": 60}, {"feature_76": "0", "feature_117": "0.43", "row_count": 2}, {"feature_76": "0.5", "feature_117": "0.5", "row_count": 2}, {"feature_76": "0.5", "feature_117": "0.57", "row_count": 2}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..daca75462af439cdb74a674eefc34922751217a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n4_050f6eedb3a2a66e +-- problem_id: v2p_n4_0d9162b08ed298e3 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", "feature_117", COUNT(*) AS "row_count" +FROM "n4" +WHERE CAST(NULLIF("feature_53", '') AS REAL) >= 0.72 +GROUP BY "feature_76", "feature_117" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f03a124949e2f64c7f8171c5c8dce8477bcca095 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"feature_76\", \"feature_117\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nWHERE CAST(NULLIF(\"feature_53\", '') AS REAL) >= 0.72\nGROUP BY \"feature_76\", \"feature_117\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"feature_76\\\", \\\"feature_117\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_53\\\", '') AS REAL) >= 0.72\\nGROUP BY \\\"feature_76\\\", \\\"feature_117\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"feature_76\", \"feature_117\", \"row_count\"], \"rows\": [{\"feature_76\": \"0.5\", \"feature_117\": \"\", \"row_count\": 118}, {\"feature_76\": \"0\", \"feature_117\": \"\", \"row_count\": 60}, {\"feature_76\": \"0\", \"feature_117\": \"0.43\", \"row_count\": 2}, {\"feature_76\": \"0.5\", \"feature_117\": \"0.5\", \"row_count\": 2}, {\"feature_76\": \"0.5\", \"feature_117\": \"0.57\", \"row_count\": 2}, {\"feature_76\": \"0\", \"feature_117\": \"0.14\", \"row_count\": 1}, {\"feature_76\": \"0\", \"feature_117\": \"0.36\", \"row_count\": 1}, {\"feature_76\": \"0\", \"feature_117\": \"0.57\", \"row_count\": 1}, {\"feature_76\": \"0\", \"feature_117\": \"0.64\", \"row_count\": 1}, {\"feature_76\": \"0.5\", \"feature_117\": \"0.36\", \"row_count\": 1}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.06}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f8aea81530848c094359dc02bb9e5b5314f94125 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:47:09.160118+00:00", + "ended_at": "2026-05-26T00:48:06.161897+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_050f6eedb3a2a66e", + "problem_id": "v2p_n4_0d9162b08ed298e3", + "dataset_id": "n4", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_76, group_col_2=feature_117.", + "bindings": { + "group_col": "feature_76", + "group_col_2": "feature_117", + "predicate_col": "feature_53", + "predicate_op": ">=", + "predicate_value": 0.72, + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.7, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=52" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_050f6eedb3a2a66e.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_050f6eedb3a2a66e", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 2866, + "total_tokens": 42078, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 122, + "estimated_total_tokens": 16039, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 56983.23, + "sql_execution_elapsed_ms_total": 5.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..81617f12c791ab7a6135a0f77331b051c283cb8d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:48:06.155493+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 56983.23, "started_at": "2026-05-26T00:47:09.162022+00:00", "ended_at": "2026-05-26T00:48:06.145654+00:00", "prompt_metrics": {"chars": 50948, "bytes_utf8": 50948, "lines": 1636, "estimated_tokens": 15917}, "response_metrics": {"chars": 488, "bytes_utf8": 488, "lines": 1, "estimated_tokens": 122}, "usage": {"input_tokens": 39212, "cached_input_tokens": 22912, "output_tokens": 2866, "reasoning_output_tokens": 2738}, "stderr_preview": "2026-05-26T00:48:05.527906Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61bf-ef98-7341-aaef-df2ff2b4354c.1779756429208503000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"feature_76\\\", \\\"feature_117\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_53\\\", '') AS REAL) >= 0.72\\nGROUP BY \\\"feature_76\\\", \\\"feature_117\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group-count template with the bound group columns, and casts the text-backed numeric predicate column to REAL so SQLite compares numerically while skipping empty strings.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e4faf223aee82a677092f396a239134ddefb3dd9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_050f6eedb3a2a66e", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 2866, + "total_tokens": 42078, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 122, + "estimated_total_tokens": 16039, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 56983.23, + "sql_execution_elapsed_ms_total": 5.06, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_050f6eedb3a2a66e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c49d4cfbfbb952bd0cfd9ceefeae4358d881f984 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50948, "bytes_utf8": 50948, "lines": 1636, "estimated_tokens": 15917}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 514, "bytes_utf8": 514, "lines": 1, "estimated_tokens": 136}, "usage": {"input_tokens": 39212, "cached_input_tokens": 22912, "output_tokens": 1606, "reasoning_output_tokens": 1464}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..56e8d2af9aeef40fa2b4504464c37e33c582b65e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_051d96133c1fcc8c", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 1606, + "total_tokens": 40818, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 136, + "estimated_total_tokens": 16053, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 32874.24, + "sql_execution_elapsed_ms_total": 2.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..692314b943e9b118c0948016dbe623331b13e7d8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:48:06.164279+00:00", + "ended_at": "2026-05-26T00:48:39.038766+00:00", + "elapsed_ms": 32874.24, + "prompt_metrics": { + "chars": 50948, + "bytes_utf8": 50948, + "lines": 1636, + "estimated_tokens": 15917 + }, + "stdout_metrics": { + "chars": 891, + "bytes_utf8": 891, + "lines": 4, + "estimated_tokens": 259 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 514, + "bytes_utf8": 514, + "lines": 1, + "estimated_tokens": 136 + }, + "usage": { + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 1606, + "reasoning_output_tokens": 1464 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cbdff73848857024f77505bbaf68d65685384bc3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1636 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_76, group_col_2=feature_116.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "feature_76", + "group_col_2": "feature_116", + "predicate_col": "feature_52", + "predicate_op": ">=", + "predicate_value": 0.77, + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.72, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..efe4574d6c7d07bfdab4f8cc5299cedbcf00ea75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c0-ce3c-7e10-910b-e27d95639bbc"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"feature_76\\\", \\\"feature_116\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_52\\\", '') AS REAL) >= 0.77\\nGROUP BY \\\"feature_76\\\", \\\"feature_116\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the requested filtered two-dimensional group count template with \\\"feature_76\\\" and \\\"feature_116\\\" as grouping columns. Casted \\\"feature_52\\\" from TEXT to REAL and treated empty strings as NULL for a safe numeric filter in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39212,"cached_input_tokens":22912,"output_tokens":1606,"reasoning_output_tokens":1464}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7fef53f7830fb1004f0b7e6e52f996eb1efb251b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"feature_76\", \"feature_116\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nWHERE CAST(NULLIF(\"feature_52\", '') AS REAL) >= 0.77\nGROUP BY \"feature_76\", \"feature_116\"\nORDER BY \"row_count\" DESC;","notes":"Applied the requested filtered two-dimensional group count template with \"feature_76\" and \"feature_116\" as grouping columns. Casted \"feature_52\" from TEXT to REAL and treated empty strings as NULL for a safe numeric filter in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9cb8e72579533b7d668d28e0bac56c99d227ee06 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_76, group_col_2=feature_116. +Result preview: [{"feature_76": "0.5", "feature_116": "", "row_count": 292}, {"feature_76": "1", "feature_116": "", "row_count": 23}, {"feature_76": "0", "feature_116": "", "row_count": 14}, {"feature_76": "0.5", "feature_116": "0.01", "row_count": 2}, {"feature_76": "0.5", "feature_116": "0.02", "row_count": 1}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ba039424c1bd1a5c4093b57a47630d021accf970 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n4_051d96133c1fcc8c +-- problem_id: v2p_n4_070ff36e6ad8b111 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", "feature_116", COUNT(*) AS "row_count" +FROM "n4" +WHERE CAST(NULLIF("feature_52", '') AS REAL) >= 0.77 +GROUP BY "feature_76", "feature_116" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2c4f0c86a990764cafd4221470b6256e745318c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"feature_76\", \"feature_116\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nWHERE CAST(NULLIF(\"feature_52\", '') AS REAL) >= 0.77\nGROUP BY \"feature_76\", \"feature_116\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"feature_76\\\", \\\"feature_116\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_52\\\", '') AS REAL) >= 0.77\\nGROUP BY \\\"feature_76\\\", \\\"feature_116\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"feature_76\", \"feature_116\", \"row_count\"], \"rows\": [{\"feature_76\": \"0.5\", \"feature_116\": \"\", \"row_count\": 292}, {\"feature_76\": \"1\", \"feature_116\": \"\", \"row_count\": 23}, {\"feature_76\": \"0\", \"feature_116\": \"\", \"row_count\": 14}, {\"feature_76\": \"0.5\", \"feature_116\": \"0.01\", \"row_count\": 2}, {\"feature_76\": \"0.5\", \"feature_116\": \"0.02\", \"row_count\": 1}, {\"feature_76\": \"0.5\", \"feature_116\": \"0.03\", \"row_count\": 1}, {\"feature_76\": \"0.5\", \"feature_116\": \"0.06\", \"row_count\": 1}], \"row_count_returned\": 7, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.88}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b08c502a0262688125baf30d1fb7a7a022b93001 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:48:06.162355+00:00", + "ended_at": "2026-05-26T00:48:39.053070+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_051d96133c1fcc8c", + "problem_id": "v2p_n4_070ff36e6ad8b111", + "dataset_id": "n4", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_76, group_col_2=feature_116.", + "bindings": { + "group_col": "feature_76", + "group_col_2": "feature_116", + "predicate_col": "feature_52", + "predicate_op": ">=", + "predicate_value": 0.77, + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.72, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=51" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_051d96133c1fcc8c.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_051d96133c1fcc8c", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 1606, + "total_tokens": 40818, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 136, + "estimated_total_tokens": 16053, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 32874.24, + "sql_execution_elapsed_ms_total": 2.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1dd8973b15c61e7b26f3c5e843f21a528004d6e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:48:39.048710+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 32874.24, "started_at": "2026-05-26T00:48:06.164279+00:00", "ended_at": "2026-05-26T00:48:39.038766+00:00", "prompt_metrics": {"chars": 50948, "bytes_utf8": 50948, "lines": 1636, "estimated_tokens": 15917}, "response_metrics": {"chars": 514, "bytes_utf8": 514, "lines": 1, "estimated_tokens": 136}, "usage": {"input_tokens": 39212, "cached_input_tokens": 22912, "output_tokens": 1606, "reasoning_output_tokens": 1464}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"feature_76\\\", \\\"feature_116\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_52\\\", '') AS REAL) >= 0.77\\nGROUP BY \\\"feature_76\\\", \\\"feature_116\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the requested filtered two-dimensional group count template with \\\"feature_76\\\" and \\\"feature_116\\\" as grouping columns. Casted \\\"feature_52\\\" from TEXT to REAL and treated empty strings as NULL for a safe numeric filter in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3e274b7844b093431e110893ac6d5f38254cafdb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_051d96133c1fcc8c", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 1606, + "total_tokens": 40818, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 136, + "estimated_total_tokens": 16053, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 32874.24, + "sql_execution_elapsed_ms_total": 2.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_051d96133c1fcc8c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..33693c3c4b6eb1db27c25c6a2a248849cc4252be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50879, "bytes_utf8": 50879, "lines": 1635, "estimated_tokens": 15885}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 445, "bytes_utf8": 445, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 39180, "cached_input_tokens": 38272, "output_tokens": 634, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9f0fb65dd7394b8f37b190114e3f6be9215b04d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_057ba49232888beb", + "api_calls": 0, + "input_tokens": 39180, + "cached_input_tokens": 38272, + "output_tokens": 634, + "total_tokens": 39814, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15885, + "estimated_output_tokens": 112, + "estimated_total_tokens": 15997, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15108.56, + "sql_execution_elapsed_ms_total": 1.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..82a9c8390fc43fce34697e0c1e6e1877e0a2a68a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:48:39.055250+00:00", + "ended_at": "2026-05-26T00:48:54.163960+00:00", + "elapsed_ms": 15108.56, + "prompt_metrics": { + "chars": 50879, + "bytes_utf8": 50879, + "lines": 1635, + "estimated_tokens": 15885 + }, + "stdout_metrics": { + "chars": 796, + "bytes_utf8": 796, + "lines": 4, + "estimated_tokens": 223 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 105 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 445, + "bytes_utf8": 445, + "lines": 1, + "estimated_tokens": 112 + }, + "usage": { + "input_tokens": 39180, + "cached_input_tokens": 38272, + "output_tokens": 634, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c6c60b1fb9e6bedde773d77bf89d58bc6f7762a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=feature_76, condition_col=feature_76.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "feature_76", + "condition_col": "feature_76", + "condition_value": "0", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 18, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.18, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..86d4d22e20140abe8a48ef4304e6727629b554c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c1-4ebf-7643-ae74-4710a24c5d29"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"feature_76\\\",\\n AVG(CASE WHEN \\\"feature_76\\\" = '0' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Instantiated the provided Grouped Condition Rate template exactly with group_col and condition_col both bound to \\\"feature_76\\\" and condition_value bound to text literal '0', matching the TEXT SQLite schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39180,"cached_input_tokens":38272,"output_tokens":634,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bbd8e08d2da4fa00ee0ea9c7e85a05bb84650915 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"feature_76\",\n AVG(CASE WHEN \"feature_76\" = '0' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n4\"\nGROUP BY \"feature_76\"\nORDER BY condition_rate DESC;","notes":"Instantiated the provided Grouped Condition Rate template exactly with group_col and condition_col both bound to \"feature_76\" and condition_value bound to text literal '0', matching the TEXT SQLite schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..955d813406f45299832e2cd01f1c0258010743dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:48:53.707613Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c1-4ebf-7643-ae74-4710a24c5d29.1779756519104295000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d86860e40313e94ff16801a8fe6a9cb112bccf63 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=feature_76, condition_col=feature_76. +Result preview: [{"feature_76": "0", "condition_rate": 1.0}, {"feature_76": "1", "condition_rate": 0.0}, {"feature_76": "0.5", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0016fde033f9ac85b02f8a5293463de719f311c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_057ba49232888beb +-- problem_id: v2p_n4_563d0a255365f666 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", + AVG(CASE WHEN "feature_76" = '0' THEN 1 ELSE 0 END) AS condition_rate +FROM "n4" +GROUP BY "feature_76" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c665c877221de496ec04f4811708247cb973e84d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"feature_76\",\n AVG(CASE WHEN \"feature_76\" = '0' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n4\"\nGROUP BY \"feature_76\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"feature_76\\\",\\n AVG(CASE WHEN \\\"feature_76\\\" = '0' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"feature_76\", \"condition_rate\"], \"rows\": [{\"feature_76\": \"0\", \"condition_rate\": 1.0}, {\"feature_76\": \"1\", \"condition_rate\": 0.0}, {\"feature_76\": \"0.5\", \"condition_rate\": 0.0}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.0}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a6a0874e29043d20db3f7693c1a8d087fe7679d8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:48:39.053393+00:00", + "ended_at": "2026-05-26T00:48:54.176316+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_057ba49232888beb", + "problem_id": "v2p_n4_563d0a255365f666", + "dataset_id": "n4", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=feature_76, condition_col=feature_76.", + "bindings": { + "group_col": "feature_76", + "condition_col": "feature_76", + "condition_value": "0", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 18, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.18, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=103" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_057ba49232888beb.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_057ba49232888beb", + "api_calls": 0, + "input_tokens": 39180, + "cached_input_tokens": 38272, + "output_tokens": 634, + "total_tokens": 39814, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15885, + "estimated_output_tokens": 112, + "estimated_total_tokens": 15997, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15108.56, + "sql_execution_elapsed_ms_total": 1.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a4199d186daf769822a81c69f6ea2d45faa55bda --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:48:54.174151+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15108.56, "started_at": "2026-05-26T00:48:39.055250+00:00", "ended_at": "2026-05-26T00:48:54.163960+00:00", "prompt_metrics": {"chars": 50879, "bytes_utf8": 50879, "lines": 1635, "estimated_tokens": 15885}, "response_metrics": {"chars": 445, "bytes_utf8": 445, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 39180, "cached_input_tokens": 38272, "output_tokens": 634, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:48:53.707613Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c1-4ebf-7643-ae74-4710a24c5d29.1779756519104295000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"feature_76\\\",\\n AVG(CASE WHEN \\\"feature_76\\\" = '0' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Instantiated the provided Grouped Condition Rate template exactly with group_col and condition_col both bound to \\\"feature_76\\\" and condition_value bound to text literal '0', matching the TEXT SQLite schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..807255dd8c734936d1456e9e9818a2b2a683e81c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_057ba49232888beb", + "api_calls": 0, + "input_tokens": 39180, + "cached_input_tokens": 38272, + "output_tokens": 634, + "total_tokens": 39814, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15885, + "estimated_output_tokens": 112, + "estimated_total_tokens": 15997, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15108.56, + "sql_execution_elapsed_ms_total": 1.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_057ba49232888beb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ac0094ddd4f4464a4d82a501aaf2a4516eb56b0d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50715, "bytes_utf8": 50715, "lines": 1632, "estimated_tokens": 15831}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 657, "bytes_utf8": 657, "lines": 1, "estimated_tokens": 168}, "usage": {"input_tokens": 39126, "cached_input_tokens": 38272, "output_tokens": 690, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..250275f5265f35ceadba5630613a185fda2b7627 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_062d0b15bc4a68d1", + "api_calls": 0, + "input_tokens": 39126, + "cached_input_tokens": 38272, + "output_tokens": 690, + "total_tokens": 39816, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15831, + "estimated_output_tokens": 168, + "estimated_total_tokens": 15999, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15994.21, + "sql_execution_elapsed_ms_total": 4.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..88481255cb1e1f6e6a3471681a3457fed4dd91d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:48:54.179363+00:00", + "ended_at": "2026-05-26T00:49:10.173717+00:00", + "elapsed_ms": 15994.21, + "prompt_metrics": { + "chars": 50715, + "bytes_utf8": 50715, + "lines": 1632, + "estimated_tokens": 15831 + }, + "stdout_metrics": { + "chars": 1028, + "bytes_utf8": 1028, + "lines": 4, + "estimated_tokens": 297 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 657, + "bytes_utf8": 657, + "lines": 1, + "estimated_tokens": 168 + }, + "usage": { + "input_tokens": 39126, + "cached_input_tokens": 38272, + "output_tokens": 690, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e94281143a190e472abd5a0536bdb4abfa37b45e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1632 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, 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feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] 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"conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=feature_76, measure_col=feature_15.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "feature_76", + "measure_col": "feature_15", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.49, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e529b6dd914950308c6d4eb93e28362fa02008cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c1-89cd-73b2-9754-92f5ed98b575"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n CAST(NULLIF(\\\"feature_76\\\", '') AS REAL) AS \\\"feature_76\\\",\\n AVG(CAST(NULLIF(\\\"feature_15\\\", '') AS REAL)) OVER (\\n PARTITION BY CAST(NULLIF(\\\"feature_76\\\", '') AS REAL)\\n ) AS avg_measure\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_76\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_15\\\", '') IS NOT NULL\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"feature_76\\\" and measure_col=\\\"feature_15\\\". Empty strings are treated as NULL, and both fields are cast to REAL because the SQLite schema stores them as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39126,"cached_input_tokens":38272,"output_tokens":690,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..570c8cb4e24978bff3208f1900a58e5128db20ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n CAST(NULLIF(\"feature_76\", '') AS REAL) AS \"feature_76\",\n AVG(CAST(NULLIF(\"feature_15\", '') AS REAL)) OVER (\n PARTITION BY CAST(NULLIF(\"feature_76\", '') AS REAL)\n ) AS avg_measure\nFROM \"n4\"\nWHERE NULLIF(\"feature_76\", '') IS NOT NULL\n AND NULLIF(\"feature_15\", '') IS NOT NULL\nORDER BY avg_measure DESC;","notes":"Applied the Window Partition Average template with group_col=\"feature_76\" and measure_col=\"feature_15\". Empty strings are treated as NULL, and both fields are cast to REAL because the SQLite schema stores them as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..5b78c9af478f99f1ade8188ed5339dcd67cccd1c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=feature_76, measure_col=feature_15. +Result preview: [{"feature_76": 0.0, "avg_measure": 0.45770234986945174}, {"feature_76": 0.5, "avg_measure": 0.40390507910074935}, {"feature_76": 1.0, "avg_measure": 0.3}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..cd762a9a3f91f23df49315f336e0f0b2cbfb1a6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_062d0b15bc4a68d1 +-- problem_id: v2p_n4_5498219db5717916 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + CAST(NULLIF("feature_76", '') AS REAL) AS "feature_76", + AVG(CAST(NULLIF("feature_15", '') AS REAL)) OVER ( + PARTITION BY CAST(NULLIF("feature_76", '') AS REAL) + ) AS avg_measure +FROM "n4" +WHERE NULLIF("feature_76", '') IS NOT NULL + AND NULLIF("feature_15", '') IS NOT NULL +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..37bacdc9fe6a3f4172730d3cefc2f837f5c04406 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n CAST(NULLIF(\"feature_76\", '') AS REAL) AS \"feature_76\",\n AVG(CAST(NULLIF(\"feature_15\", '') AS REAL)) OVER (\n PARTITION BY CAST(NULLIF(\"feature_76\", '') AS REAL)\n ) AS avg_measure\nFROM \"n4\"\nWHERE NULLIF(\"feature_76\", '') IS NOT NULL\n AND NULLIF(\"feature_15\", '') IS NOT NULL\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n CAST(NULLIF(\\\"feature_76\\\", '') AS REAL) AS \\\"feature_76\\\",\\n AVG(CAST(NULLIF(\\\"feature_15\\\", '') AS REAL)) OVER (\\n PARTITION BY CAST(NULLIF(\\\"feature_76\\\", '') AS REAL)\\n ) AS avg_measure\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_76\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_15\\\", '') IS NOT NULL\\nORDER BY avg_measure DESC;\", \"columns\": [\"feature_76\", \"avg_measure\"], \"rows\": [{\"feature_76\": 0.0, \"avg_measure\": 0.45770234986945174}, {\"feature_76\": 0.5, \"avg_measure\": 0.40390507910074935}, {\"feature_76\": 1.0, \"avg_measure\": 0.3}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 4.04}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e0cddb6c31803c8b39e4c4f5fe5ba720f40ffe3d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:48:54.176658+00:00", + "ended_at": "2026-05-26T00:49:10.188500+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_062d0b15bc4a68d1", + "problem_id": "v2p_n4_5498219db5717916", + "dataset_id": "n4", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=feature_76, measure_col=feature_15.", + "bindings": { + "group_col": "feature_76", + "measure_col": "feature_15", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.49, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=139" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_062d0b15bc4a68d1.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_062d0b15bc4a68d1", + "api_calls": 0, + "input_tokens": 39126, + "cached_input_tokens": 38272, + "output_tokens": 690, + "total_tokens": 39816, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15831, + "estimated_output_tokens": 168, + "estimated_total_tokens": 15999, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15994.21, + "sql_execution_elapsed_ms_total": 4.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d4f414842cf67273bd75334c90ebb41c448f23aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:49:10.182931+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15994.21, "started_at": "2026-05-26T00:48:54.179363+00:00", "ended_at": "2026-05-26T00:49:10.173717+00:00", "prompt_metrics": {"chars": 50715, "bytes_utf8": 50715, "lines": 1632, "estimated_tokens": 15831}, "response_metrics": {"chars": 657, "bytes_utf8": 657, "lines": 1, "estimated_tokens": 168}, "usage": {"input_tokens": 39126, "cached_input_tokens": 38272, "output_tokens": 690, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n CAST(NULLIF(\\\"feature_76\\\", '') AS REAL) AS \\\"feature_76\\\",\\n AVG(CAST(NULLIF(\\\"feature_15\\\", '') AS REAL)) OVER (\\n PARTITION BY CAST(NULLIF(\\\"feature_76\\\", '') AS REAL)\\n ) AS avg_measure\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_76\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_15\\\", '') IS NOT NULL\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"feature_76\\\" and measure_col=\\\"feature_15\\\". Empty strings are treated as NULL, and both fields are cast to REAL because the SQLite schema stores them as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b155f92526bac53b9ee7618a4b7ff1e4faa9b7e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_062d0b15bc4a68d1", + "api_calls": 0, + "input_tokens": 39126, + "cached_input_tokens": 38272, + "output_tokens": 690, + "total_tokens": 39816, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15831, + "estimated_output_tokens": 168, + "estimated_total_tokens": 15999, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15994.21, + "sql_execution_elapsed_ms_total": 4.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_062d0b15bc4a68d1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..425c781ed4f9929e5c286f8cfd43821cdaf4023d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50722, "bytes_utf8": 50722, "lines": 1632, "estimated_tokens": 15833}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 907, "bytes_utf8": 907, "lines": 1, "estimated_tokens": 261}, "usage": {"input_tokens": 39128, "cached_input_tokens": 38272, "output_tokens": 4235, "reasoning_output_tokens": 3968}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..40960b54e448bab740e36df44632ca4caca93aff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_09641aa847728571", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 4235, + "total_tokens": 43363, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 261, + "estimated_total_tokens": 16094, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 82734.08, + "sql_execution_elapsed_ms_total": 3.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..835e29e11d4bbd69fde0df12fd449cbaafe1e46e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:49:10.190867+00:00", + "ended_at": "2026-05-26T00:50:32.925509+00:00", + "elapsed_ms": 82734.08, + "prompt_metrics": { + "chars": 50722, + "bytes_utf8": 50722, + "lines": 1632, + "estimated_tokens": 15833 + }, + "stdout_metrics": { + "chars": 1349, + "bytes_utf8": 1349, + "lines": 4, + "estimated_tokens": 430 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 103 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 907, + "bytes_utf8": 907, + "lines": 1, + "estimated_tokens": 261 + }, + "usage": { + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 4235, + "reasoning_output_tokens": 3968 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4ed8bafe8206990093e1393f44e8071306e51f84 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1632 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=feature_117, measure_col=feature_12.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "feature_117", + "measure_col": "feature_12", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.49, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..86d4cb8d5a979f7bdcbb6efe1550c2ed36daa8ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c1-c85c-7d30-97e0-def6fac7411a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nWITH \\\"filtered\\\" AS (\\n SELECT\\n \\\"feature_117\\\",\\n CAST(\\\"feature_12\\\" AS REAL) AS \\\"feature_12\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(TRIM(\\\"feature_117\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_12\\\"), '') IS NOT NULL\\n),\\n\\\"scored\\\" AS (\\n SELECT DISTINCT\\n \\\"feature_117\\\",\\n AVG(\\\"feature_12\\\") OVER (PARTITION BY \\\"feature_117\\\") AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY \\\"feature_117\\\") AS \\\"group_size\\\"\\n FROM \\\"filtered\\\"\\n)\\nSELECT\\n \\\"feature_117\\\",\\n \\\"avg_measure\\\"\\nFROM \\\"scored\\\"\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"avg_measure\\\" DESC, \\\"feature_117\\\"\\nLIMIT 11;\",\"notes\":\"Uses the window partition average template with group_col=\\\"feature_117\\\" and measure_col=\\\"feature_12\\\", filters out empty values, casts the measure to REAL, and keeps only groups with at least 5 rows for a stable slice view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39128,"cached_input_tokens":38272,"output_tokens":4235,"reasoning_output_tokens":3968}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..910fc61430742e875ef434507fb3c68ae7eb9ef5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nWITH \"filtered\" AS (\n SELECT\n \"feature_117\",\n CAST(\"feature_12\" AS REAL) AS \"feature_12\"\n FROM \"n4\"\n WHERE NULLIF(TRIM(\"feature_117\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"feature_12\"), '') IS NOT NULL\n),\n\"scored\" AS (\n SELECT DISTINCT\n \"feature_117\",\n AVG(\"feature_12\") OVER (PARTITION BY \"feature_117\") AS \"avg_measure\",\n COUNT(*) OVER (PARTITION BY \"feature_117\") AS \"group_size\"\n FROM \"filtered\"\n)\nSELECT\n \"feature_117\",\n \"avg_measure\"\nFROM \"scored\"\nWHERE \"group_size\" >= 5\nORDER BY \"avg_measure\" DESC, \"feature_117\"\nLIMIT 11;","notes":"Uses the window partition average template with group_col=\"feature_117\" and measure_col=\"feature_12\", filters out empty values, casts the measure to REAL, and keeps only groups with at least 5 rows for a stable slice view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..55db4904d88d5e975f63fc3688f7e391f501b7bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:50:32.800195Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c1-c85c-7d30-97e0-def6fac7411a.1779756550236973000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..dfc576011ef6b5d85fcc5f5939e2e91e262a135d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=feature_117, measure_col=feature_12. +Result preview: [{"feature_117": "0.14", "avg_measure": 0.52}, {"feature_117": "0.43", "avg_measure": 0.46485714285714286}, {"feature_117": "0.79", "avg_measure": 0.44909090909090904}, {"feature_117": "0.71", "avg_measure": 0.4218181818181818}, {"feature_117": "0.64", "avg_measure": 0.4217073170731707}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5209f7c4d374a511e7e3500c261983a32479900b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/generated_sql.sql @@ -0,0 +1,35 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_09641aa847728571 +-- problem_id: v2p_n4_6b2a17903212be3c +-- realization_mode: agent +-- source_kind: agent +WITH "filtered" AS ( + SELECT + "feature_117", + CAST("feature_12" AS REAL) AS "feature_12" + FROM "n4" + WHERE NULLIF(TRIM("feature_117"), '') IS NOT NULL + AND NULLIF(TRIM("feature_12"), '') IS NOT NULL +), +"scored" AS ( + SELECT DISTINCT + "feature_117", + AVG("feature_12") OVER (PARTITION BY "feature_117") AS "avg_measure", + COUNT(*) OVER (PARTITION BY "feature_117") AS "group_size" + FROM "filtered" +) +SELECT + "feature_117", + "avg_measure" +FROM "scored" +WHERE "group_size" >= 5 +ORDER BY "avg_measure" DESC, "feature_117" +LIMIT 11; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5ce54ce6abc6ae2423eda8f40cf1207c3813c7e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nWITH \"filtered\" AS (\n SELECT\n \"feature_117\",\n CAST(\"feature_12\" AS REAL) AS \"feature_12\"\n FROM \"n4\"\n WHERE NULLIF(TRIM(\"feature_117\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"feature_12\"), '') IS NOT NULL\n),\n\"scored\" AS (\n SELECT DISTINCT\n \"feature_117\",\n AVG(\"feature_12\") OVER (PARTITION BY \"feature_117\") AS \"avg_measure\",\n COUNT(*) OVER (PARTITION BY \"feature_117\") AS \"group_size\"\n FROM \"filtered\"\n)\nSELECT\n \"feature_117\",\n \"avg_measure\"\nFROM \"scored\"\nWHERE \"group_size\" >= 5\nORDER BY \"avg_measure\" DESC, \"feature_117\"\nLIMIT 11;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nWITH \\\"filtered\\\" AS (\\n SELECT\\n \\\"feature_117\\\",\\n CAST(\\\"feature_12\\\" AS REAL) AS \\\"feature_12\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(TRIM(\\\"feature_117\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_12\\\"), '') IS NOT NULL\\n),\\n\\\"scored\\\" AS (\\n SELECT DISTINCT\\n \\\"feature_117\\\",\\n AVG(\\\"feature_12\\\") OVER (PARTITION BY \\\"feature_117\\\") AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY \\\"feature_117\\\") AS \\\"group_size\\\"\\n FROM \\\"filtered\\\"\\n)\\nSELECT\\n \\\"feature_117\\\",\\n \\\"avg_measure\\\"\\nFROM \\\"scored\\\"\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"avg_measure\\\" DESC, \\\"feature_117\\\"\\nLIMIT 11;\", \"columns\": [\"feature_117\", \"avg_measure\"], \"rows\": [{\"feature_117\": \"0.14\", \"avg_measure\": 0.52}, {\"feature_117\": \"0.43\", \"avg_measure\": 0.46485714285714286}, {\"feature_117\": \"0.79\", \"avg_measure\": 0.44909090909090904}, {\"feature_117\": \"0.71\", \"avg_measure\": 0.4218181818181818}, {\"feature_117\": \"0.64\", \"avg_measure\": 0.4217073170731707}, {\"feature_117\": \"0.86\", \"avg_measure\": 0.41615384615384615}, {\"feature_117\": \"0.36\", \"avg_measure\": 0.4137037037037037}, {\"feature_117\": \"0.57\", \"avg_measure\": 0.4098148148148148}, {\"feature_117\": \"0.29\", \"avg_measure\": 0.4068421052631579}, {\"feature_117\": \"0.5\", \"avg_measure\": 0.39744186046511626}, {\"feature_117\": \"0.21\", \"avg_measure\": 0.39375}], \"row_count_returned\": 11, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.7}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3085d89a6461a3aa63433c102bdfa7790aa9a512 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:49:10.188930+00:00", + "ended_at": "2026-05-26T00:50:32.940236+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_09641aa847728571", + "problem_id": "v2p_n4_6b2a17903212be3c", + "dataset_id": "n4", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=feature_117, measure_col=feature_12.", + "bindings": { + "group_col": "feature_117", + "measure_col": "feature_12", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.49, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=136" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_09641aa847728571.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_09641aa847728571", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 4235, + "total_tokens": 43363, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 261, + "estimated_total_tokens": 16094, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 82734.08, + "sql_execution_elapsed_ms_total": 3.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..84edc69cd57a69f0a4b14a5237bd1a7503dd547f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:50:32.934815+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 82734.08, "started_at": "2026-05-26T00:49:10.190867+00:00", "ended_at": "2026-05-26T00:50:32.925509+00:00", "prompt_metrics": {"chars": 50722, "bytes_utf8": 50722, "lines": 1632, "estimated_tokens": 15833}, "response_metrics": {"chars": 907, "bytes_utf8": 907, "lines": 1, "estimated_tokens": 261}, "usage": {"input_tokens": 39128, "cached_input_tokens": 38272, "output_tokens": 4235, "reasoning_output_tokens": 3968}, "stderr_preview": "2026-05-26T00:50:32.800195Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c1-c85c-7d30-97e0-def6fac7411a.1779756550236973000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nWITH \\\"filtered\\\" AS (\\n SELECT\\n \\\"feature_117\\\",\\n CAST(\\\"feature_12\\\" AS REAL) AS \\\"feature_12\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(TRIM(\\\"feature_117\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_12\\\"), '') IS NOT NULL\\n),\\n\\\"scored\\\" AS (\\n SELECT DISTINCT\\n \\\"feature_117\\\",\\n AVG(\\\"feature_12\\\") OVER (PARTITION BY \\\"feature_117\\\") AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY \\\"feature_117\\\") AS \\\"group_size\\\"\\n FROM \\\"filtered\\\"\\n)\\nSELECT\\n \\\"feature_117\\\",\\n \\\"avg_measure\\\"\\nFROM \\\"scored\\\"\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"avg_measure\\\" DESC, \\\"feature_117\\\"\\nLIMIT 11;\",\"notes\":\"Uses the window partition average template with group_col=\\\"feature_117\\\" and measure_col=\\\"feature_12\\\", filters out empty values, casts the measure to REAL, and keeps only groups with at least 5 rows for a stable slice view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..236b91347680831bb4b56580001a49d6ad99c965 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_09641aa847728571", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 4235, + "total_tokens": 43363, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 261, + "estimated_total_tokens": 16094, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 82734.08, + "sql_execution_elapsed_ms_total": 3.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09641aa847728571/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cbdd25fea138ac6d7019a1cf5ec150dc636c3648 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50723, "bytes_utf8": 50723, "lines": 1632, "estimated_tokens": 15833}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 680, "bytes_utf8": 680, "lines": 1, "estimated_tokens": 169}, "usage": {"input_tokens": 39128, "cached_input_tokens": 38272, "output_tokens": 1209, "reasoning_output_tokens": 1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b00ac371355eaca09b3e506ca48b62dabf9fc88f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_09a35efbf6990bf7", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 1209, + "total_tokens": 40337, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 169, + "estimated_total_tokens": 16002, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 27931.91, + "sql_execution_elapsed_ms_total": 1.35, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..25a23eab82069778759c8ce4914b58340ce8cd75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:50:32.942420+00:00", + "ended_at": "2026-05-26T00:51:00.874552+00:00", + "elapsed_ms": 27931.91, + "prompt_metrics": { + "chars": 50723, + "bytes_utf8": 50723, + "lines": 1632, + "estimated_tokens": 15833 + }, + "stdout_metrics": { + "chars": 1056, + "bytes_utf8": 1056, + "lines": 4, + "estimated_tokens": 297 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 680, + "bytes_utf8": 680, + "lines": 1, + "estimated_tokens": 169 + }, + "usage": { + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 1209, + "reasoning_output_tokens": 1034 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bb7f602732efc05875e2069d1bdafaad07a4c790 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1632 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: 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feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] 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"conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=feature_104, measure_col=feature_16.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "feature_104", + "measure_col": "feature_16", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.1388, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7b8cea06211f84222d2a51c4b22de5291ebe1325 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c3-0b93-7960-a2f5-eb5e26815137"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n CAST(NULLIF(\\\"feature_104\\\", '') AS REAL) AS \\\"feature_104\\\",\\n AVG(CAST(NULLIF(\\\"feature_16\\\", '') AS REAL)) OVER (\\n PARTITION BY CAST(NULLIF(\\\"feature_104\\\", '') AS REAL)\\n ) AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_104\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with \\\"feature_104\\\" as the partitioning group and \\\"feature_16\\\" as the averaged measure. Because the SQLite schema stores these fields as TEXT, empty strings are converted to NULL and numeric values are cast to REAL before computing the windowed average.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39128,"cached_input_tokens":38272,"output_tokens":1209,"reasoning_output_tokens":1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4052151f6081af83f6a50bbb1a805115ebb8247f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n CAST(NULLIF(\"feature_104\", '') AS REAL) AS \"feature_104\",\n AVG(CAST(NULLIF(\"feature_16\", '') AS REAL)) OVER (\n PARTITION BY CAST(NULLIF(\"feature_104\", '') AS REAL)\n ) AS \"avg_measure\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_104\", '') IS NOT NULL\nORDER BY \"avg_measure\" DESC;","notes":"Applied the Window Partition Average template with \"feature_104\" as the partitioning group and \"feature_16\" as the averaged measure. Because the SQLite schema stores these fields as TEXT, empty strings are converted to NULL and numeric values are cast to REAL before computing the windowed average."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f38445b7be5152fa9d2367ca563c704aa61173c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=feature_104, measure_col=feature_16. +Result preview: [{"feature_104": 0.37, "avg_measure": 1.0}, {"feature_104": 0.49, "avg_measure": 1.0}, {"feature_104": 0.55, "avg_measure": 1.0}, {"feature_104": 0.67, "avg_measure": 1.0}, {"feature_104": 0.63, "avg_measure": 0.995}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7fc774c094c7335f51225bc1a1d8308f050dfb6c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_09a35efbf6990bf7 +-- problem_id: v2p_n4_34fe18d68339afae +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + CAST(NULLIF("feature_104", '') AS REAL) AS "feature_104", + AVG(CAST(NULLIF("feature_16", '') AS REAL)) OVER ( + PARTITION BY CAST(NULLIF("feature_104", '') AS REAL) + ) AS "avg_measure" +FROM "n4" +WHERE NULLIF("feature_104", '') IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fa6ec5683092dfbecf7178cddef85f191e9ab574 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n CAST(NULLIF(\"feature_104\", '') AS REAL) AS \"feature_104\",\n AVG(CAST(NULLIF(\"feature_16\", '') AS REAL)) OVER (\n PARTITION BY CAST(NULLIF(\"feature_104\", '') AS REAL)\n ) AS \"avg_measure\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_104\", '') IS NOT NULL\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n CAST(NULLIF(\\\"feature_104\\\", '') AS REAL) AS \\\"feature_104\\\",\\n AVG(CAST(NULLIF(\\\"feature_16\\\", '') AS REAL)) OVER (\\n PARTITION BY CAST(NULLIF(\\\"feature_104\\\", '') AS REAL)\\n ) AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_104\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"feature_104\", \"avg_measure\"], \"rows\": [{\"feature_104\": 0.37, \"avg_measure\": 1.0}, {\"feature_104\": 0.49, \"avg_measure\": 1.0}, {\"feature_104\": 0.55, \"avg_measure\": 1.0}, {\"feature_104\": 0.67, \"avg_measure\": 1.0}, {\"feature_104\": 0.63, \"avg_measure\": 0.995}, {\"feature_104\": 0.0, \"avg_measure\": 0.99}, {\"feature_104\": 0.81, \"avg_measure\": 0.985}, {\"feature_104\": 0.53, \"avg_measure\": 0.91}, {\"feature_104\": 0.75, \"avg_measure\": 0.845}, {\"feature_104\": 0.64, \"avg_measure\": 0.8}, {\"feature_104\": 0.72, \"avg_measure\": 0.79}, {\"feature_104\": 0.73, \"avg_measure\": 0.74}, {\"feature_104\": 0.87, \"avg_measure\": 0.585}, {\"feature_104\": 0.86, \"avg_measure\": 0.58}, {\"feature_104\": 0.88, \"avg_measure\": 0.58}, {\"feature_104\": 0.61, \"avg_measure\": 0.57}, {\"feature_104\": 0.82, \"avg_measure\": 0.565}, {\"feature_104\": 0.89, \"avg_measure\": 0.5499999999999999}, {\"feature_104\": 0.84, \"avg_measure\": 0.535}, {\"feature_104\": 0.76, \"avg_measure\": 0.52}, {\"feature_104\": 0.8, \"avg_measure\": 0.495}, {\"feature_104\": 0.83, \"avg_measure\": 0.4875}, {\"feature_104\": 0.91, \"avg_measure\": 0.37}, {\"feature_104\": 0.85, \"avg_measure\": 0.36}, {\"feature_104\": 0.9, \"avg_measure\": 0.34}, {\"feature_104\": 0.92, \"avg_measure\": 0.282}, {\"feature_104\": 0.95, \"avg_measure\": 0.27}, {\"feature_104\": 0.93, \"avg_measure\": 0.19000000000000003}, {\"feature_104\": 0.94, \"avg_measure\": 0.18636363636363634}, {\"feature_104\": 0.96, \"avg_measure\": 0.18571428571428572}, {\"feature_104\": 0.97, \"avg_measure\": 0.13240506329113924}, {\"feature_104\": 0.99, \"avg_measure\": 0.11400000000000002}, {\"feature_104\": 1.0, \"avg_measure\": 0.11}, {\"feature_104\": 0.98, \"avg_measure\": 0.1008641975308642}], \"row_count_returned\": 34, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.35}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..86c5b9f74ccc5f40814a181935cd50680a28283a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:50:32.940671+00:00", + "ended_at": "2026-05-26T00:51:00.886168+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_09a35efbf6990bf7", + "problem_id": "v2p_n4_34fe18d68339afae", + "dataset_id": "n4", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=feature_104, measure_col=feature_16.", + "bindings": { + "group_col": "feature_104", + "measure_col": "feature_16", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.1388, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=140" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_09a35efbf6990bf7.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_09a35efbf6990bf7", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 1209, + "total_tokens": 40337, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 169, + "estimated_total_tokens": 16002, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 27931.91, + "sql_execution_elapsed_ms_total": 1.35, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ab856354aa39209353b8f4c52110f9f71b397dd8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:51:00.883561+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 27931.91, "started_at": "2026-05-26T00:50:32.942420+00:00", "ended_at": "2026-05-26T00:51:00.874552+00:00", "prompt_metrics": {"chars": 50723, "bytes_utf8": 50723, "lines": 1632, "estimated_tokens": 15833}, "response_metrics": {"chars": 680, "bytes_utf8": 680, "lines": 1, "estimated_tokens": 169}, "usage": {"input_tokens": 39128, "cached_input_tokens": 38272, "output_tokens": 1209, "reasoning_output_tokens": 1034}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n CAST(NULLIF(\\\"feature_104\\\", '') AS REAL) AS \\\"feature_104\\\",\\n AVG(CAST(NULLIF(\\\"feature_16\\\", '') AS REAL)) OVER (\\n PARTITION BY CAST(NULLIF(\\\"feature_104\\\", '') AS REAL)\\n ) AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_104\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with \\\"feature_104\\\" as the partitioning group and \\\"feature_16\\\" as the averaged measure. Because the SQLite schema stores these fields as TEXT, empty strings are converted to NULL and numeric values are cast to REAL before computing the windowed average.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..19521969ada854282d2d7968b189951939981d1d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_09a35efbf6990bf7", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 1209, + "total_tokens": 40337, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 169, + "estimated_total_tokens": 16002, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 27931.91, + "sql_execution_elapsed_ms_total": 1.35, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_09a35efbf6990bf7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bdf45350642e66367f6da207bc6c5dfbd621f074 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50722, "bytes_utf8": 50722, "lines": 1632, "estimated_tokens": 15832}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 527, "bytes_utf8": 527, "lines": 1, "estimated_tokens": 135}, "usage": {"input_tokens": 39127, "cached_input_tokens": 22912, "output_tokens": 657, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0cdb272a2e767048c8386c094a746d538b74e1b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_0c2c536504cb10ce", + "api_calls": 0, + "input_tokens": 39127, + "cached_input_tokens": 22912, + "output_tokens": 657, + "total_tokens": 39784, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15832, + "estimated_output_tokens": 135, + "estimated_total_tokens": 15967, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17275.67, + "sql_execution_elapsed_ms_total": 1.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e55e24be92f567e10153f99fdad6055c3d1f6ba0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:51:00.889286+00:00", + "ended_at": "2026-05-26T00:51:18.165101+00:00", + "elapsed_ms": 17275.67, + "prompt_metrics": { + "chars": 50722, + "bytes_utf8": 50722, + "lines": 1632, + "estimated_tokens": 15832 + }, + "stdout_metrics": { + "chars": 900, + "bytes_utf8": 900, + "lines": 4, + "estimated_tokens": 259 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 103 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 527, + "bytes_utf8": 527, + "lines": 1, + "estimated_tokens": 135 + }, + "usage": { + "input_tokens": 39127, + "cached_input_tokens": 22912, + "output_tokens": 657, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a26633475903d51990b0cf190af567f699b7f44a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1632 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_29", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_30", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_31", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_32", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_33", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_34", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_35", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_36", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_37", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_38", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_39", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_40", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_41", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_42", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_43", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_44", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_45", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_46", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_47", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_48", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_49", + "type": 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"feature_7": "0.55", + "feature_8": "0.02", + "feature_9": "0.95", + "feature_10": "0.09", + "feature_11": "0.05", + "feature_12": "0.38", + "feature_13": "0.38", + "feature_14": "0.23", + "feature_15": "0.36", + "feature_16": "0.02", + "feature_17": "0.9", + "feature_18": "0.5", + "feature_19": "0.72", + "feature_20": "0.16", + "feature_21": "0.68", + "feature_22": "0.44", + "feature_23": "0.11", + "feature_24": "0.71", + "feature_25": "0.46", + "feature_26": "0.43", + "feature_27": "0.41", + "feature_28": "0.28", + "feature_29": "0", + "feature_30": "0.74", + "feature_31": "0.51", + "feature_32": "0.48", + "feature_33": "0", + "feature_34": "0.06", + "feature_35": "0.25", + "feature_36": "0.3", + "feature_37": "0.33", + "feature_38": "0.12", + "feature_39": "0.65", + "feature_40": "0.67", + "feature_41": "0.38", + "feature_42": "0.42", + "feature_43": "0.46", + "feature_44": "0.22", + "feature_45": "0.27", + "feature_46": "0.2", + "feature_47": "0.21", + "feature_48": "0.51", + "feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=feature_117, measure_col=feature_12.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "feature_117", + "measure_col": "feature_12", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.454, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7738940afc0723e44281a5bbe21663cd6855d636 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c3-78bf-72c3-ae28-bfa11f48520d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_117\\\",\\n AVG(CAST(NULLIF(\\\"feature_12\\\", '') AS REAL)) OVER (PARTITION BY \\\"feature_117\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_117\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_12\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested window partition average template with \\\"feature_117\\\" as the grouping column and casts \\\"feature_12\\\" from TEXT to REAL while excluding empty-string missing values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39127,"cached_input_tokens":22912,"output_tokens":657,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5affb36a5e70d4c5726f43c7be8cfc847002fe82 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"feature_117\",\n AVG(CAST(NULLIF(\"feature_12\", '') AS REAL)) OVER (PARTITION BY \"feature_117\") AS \"avg_measure\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_117\", '') IS NOT NULL\n AND NULLIF(\"feature_12\", '') IS NOT NULL\nORDER BY \"avg_measure\" DESC;","notes":"Uses the requested window partition average template with \"feature_117\" as the grouping column and casts \"feature_12\" from TEXT to REAL while excluding empty-string missing values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..baf104746e68d27b9a885ba231473cb24828269c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:51:17.555511Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c3-78bf-72c3-ae28-bfa11f48520d.1779756660927976000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..dde5d77f31a9733f23dcb420b92d60287e7aae80 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=feature_117, measure_col=feature_12. +Result preview: [{"feature_117": "0.14", "avg_measure": 0.52}, {"feature_117": "1", "avg_measure": 0.48}, {"feature_117": "0.43", "avg_measure": 0.46485714285714286}, {"feature_117": "0.79", "avg_measure": 0.44909090909090904}, {"feature_117": "0.07", "avg_measure": 0.44}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..40e024a786b73e659d47c92313b16b2ff00fe998 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_0c2c536504cb10ce +-- problem_id: v2p_n4_d597a167aace0803 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "feature_117", + AVG(CAST(NULLIF("feature_12", '') AS REAL)) OVER (PARTITION BY "feature_117") AS "avg_measure" +FROM "n4" +WHERE NULLIF("feature_117", '') IS NOT NULL + AND NULLIF("feature_12", '') IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d3f5ddef1b0c8f0d4e15000b0cb213c7a9c06ef8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"feature_117\",\n AVG(CAST(NULLIF(\"feature_12\", '') AS REAL)) OVER (PARTITION BY \"feature_117\") AS \"avg_measure\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_117\", '') IS NOT NULL\n AND NULLIF(\"feature_12\", '') IS NOT NULL\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_117\\\",\\n AVG(CAST(NULLIF(\\\"feature_12\\\", '') AS REAL)) OVER (PARTITION BY \\\"feature_117\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_117\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_12\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"feature_117\", \"avg_measure\"], \"rows\": [{\"feature_117\": \"0.14\", \"avg_measure\": 0.52}, {\"feature_117\": \"1\", \"avg_measure\": 0.48}, {\"feature_117\": \"0.43\", \"avg_measure\": 0.46485714285714286}, {\"feature_117\": \"0.79\", \"avg_measure\": 0.44909090909090904}, {\"feature_117\": \"0.07\", \"avg_measure\": 0.44}, {\"feature_117\": \"0.71\", \"avg_measure\": 0.4218181818181818}, {\"feature_117\": \"0.64\", \"avg_measure\": 0.4217073170731707}, {\"feature_117\": \"0.86\", \"avg_measure\": 0.41615384615384615}, {\"feature_117\": \"0.36\", \"avg_measure\": 0.4137037037037037}, {\"feature_117\": \"0.57\", \"avg_measure\": 0.4098148148148148}, {\"feature_117\": \"0.29\", \"avg_measure\": 0.4068421052631579}, {\"feature_117\": \"0.5\", \"avg_measure\": 0.39744186046511626}, {\"feature_117\": \"0.21\", \"avg_measure\": 0.39375}, {\"feature_117\": \"0\", \"avg_measure\": 0.385}, {\"feature_117\": \"0.93\", \"avg_measure\": 0.3838095238095238}], \"row_count_returned\": 15, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.22}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6bab9d311b235159f9f9278324cd156b2c2ea3d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:51:00.886671+00:00", + "ended_at": "2026-05-26T00:51:18.175980+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_0c2c536504cb10ce", + "problem_id": "v2p_n4_d597a167aace0803", + "dataset_id": "n4", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=feature_117, measure_col=feature_12.", + "bindings": { + "group_col": "feature_117", + "measure_col": "feature_12", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.454, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=136" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_0c2c536504cb10ce.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_0c2c536504cb10ce", + "api_calls": 0, + "input_tokens": 39127, + "cached_input_tokens": 22912, + "output_tokens": 657, + "total_tokens": 39784, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15832, + "estimated_output_tokens": 135, + "estimated_total_tokens": 15967, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17275.67, + "sql_execution_elapsed_ms_total": 1.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..54d72643ffd84190c65c7f17ebd76da91221fb70 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:51:18.173172+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17275.67, "started_at": "2026-05-26T00:51:00.889286+00:00", "ended_at": "2026-05-26T00:51:18.165101+00:00", "prompt_metrics": {"chars": 50722, "bytes_utf8": 50722, "lines": 1632, "estimated_tokens": 15832}, "response_metrics": {"chars": 527, "bytes_utf8": 527, "lines": 1, "estimated_tokens": 135}, "usage": {"input_tokens": 39127, "cached_input_tokens": 22912, "output_tokens": 657, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:51:17.555511Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c3-78bf-72c3-ae28-bfa11f48520d.1779756660927976000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_117\\\",\\n AVG(CAST(NULLIF(\\\"feature_12\\\", '') AS REAL)) OVER (PARTITION BY \\\"feature_117\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_117\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_12\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested window partition average template with \\\"feature_117\\\" as the grouping column and casts \\\"feature_12\\\" from TEXT to REAL while excluding empty-string missing values.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..35a225a2870bc4d1adebf2c59bf310412eaf500f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_0c2c536504cb10ce", + "api_calls": 0, + "input_tokens": 39127, + "cached_input_tokens": 22912, + "output_tokens": 657, + "total_tokens": 39784, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15832, + "estimated_output_tokens": 135, + "estimated_total_tokens": 15967, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17275.67, + "sql_execution_elapsed_ms_total": 1.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0c2c536504cb10ce/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b9c4757ee01e9ece2152c657d931b08735ca855f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51052, "bytes_utf8": 51052, "lines": 1634, "estimated_tokens": 15942}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 951, "bytes_utf8": 951, "lines": 1, "estimated_tokens": 279}, "usage": {"input_tokens": 39237, "cached_input_tokens": 38784, "output_tokens": 3296, "reasoning_output_tokens": 3011}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c535132a09951e6eba0d2f4b25e9700262094d33 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_0d0b8399314f7b14", + "api_calls": 0, + "input_tokens": 39237, + "cached_input_tokens": 38784, + "output_tokens": 3296, + "total_tokens": 42533, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15942, + "estimated_output_tokens": 279, + "estimated_total_tokens": 16221, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 63265.79, + "sql_execution_elapsed_ms_total": 3.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..02fed64dba7c4c87df36df5691e49cedbe81fdd9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:51:18.178023+00:00", + "ended_at": "2026-05-26T00:52:21.444241+00:00", + "elapsed_ms": 63265.79, + "prompt_metrics": { + "chars": 51052, + "bytes_utf8": 51052, + "lines": 1634, + "estimated_tokens": 15942 + }, + "stdout_metrics": { + "chars": 1408, + "bytes_utf8": 1408, + "lines": 4, + "estimated_tokens": 461 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 951, + "bytes_utf8": 951, + "lines": 1, + "estimated_tokens": 279 + }, + "usage": { + "input_tokens": 39237, + "cached_input_tokens": 38784, + "output_tokens": 3296, + "reasoning_output_tokens": 3011 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..228d8d9df30adf82eac645c8d81847e3c579e672 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 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"conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_116, measure_col=feature_35.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_116", + "measure_col": "feature_35", + "item_col": "feature_36", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.1484, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..982eeb8b1c75f7e12136854906e81d4cefdac763 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c3-bc45-7201-9e69-d581c99da386"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"grouped\\\".\\\"feature_116\\\",\\n \\\"grouped\\\".\\\"feature_36\\\",\\n \\\"grouped\\\".\\\"total_measure\\\",\\n \\\"grouped\\\".\\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"grouped\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"grouped\\\".\\\"feature_116\\\"), 0.0) AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"feature_116\\\",\\n \\\"feature_36\\\",\\n SUM(CAST(NULLIF(\\\"feature_35\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(\\\"feature_116\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_36\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_35\\\", '') IS NOT NULL\\n GROUP BY \\\"feature_116\\\", \\\"feature_36\\\"\\n) AS \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"feature_116\\\", item_col=\\\"feature_36\\\", and measure_col=\\\"feature_35\\\"; casts the text-stored measure to REAL and excludes empty-string missing values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39237,"cached_input_tokens":38784,"output_tokens":3296,"reasoning_output_tokens":3011}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3d2c8300bfa95ca53506eac59d38a86597e725b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"grouped\".\"feature_116\",\n \"grouped\".\"feature_36\",\n \"grouped\".\"total_measure\",\n \"grouped\".\"total_measure\" * 100.0 / NULLIF(SUM(\"grouped\".\"total_measure\") OVER (PARTITION BY \"grouped\".\"feature_116\"), 0.0) AS \"share_within_group\"\nFROM (\n SELECT\n \"feature_116\",\n \"feature_36\",\n SUM(CAST(NULLIF(\"feature_35\", '') AS REAL)) AS \"total_measure\"\n FROM \"n4\"\n WHERE NULLIF(\"feature_116\", '') IS NOT NULL\n AND NULLIF(\"feature_36\", '') IS NOT NULL\n AND NULLIF(\"feature_35\", '') IS NOT NULL\n GROUP BY \"feature_116\", \"feature_36\"\n) AS \"grouped\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the planned Within-Group Share of Total template with group_col=\"feature_116\", item_col=\"feature_36\", and measure_col=\"feature_35\"; casts the text-stored measure to REAL and excludes empty-string missing values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ce7f05d1cf08e1267e1a09e76ef73b11d8e308d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_116, measure_col=feature_35. +Result preview: [{"feature_116": "0.14", "feature_36": "0.28", "total_measure": 0.19, "share_within_group": 100.0}, {"feature_116": "0.22", "feature_36": "0.73", "total_measure": 0.43, "share_within_group": 100.0}, {"feature_116": "0.33", "feature_36": "0.46", "total_measure": 0.42, "share_within_group": 100.0}, {"feature_116": "0.37", "feature_36": "0.69", "total_measure": 0.51, "share_within_group": 100.0}, {"feature_116": "0.4", "feature_36": "0.37", "total_measure": 0.39, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e0a9618c4e514d055027176ca5ef51a30faf1e7b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/generated_sql.sql @@ -0,0 +1,30 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_0d0b8399314f7b14 +-- problem_id: v2p_n4_698a77ce7785c9e9 +-- realization_mode: agent +-- source_kind: agent +SELECT + "grouped"."feature_116", + "grouped"."feature_36", + "grouped"."total_measure", + "grouped"."total_measure" * 100.0 / NULLIF(SUM("grouped"."total_measure") OVER (PARTITION BY "grouped"."feature_116"), 0.0) AS "share_within_group" +FROM ( + SELECT + "feature_116", + "feature_36", + SUM(CAST(NULLIF("feature_35", '') AS REAL)) AS "total_measure" + FROM "n4" + WHERE NULLIF("feature_116", '') IS NOT NULL + AND NULLIF("feature_36", '') IS NOT NULL + AND NULLIF("feature_35", '') IS NOT NULL + GROUP BY "feature_116", "feature_36" +) AS "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2b5048ea8ae4cda430aad34befca4a4290f339a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"grouped\".\"feature_116\",\n \"grouped\".\"feature_36\",\n \"grouped\".\"total_measure\",\n \"grouped\".\"total_measure\" * 100.0 / NULLIF(SUM(\"grouped\".\"total_measure\") OVER (PARTITION BY \"grouped\".\"feature_116\"), 0.0) AS \"share_within_group\"\nFROM (\n SELECT\n \"feature_116\",\n \"feature_36\",\n SUM(CAST(NULLIF(\"feature_35\", '') AS REAL)) AS \"total_measure\"\n FROM \"n4\"\n WHERE NULLIF(\"feature_116\", '') IS NOT NULL\n AND NULLIF(\"feature_36\", '') IS NOT NULL\n AND NULLIF(\"feature_35\", '') IS NOT NULL\n GROUP BY \"feature_116\", \"feature_36\"\n) AS \"grouped\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"grouped\\\".\\\"feature_116\\\",\\n \\\"grouped\\\".\\\"feature_36\\\",\\n \\\"grouped\\\".\\\"total_measure\\\",\\n \\\"grouped\\\".\\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"grouped\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"grouped\\\".\\\"feature_116\\\"), 0.0) AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"feature_116\\\",\\n \\\"feature_36\\\",\\n SUM(CAST(NULLIF(\\\"feature_35\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(\\\"feature_116\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_36\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_35\\\", '') IS NOT NULL\\n GROUP BY \\\"feature_116\\\", \\\"feature_36\\\"\\n) AS \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"feature_116\", \"feature_36\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_116\": \"0.14\", \"feature_36\": \"0.28\", \"total_measure\": 0.19, \"share_within_group\": 100.0}, {\"feature_116\": \"0.22\", \"feature_36\": \"0.73\", \"total_measure\": 0.43, \"share_within_group\": 100.0}, {\"feature_116\": \"0.33\", \"feature_36\": \"0.46\", \"total_measure\": 0.42, \"share_within_group\": 100.0}, {\"feature_116\": \"0.37\", \"feature_36\": \"0.69\", \"total_measure\": 0.51, \"share_within_group\": 100.0}, {\"feature_116\": \"0.4\", \"feature_36\": \"0.37\", \"total_measure\": 0.39, \"share_within_group\": 100.0}, {\"feature_116\": \"0.44\", \"feature_36\": \"0.51\", \"total_measure\": 0.37, \"share_within_group\": 100.0}, {\"feature_116\": \"0.45\", \"feature_36\": \"0.47\", \"total_measure\": 0.38, \"share_within_group\": 100.0}, {\"feature_116\": \"0.49\", \"feature_36\": \"0.94\", \"total_measure\": 1.0, \"share_within_group\": 100.0}, {\"feature_116\": \"0.73\", \"feature_36\": \"0.46\", \"total_measure\": 0.33, \"share_within_group\": 100.0}, {\"feature_116\": \"0.09\", \"feature_36\": \"0.69\", \"total_measure\": 0.62, \"share_within_group\": 52.10084033613445}, {\"feature_116\": \"0.17\", \"feature_36\": \"0.53\", \"total_measure\": 0.35, \"share_within_group\": 44.303797468354425}, {\"feature_116\": \"0.13\", \"feature_36\": \"0.8\", \"total_measure\": 0.78, \"share_within_group\": 43.333333333333336}, {\"feature_116\": \"0.17\", \"feature_36\": \"0.44\", \"total_measure\": 0.34, \"share_within_group\": 43.0379746835443}, {\"feature_116\": \"0.13\", \"feature_36\": \"0.61\", \"total_measure\": 0.77, \"share_within_group\": 42.77777777777778}, {\"feature_116\": \"0.26\", \"feature_36\": \"0.56\", \"total_measure\": 0.45, \"share_within_group\": 42.45283018867924}, {\"feature_116\": \"1\", \"feature_36\": \"0.58\", \"total_measure\": 0.63, \"share_within_group\": 42.0}, {\"feature_116\": \"0.19\", \"feature_36\": \"0.72\", \"total_measure\": 0.62, \"share_within_group\": 40.52287581699346}, {\"feature_116\": \"0\", \"feature_36\": \"0.75\", \"total_measure\": 1.71, \"share_within_group\": 35.47717842323651}, {\"feature_116\": \"0.26\", \"feature_36\": \"0.41\", \"total_measure\": 0.35, \"share_within_group\": 33.0188679245283}, {\"feature_116\": \"1\", \"feature_36\": \"0.55\", \"total_measure\": 0.48, \"share_within_group\": 32.0}, {\"feature_116\": \"0.15\", \"feature_36\": \"0.54\", \"total_measure\": 0.55, \"share_within_group\": 26.190476190476193}, {\"feature_116\": \"1\", \"feature_36\": \"0.63\", \"total_measure\": 0.39, \"share_within_group\": 26.0}, {\"feature_116\": \"0.08\", \"feature_36\": \"0.9\", \"total_measure\": 1.0, \"share_within_group\": 25.062656641604008}, {\"feature_116\": \"0.16\", \"feature_36\": \"0.56\", \"total_measure\": 0.43, \"share_within_group\": 24.571428571428573}, {\"feature_116\": \"0.26\", \"feature_36\": \"0.37\", \"total_measure\": 0.26, \"share_within_group\": 24.528301886792452}, {\"feature_116\": \"0.19\", \"feature_36\": \"0.39\", \"total_measure\": 0.35, \"share_within_group\": 22.875816993464053}, {\"feature_116\": \"0.09\", \"feature_36\": \"0.38\", \"total_measure\": 0.27, \"share_within_group\": 22.689075630252102}, {\"feature_116\": \"0.18\", \"feature_36\": \"0.6\", \"total_measure\": 0.48, \"share_within_group\": 22.429906542056074}, {\"feature_116\": \"0.06\", \"feature_36\": \"0.68\", \"total_measure\": 0.57, \"share_within_group\": 21.75572519083969}, {\"feature_116\": \"0.18\", \"feature_36\": \"0.58\", \"total_measure\": 0.46, \"share_within_group\": 21.49532710280374}, {\"feature_116\": \"0.06\", \"feature_36\": \"0.39\", \"total_measure\": 0.56, \"share_within_group\": 21.37404580152672}, {\"feature_116\": \"0.1\", \"feature_36\": \"0.76\", \"total_measure\": 0.72, \"share_within_group\": 19.726027397260275}, {\"feature_116\": \"0.19\", \"feature_36\": \"0.47\", \"total_measure\": 0.3, \"share_within_group\": 19.607843137254903}, {\"feature_116\": \"0.12\", \"feature_36\": \"0.66\", \"total_measure\": 0.57, \"share_within_group\": 19.256756756756754}, {\"feature_116\": \"0.16\", \"feature_36\": \"0.49\", \"total_measure\": 0.33, \"share_within_group\": 18.857142857142858}, {\"feature_116\": \"0.15\", \"feature_36\": \"0.38\", \"total_measure\": 0.39, \"share_within_group\": 18.57142857142857}, {\"feature_116\": \"0.15\", \"feature_36\": \"0.51\", \"total_measure\": 0.39, \"share_within_group\": 18.57142857142857}, {\"feature_116\": \"0.08\", \"feature_36\": \"0.74\", \"total_measure\": 0.7, \"share_within_group\": 17.543859649122805}, {\"feature_116\": \"0.19\", \"feature_36\": \"0.35\", \"total_measure\": 0.26, \"share_within_group\": 16.99346405228758}, {\"feature_116\": \"0.1\", \"feature_36\": \"0.4\", \"total_measure\": 0.6000000000000001, \"share_within_group\": 16.438356164383563}, {\"feature_116\": \"0\", \"feature_36\": \"0.87\", \"total_measure\": 0.76, \"share_within_group\": 15.767634854771783}, {\"feature_116\": \"0.16\", \"feature_36\": \"0.34\", \"total_measure\": 0.27, \"share_within_group\": 15.428571428571429}, {\"feature_116\": \"0.06\", \"feature_36\": \"0.62\", \"total_measure\": 0.4, \"share_within_group\": 15.267175572519083}, {\"feature_116\": \"0.12\", \"feature_36\": \"0.57\", \"total_measure\": 0.43, \"share_within_group\": 14.527027027027028}, {\"feature_116\": \"0.18\", \"feature_36\": \"0.41\", \"total_measure\": 0.31, \"share_within_group\": 14.485981308411214}, {\"feature_116\": \"0.18\", \"feature_36\": \"0.44\", \"total_measure\": 0.31, \"share_within_group\": 14.485981308411214}, {\"feature_116\": \"0.1\", \"feature_36\": \"0.58\", \"total_measure\": 0.52, \"share_within_group\": 14.246575342465754}, {\"feature_116\": \"0.18\", \"feature_36\": \"0.36\", \"total_measure\": 0.3, \"share_within_group\": 14.018691588785046}, {\"feature_116\": \"0.13\", \"feature_36\": \"0.39\", \"total_measure\": 0.25, \"share_within_group\": 13.88888888888889}, {\"feature_116\": \"0.15\", \"feature_36\": \"0.41\", \"total_measure\": 0.29, \"share_within_group\": 13.809523809523807}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.14}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4dfce1dd8d4243fb00d68a5b71b9787877380f2e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:51:18.176326+00:00", + "ended_at": "2026-05-26T00:52:21.458651+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_0d0b8399314f7b14", + "problem_id": "v2p_n4_698a77ce7785c9e9", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_116, measure_col=feature_35.", + "bindings": { + "group_col": "feature_116", + "measure_col": "feature_35", + "item_col": "feature_36", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.1484, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=2/2", + "binding_index=33" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 10, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_0d0b8399314f7b14.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_0d0b8399314f7b14", + "api_calls": 0, + "input_tokens": 39237, + "cached_input_tokens": 38784, + "output_tokens": 3296, + "total_tokens": 42533, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15942, + "estimated_output_tokens": 279, + "estimated_total_tokens": 16221, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 63265.79, + "sql_execution_elapsed_ms_total": 3.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0293279deb29b458c120fb745471685929aee964 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:52:21.453657+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 63265.79, "started_at": "2026-05-26T00:51:18.178023+00:00", "ended_at": "2026-05-26T00:52:21.444241+00:00", "prompt_metrics": {"chars": 51052, "bytes_utf8": 51052, "lines": 1634, "estimated_tokens": 15942}, "response_metrics": {"chars": 951, "bytes_utf8": 951, "lines": 1, "estimated_tokens": 279}, "usage": {"input_tokens": 39237, "cached_input_tokens": 38784, "output_tokens": 3296, "reasoning_output_tokens": 3011}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"grouped\\\".\\\"feature_116\\\",\\n \\\"grouped\\\".\\\"feature_36\\\",\\n \\\"grouped\\\".\\\"total_measure\\\",\\n \\\"grouped\\\".\\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"grouped\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"grouped\\\".\\\"feature_116\\\"), 0.0) AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"feature_116\\\",\\n \\\"feature_36\\\",\\n SUM(CAST(NULLIF(\\\"feature_35\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(\\\"feature_116\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_36\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_35\\\", '') IS NOT NULL\\n GROUP BY \\\"feature_116\\\", \\\"feature_36\\\"\\n) AS \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"feature_116\\\", item_col=\\\"feature_36\\\", and measure_col=\\\"feature_35\\\"; casts the text-stored measure to REAL and excludes empty-string missing values.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cbdd90b8b6950ddc1e3d040396611ba8fe182c6f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_0d0b8399314f7b14", + "api_calls": 0, + "input_tokens": 39237, + "cached_input_tokens": 38784, + "output_tokens": 3296, + "total_tokens": 42533, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15942, + "estimated_output_tokens": 279, + "estimated_total_tokens": 16221, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 63265.79, + "sql_execution_elapsed_ms_total": 3.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0d0b8399314f7b14/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..04e3f03f6dbfea649711f08696fbb3afb1ab12b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51043, "bytes_utf8": 51043, "lines": 1634, "estimated_tokens": 15941}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1094, "bytes_utf8": 1094, "lines": 1, "estimated_tokens": 323}, "usage": {"input_tokens": 39236, "cached_input_tokens": 3456, "output_tokens": 4256, "reasoning_output_tokens": 3927}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5c1238def1354803c097409fe12b044b0917900a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_0f60e2f3c5198c66", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 3456, + "output_tokens": 4256, + "total_tokens": 43492, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 323, + "estimated_total_tokens": 16264, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 81127.49, + "sql_execution_elapsed_ms_total": 3.63, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b7cb5d16ec4e5fb6f11965efad3cd278aff5c38c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:52:21.460898+00:00", + "ended_at": "2026-05-26T00:53:42.588962+00:00", + "elapsed_ms": 81127.49, + "prompt_metrics": { + "chars": 51043, + "bytes_utf8": 51043, + "lines": 1634, + "estimated_tokens": 15941 + }, + "stdout_metrics": { + "chars": 1542, + "bytes_utf8": 1542, + "lines": 4, + "estimated_tokens": 502 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1094, + "bytes_utf8": 1094, + "lines": 1, + "estimated_tokens": 323 + }, + "usage": { + "input_tokens": 39236, + "cached_input_tokens": 3456, + "output_tokens": 4256, + "reasoning_output_tokens": 3927 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cbd4e31f229794cb1ec362fc7f3b75aac24d552a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_91": "0.89", + "feature_92": "0.63", + "feature_93": "0.51", + "feature_94": "0.47", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.19", + "feature_98": "0.3", + "feature_99": "0.73", + "feature_100": "0.64", + "feature_101": "0.65", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.02", + "feature_120": "0.39", + "feature_121": "0.28", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.12" + }, + { + "feature_1": "42", + "feature_2": "95", + "feature_3": "6096", + "feature_4": "Bethlehemtownship", + "feature_5": "1", + "feature_6": "0.01", + 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"feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_5, measure_col=feature_32.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_5", + "measure_col": "feature_32", + "item_col": "feature_33", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.4612, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8d91ed38dae9c138aff455f37357d5d45584a52a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c4-b37c-7d63-8197-7ef2067a941b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nWITH \\\"aggregated\\\" AS (\\n SELECT\\n CAST(NULLIF(\\\"feature_5\\\", '') AS REAL) AS \\\"feature_5\\\",\\n CAST(NULLIF(\\\"feature_33\\\", '') AS REAL) AS \\\"feature_33\\\",\\n SUM(CAST(NULLIF(\\\"feature_32\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(\\\"feature_5\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_33\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_32\\\", '') IS NOT NULL\\n GROUP BY\\n CAST(NULLIF(\\\"feature_5\\\", '') AS REAL),\\n CAST(NULLIF(\\\"feature_33\\\", '') AS REAL)\\n)\\nSELECT\\n \\\"feature_5\\\",\\n \\\"feature_33\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_5\\\"), 0.0) AS \\\"share_within_group\\\"\\nFROM \\\"aggregated\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 15;\",\"notes\":\"Uses the Within-Group Share of Total template with group_col=\\\"feature_5\\\", item_col=\\\"feature_33\\\", and measure_col=\\\"feature_32\\\". Blank TEXT values are filtered out, numeric TEXT fields are cast to REAL, and LIMIT 15 is applied from the provided top_k binding.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39236,"cached_input_tokens":3456,"output_tokens":4256,"reasoning_output_tokens":3927}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ef71f356f5dafa1c386398abbb1c6192f63212f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nWITH \"aggregated\" AS (\n SELECT\n CAST(NULLIF(\"feature_5\", '') AS REAL) AS \"feature_5\",\n CAST(NULLIF(\"feature_33\", '') AS REAL) AS \"feature_33\",\n SUM(CAST(NULLIF(\"feature_32\", '') AS REAL)) AS \"total_measure\"\n FROM \"n4\"\n WHERE NULLIF(\"feature_5\", '') IS NOT NULL\n AND NULLIF(\"feature_33\", '') IS NOT NULL\n AND NULLIF(\"feature_32\", '') IS NOT NULL\n GROUP BY\n CAST(NULLIF(\"feature_5\", '') AS REAL),\n CAST(NULLIF(\"feature_33\", '') AS REAL)\n)\nSELECT\n \"feature_5\",\n \"feature_33\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(SUM(\"total_measure\") OVER (PARTITION BY \"feature_5\"), 0.0) AS \"share_within_group\"\nFROM \"aggregated\"\nORDER BY \"share_within_group\" DESC\nLIMIT 15;","notes":"Uses the Within-Group Share of Total template with group_col=\"feature_5\", item_col=\"feature_33\", and measure_col=\"feature_32\". Blank TEXT values are filtered out, numeric TEXT fields are cast to REAL, and LIMIT 15 is applied from the provided top_k binding."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bc06961189ebaf7b41bf729e8f1f97f10698b1e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:53:42.436414Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c4-b37c-7d63-8197-7ef2067a941b.1779756741500871000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a7b62384f1a2278b51141f0558b5853a7e020ef5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_5, measure_col=feature_32. +Result preview: [{"feature_5": 9.0, "feature_33": 0.01, "total_measure": 29.08, "share_within_group": 37.90406673618352}, {"feature_5": 6.0, "feature_33": 0.01, "total_measure": 25.33, "share_within_group": 31.86564347716694}, {"feature_5": 10.0, "feature_33": 0.01, "total_measure": 24.04, "share_within_group": 31.681602530311018}, {"feature_5": 8.0, "feature_33": 0.01, "total_measure": 24.55, "share_within_group": 31.170644997460638}, {"feature_5": 7.0, "feature_33": 0.01, "total_measure": 23.67, "share_within_group": 30.118335666115282}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5f8538d9e003e6d1a4ed8fd108dff2e361b4fa68 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/generated_sql.sql @@ -0,0 +1,34 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_0f60e2f3c5198c66 +-- problem_id: v2p_n4_a33e1cba650ca197 +-- realization_mode: agent +-- source_kind: agent +WITH "aggregated" AS ( + SELECT + CAST(NULLIF("feature_5", '') AS REAL) AS "feature_5", + CAST(NULLIF("feature_33", '') AS REAL) AS "feature_33", + SUM(CAST(NULLIF("feature_32", '') AS REAL)) AS "total_measure" + FROM "n4" + WHERE NULLIF("feature_5", '') IS NOT NULL + AND NULLIF("feature_33", '') IS NOT NULL + AND NULLIF("feature_32", '') IS NOT NULL + GROUP BY + CAST(NULLIF("feature_5", '') AS REAL), + CAST(NULLIF("feature_33", '') AS REAL) +) +SELECT + "feature_5", + "feature_33", + "total_measure", + "total_measure" * 100.0 / NULLIF(SUM("total_measure") OVER (PARTITION BY "feature_5"), 0.0) AS "share_within_group" +FROM "aggregated" +ORDER BY "share_within_group" DESC +LIMIT 15; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..57263feb731646bc70e9b58b47c05b263b6b4dee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nWITH \"aggregated\" AS (\n SELECT\n CAST(NULLIF(\"feature_5\", '') AS REAL) AS \"feature_5\",\n CAST(NULLIF(\"feature_33\", '') AS REAL) AS \"feature_33\",\n SUM(CAST(NULLIF(\"feature_32\", '') AS REAL)) AS \"total_measure\"\n FROM \"n4\"\n WHERE NULLIF(\"feature_5\", '') IS NOT NULL\n AND NULLIF(\"feature_33\", '') IS NOT NULL\n AND NULLIF(\"feature_32\", '') IS NOT NULL\n GROUP BY\n CAST(NULLIF(\"feature_5\", '') AS REAL),\n CAST(NULLIF(\"feature_33\", '') AS REAL)\n)\nSELECT\n \"feature_5\",\n \"feature_33\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(SUM(\"total_measure\") OVER (PARTITION BY \"feature_5\"), 0.0) AS \"share_within_group\"\nFROM \"aggregated\"\nORDER BY \"share_within_group\" DESC\nLIMIT 15;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nWITH \\\"aggregated\\\" AS (\\n SELECT\\n CAST(NULLIF(\\\"feature_5\\\", '') AS REAL) AS \\\"feature_5\\\",\\n CAST(NULLIF(\\\"feature_33\\\", '') AS REAL) AS \\\"feature_33\\\",\\n SUM(CAST(NULLIF(\\\"feature_32\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(\\\"feature_5\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_33\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_32\\\", '') IS NOT NULL\\n GROUP BY\\n CAST(NULLIF(\\\"feature_5\\\", '') AS REAL),\\n CAST(NULLIF(\\\"feature_33\\\", '') AS REAL)\\n)\\nSELECT\\n \\\"feature_5\\\",\\n \\\"feature_33\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_5\\\"), 0.0) AS \\\"share_within_group\\\"\\nFROM \\\"aggregated\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 15;\", \"columns\": [\"feature_5\", \"feature_33\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_5\": 9.0, \"feature_33\": 0.01, \"total_measure\": 29.08, \"share_within_group\": 37.90406673618352}, {\"feature_5\": 6.0, \"feature_33\": 0.01, \"total_measure\": 25.33, \"share_within_group\": 31.86564347716694}, {\"feature_5\": 10.0, \"feature_33\": 0.01, \"total_measure\": 24.04, \"share_within_group\": 31.681602530311018}, {\"feature_5\": 8.0, \"feature_33\": 0.01, \"total_measure\": 24.55, \"share_within_group\": 31.170644997460638}, {\"feature_5\": 7.0, \"feature_33\": 0.01, \"total_measure\": 23.67, \"share_within_group\": 30.118335666115282}, {\"feature_5\": 4.0, \"feature_33\": 0.01, \"total_measure\": 21.12, \"share_within_group\": 27.73473407747866}, {\"feature_5\": 3.0, \"feature_33\": 0.01, \"total_measure\": 18.97, \"share_within_group\": 26.4870148003351}, {\"feature_5\": 5.0, \"feature_33\": 0.01, \"total_measure\": 20.99, \"share_within_group\": 26.439098123189318}, {\"feature_5\": 7.0, \"feature_33\": 0.0, \"total_measure\": 20.75, \"share_within_group\": 26.402850235398905}, {\"feature_5\": 2.0, \"feature_33\": 0.01, \"total_measure\": 19.51, \"share_within_group\": 26.311530681051924}, {\"feature_5\": 5.0, \"feature_33\": 0.0, \"total_measure\": 20.75, \"share_within_group\": 26.136793046983247}, {\"feature_5\": 1.0, \"feature_33\": 0.01, \"total_measure\": 20.11, \"share_within_group\": 25.29877972071959}, {\"feature_5\": 1.0, \"feature_33\": 0.0, \"total_measure\": 19.68, \"share_within_group\": 24.757831173732548}, {\"feature_5\": 6.0, \"feature_33\": 0.0, \"total_measure\": 19.29, \"share_within_group\": 24.267203421814067}, {\"feature_5\": 8.0, \"feature_33\": 0.0, \"total_measure\": 18.49, \"share_within_group\": 23.476383951244284}], \"row_count_returned\": 15, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.63}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..57f19c522e5a2c53b3a128aca247e4b4d9de1250 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:52:21.459061+00:00", + "ended_at": "2026-05-26T00:53:42.604203+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_0f60e2f3c5198c66", + "problem_id": "v2p_n4_a33e1cba650ca197", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_5, measure_col=feature_32.", + "bindings": { + "group_col": "feature_5", + "measure_col": "feature_32", + "item_col": "feature_33", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.4612, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=30" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_0f60e2f3c5198c66.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_0f60e2f3c5198c66", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 3456, + "output_tokens": 4256, + "total_tokens": 43492, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 323, + "estimated_total_tokens": 16264, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 81127.49, + "sql_execution_elapsed_ms_total": 3.63, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ba824e02c9ac3cf1210dc1d537b6a11f7a8da4b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:53:42.598924+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 81127.49, "started_at": "2026-05-26T00:52:21.460898+00:00", "ended_at": "2026-05-26T00:53:42.588962+00:00", "prompt_metrics": {"chars": 51043, "bytes_utf8": 51043, "lines": 1634, "estimated_tokens": 15941}, "response_metrics": {"chars": 1094, "bytes_utf8": 1094, "lines": 1, "estimated_tokens": 323}, "usage": {"input_tokens": 39236, "cached_input_tokens": 3456, "output_tokens": 4256, "reasoning_output_tokens": 3927}, "stderr_preview": "2026-05-26T00:53:42.436414Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c4-b37c-7d63-8197-7ef2067a941b.1779756741500871000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nWITH \\\"aggregated\\\" AS (\\n SELECT\\n CAST(NULLIF(\\\"feature_5\\\", '') AS REAL) AS \\\"feature_5\\\",\\n CAST(NULLIF(\\\"feature_33\\\", '') AS REAL) AS \\\"feature_33\\\",\\n SUM(CAST(NULLIF(\\\"feature_32\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(\\\"feature_5\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_33\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_32\\\", '') IS NOT NULL\\n GROUP BY\\n CAST(NULLIF(\\\"feature_5\\\", '') AS REAL),\\n CAST(NULLIF(\\\"feature_33\\\", '') AS REAL)\\n)\\nSELECT\\n \\\"feature_5\\\",\\n \\\"feature_33\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_5\\\"), 0.0) AS \\\"share_within_group\\\"\\nFROM \\\"aggregated\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 15;\",\"notes\":\"Uses the Within-Group Share of Total template with group_col=\\\"feature_5\\\", item_col=\\\"feature_33\\\", and measure_col=\\\"feature_32\\\". Blank TEXT values are filtered out, nu"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..20c4def7eb4b8c0cb82b93f0617114129f1d6f76 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_0f60e2f3c5198c66", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 3456, + "output_tokens": 4256, + "total_tokens": 43492, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 323, + "estimated_total_tokens": 16264, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 81127.49, + "sql_execution_elapsed_ms_total": 3.63, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_0f60e2f3c5198c66/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..53237626ed0d2c5efb2b3fc9d1b0f5efa6900e90 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51048, "bytes_utf8": 51048, "lines": 1634, "estimated_tokens": 15941}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1023, "bytes_utf8": 1023, "lines": 1, "estimated_tokens": 293}, "usage": {"input_tokens": 39236, "cached_input_tokens": 22912, "output_tokens": 2887, "reasoning_output_tokens": 2588}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b9586dcc2a1a5eba53e18055cdee3313ceda942b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_128954deebf8672d", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 22912, + "output_tokens": 2887, + "total_tokens": 42123, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 293, + "estimated_total_tokens": 16234, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 56805.89, + "sql_execution_elapsed_ms_total": 2.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..eb643de000ff2c18c2d3c369a1d567b8b2388b96 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:53:42.606579+00:00", + "ended_at": "2026-05-26T00:54:39.412871+00:00", + "elapsed_ms": 56805.89, + "prompt_metrics": { + "chars": 51048, + "bytes_utf8": 51048, + "lines": 1634, + "estimated_tokens": 15941 + }, + "stdout_metrics": { + "chars": 1446, + "bytes_utf8": 1446, + "lines": 4, + "estimated_tokens": 454 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1023, + "bytes_utf8": 1023, + "lines": 1, + "estimated_tokens": 293 + }, + "usage": { + "input_tokens": 39236, + "cached_input_tokens": 22912, + "output_tokens": 2887, + "reasoning_output_tokens": 2588 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9e662bea0f15f9e60d58f15d11c640fae10ae9be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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+ }, + { + "name": "feature_26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_29", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_30", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_31", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_32", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_33", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_34", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_35", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_36", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_37", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_38", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_39", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_40", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_41", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_42", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_43", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_44", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_45", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_46", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_47", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_48", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_49", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_50", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_51", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_52", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_53", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_54", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_55", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_56", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_57", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_58", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_59", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_60", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_117, measure_col=feature_36.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_117", + "measure_col": "feature_36", + "item_col": "feature_37", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.18, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..df26cc8a2d6f90f9d03c2b846af5e5e606c5335f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c5-f077-70a1-8bca-92354b52a031"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n CAST(\\\"feature_117\\\" AS REAL) AS \\\"feature_117\\\",\\n CAST(\\\"feature_37\\\" AS REAL) AS \\\"feature_37\\\",\\n SUM(CAST(NULLIF(\\\"feature_36\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"feature_36\\\", '') AS REAL)) * 100.0\\n / NULLIF(\\n SUM(SUM(CAST(NULLIF(\\\"feature_36\\\", '') AS REAL))) OVER (PARTITION BY CAST(\\\"feature_117\\\" AS REAL)),\\n 0.0\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_117\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_37\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_36\\\", '') IS NOT NULL\\nGROUP BY CAST(\\\"feature_117\\\" AS REAL), CAST(\\\"feature_37\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template using \\\"feature_117\\\" as the group column, \\\"feature_37\\\" as the item column, and \\\"feature_36\\\" as the summed measure. Because the SQLite schema stores values as TEXT, the query filters empty strings and casts numeric fields to REAL.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39236,"cached_input_tokens":22912,"output_tokens":2887,"reasoning_output_tokens":2588}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c7336e4de9b9ecbcc9eac88f0ca1f1acd539d484 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n CAST(\"feature_117\" AS REAL) AS \"feature_117\",\n CAST(\"feature_37\" AS REAL) AS \"feature_37\",\n SUM(CAST(NULLIF(\"feature_36\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"feature_36\", '') AS REAL)) * 100.0\n / NULLIF(\n SUM(SUM(CAST(NULLIF(\"feature_36\", '') AS REAL))) OVER (PARTITION BY CAST(\"feature_117\" AS REAL)),\n 0.0\n ) AS \"share_within_group\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_117\", '') IS NOT NULL\n AND NULLIF(\"feature_37\", '') IS NOT NULL\n AND NULLIF(\"feature_36\", '') IS NOT NULL\nGROUP BY CAST(\"feature_117\" AS REAL), CAST(\"feature_37\" AS REAL)\nORDER BY \"share_within_group\" DESC;","notes":"Applied the Within-Group Share of Total template using \"feature_117\" as the group column, \"feature_37\" as the item column, and \"feature_36\" as the summed measure. Because the SQLite schema stores values as TEXT, the query filters empty strings and casts numeric fields to REAL."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..11832d1925adae1450905256eb7ef52483830b64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_117, measure_col=feature_36. +Result preview: [{"feature_117": 0.0, "feature_37": 0.25, "total_measure": 0.43, "share_within_group": 72.88135593220339}, {"feature_117": 1.0, "feature_37": 0.39, "total_measure": 0.36, "share_within_group": 55.384615384615394}, {"feature_117": 1.0, "feature_37": 0.27, "total_measure": 0.29, "share_within_group": 44.61538461538461}, {"feature_117": 0.07, "feature_37": 0.34, "total_measure": 0.66, "share_within_group": 44.29530201342282}, {"feature_117": 0.07, "feature_37": 0.21, "total_measure": 0.46, "share_within_group": 30.87248322147651}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ae66e14e331331428c9d39d6a4b06ab69bfd41dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/generated_sql.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_128954deebf8672d +-- problem_id: v2p_n4_05e2aaf68da5ddf8 +-- realization_mode: agent +-- source_kind: agent +SELECT + CAST("feature_117" AS REAL) AS "feature_117", + CAST("feature_37" AS REAL) AS "feature_37", + SUM(CAST(NULLIF("feature_36", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("feature_36", '') AS REAL)) * 100.0 + / NULLIF( + SUM(SUM(CAST(NULLIF("feature_36", '') AS REAL))) OVER (PARTITION BY CAST("feature_117" AS REAL)), + 0.0 + ) AS "share_within_group" +FROM "n4" +WHERE NULLIF("feature_117", '') IS NOT NULL + AND NULLIF("feature_37", '') IS NOT NULL + AND NULLIF("feature_36", '') IS NOT NULL +GROUP BY CAST("feature_117" AS REAL), CAST("feature_37" AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1087f70b2a74ac0f4a50ebf9bafce61945fcd684 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n CAST(\"feature_117\" AS REAL) AS \"feature_117\",\n CAST(\"feature_37\" AS REAL) AS \"feature_37\",\n SUM(CAST(NULLIF(\"feature_36\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"feature_36\", '') AS REAL)) * 100.0\n / NULLIF(\n SUM(SUM(CAST(NULLIF(\"feature_36\", '') AS REAL))) OVER (PARTITION BY CAST(\"feature_117\" AS REAL)),\n 0.0\n ) AS \"share_within_group\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_117\", '') IS NOT NULL\n AND NULLIF(\"feature_37\", '') IS NOT NULL\n AND NULLIF(\"feature_36\", '') IS NOT NULL\nGROUP BY CAST(\"feature_117\" AS REAL), CAST(\"feature_37\" AS REAL)\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n CAST(\\\"feature_117\\\" AS REAL) AS \\\"feature_117\\\",\\n CAST(\\\"feature_37\\\" AS REAL) AS \\\"feature_37\\\",\\n SUM(CAST(NULLIF(\\\"feature_36\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"feature_36\\\", '') AS REAL)) * 100.0\\n / NULLIF(\\n SUM(SUM(CAST(NULLIF(\\\"feature_36\\\", '') AS REAL))) OVER (PARTITION BY CAST(\\\"feature_117\\\" AS REAL)),\\n 0.0\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_117\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_37\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_36\\\", '') IS NOT NULL\\nGROUP BY CAST(\\\"feature_117\\\" AS REAL), CAST(\\\"feature_37\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"feature_117\", \"feature_37\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_117\": 0.0, \"feature_37\": 0.25, \"total_measure\": 0.43, \"share_within_group\": 72.88135593220339}, {\"feature_117\": 1.0, \"feature_37\": 0.39, \"total_measure\": 0.36, \"share_within_group\": 55.384615384615394}, {\"feature_117\": 1.0, \"feature_37\": 0.27, \"total_measure\": 0.29, \"share_within_group\": 44.61538461538461}, {\"feature_117\": 0.07, \"feature_37\": 0.34, \"total_measure\": 0.66, \"share_within_group\": 44.29530201342282}, {\"feature_117\": 0.07, \"feature_37\": 0.21, \"total_measure\": 0.46, \"share_within_group\": 30.87248322147651}, {\"feature_117\": 0.0, \"feature_37\": 0.77, \"total_measure\": 0.16, \"share_within_group\": 27.118644067796613}, {\"feature_117\": 0.21, \"feature_37\": 0.12, \"total_measure\": 0.95, \"share_within_group\": 25.956284153005463}, {\"feature_117\": 0.07, \"feature_37\": 0.31, \"total_measure\": 0.37, \"share_within_group\": 24.832214765100673}, {\"feature_117\": 0.86, \"feature_37\": 0.19, \"total_measure\": 1.6, \"share_within_group\": 24.464831804281346}, {\"feature_117\": 0.14, \"feature_37\": 0.18, \"total_measure\": 0.98, \"share_within_group\": 24.257425742574256}, {\"feature_117\": 0.14, \"feature_37\": 0.17, \"total_measure\": 0.91, \"share_within_group\": 22.524752475247524}, {\"feature_117\": 0.14, \"feature_37\": 0.14, \"total_measure\": 0.9, \"share_within_group\": 22.277227722772277}, {\"feature_117\": 0.79, \"feature_37\": 0.28, \"total_measure\": 1.6600000000000001, \"share_within_group\": 15.55763823805061}, {\"feature_117\": 0.29, \"feature_37\": 0.21, \"total_measure\": 1.3599999999999999, \"share_within_group\": 14.483493077742278}, {\"feature_117\": 0.21, \"feature_37\": 0.25, \"total_measure\": 0.52, \"share_within_group\": 14.207650273224044}, {\"feature_117\": 0.86, \"feature_37\": 0.26, \"total_measure\": 0.9199999999999999, \"share_within_group\": 14.067278287461773}, {\"feature_117\": 0.21, \"feature_37\": 0.35, \"total_measure\": 0.5, \"share_within_group\": 13.66120218579235}, {\"feature_117\": 0.21, \"feature_37\": 0.24, \"total_measure\": 0.47, \"share_within_group\": 12.841530054644808}, {\"feature_117\": 0.86, \"feature_37\": 0.34, \"total_measure\": 0.8, \"share_within_group\": 12.232415902140673}, {\"feature_117\": 0.36, \"feature_37\": 0.26, \"total_measure\": 1.43, \"share_within_group\": 12.067510548523208}, {\"feature_117\": 0.29, \"feature_37\": 0.19, \"total_measure\": 1.1300000000000001, \"share_within_group\": 12.034078807241748}, {\"feature_117\": 0.21, \"feature_37\": 0.26, \"total_measure\": 0.44, \"share_within_group\": 12.021857923497267}, {\"feature_117\": 0.93, \"feature_37\": 0.18, \"total_measure\": 1.04, \"share_within_group\": 11.620111731843576}, {\"feature_117\": 0.5, \"feature_37\": 0.33, \"total_measure\": 2.12, \"share_within_group\": 11.546840958605666}, {\"feature_117\": 0.21, \"feature_37\": 0.39, \"total_measure\": 0.41, \"share_within_group\": 11.202185792349727}, {\"feature_117\": 0.71, \"feature_37\": 0.34, \"total_measure\": 1.03, \"share_within_group\": 11.0752688172043}, {\"feature_117\": 0.43, \"feature_37\": 0.29, \"total_measure\": 1.54, \"share_within_group\": 11.063218390804598}, {\"feature_117\": 0.14, \"feature_37\": 0.34, \"total_measure\": 0.44, \"share_within_group\": 10.891089108910892}, {\"feature_117\": 0.86, \"feature_37\": 0.2, \"total_measure\": 0.71, \"share_within_group\": 10.856269113149848}, {\"feature_117\": 0.64, \"feature_37\": 0.31, \"total_measure\": 1.65, \"share_within_group\": 10.52295918367347}, {\"feature_117\": 0.93, \"feature_37\": 0.24, \"total_measure\": 0.91, \"share_within_group\": 10.16759776536313}, {\"feature_117\": 0.14, \"feature_37\": 0.51, \"total_measure\": 0.41, \"share_within_group\": 10.148514851485148}, {\"feature_117\": 0.43, \"feature_37\": 0.24, \"total_measure\": 1.39, \"share_within_group\": 9.985632183908047}, {\"feature_117\": 0.79, \"feature_37\": 0.24, \"total_measure\": 1.04, \"share_within_group\": 9.746954076850985}, {\"feature_117\": 0.36, \"feature_37\": 0.23, \"total_measure\": 1.13, \"share_within_group\": 9.535864978902953}, {\"feature_117\": 0.79, \"feature_37\": 0.07, \"total_measure\": 1.0, \"share_within_group\": 9.372071227741332}, {\"feature_117\": 0.29, \"feature_37\": 0.12, \"total_measure\": 0.87, \"share_within_group\": 9.26517571884984}, {\"feature_117\": 0.86, \"feature_37\": 0.36, \"total_measure\": 0.58, \"share_within_group\": 8.868501529051986}, {\"feature_117\": 0.93, \"feature_37\": 0.48, \"total_measure\": 0.78, \"share_within_group\": 8.715083798882683}, {\"feature_117\": 0.79, \"feature_37\": 0.27, \"total_measure\": 0.9199999999999999, \"share_within_group\": 8.622305529522025}, {\"feature_117\": 0.43, \"feature_37\": 0.22, \"total_measure\": 1.2, \"share_within_group\": 8.620689655172415}, {\"feature_117\": 0.71, \"feature_37\": 0.12, \"total_measure\": 0.8, \"share_within_group\": 8.602150537634408}, {\"feature_117\": 0.64, \"feature_37\": 0.43, \"total_measure\": 1.34, \"share_within_group\": 8.545918367346939}, {\"feature_117\": 0.79, \"feature_37\": 0.08, \"total_measure\": 0.9, \"share_within_group\": 8.434864104967199}, {\"feature_117\": 0.79, \"feature_37\": 0.11, \"total_measure\": 0.89, \"share_within_group\": 8.341143392689785}, {\"feature_117\": 0.93, \"feature_37\": 0.15, \"total_measure\": 0.74, \"share_within_group\": 8.268156424581006}, {\"feature_117\": 0.93, \"feature_37\": 0.17, \"total_measure\": 0.74, \"share_within_group\": 8.268156424581006}, {\"feature_117\": 0.29, \"feature_37\": 0.14, \"total_measure\": 0.76, \"share_within_group\": 8.093716719914802}, {\"feature_117\": 0.29, \"feature_37\": 0.08, \"total_measure\": 0.75, \"share_within_group\": 7.987220447284344}, {\"feature_117\": 0.29, \"feature_37\": 0.3, \"total_measure\": 0.75, \"share_within_group\": 7.987220447284344}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.92}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5b708d5d12fd1a4a309d9ee53f8380f7756a943f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:53:42.604604+00:00", + "ended_at": "2026-05-26T00:54:39.426318+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_128954deebf8672d", + "problem_id": "v2p_n4_05e2aaf68da5ddf8", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_117, measure_col=feature_36.", + "bindings": { + "group_col": "feature_117", + "measure_col": "feature_36", + "item_col": "feature_37", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.18, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=11", + "sql_variant_index=1/2", + "binding_index=34" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 11, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_128954deebf8672d.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_128954deebf8672d", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 22912, + "output_tokens": 2887, + "total_tokens": 42123, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 293, + "estimated_total_tokens": 16234, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 56805.89, + "sql_execution_elapsed_ms_total": 2.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0884cca204174264a88e606efaf688facf4e72b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:54:39.422056+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 56805.89, "started_at": "2026-05-26T00:53:42.606579+00:00", "ended_at": "2026-05-26T00:54:39.412871+00:00", "prompt_metrics": {"chars": 51048, "bytes_utf8": 51048, "lines": 1634, "estimated_tokens": 15941}, "response_metrics": {"chars": 1023, "bytes_utf8": 1023, "lines": 1, "estimated_tokens": 293}, "usage": {"input_tokens": 39236, "cached_input_tokens": 22912, "output_tokens": 2887, "reasoning_output_tokens": 2588}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n CAST(\\\"feature_117\\\" AS REAL) AS \\\"feature_117\\\",\\n CAST(\\\"feature_37\\\" AS REAL) AS \\\"feature_37\\\",\\n SUM(CAST(NULLIF(\\\"feature_36\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"feature_36\\\", '') AS REAL)) * 100.0\\n / NULLIF(\\n SUM(SUM(CAST(NULLIF(\\\"feature_36\\\", '') AS REAL))) OVER (PARTITION BY CAST(\\\"feature_117\\\" AS REAL)),\\n 0.0\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_117\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_37\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_36\\\", '') IS NOT NULL\\nGROUP BY CAST(\\\"feature_117\\\" AS REAL), CAST(\\\"feature_37\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template using \\\"feature_117\\\" as the group column, \\\"feature_37\\\" as the item column, and \\\"feature_36\\\" as the summed measure. Because the SQLite schema stores values as TEXT, the query filters empty strings and casts nu"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3657b08346c5f21f0711d0912a850af7f6a70a90 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_128954deebf8672d", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 22912, + "output_tokens": 2887, + "total_tokens": 42123, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 293, + "estimated_total_tokens": 16234, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 56805.89, + "sql_execution_elapsed_ms_total": 2.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_128954deebf8672d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..42053f6a78a6a2fe9ecfd4f53bc77008907ed63e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50720, "bytes_utf8": 50720, "lines": 1632, "estimated_tokens": 15833}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 701, "bytes_utf8": 701, "lines": 1, "estimated_tokens": 188}, "usage": {"input_tokens": 39128, "cached_input_tokens": 22912, "output_tokens": 3373, "reasoning_output_tokens": 3179}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..99ef6aca1d8cb965e2281cac59b2bc9c1cb22f35 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_134fbae7753365a9", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 22912, + "output_tokens": 3373, + "total_tokens": 42501, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 188, + "estimated_total_tokens": 16021, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 65125.34, + "sql_execution_elapsed_ms_total": 3.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d46285b25b3278fa2b712eacbfdebb87ac13e158 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:54:39.429491+00:00", + "ended_at": "2026-05-26T00:55:44.555281+00:00", + "elapsed_ms": 65125.34, + "prompt_metrics": { + "chars": 50720, + "bytes_utf8": 50720, + "lines": 1632, + "estimated_tokens": 15833 + }, + "stdout_metrics": { + "chars": 1098, + "bytes_utf8": 1098, + "lines": 4, + "estimated_tokens": 330 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 701, + "bytes_utf8": 701, + "lines": 1, + "estimated_tokens": 188 + }, + "usage": { + "input_tokens": 39128, + "cached_input_tokens": 22912, + "output_tokens": 3373, + "reasoning_output_tokens": 3179 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ac485355fd990a02de68ca3a0ab8a039d1a264fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1632 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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Focus on group_col=feature_76, measure_col=feature_9.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "feature_76", + "measure_col": "feature_9", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.9256, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..84eb3b053c8eb3e2a583a362dad7a6312c0c1062 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c6-ce69-7ce2-a632-3747e0fed5a3"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nWITH \\\"filtered_stable_view\\\" AS (\\n SELECT\\n CAST(\\\"feature_76\\\" AS REAL) AS \\\"feature_76\\\",\\n CAST(\\\"feature_9\\\" AS REAL) AS \\\"feature_9\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(TRIM(\\\"feature_76\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_9\\\"), '') IS NOT NULL\\n)\\nSELECT DISTINCT\\n \\\"feature_76\\\",\\n AVG(\\\"feature_9\\\") OVER (PARTITION BY \\\"feature_76\\\") AS \\\"avg_measure\\\"\\nFROM \\\"filtered_stable_view\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested window partition average template on a filtered stable view, excluding blank values and casting the TEXT-backed numeric fields to REAL before partitioning and averaging.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39128,"cached_input_tokens":22912,"output_tokens":3373,"reasoning_output_tokens":3179}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..22e2cf628e66cffcd665555853b58c8ed7a66fd3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nWITH \"filtered_stable_view\" AS (\n SELECT\n CAST(\"feature_76\" AS REAL) AS \"feature_76\",\n CAST(\"feature_9\" AS REAL) AS \"feature_9\"\n FROM \"n4\"\n WHERE NULLIF(TRIM(\"feature_76\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"feature_9\"), '') IS NOT NULL\n)\nSELECT DISTINCT\n \"feature_76\",\n AVG(\"feature_9\") OVER (PARTITION BY \"feature_76\") AS \"avg_measure\"\nFROM \"filtered_stable_view\"\nORDER BY \"avg_measure\" DESC;","notes":"Uses the requested window partition average template on a filtered stable view, excluding blank values and casting the TEXT-backed numeric fields to REAL before partitioning and averaging."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..92a608e1d946205f73b77ddd096e1bf259565f81 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=feature_76, measure_col=feature_9. +Result preview: [{"feature_76": 1.0, "avg_measure": 0.8951851851851851}, {"feature_76": 0.5, "avg_measure": 0.8052123230641132}, {"feature_76": 0.0, "avg_measure": 0.6679895561357703}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5a1e62a61eeeeba94c2bae35e7f0eefedace7281 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/generated_sql.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_134fbae7753365a9 +-- problem_id: v2p_n4_b1ed91f92210e3ab +-- realization_mode: agent +-- source_kind: agent +WITH "filtered_stable_view" AS ( + SELECT + CAST("feature_76" AS REAL) AS "feature_76", + CAST("feature_9" AS REAL) AS "feature_9" + FROM "n4" + WHERE NULLIF(TRIM("feature_76"), '') IS NOT NULL + AND NULLIF(TRIM("feature_9"), '') IS NOT NULL +) +SELECT DISTINCT + "feature_76", + AVG("feature_9") OVER (PARTITION BY "feature_76") AS "avg_measure" +FROM "filtered_stable_view" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..21f226da350a4d74e27c9697b107cdb5c44e4db1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nWITH \"filtered_stable_view\" AS (\n SELECT\n CAST(\"feature_76\" AS REAL) AS \"feature_76\",\n CAST(\"feature_9\" AS REAL) AS \"feature_9\"\n FROM \"n4\"\n WHERE NULLIF(TRIM(\"feature_76\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"feature_9\"), '') IS NOT NULL\n)\nSELECT DISTINCT\n \"feature_76\",\n AVG(\"feature_9\") OVER (PARTITION BY \"feature_76\") AS \"avg_measure\"\nFROM \"filtered_stable_view\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nWITH \\\"filtered_stable_view\\\" AS (\\n SELECT\\n CAST(\\\"feature_76\\\" AS REAL) AS \\\"feature_76\\\",\\n CAST(\\\"feature_9\\\" AS REAL) AS \\\"feature_9\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(TRIM(\\\"feature_76\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_9\\\"), '') IS NOT NULL\\n)\\nSELECT DISTINCT\\n \\\"feature_76\\\",\\n AVG(\\\"feature_9\\\") OVER (PARTITION BY \\\"feature_76\\\") AS \\\"avg_measure\\\"\\nFROM \\\"filtered_stable_view\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"feature_76\", \"avg_measure\"], \"rows\": [{\"feature_76\": 1.0, \"avg_measure\": 0.8951851851851851}, {\"feature_76\": 0.5, \"avg_measure\": 0.8052123230641132}, {\"feature_76\": 0.0, \"avg_measure\": 0.6679895561357703}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.88}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b7267156c5427b6fe1fb8e47bb6221156de747af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:54:39.426704+00:00", + "ended_at": "2026-05-26T00:55:44.570188+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_134fbae7753365a9", + "problem_id": "v2p_n4_b1ed91f92210e3ab", + "dataset_id": "n4", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=feature_76, measure_col=feature_9.", + "bindings": { + "group_col": "feature_76", + "measure_col": "feature_9", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.9256, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=133" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_134fbae7753365a9.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_134fbae7753365a9", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 22912, + "output_tokens": 3373, + "total_tokens": 42501, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 188, + "estimated_total_tokens": 16021, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 65125.34, + "sql_execution_elapsed_ms_total": 3.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..60031d4fdd56f9f88b9ad8d9123232cfe6d01327 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:55:44.564420+00:00", "event_type": 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NULLIF(TRIM(\\\"feature_76\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_9\\\"), '') IS NOT NULL\\n)\\nSELECT DISTINCT\\n \\\"feature_76\\\",\\n AVG(\\\"feature_9\\\") OVER (PARTITION BY \\\"feature_76\\\") AS \\\"avg_measure\\\"\\nFROM \\\"filtered_stable_view\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested window partition average template on a filtered stable view, excluding blank values and casting the TEXT-backed numeric fields to REAL before partitioning and averaging.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_134fbae7753365a9/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7b1c29c5d5254de53c60a45166dc7d65f4680cbc --- /dev/null +++ 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..70ee9db6aed931943231eab2940d163c04267520 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50723, "bytes_utf8": 50723, "lines": 1632, "estimated_tokens": 15832}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 816, "bytes_utf8": 816, "lines": 1, "estimated_tokens": 222}, "usage": {"input_tokens": 39127, "cached_input_tokens": 22912, "output_tokens": 1593, "reasoning_output_tokens": 1365}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e14c95ffb134bc9195122852c82db4706b530351 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_1ac8ae42320d4f7c", + "api_calls": 0, + "input_tokens": 39127, + "cached_input_tokens": 22912, + "output_tokens": 1593, + "total_tokens": 40720, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15832, + "estimated_output_tokens": 222, + "estimated_total_tokens": 16054, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33096.73, + "sql_execution_elapsed_ms_total": 1.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9e4db0f55008ab56ee7e3d48acda250f5dc48ed7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:55:44.572870+00:00", + "ended_at": "2026-05-26T00:56:17.669861+00:00", + "elapsed_ms": 33096.73, + "prompt_metrics": { + "chars": 50723, + "bytes_utf8": 50723, + "lines": 1632, + "estimated_tokens": 15832 + }, + "stdout_metrics": { + "chars": 1212, + "bytes_utf8": 1212, + "lines": 4, + "estimated_tokens": 365 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 816, + "bytes_utf8": 816, + "lines": 1, + "estimated_tokens": 222 + }, + "usage": { + "input_tokens": 39127, + "cached_input_tokens": 22912, + "output_tokens": 1593, + "reasoning_output_tokens": 1365 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4dad566ca7f7303ea032edd84459df1ec324da05 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1632 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=feature_116, measure_col=feature_11.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "feature_116", + "measure_col": "feature_11", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.134, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b798e59e8c79dc5e5fd2b60b98f9900fc9b7f039 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c7-cce2-7b03-ba6b-c7f92823b12f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"feature_116\\\",\\n \\\"avg_measure\\\"\\nFROM (\\n SELECT TRIM(\\\"feature_116\\\") AS \\\"feature_116\\\",\\n AVG(CAST(TRIM(\\\"feature_11\\\") AS REAL)) OVER (PARTITION BY TRIM(\\\"feature_116\\\")) AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY TRIM(\\\"feature_116\\\")) AS \\\"group_size\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(TRIM(\\\"feature_116\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_11\\\"), '') IS NOT NULL\\n)\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned window partition average template with group_col=feature_116 and measure_col=feature_11. Blank values are filtered, the measure is cast to REAL for SQLite, and only groups with at least 5 rows are kept to align with a filtered stable view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39127,"cached_input_tokens":22912,"output_tokens":1593,"reasoning_output_tokens":1365}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f6ee5db2592cb99c2f5f4e7b977d0b13886397b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"feature_116\",\n \"avg_measure\"\nFROM (\n SELECT TRIM(\"feature_116\") AS \"feature_116\",\n AVG(CAST(TRIM(\"feature_11\") AS REAL)) OVER (PARTITION BY TRIM(\"feature_116\")) AS \"avg_measure\",\n COUNT(*) OVER (PARTITION BY TRIM(\"feature_116\")) AS \"group_size\"\n FROM \"n4\"\n WHERE NULLIF(TRIM(\"feature_116\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"feature_11\"), '') IS NOT NULL\n)\nWHERE \"group_size\" >= 5\nORDER BY \"avg_measure\" DESC;","notes":"Uses the planned window partition average template with group_col=feature_116 and measure_col=feature_11. Blank values are filtered, the measure is cast to REAL for SQLite, and only groups with at least 5 rows are kept to align with a filtered stable view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ac6ba1dcfd51373f2b5ab614b708096135efb47b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=feature_116, measure_col=feature_11. +Result preview: [{"feature_116": "0.08", "avg_measure": 0.384}, {"feature_116": "0", "avg_measure": 0.321}, {"feature_116": "0.15", "avg_measure": 0.30833333333333335}, {"feature_116": "0.04", "avg_measure": 0.27578947368421053}, {"feature_116": "0.03", "avg_measure": 0.24250000000000002}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b793cf0302a815fde0691bb5098a20286368e756 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_1ac8ae42320d4f7c +-- problem_id: v2p_n4_19bf8e5a9c2b1424 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "feature_116", + "avg_measure" +FROM ( + SELECT TRIM("feature_116") AS "feature_116", + AVG(CAST(TRIM("feature_11") AS REAL)) OVER (PARTITION BY TRIM("feature_116")) AS "avg_measure", + COUNT(*) OVER (PARTITION BY TRIM("feature_116")) AS "group_size" + FROM "n4" + WHERE NULLIF(TRIM("feature_116"), '') IS NOT NULL + AND NULLIF(TRIM("feature_11"), '') IS NOT NULL +) +WHERE "group_size" >= 5 +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..37a44e45b42cf329e052965146b357c15751a210 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"feature_116\",\n \"avg_measure\"\nFROM (\n SELECT TRIM(\"feature_116\") AS \"feature_116\",\n AVG(CAST(TRIM(\"feature_11\") AS REAL)) OVER (PARTITION BY TRIM(\"feature_116\")) AS \"avg_measure\",\n COUNT(*) OVER (PARTITION BY TRIM(\"feature_116\")) AS \"group_size\"\n FROM \"n4\"\n WHERE NULLIF(TRIM(\"feature_116\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"feature_11\"), '') IS NOT NULL\n)\nWHERE \"group_size\" >= 5\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"feature_116\\\",\\n \\\"avg_measure\\\"\\nFROM (\\n SELECT TRIM(\\\"feature_116\\\") AS \\\"feature_116\\\",\\n AVG(CAST(TRIM(\\\"feature_11\\\") AS REAL)) OVER (PARTITION BY TRIM(\\\"feature_116\\\")) AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY TRIM(\\\"feature_116\\\")) AS \\\"group_size\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(TRIM(\\\"feature_116\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_11\\\"), '') IS NOT NULL\\n)\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"feature_116\", \"avg_measure\"], \"rows\": [{\"feature_116\": \"0.08\", \"avg_measure\": 0.384}, {\"feature_116\": \"0\", \"avg_measure\": 0.321}, {\"feature_116\": \"0.15\", \"avg_measure\": 0.30833333333333335}, {\"feature_116\": \"0.04\", \"avg_measure\": 0.27578947368421053}, {\"feature_116\": \"0.03\", \"avg_measure\": 0.24250000000000002}, {\"feature_116\": \"0.18\", \"avg_measure\": 0.23666666666666666}, {\"feature_116\": \"0.02\", \"avg_measure\": 0.20468085106382977}, {\"feature_116\": \"0.11\", \"avg_measure\": 0.20461538461538462}, {\"feature_116\": \"0.07\", \"avg_measure\": 0.20454545454545456}, {\"feature_116\": \"0.05\", \"avg_measure\": 0.16080000000000003}, {\"feature_116\": \"0.16\", \"avg_measure\": 0.15333333333333335}, {\"feature_116\": \"0.01\", \"avg_measure\": 0.13774193548387095}, {\"feature_116\": \"0.1\", \"avg_measure\": 0.135}, {\"feature_116\": \"0.06\", \"avg_measure\": 0.12}, {\"feature_116\": \"0.12\", \"avg_measure\": 0.1025}], \"row_count_returned\": 15, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.1}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..183858fac0227368bed948a82102a9b7d61285ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:55:44.570983+00:00", + "ended_at": "2026-05-26T00:56:17.681177+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_1ac8ae42320d4f7c", + "problem_id": "v2p_n4_19bf8e5a9c2b1424", + "dataset_id": "n4", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=feature_116, measure_col=feature_11.", + "bindings": { + "group_col": "feature_116", + "measure_col": "feature_11", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.134, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=135" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_1ac8ae42320d4f7c.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_1ac8ae42320d4f7c", + "api_calls": 0, + "input_tokens": 39127, + "cached_input_tokens": 22912, + "output_tokens": 1593, + "total_tokens": 40720, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15832, + "estimated_output_tokens": 222, + "estimated_total_tokens": 16054, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33096.73, + "sql_execution_elapsed_ms_total": 1.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..947933b2fb40dc23eac31399fb811855b9d678ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:56:17.678606+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 33096.73, "started_at": "2026-05-26T00:55:44.572870+00:00", "ended_at": "2026-05-26T00:56:17.669861+00:00", "prompt_metrics": {"chars": 50723, "bytes_utf8": 50723, "lines": 1632, "estimated_tokens": 15832}, "response_metrics": {"chars": 816, "bytes_utf8": 816, "lines": 1, "estimated_tokens": 222}, "usage": {"input_tokens": 39127, "cached_input_tokens": 22912, "output_tokens": 1593, "reasoning_output_tokens": 1365}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"feature_116\\\",\\n \\\"avg_measure\\\"\\nFROM (\\n SELECT TRIM(\\\"feature_116\\\") AS \\\"feature_116\\\",\\n AVG(CAST(TRIM(\\\"feature_11\\\") AS REAL)) OVER (PARTITION BY TRIM(\\\"feature_116\\\")) AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY TRIM(\\\"feature_116\\\")) AS \\\"group_size\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(TRIM(\\\"feature_116\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_11\\\"), '') IS NOT NULL\\n)\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned window partition average template with group_col=feature_116 and measure_col=feature_11. Blank values are filtered, the measure is cast to REAL for SQLite, and only groups with at least 5 rows are kept to align with a filtered stable view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..25d625b5f8392aed9393d267e922d6e27015f2c8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_1ac8ae42320d4f7c", + "api_calls": 0, + "input_tokens": 39127, + "cached_input_tokens": 22912, + "output_tokens": 1593, + "total_tokens": 40720, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15832, + "estimated_output_tokens": 222, + "estimated_total_tokens": 16054, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33096.73, + "sql_execution_elapsed_ms_total": 1.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_1ac8ae42320d4f7c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..42821ba3030be952fbf71af0b8d528022c0c14bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50947, "bytes_utf8": 50947, "lines": 1636, "estimated_tokens": 15917}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 466, "bytes_utf8": 466, "lines": 1, "estimated_tokens": 128}, "usage": {"input_tokens": 39212, "cached_input_tokens": 38272, "output_tokens": 2694, "reasoning_output_tokens": 2560}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9f69676e24f11103e9f1e2ee79db425675faa144 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_2046dd34ccf681c2", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 38272, + "output_tokens": 2694, + "total_tokens": 41906, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 128, + "estimated_total_tokens": 16045, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 53320.27, + "sql_execution_elapsed_ms_total": 0.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b41bcf981746539ee85fe68c011345d2102cacf6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:56:17.683538+00:00", + "ended_at": "2026-05-26T00:57:10.990173+00:00", + "elapsed_ms": 53320.27, + "prompt_metrics": { + "chars": 50947, + "bytes_utf8": 50947, + "lines": 1636, + "estimated_tokens": 15917 + }, + "stdout_metrics": { + "chars": 843, + "bytes_utf8": 843, + "lines": 4, + "estimated_tokens": 251 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 466, + "bytes_utf8": 466, + "lines": 1, + "estimated_tokens": 128 + }, + "usage": { + "input_tokens": 39212, + "cached_input_tokens": 38272, + "output_tokens": 2694, + "reasoning_output_tokens": 2560 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..41681484d4839131a38fbed965b7d46fb0d77abd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1636 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_5, group_col_2=feature_117.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "feature_5", + "group_col_2": "feature_117", + "predicate_col": "feature_49", + "predicate_op": ">=", + "predicate_value": 0.79, + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.84, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..60cc5467073532497798d6583b8325fb6e358d33 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c8-4e37-7183-b211-36ca808a4739"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"feature_5\\\", \\\"feature_117\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_49\\\", '') AS REAL) >= 0.79\\nGROUP BY \\\"feature_5\\\", \\\"feature_117\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the provided filtered two-dimensional group-count template with \\\"feature_5\\\" and \\\"feature_117\\\". \\\"feature_49\\\" is cast to REAL because the schema stores numeric-looking values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39212,"cached_input_tokens":38272,"output_tokens":2694,"reasoning_output_tokens":2560}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c8c22f373fb5e493de645a0db69c1f3fa832af90 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"feature_5\", \"feature_117\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nWHERE CAST(NULLIF(\"feature_49\", '') AS REAL) >= 0.79\nGROUP BY \"feature_5\", \"feature_117\"\nORDER BY \"row_count\" DESC;","notes":"Used the provided filtered two-dimensional group-count template with \"feature_5\" and \"feature_117\". \"feature_49\" is cast to REAL because the schema stores numeric-looking values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..162e56efb857cb839dd72563a531ac5f8cbb33e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:57:10.350795Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c8-4e37-7183-b211-36ca808a4739.1779756977720094000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..70e490d8139385d1ee16081fb9f4d966ab23fe42 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_5, group_col_2=feature_117. +Result preview: [{"feature_5": "9", "feature_117": "", "row_count": 55}, {"feature_5": "5", "feature_117": "", "row_count": 46}, {"feature_5": "6", "feature_117": "", "row_count": 45}, {"feature_5": "7", "feature_117": "", "row_count": 45}, {"feature_5": "1", "feature_117": "", "row_count": 44}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e38d9f2ad8b38b6c075c5167096abc4c4077f5b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n4_2046dd34ccf681c2 +-- problem_id: v2p_n4_7d6d7e6692f83e2c +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_5", "feature_117", COUNT(*) AS "row_count" +FROM "n4" +WHERE CAST(NULLIF("feature_49", '') AS REAL) >= 0.79 +GROUP BY "feature_5", "feature_117" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3cb4422cc801d7790b6643701c1c86ac02bd8c34 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"feature_5\", \"feature_117\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nWHERE CAST(NULLIF(\"feature_49\", '') AS REAL) >= 0.79\nGROUP BY \"feature_5\", \"feature_117\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"feature_5\\\", \\\"feature_117\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_49\\\", '') AS REAL) >= 0.79\\nGROUP BY \\\"feature_5\\\", \\\"feature_117\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"feature_5\", \"feature_117\", \"row_count\"], \"rows\": [{\"feature_5\": \"9\", \"feature_117\": \"\", \"row_count\": 55}, {\"feature_5\": \"5\", \"feature_117\": \"\", \"row_count\": 46}, {\"feature_5\": \"6\", \"feature_117\": \"\", \"row_count\": 45}, {\"feature_5\": \"7\", \"feature_117\": \"\", \"row_count\": 45}, {\"feature_5\": \"1\", \"feature_117\": \"\", \"row_count\": 44}, {\"feature_5\": \"2\", \"feature_117\": \"\", \"row_count\": 44}, {\"feature_5\": \"8\", \"feature_117\": \"\", \"row_count\": 44}, {\"feature_5\": \"3\", \"feature_117\": \"\", \"row_count\": 34}, {\"feature_5\": \"10\", \"feature_117\": \"\", \"row_count\": 33}, {\"feature_5\": \"4\", \"feature_117\": \"\", \"row_count\": 32}, {\"feature_5\": \"1\", \"feature_117\": \"0.64\", \"row_count\": 1}, {\"feature_5\": \"10\", \"feature_117\": \"0.64\", \"row_count\": 1}, {\"feature_5\": \"3\", \"feature_117\": \"0.43\", \"row_count\": 1}, {\"feature_5\": \"3\", \"feature_117\": \"0.5\", \"row_count\": 1}, {\"feature_5\": \"3\", \"feature_117\": \"0.79\", \"row_count\": 1}, {\"feature_5\": \"4\", \"feature_117\": \"0.64\", \"row_count\": 1}, {\"feature_5\": \"5\", \"feature_117\": \"0.14\", \"row_count\": 1}, {\"feature_5\": \"5\", \"feature_117\": \"0.21\", \"row_count\": 1}, {\"feature_5\": \"5\", \"feature_117\": \"0.36\", \"row_count\": 1}, {\"feature_5\": \"5\", \"feature_117\": \"0.57\", \"row_count\": 1}, {\"feature_5\": \"6\", \"feature_117\": \"0.29\", \"row_count\": 1}, {\"feature_5\": \"6\", \"feature_117\": \"0.36\", \"row_count\": 1}], \"row_count_returned\": 22, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 0.99}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d410f4e662376a837c99ff5976f4a5ec4d853d0c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:56:17.681559+00:00", + "ended_at": "2026-05-26T00:57:11.001890+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_2046dd34ccf681c2", + "problem_id": "v2p_n4_7d6d7e6692f83e2c", + "dataset_id": "n4", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_5, group_col_2=feature_117.", + "bindings": { + "group_col": "feature_5", + "group_col_2": "feature_117", + "predicate_col": "feature_49", + "predicate_op": ">=", + "predicate_value": 0.79, + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.84, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=48" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_2046dd34ccf681c2.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_2046dd34ccf681c2", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 38272, + "output_tokens": 2694, + "total_tokens": 41906, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 128, + "estimated_total_tokens": 16045, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 53320.27, + "sql_execution_elapsed_ms_total": 0.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6f0f6211d8d200ad3f0cdc7a3f7080d9cf115c8e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:57:10.999300+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 53320.27, "started_at": "2026-05-26T00:56:17.683538+00:00", "ended_at": "2026-05-26T00:57:10.990173+00:00", "prompt_metrics": {"chars": 50947, "bytes_utf8": 50947, "lines": 1636, "estimated_tokens": 15917}, "response_metrics": {"chars": 466, "bytes_utf8": 466, "lines": 1, "estimated_tokens": 128}, "usage": {"input_tokens": 39212, "cached_input_tokens": 38272, "output_tokens": 2694, "reasoning_output_tokens": 2560}, "stderr_preview": "2026-05-26T00:57:10.350795Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c8-4e37-7183-b211-36ca808a4739.1779756977720094000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"feature_5\\\", \\\"feature_117\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_49\\\", '') AS REAL) >= 0.79\\nGROUP BY \\\"feature_5\\\", \\\"feature_117\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the provided filtered two-dimensional group-count template with \\\"feature_5\\\" and \\\"feature_117\\\". \\\"feature_49\\\" is cast to REAL because the schema stores numeric-looking values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..556fa221f1ae8ed0ad183c52937dafa6683e3741 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_2046dd34ccf681c2", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 38272, + "output_tokens": 2694, + "total_tokens": 41906, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 128, + "estimated_total_tokens": 16045, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 53320.27, + "sql_execution_elapsed_ms_total": 0.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2046dd34ccf681c2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7c7756197eaa6a7550fc2ab7db2f5e8de6fee571 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51437, "bytes_utf8": 51437, "lines": 1635, "estimated_tokens": 16032}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 681, "bytes_utf8": 681, "lines": 1, "estimated_tokens": 188}, "usage": {"input_tokens": 39327, "cached_input_tokens": 22912, "output_tokens": 710, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..65f46460560cfdd8aa3e71ce9d57a6c4d0eb582e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_205ae5f1bae19f51", + "api_calls": 0, + "input_tokens": 39327, + "cached_input_tokens": 22912, + "output_tokens": 710, + "total_tokens": 40037, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16032, + "estimated_output_tokens": 188, + "estimated_total_tokens": 16220, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16223.09, + "sql_execution_elapsed_ms_total": 1.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..83c90f069cfda99240633cdf2e2f8f844feb472e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:57:11.004174+00:00", + "ended_at": "2026-05-26T00:57:27.226809+00:00", + "elapsed_ms": 16223.09, + "prompt_metrics": { + "chars": 51437, + "bytes_utf8": 51437, + "lines": 1635, + "estimated_tokens": 16032 + }, + "stdout_metrics": { + "chars": 1050, + "bytes_utf8": 1050, + "lines": 4, + "estimated_tokens": 310 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 681, + "bytes_utf8": 681, + "lines": 1, + "estimated_tokens": 188 + }, + "usage": { + "input_tokens": 39327, + "cached_input_tokens": 22912, + "output_tokens": 710, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..363083940ff3e89b704dbb7bfd120db1be2ed4db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_5, condition_col=target.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "feature_5", + "condition_col": "target", + "condition_value": "0.2", + "positive_value": "0.2", + "negative_value": "0.03", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.27, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..63c32f986c3663703bd8065b53a78067cb5a7f0d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c9-1e82-78b2-aaad-ce7602527c22"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n SELECT \\\"feature_5\\\",\\n SUM(CASE WHEN \\\"target\\\" = '0.2' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"target\\\" = '0.03' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_5\\\"\\n)\\nSELECT \\\"feature_5\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applies the grouped ratio template with group_col=\\\"feature_5\\\" and condition_col=\\\"target\\\", comparing exact TEXT values '0.2' vs '0.03' and protecting against divide-by-zero with NULLIF.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39327,"cached_input_tokens":22912,"output_tokens":710,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0912e8ce44abd3daa6d1371b9adbb08631b4255a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH grouped AS (\n SELECT \"feature_5\",\n SUM(CASE WHEN \"target\" = '0.2' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"target\" = '0.03' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n4\"\n GROUP BY \"feature_5\"\n)\nSELECT \"feature_5\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Applies the grouped ratio template with group_col=\"feature_5\" and condition_col=\"target\", comparing exact TEXT values '0.2' vs '0.03' and protecting against divide-by-zero with NULLIF."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e7cc9f88903518625a6fd43af692069cb499106a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_5, condition_col=target. +Result preview: [{"feature_5": "3", "condition_ratio": 0.875}, {"feature_5": "6", "condition_ratio": 0.7}, {"feature_5": "10", "condition_ratio": 0.5714285714285714}, {"feature_5": "4", "condition_ratio": 0.42857142857142855}, {"feature_5": "1", "condition_ratio": 0.38461538461538464}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a94fe22785d70608c1b1944a1db224b507ab7ffe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n4_205ae5f1bae19f51 +-- problem_id: v2p_n4_5dab1fbcbdb937b3 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "feature_5", + SUM(CASE WHEN "target" = '0.2' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "target" = '0.03' THEN 1 ELSE 0 END) AS denominator_count + FROM "n4" + GROUP BY "feature_5" +) +SELECT "feature_5", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4190fe10ec8bee533a4896f0fd9469eaffb2d597 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH grouped AS (\n SELECT \"feature_5\",\n SUM(CASE WHEN \"target\" = '0.2' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"target\" = '0.03' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n4\"\n GROUP BY \"feature_5\"\n)\nSELECT \"feature_5\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n SELECT \\\"feature_5\\\",\\n SUM(CASE WHEN \\\"target\\\" = '0.2' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"target\\\" = '0.03' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_5\\\"\\n)\\nSELECT \\\"feature_5\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"feature_5\", \"condition_ratio\"], \"rows\": [{\"feature_5\": \"3\", \"condition_ratio\": 0.875}, {\"feature_5\": \"6\", \"condition_ratio\": 0.7}, {\"feature_5\": \"10\", \"condition_ratio\": 0.5714285714285714}, {\"feature_5\": \"4\", \"condition_ratio\": 0.42857142857142855}, {\"feature_5\": \"1\", \"condition_ratio\": 0.38461538461538464}, {\"feature_5\": \"5\", \"condition_ratio\": 0.3333333333333333}, {\"feature_5\": \"9\", \"condition_ratio\": 0.2857142857142857}, {\"feature_5\": \"7\", \"condition_ratio\": 0.2727272727272727}, {\"feature_5\": \"2\", \"condition_ratio\": 0.15384615384615385}, {\"feature_5\": \"8\", \"condition_ratio\": 0.125}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.42}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8f41eb3e9c622d5bb1e77c87ca317d2ef8d7a52c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:57:11.002315+00:00", + "ended_at": "2026-05-26T00:57:27.240473+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_205ae5f1bae19f51", + "problem_id": "v2p_n4_5dab1fbcbdb937b3", + "dataset_id": "n4", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_5, condition_col=target.", + "bindings": { + "group_col": "feature_5", + "condition_col": "target", + "condition_value": "0.2", + "positive_value": "0.2", + "negative_value": "0.03", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.27, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=36" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_205ae5f1bae19f51.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_205ae5f1bae19f51", + "api_calls": 0, + "input_tokens": 39327, + "cached_input_tokens": 22912, + "output_tokens": 710, + "total_tokens": 40037, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16032, + "estimated_output_tokens": 188, + "estimated_total_tokens": 16220, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16223.09, + "sql_execution_elapsed_ms_total": 1.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7a3f55fe890cdeeca147ea36deb82ef5de6c3716 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:57:27.236534+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16223.09, "started_at": "2026-05-26T00:57:11.004174+00:00", "ended_at": "2026-05-26T00:57:27.226809+00:00", "prompt_metrics": {"chars": 51437, "bytes_utf8": 51437, "lines": 1635, "estimated_tokens": 16032}, "response_metrics": {"chars": 681, "bytes_utf8": 681, "lines": 1, "estimated_tokens": 188}, "usage": {"input_tokens": 39327, "cached_input_tokens": 22912, "output_tokens": 710, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n SELECT \\\"feature_5\\\",\\n SUM(CASE WHEN \\\"target\\\" = '0.2' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"target\\\" = '0.03' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_5\\\"\\n)\\nSELECT \\\"feature_5\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applies the grouped ratio template with group_col=\\\"feature_5\\\" and condition_col=\\\"target\\\", comparing exact TEXT values '0.2' vs '0.03' and protecting against divide-by-zero with NULLIF.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c5d73fbaf2fcc92f52df142aa031ab495f28b3a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_205ae5f1bae19f51", + "api_calls": 0, + "input_tokens": 39327, + "cached_input_tokens": 22912, + "output_tokens": 710, + "total_tokens": 40037, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16032, + "estimated_output_tokens": 188, + "estimated_total_tokens": 16220, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16223.09, + "sql_execution_elapsed_ms_total": 1.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_205ae5f1bae19f51/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..288ad7805fc73e415ab5a91fe27c0a651e9999c2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50716, "bytes_utf8": 50716, "lines": 1632, "estimated_tokens": 15832}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 554, "bytes_utf8": 554, "lines": 1, "estimated_tokens": 138}, "usage": {"input_tokens": 39127, "cached_input_tokens": 22912, "output_tokens": 660, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9c8ef8874ebd0e4b13d4e6c353cf166598e11f6b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_2806ebf7ab41917b", + "api_calls": 0, + "input_tokens": 39127, + "cached_input_tokens": 22912, + "output_tokens": 660, + "total_tokens": 39787, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15832, + "estimated_output_tokens": 138, + "estimated_total_tokens": 15970, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16552.52, + "sql_execution_elapsed_ms_total": 3.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fdde973ea1a7c2a1766631547492f5f1f48fe954 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:57:27.242661+00:00", + "ended_at": "2026-05-26T00:57:43.795077+00:00", + "elapsed_ms": 16552.52, + "prompt_metrics": { + "chars": 50716, + "bytes_utf8": 50716, + "lines": 1632, + "estimated_tokens": 15832 + }, + "stdout_metrics": { + "chars": 918, + "bytes_utf8": 918, + "lines": 4, + "estimated_tokens": 254 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 554, + "bytes_utf8": 554, + "lines": 1, + "estimated_tokens": 138 + }, + "usage": { + "input_tokens": 39127, + "cached_input_tokens": 22912, + "output_tokens": 660, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c31993b3c5f9ee916b56e6a53db6fbe0c3db75de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1632 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=feature_5, measure_col=feature_8.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "feature_5", + "measure_col": "feature_8", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.194, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..65dd38c0c183d0bbda4dcfa32a56fefe22f4a337 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c9-5dee-7f42-ba35-682742cd18de"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_5\\\",\\n AVG(CAST(NULLIF(\\\"feature_8\\\", '') AS REAL)) OVER (PARTITION BY \\\"feature_5\\\") AS avg_measure\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_5\\\", '') IS NOT NULL\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the planned Window Partition Average template with \\\"feature_5\\\" as the partition/group column and \\\"feature_8\\\" as the averaged measure. Because the SQLite schema stores these fields as TEXT, the query casts \\\"feature_8\\\" to REAL and treats empty strings as NULL.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39127,"cached_input_tokens":22912,"output_tokens":660,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5a33f6b06d39c4353f9b90c3435bc88ba3858fd7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"feature_5\",\n AVG(CAST(NULLIF(\"feature_8\", '') AS REAL)) OVER (PARTITION BY \"feature_5\") AS avg_measure\nFROM \"n4\"\nWHERE NULLIF(\"feature_5\", '') IS NOT NULL\nORDER BY avg_measure DESC;","notes":"Applied the planned Window Partition Average template with \"feature_5\" as the partition/group column and \"feature_8\" as the averaged measure. Because the SQLite schema stores these fields as TEXT, the query casts \"feature_8\" to REAL and treats empty strings as NULL."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..bb1dc06500be5139dcc989890f1f052b56c47696 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=feature_5, measure_col=feature_8. +Result preview: [{"feature_5": "4", "avg_measure": 0.19644999999999999}, {"feature_5": "3", "avg_measure": 0.19574999999999998}, {"feature_5": "7", "avg_measure": 0.18854271356783922}, {"feature_5": "5", "avg_measure": 0.18462311557788946}, {"feature_5": "10", "avg_measure": 0.18090452261306533}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d98b299a06a1da7d86b139526bd2527524d536b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_2806ebf7ab41917b +-- problem_id: v2p_n4_1f7afc8be5372fe9 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "feature_5", + AVG(CAST(NULLIF("feature_8", '') AS REAL)) OVER (PARTITION BY "feature_5") AS avg_measure +FROM "n4" +WHERE NULLIF("feature_5", '') IS NOT NULL +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f1f5c13b1ea479ae3649342dfa19804ffddbe24d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"feature_5\",\n AVG(CAST(NULLIF(\"feature_8\", '') AS REAL)) OVER (PARTITION BY \"feature_5\") AS avg_measure\nFROM \"n4\"\nWHERE NULLIF(\"feature_5\", '') IS NOT NULL\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_5\\\",\\n AVG(CAST(NULLIF(\\\"feature_8\\\", '') AS REAL)) OVER (PARTITION BY \\\"feature_5\\\") AS avg_measure\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_5\\\", '') IS NOT NULL\\nORDER BY avg_measure DESC;\", \"columns\": [\"feature_5\", \"avg_measure\"], \"rows\": [{\"feature_5\": \"4\", \"avg_measure\": 0.19644999999999999}, {\"feature_5\": \"3\", \"avg_measure\": 0.19574999999999998}, {\"feature_5\": \"7\", \"avg_measure\": 0.18854271356783922}, {\"feature_5\": \"5\", \"avg_measure\": 0.18462311557788946}, {\"feature_5\": \"10\", \"avg_measure\": 0.18090452261306533}, {\"feature_5\": \"8\", \"avg_measure\": 0.17698492462311557}, {\"feature_5\": \"2\", \"avg_measure\": 0.17559999999999998}, {\"feature_5\": \"9\", \"avg_measure\": 0.17271356783919597}, {\"feature_5\": \"6\", \"avg_measure\": 0.16673366834170855}, {\"feature_5\": \"1\", \"avg_measure\": 0.15795}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.0}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5b3664f02003be1a2dd267ae202a907da0607ced --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:57:27.240954+00:00", + "ended_at": "2026-05-26T00:57:43.808468+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_2806ebf7ab41917b", + "problem_id": "v2p_n4_1f7afc8be5372fe9", + "dataset_id": "n4", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=feature_5, measure_col=feature_8.", + "bindings": { + "group_col": "feature_5", + "measure_col": "feature_8", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.194, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_2806ebf7ab41917b.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_2806ebf7ab41917b", + "api_calls": 0, + "input_tokens": 39127, + "cached_input_tokens": 22912, + "output_tokens": 660, + "total_tokens": 39787, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15832, + "estimated_output_tokens": 138, + "estimated_total_tokens": 15970, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16552.52, + "sql_execution_elapsed_ms_total": 3.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..003c00f8f59e7bc9bfadd03be81dcc0645e4a4f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:57:43.804121+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16552.52, "started_at": "2026-05-26T00:57:27.242661+00:00", "ended_at": "2026-05-26T00:57:43.795077+00:00", "prompt_metrics": {"chars": 50716, "bytes_utf8": 50716, "lines": 1632, "estimated_tokens": 15832}, "response_metrics": {"chars": 554, "bytes_utf8": 554, "lines": 1, "estimated_tokens": 138}, "usage": {"input_tokens": 39127, "cached_input_tokens": 22912, "output_tokens": 660, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_5\\\",\\n AVG(CAST(NULLIF(\\\"feature_8\\\", '') AS REAL)) OVER (PARTITION BY \\\"feature_5\\\") AS avg_measure\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_5\\\", '') IS NOT NULL\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the planned Window Partition Average template with \\\"feature_5\\\" as the partition/group column and \\\"feature_8\\\" as the averaged measure. Because the SQLite schema stores these fields as TEXT, the query casts \\\"feature_8\\\" to REAL and treats empty strings as NULL.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2453a4fbe78a36cc2f25f97cf7aab2581709d78a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_2806ebf7ab41917b", + "api_calls": 0, + "input_tokens": 39127, + "cached_input_tokens": 22912, + "output_tokens": 660, + "total_tokens": 39787, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15832, + "estimated_output_tokens": 138, + "estimated_total_tokens": 15970, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16552.52, + "sql_execution_elapsed_ms_total": 3.0, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2806ebf7ab41917b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..193ab7592d7efcc309a4053dfca6d23ad34b3c54 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50722, "bytes_utf8": 50722, "lines": 1632, "estimated_tokens": 15833}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 589, "bytes_utf8": 589, "lines": 1, "estimated_tokens": 158}, "usage": {"input_tokens": 39128, "cached_input_tokens": 38272, "output_tokens": 680, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..05944d14fd44e7f6b6776f6a0563611bf9971f43 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_290d7e7ae3c2b8a6", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 680, + "total_tokens": 39808, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 158, + "estimated_total_tokens": 15991, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15950.35, + "sql_execution_elapsed_ms_total": 3.32, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..24ed06d12e82ea608cba7093b1f3c17fe90fef80 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:57:43.810750+00:00", + "ended_at": "2026-05-26T00:57:59.761129+00:00", + "elapsed_ms": 15950.35, + "prompt_metrics": { + "chars": 50722, + "bytes_utf8": 50722, + "lines": 1632, + "estimated_tokens": 15833 + }, + "stdout_metrics": { + "chars": 964, + "bytes_utf8": 964, + "lines": 4, + "estimated_tokens": 283 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 589, + "bytes_utf8": 589, + "lines": 1, + "estimated_tokens": 158 + }, + "usage": { + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 680, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0da3194afecfabfe0027ef142feed9d2ec844f5e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1632 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=feature_76, measure_col=feature_15.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "feature_76", + "measure_col": "feature_15", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.4432, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5709dd5a5d10a5959523ef6168f811f52a9daddb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c9-9ea8-7f12-a2ac-2f29532ea9f6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_76\\\",\\n AVG(CAST(\\\"feature_15\\\" AS REAL)) OVER (PARTITION BY \\\"feature_76\\\") AS avg_measure\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_76\\\" IS NOT NULL\\n AND \\\"feature_76\\\" <> ''\\n AND \\\"feature_15\\\" IS NOT NULL\\n AND \\\"feature_15\\\" <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the planned window-partition-average template with \\\"feature_76\\\" as the group column and cast \\\"feature_15\\\" to REAL because the SQLite snapshot stores values as TEXT. Added null/empty-string filters to form a filtered stable view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39128,"cached_input_tokens":38272,"output_tokens":680,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5ea2ff37bb45b5ef2a486c569310386dd656e5c2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"feature_76\",\n AVG(CAST(\"feature_15\" AS REAL)) OVER (PARTITION BY \"feature_76\") AS avg_measure\nFROM \"n4\"\nWHERE \"feature_76\" IS NOT NULL\n AND \"feature_76\" <> ''\n AND \"feature_15\" IS NOT NULL\n AND \"feature_15\" <> ''\nORDER BY avg_measure DESC;","notes":"Used the planned window-partition-average template with \"feature_76\" as the group column and cast \"feature_15\" to REAL because the SQLite snapshot stores values as TEXT. Added null/empty-string filters to form a filtered stable view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ee0f9c5e831d9aeba6d2449e56e3a4c19d5dd62d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=feature_76, measure_col=feature_15. +Result preview: [{"feature_76": "0", "avg_measure": 0.45770234986945174}, {"feature_76": "0.5", "avg_measure": 0.40390507910074935}, {"feature_76": "1", "avg_measure": 0.3}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c3b8773a317fd42561e97646f88f8a974e3d4954 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_290d7e7ae3c2b8a6 +-- problem_id: v2p_n4_64e78ed8b6cf8ea2 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "feature_76", + AVG(CAST("feature_15" AS REAL)) OVER (PARTITION BY "feature_76") AS avg_measure +FROM "n4" +WHERE "feature_76" IS NOT NULL + AND "feature_76" <> '' + AND "feature_15" IS NOT NULL + AND "feature_15" <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..278ddc3e5b3c40f1844878e44ddb48d6f1caceee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"feature_76\",\n AVG(CAST(\"feature_15\" AS REAL)) OVER (PARTITION BY \"feature_76\") AS avg_measure\nFROM \"n4\"\nWHERE \"feature_76\" IS NOT NULL\n AND \"feature_76\" <> ''\n AND \"feature_15\" IS NOT NULL\n AND \"feature_15\" <> ''\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_76\\\",\\n AVG(CAST(\\\"feature_15\\\" AS REAL)) OVER (PARTITION BY \\\"feature_76\\\") AS avg_measure\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_76\\\" IS NOT NULL\\n AND \\\"feature_76\\\" <> ''\\n AND \\\"feature_15\\\" IS NOT NULL\\n AND \\\"feature_15\\\" <> ''\\nORDER BY avg_measure DESC;\", \"columns\": [\"feature_76\", \"avg_measure\"], \"rows\": [{\"feature_76\": \"0\", \"avg_measure\": 0.45770234986945174}, {\"feature_76\": \"0.5\", \"avg_measure\": 0.40390507910074935}, {\"feature_76\": \"1\", \"avg_measure\": 0.3}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.32}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a5c62aab0b1f7f134b7cde998ba59b17f499d939 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:57:43.808810+00:00", + "ended_at": "2026-05-26T00:57:59.775375+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_290d7e7ae3c2b8a6", + "problem_id": "v2p_n4_64e78ed8b6cf8ea2", + "dataset_id": "n4", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=feature_76, measure_col=feature_15.", + "bindings": { + "group_col": "feature_76", + "measure_col": "feature_15", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.4432, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=139" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_290d7e7ae3c2b8a6.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_290d7e7ae3c2b8a6", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 680, + "total_tokens": 39808, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 158, + "estimated_total_tokens": 15991, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15950.35, + "sql_execution_elapsed_ms_total": 3.32, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..806bf59ecfab5cc0b42b94b1330a249d28d113dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:57:59.770433+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15950.35, "started_at": "2026-05-26T00:57:43.810750+00:00", "ended_at": "2026-05-26T00:57:59.761129+00:00", "prompt_metrics": {"chars": 50722, "bytes_utf8": 50722, "lines": 1632, "estimated_tokens": 15833}, "response_metrics": {"chars": 589, "bytes_utf8": 589, "lines": 1, "estimated_tokens": 158}, "usage": {"input_tokens": 39128, "cached_input_tokens": 38272, "output_tokens": 680, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_76\\\",\\n AVG(CAST(\\\"feature_15\\\" AS REAL)) OVER (PARTITION BY \\\"feature_76\\\") AS avg_measure\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_76\\\" IS NOT NULL\\n AND \\\"feature_76\\\" <> ''\\n AND \\\"feature_15\\\" IS NOT NULL\\n AND \\\"feature_15\\\" <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the planned window-partition-average template with \\\"feature_76\\\" as the group column and cast \\\"feature_15\\\" to REAL because the SQLite snapshot stores values as TEXT. Added null/empty-string filters to form a filtered stable view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..06d4b7576bc11b3c3c4d67947eef0dbef5fd9340 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_290d7e7ae3c2b8a6", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 680, + "total_tokens": 39808, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 158, + "estimated_total_tokens": 15991, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15950.35, + "sql_execution_elapsed_ms_total": 3.32, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_290d7e7ae3c2b8a6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9284ed57efce52ffe2a81aa117d35b0064840bd0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51446, "bytes_utf8": 51446, "lines": 1635, "estimated_tokens": 16034}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 645, "bytes_utf8": 645, "lines": 1, "estimated_tokens": 180}, "usage": {"input_tokens": 39329, "cached_input_tokens": 22912, "output_tokens": 702, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..168b1391eba1f8d1e8f12e4066c5bb563f5bb4ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_2b4ed274fa2a5201", + "api_calls": 0, + "input_tokens": 39329, + "cached_input_tokens": 22912, + "output_tokens": 702, + "total_tokens": 40031, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16034, + "estimated_output_tokens": 180, + "estimated_total_tokens": 16214, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16210.89, + "sql_execution_elapsed_ms_total": 1.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1e671e76688d94734bbd2fea00133d83ea46f6d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:57:59.778024+00:00", + "ended_at": "2026-05-26T00:58:15.988983+00:00", + "elapsed_ms": 16210.89, + "prompt_metrics": { + "chars": 51446, + "bytes_utf8": 51446, + "lines": 1635, + "estimated_tokens": 16034 + }, + "stdout_metrics": { + "chars": 1014, + "bytes_utf8": 1014, + "lines": 4, + "estimated_tokens": 299 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 645, + "bytes_utf8": 645, + "lines": 1, + "estimated_tokens": 180 + }, + "usage": { + "input_tokens": 39329, + "cached_input_tokens": 22912, + "output_tokens": 702, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d7f2e74b4c99dbf3dffdba29f03956d1e74ea5ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_117, condition_col=feature_76.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "feature_117", + "condition_col": "feature_76", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.25, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7d1d40b2d22bf0130a976ad9207dc38a69cd4c30 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c9-dd05-7012-b3e2-c3068983903b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"feature_117\\\",\\n SUM(CASE WHEN \\\"feature_76\\\" = '0.5' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"feature_76\\\" = '0' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_117\\\"\\n)\\nSELECT \\\"feature_117\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the requested grouped ratio template with \\\"feature_117\\\" as the grouping column and compares text values '0.5' vs '0' in \\\"feature_76\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39329,"cached_input_tokens":22912,"output_tokens":702,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..46d39ea99e5c21874615c47157436b0bfcbd1ea5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"feature_117\",\n SUM(CASE WHEN \"feature_76\" = '0.5' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"feature_76\" = '0' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n4\"\n GROUP BY \"feature_117\"\n)\nSELECT \"feature_117\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Uses the requested grouped ratio template with \"feature_117\" as the grouping column and compares text values '0.5' vs '0' in \"feature_76\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0fe93cc57628a3b843e04c96ceab4b5899d590ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_117, condition_col=feature_76. +Result preview: [{"feature_117": "", "condition_ratio": 1.9551971326164874}, {"feature_117": "0.36", "condition_ratio": 1.0769230769230769}, {"feature_117": "1", "condition_ratio": 1.0}, {"feature_117": "0.64", "condition_ratio": 0.8636363636363636}, {"feature_117": "0.21", "condition_ratio": 0.6}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..cde03f9182a1683732978e9c17921da766bbbf0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n4_2b4ed274fa2a5201 +-- problem_id: v2p_n4_65b340f6468e4513 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "feature_117", + SUM(CASE WHEN "feature_76" = '0.5' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "feature_76" = '0' THEN 1 ELSE 0 END) AS denominator_count + FROM "n4" + GROUP BY "feature_117" +) +SELECT "feature_117", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d4bf93576acd9ee52749794f9aaa422d4672cbbf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"feature_117\",\n SUM(CASE WHEN \"feature_76\" = '0.5' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"feature_76\" = '0' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n4\"\n GROUP BY \"feature_117\"\n)\nSELECT \"feature_117\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"feature_117\\\",\\n SUM(CASE WHEN \\\"feature_76\\\" = '0.5' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"feature_76\\\" = '0' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_117\\\"\\n)\\nSELECT \\\"feature_117\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"feature_117\", \"condition_ratio\"], \"rows\": [{\"feature_117\": \"\", \"condition_ratio\": 1.9551971326164874}, {\"feature_117\": \"0.36\", \"condition_ratio\": 1.0769230769230769}, {\"feature_117\": \"1\", \"condition_ratio\": 1.0}, {\"feature_117\": \"0.64\", \"condition_ratio\": 0.8636363636363636}, {\"feature_117\": \"0.21\", \"condition_ratio\": 0.6}, {\"feature_117\": \"0.5\", \"condition_ratio\": 0.5925925925925926}, {\"feature_117\": \"0.79\", \"condition_ratio\": 0.5714285714285714}, {\"feature_117\": \"0.43\", \"condition_ratio\": 0.5217391304347826}, {\"feature_117\": \"0.29\", \"condition_ratio\": 0.5}, {\"feature_117\": \"0.57\", \"condition_ratio\": 0.5}, {\"feature_117\": \"0.14\", \"condition_ratio\": 0.4}, {\"feature_117\": \"0.71\", \"condition_ratio\": 0.29411764705882354}, {\"feature_117\": \"0.93\", \"condition_ratio\": 0.23529411764705882}, {\"feature_117\": \"0.86\", \"condition_ratio\": 0.18181818181818182}, {\"feature_117\": \"0\", \"condition_ratio\": 0.0}, {\"feature_117\": \"0.07\", \"condition_ratio\": 0.0}], \"row_count_returned\": 16, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.14}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4453255a950c9082d8cbce95ae07770c242fdbd1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:57:59.775798+00:00", + "ended_at": "2026-05-26T00:58:16.000712+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_2b4ed274fa2a5201", + "problem_id": "v2p_n4_65b340f6468e4513", + "dataset_id": "n4", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_117, condition_col=feature_76.", + "bindings": { + "group_col": "feature_117", + "condition_col": "feature_76", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.25, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=40" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_2b4ed274fa2a5201.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_2b4ed274fa2a5201", + "api_calls": 0, + "input_tokens": 39329, + "cached_input_tokens": 22912, + "output_tokens": 702, + "total_tokens": 40031, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16034, + "estimated_output_tokens": 180, + "estimated_total_tokens": 16214, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16210.89, + "sql_execution_elapsed_ms_total": 1.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3d2b000f978311f8a7cf003a265ac0bb94922c92 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:58:15.998312+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16210.89, "started_at": "2026-05-26T00:57:59.778024+00:00", "ended_at": "2026-05-26T00:58:15.988983+00:00", "prompt_metrics": {"chars": 51446, "bytes_utf8": 51446, "lines": 1635, "estimated_tokens": 16034}, "response_metrics": {"chars": 645, "bytes_utf8": 645, "lines": 1, "estimated_tokens": 180}, "usage": {"input_tokens": 39329, "cached_input_tokens": 22912, "output_tokens": 702, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"feature_117\\\",\\n SUM(CASE WHEN \\\"feature_76\\\" = '0.5' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"feature_76\\\" = '0' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_117\\\"\\n)\\nSELECT \\\"feature_117\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the requested grouped ratio template with \\\"feature_117\\\" as the grouping column and compares text values '0.5' vs '0' in \\\"feature_76\\\".\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1f1860633763af645141d8e0e78e4450f0256a76 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_2b4ed274fa2a5201", + "api_calls": 0, + "input_tokens": 39329, + "cached_input_tokens": 22912, + "output_tokens": 702, + "total_tokens": 40031, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16034, + "estimated_output_tokens": 180, + "estimated_total_tokens": 16214, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16210.89, + "sql_execution_elapsed_ms_total": 1.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2b4ed274fa2a5201/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6389601b338403188d2305f5d63d6560075340e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50951, "bytes_utf8": 50951, "lines": 1636, "estimated_tokens": 15917}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 534, "bytes_utf8": 534, "lines": 1, "estimated_tokens": 146}, "usage": {"input_tokens": 39212, "cached_input_tokens": 22912, "output_tokens": 668, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..de5201b405183f80ad5ea220e6fb4fd6485429c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_2f26532575c85a66", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 668, + "total_tokens": 39880, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 146, + "estimated_total_tokens": 16063, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17113.74, + "sql_execution_elapsed_ms_total": 1.21, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..773bd617cf259d7f4f66f5cbd938ac55448f6f77 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:58:16.002998+00:00", + "ended_at": "2026-05-26T00:58:33.116824+00:00", + "elapsed_ms": 17113.74, + "prompt_metrics": { + "chars": 50951, + "bytes_utf8": 50951, + "lines": 1636, + "estimated_tokens": 15917 + }, + "stdout_metrics": { + "chars": 910, + "bytes_utf8": 910, + "lines": 4, + "estimated_tokens": 268 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 534, + "bytes_utf8": 534, + "lines": 1, + "estimated_tokens": 146 + }, + "usage": { + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 668, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bd28ca91f333cc6142edcabbb1aac107b005f584 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1636 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_104, group_col_2=feature_125.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "feature_104", + "group_col_2": "feature_125", + "predicate_col": "feature_57", + "predicate_op": ">=", + "predicate_value": 0.03, + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.62, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..eee43789e1f237bb2c3193a431643bd0a9b9e70e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ca-1c6c-7711-a356-835ea0057b95"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"feature_104\\\", \\\"feature_125\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_57\\\", '') AS REAL) >= 0.03\\nGROUP BY \\\"feature_104\\\", \\\"feature_125\\\"\\nORDER BY \\\"row_count\\\" DESC\\nLIMIT 11;\",\"notes\":\"Used the planned filtered two-dimensional group count template with \\\"feature_104\\\" and \\\"feature_125\\\" as the grouping columns and \\\"feature_57\\\" >= 0.03 as the filter. NULLIF/CAST is used because the schema stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39212,"cached_input_tokens":22912,"output_tokens":668,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cfb394f93a0c555482d85de788acd9003ca66c17 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"feature_104\", \"feature_125\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nWHERE CAST(NULLIF(\"feature_57\", '') AS REAL) >= 0.03\nGROUP BY \"feature_104\", \"feature_125\"\nORDER BY \"row_count\" DESC\nLIMIT 11;","notes":"Used the planned filtered two-dimensional group count template with \"feature_104\" and \"feature_125\" as the grouping columns and \"feature_57\" >= 0.03 as the filter. NULLIF/CAST is used because the schema stores numeric-looking fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5eb84890316c036f3899e58081e3fca8d97becf4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:58:31.898853Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61ca-1c6c-7711-a356-835ea0057b95.1779757096044877000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..352d5811ed4d9d373fc0db37b1adecb64f9a1747 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_104, group_col_2=feature_125. +Result preview: [{"feature_104": "", "feature_125": "", "row_count": 234}, {"feature_104": "0.98", "feature_125": "0", "row_count": 27}, {"feature_104": "0.97", "feature_125": "0", "row_count": 26}, {"feature_104": "0.97", "feature_125": "1", "row_count": 15}, {"feature_104": "0.97", "feature_125": "0.5", "row_count": 13}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4346db709c81de3c365e222ebf5477cb7695ef1f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n4_2f26532575c85a66 +-- problem_id: v2p_n4_9948d7a911dbd950 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_104", "feature_125", COUNT(*) AS "row_count" +FROM "n4" +WHERE CAST(NULLIF("feature_57", '') AS REAL) >= 0.03 +GROUP BY "feature_104", "feature_125" +ORDER BY "row_count" DESC +LIMIT 11; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0a0a0870e38d74a6156abea8ec1427c86f32a896 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"feature_104\", \"feature_125\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nWHERE CAST(NULLIF(\"feature_57\", '') AS REAL) >= 0.03\nGROUP BY \"feature_104\", \"feature_125\"\nORDER BY \"row_count\" DESC\nLIMIT 11;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"feature_104\\\", \\\"feature_125\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_57\\\", '') AS REAL) >= 0.03\\nGROUP BY \\\"feature_104\\\", \\\"feature_125\\\"\\nORDER BY \\\"row_count\\\" DESC\\nLIMIT 11;\", \"columns\": [\"feature_104\", \"feature_125\", \"row_count\"], \"rows\": [{\"feature_104\": \"\", \"feature_125\": \"\", \"row_count\": 234}, {\"feature_104\": \"0.98\", \"feature_125\": \"0\", \"row_count\": 27}, {\"feature_104\": \"0.97\", \"feature_125\": \"0\", \"row_count\": 26}, {\"feature_104\": \"0.97\", \"feature_125\": \"1\", \"row_count\": 15}, {\"feature_104\": \"0.97\", \"feature_125\": \"0.5\", \"row_count\": 13}, {\"feature_104\": \"0.96\", \"feature_125\": \"0.5\", \"row_count\": 12}, {\"feature_104\": \"0.95\", \"feature_125\": \"1\", \"row_count\": 10}, {\"feature_104\": \"0.98\", \"feature_125\": \"0.5\", \"row_count\": 9}, {\"feature_104\": \"0.98\", \"feature_125\": \"1\", \"row_count\": 9}, {\"feature_104\": \"0.96\", \"feature_125\": \"0\", \"row_count\": 7}, {\"feature_104\": \"0.95\", \"feature_125\": \"0\", \"row_count\": 6}], \"row_count_returned\": 11, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.21}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..dc021b1192f92e56b281d42250a27bc349058275 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:58:16.001202+00:00", + "ended_at": "2026-05-26T00:58:33.131077+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_2f26532575c85a66", + "problem_id": "v2p_n4_9948d7a911dbd950", + "dataset_id": "n4", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_104, group_col_2=feature_125.", + "bindings": { + "group_col": "feature_104", + "group_col_2": "feature_125", + "predicate_col": "feature_57", + "predicate_op": ">=", + "predicate_value": 0.03, + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.62, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/1", + "binding_index=56" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_2f26532575c85a66.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_2f26532575c85a66", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 668, + "total_tokens": 39880, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 146, + "estimated_total_tokens": 16063, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17113.74, + "sql_execution_elapsed_ms_total": 1.21, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9ff0436bfbc4a02440005cb23ed52b492824913b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:58:33.128404+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17113.74, "started_at": "2026-05-26T00:58:16.002998+00:00", "ended_at": "2026-05-26T00:58:33.116824+00:00", "prompt_metrics": {"chars": 50951, "bytes_utf8": 50951, "lines": 1636, "estimated_tokens": 15917}, "response_metrics": {"chars": 534, "bytes_utf8": 534, "lines": 1, "estimated_tokens": 146}, "usage": {"input_tokens": 39212, "cached_input_tokens": 22912, "output_tokens": 668, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:58:31.898853Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61ca-1c6c-7711-a356-835ea0057b95.1779757096044877000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"feature_104\\\", \\\"feature_125\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_57\\\", '') AS REAL) >= 0.03\\nGROUP BY \\\"feature_104\\\", \\\"feature_125\\\"\\nORDER BY \\\"row_count\\\" DESC\\nLIMIT 11;\",\"notes\":\"Used the planned filtered two-dimensional group count template with \\\"feature_104\\\" and \\\"feature_125\\\" as the grouping columns and \\\"feature_57\\\" >= 0.03 as the filter. NULLIF/CAST is used because the schema stores numeric-looking fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d56bcc08e55966a4b528acfbab85d28fd8001e73 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_2f26532575c85a66", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 668, + "total_tokens": 39880, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 146, + "estimated_total_tokens": 16063, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17113.74, + "sql_execution_elapsed_ms_total": 1.21, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_2f26532575c85a66/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..00e8aa82ada152a7dac3409bef68546cc560f1ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50946, "bytes_utf8": 50946, "lines": 1636, "estimated_tokens": 15917}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 420, "bytes_utf8": 420, "lines": 1, "estimated_tokens": 120}, "usage": {"input_tokens": 39212, "cached_input_tokens": 38272, "output_tokens": 1234, "reasoning_output_tokens": 1108}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ab035f809a2dfbf0f7ac99b25994d1f156f2303a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_318a969a0e3de75c", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 38272, + "output_tokens": 1234, + "total_tokens": 40446, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 120, + "estimated_total_tokens": 16037, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26342.49, + "sql_execution_elapsed_ms_total": 2.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..466949390549b20a9472c1fbfb9e2bb7d51511e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:58:33.134205+00:00", + "ended_at": "2026-05-26T00:58:59.476835+00:00", + "elapsed_ms": 26342.49, + "prompt_metrics": { + "chars": 50946, + "bytes_utf8": 50946, + "lines": 1636, + "estimated_tokens": 15917 + }, + "stdout_metrics": { + "chars": 797, + "bytes_utf8": 797, + "lines": 4, + "estimated_tokens": 243 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 420, + "bytes_utf8": 420, + "lines": 1, + "estimated_tokens": 120 + }, + "usage": { + "input_tokens": 39212, + "cached_input_tokens": 38272, + "output_tokens": 1234, + "reasoning_output_tokens": 1108 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..06b8d29736f98748d4de37116d0ad389b44c5e95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1636 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_5, group_col_2=feature_125.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "feature_5", + "group_col_2": "feature_125", + "predicate_col": "feature_50", + "predicate_op": ">=", + "predicate_value": 0.84, + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.84, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..13d2a625193875822d85c93bf15c300b039c1e4a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ca-5f61-7f70-ad22-5ca831ea02bc"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"feature_5\\\", \\\"feature_125\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(\\\"feature_50\\\" AS REAL) >= 0.84\\nGROUP BY \\\"feature_5\\\", \\\"feature_125\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the planned template with \\\"feature_5\\\" and \\\"feature_125\\\" as grouping columns, and cast \\\"feature_50\\\" to REAL because the schema stores fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39212,"cached_input_tokens":38272,"output_tokens":1234,"reasoning_output_tokens":1108}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..62042c0c6a16dfd1b1f74af21168e5e3e6849e41 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"feature_5\", \"feature_125\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nWHERE CAST(\"feature_50\" AS REAL) >= 0.84\nGROUP BY \"feature_5\", \"feature_125\"\nORDER BY \"row_count\" DESC;","notes":"Used the planned template with \"feature_5\" and \"feature_125\" as grouping columns, and cast \"feature_50\" to REAL because the schema stores fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9a9fec97342856ee5c2cb835ef9cece0c2a2d7d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_5, group_col_2=feature_125. +Result preview: [{"feature_5": "9", "feature_125": "", "row_count": 42}, {"feature_5": "5", "feature_125": "", "row_count": 35}, {"feature_5": "6", "feature_125": "", "row_count": 34}, {"feature_5": "1", "feature_125": "", "row_count": 33}, {"feature_5": "8", "feature_125": "", "row_count": 30}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..209ac92de958a2acb3c70a038f431e24a8a1e088 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n4_318a969a0e3de75c +-- problem_id: v2p_n4_817711b9c097dae8 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_5", "feature_125", COUNT(*) AS "row_count" +FROM "n4" +WHERE CAST("feature_50" AS REAL) >= 0.84 +GROUP BY "feature_5", "feature_125" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..78189c4edd2de24d411df785a95e4a6de7d350ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"feature_5\", \"feature_125\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nWHERE CAST(\"feature_50\" AS REAL) >= 0.84\nGROUP BY \"feature_5\", \"feature_125\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"feature_5\\\", \\\"feature_125\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(\\\"feature_50\\\" AS REAL) >= 0.84\\nGROUP BY \\\"feature_5\\\", \\\"feature_125\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"feature_5\", \"feature_125\", \"row_count\"], \"rows\": [{\"feature_5\": \"9\", \"feature_125\": \"\", \"row_count\": 42}, {\"feature_5\": \"5\", \"feature_125\": \"\", \"row_count\": 35}, {\"feature_5\": \"6\", \"feature_125\": \"\", \"row_count\": 34}, {\"feature_5\": \"1\", \"feature_125\": \"\", \"row_count\": 33}, {\"feature_5\": \"8\", \"feature_125\": \"\", \"row_count\": 30}, {\"feature_5\": \"7\", \"feature_125\": \"\", \"row_count\": 29}, {\"feature_5\": \"2\", \"feature_125\": \"\", \"row_count\": 28}, {\"feature_5\": \"4\", \"feature_125\": \"\", \"row_count\": 25}, {\"feature_5\": \"10\", \"feature_125\": \"\", \"row_count\": 23}, {\"feature_5\": \"3\", \"feature_125\": \"\", \"row_count\": 22}, {\"feature_5\": \"3\", \"feature_125\": \"0\", \"row_count\": 2}, {\"feature_5\": \"5\", \"feature_125\": \"0\", \"row_count\": 2}, {\"feature_5\": \"10\", \"feature_125\": \"0\", \"row_count\": 1}, {\"feature_5\": \"4\", \"feature_125\": \"0\", \"row_count\": 1}, {\"feature_5\": \"6\", \"feature_125\": \"1\", \"row_count\": 1}], \"row_count_returned\": 15, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.98}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..feb7018dc0f2efed32ac4f0d02cdaba4d6ea1a43 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:58:33.131530+00:00", + "ended_at": "2026-05-26T00:58:59.490141+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_318a969a0e3de75c", + "problem_id": "v2p_n4_817711b9c097dae8", + "dataset_id": "n4", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_5, group_col_2=feature_125.", + "bindings": { + "group_col": "feature_5", + "group_col_2": "feature_125", + "predicate_col": "feature_50", + "predicate_op": ">=", + "predicate_value": 0.84, + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.84, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=49" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_318a969a0e3de75c.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_318a969a0e3de75c", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 38272, + "output_tokens": 1234, + "total_tokens": 40446, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 120, + "estimated_total_tokens": 16037, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26342.49, + "sql_execution_elapsed_ms_total": 2.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9960223b03182d9d26909de3a6252d356fd8e2e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:58:59.485715+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 26342.49, "started_at": "2026-05-26T00:58:33.134205+00:00", "ended_at": "2026-05-26T00:58:59.476835+00:00", "prompt_metrics": {"chars": 50946, "bytes_utf8": 50946, "lines": 1636, "estimated_tokens": 15917}, "response_metrics": {"chars": 420, "bytes_utf8": 420, "lines": 1, "estimated_tokens": 120}, "usage": {"input_tokens": 39212, "cached_input_tokens": 38272, "output_tokens": 1234, "reasoning_output_tokens": 1108}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"feature_5\\\", \\\"feature_125\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(\\\"feature_50\\\" AS REAL) >= 0.84\\nGROUP BY \\\"feature_5\\\", \\\"feature_125\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the planned template with \\\"feature_5\\\" and \\\"feature_125\\\" as grouping columns, and cast \\\"feature_50\\\" to REAL because the schema stores fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..371c3fe6840e1e0ef0cc348187d5aeebb76d97c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_318a969a0e3de75c", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 38272, + "output_tokens": 1234, + "total_tokens": 40446, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 120, + "estimated_total_tokens": 16037, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26342.49, + "sql_execution_elapsed_ms_total": 2.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_318a969a0e3de75c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7be32c57315cb85da09af8fc803d5464edf35107 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50723, "bytes_utf8": 50723, "lines": 1632, "estimated_tokens": 15833}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 608, "bytes_utf8": 608, "lines": 1, "estimated_tokens": 160}, "usage": {"input_tokens": 39128, "cached_input_tokens": 22912, "output_tokens": 682, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cc1045cad1ab9a081f7eebed1a2be613d702d603 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_324d95204b6a176a", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 22912, + "output_tokens": 682, + "total_tokens": 39810, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 160, + "estimated_total_tokens": 15993, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17727.83, + "sql_execution_elapsed_ms_total": 11.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fcbb465e271bec4f552a1739c65ad71aaf7f56c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:58:59.492305+00:00", + "ended_at": "2026-05-26T00:59:17.220376+00:00", + "elapsed_ms": 17727.83, + "prompt_metrics": { + "chars": 50723, + "bytes_utf8": 50723, + "lines": 1632, + "estimated_tokens": 15833 + }, + "stdout_metrics": { + "chars": 991, + "bytes_utf8": 991, + "lines": 4, + "estimated_tokens": 288 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 103 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 608, + "bytes_utf8": 608, + "lines": 1, + "estimated_tokens": 160 + }, + "usage": { + "input_tokens": 39128, + "cached_input_tokens": 22912, + "output_tokens": 682, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5acb4724bb9068a00e2c40fee37908bf99687aad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1632 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=feature_104, measure_col=feature_10.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "feature_104", + "measure_col": "feature_10", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.2588, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0bf340c686e0d95f9286067821e0c3d1740c989b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ca-c649-7130-81b5-371a8a9e7547"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_104\\\",\\n AVG(CAST(\\\"feature_10\\\" AS REAL)) OVER (PARTITION BY \\\"feature_104\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_104\\\" IS NOT NULL\\n AND \\\"feature_104\\\" <> ''\\n AND \\\"feature_10\\\" IS NOT NULL\\n AND \\\"feature_10\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Instantiated the Window Partition Average template with group_col=\\\"feature_104\\\" and measure_col=\\\"feature_10\\\". Added filtering for empty-text missing values and cast the measure column to REAL because the SQLite schema stores fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39128,"cached_input_tokens":22912,"output_tokens":682,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..721c0ab26aef79905d662700eba5b5ce6b2e0ab4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"feature_104\",\n AVG(CAST(\"feature_10\" AS REAL)) OVER (PARTITION BY \"feature_104\") AS \"avg_measure\"\nFROM \"n4\"\nWHERE \"feature_104\" IS NOT NULL\n AND \"feature_104\" <> ''\n AND \"feature_10\" IS NOT NULL\n AND \"feature_10\" <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Instantiated the Window Partition Average template with group_col=\"feature_104\" and measure_col=\"feature_10\". Added filtering for empty-text missing values and cast the measure column to REAL because the SQLite schema stores fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0f1de586e65f62eaa2c5baaa870aedf6eafc7a49 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:59:15.239132Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61ca-c649-7130-81b5-371a8a9e7547.1779757139530037000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..25201117f3c55924943d22cde0645dbb212b8ec6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=feature_104, measure_col=feature_10. +Result preview: [{"feature_104": "0.63", "avg_measure": 0.555}, {"feature_104": "0.87", "avg_measure": 0.49666666666666665}, {"feature_104": "0.86", "avg_measure": 0.3566666666666667}, {"feature_104": "0.83", "avg_measure": 0.3475}, {"feature_104": "0.89", "avg_measure": 0.3333333333333333}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..53e3d212cab18cd59fdce0f596bf51deb90c0fb7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_324d95204b6a176a +-- problem_id: v2p_n4_be8007e6190f178c +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "feature_104", + AVG(CAST("feature_10" AS REAL)) OVER (PARTITION BY "feature_104") AS "avg_measure" +FROM "n4" +WHERE "feature_104" IS NOT NULL + AND "feature_104" <> '' + AND "feature_10" IS NOT NULL + AND "feature_10" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..808e94838d6a92bad15dd1a86b44451fb6ba04f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"feature_104\",\n AVG(CAST(\"feature_10\" AS REAL)) OVER (PARTITION BY \"feature_104\") AS \"avg_measure\"\nFROM \"n4\"\nWHERE \"feature_104\" IS NOT NULL\n AND \"feature_104\" <> ''\n AND \"feature_10\" IS NOT NULL\n AND \"feature_10\" <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_104\\\",\\n AVG(CAST(\\\"feature_10\\\" AS REAL)) OVER (PARTITION BY \\\"feature_104\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_104\\\" IS NOT NULL\\n AND \\\"feature_104\\\" <> ''\\n AND \\\"feature_10\\\" IS NOT NULL\\n AND \\\"feature_10\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"feature_104\", \"avg_measure\"], \"rows\": [{\"feature_104\": \"0.63\", \"avg_measure\": 0.555}, {\"feature_104\": \"0.87\", \"avg_measure\": 0.49666666666666665}, {\"feature_104\": \"0.86\", \"avg_measure\": 0.3566666666666667}, {\"feature_104\": \"0.83\", \"avg_measure\": 0.3475}, {\"feature_104\": \"0.89\", \"avg_measure\": 0.3333333333333333}, {\"feature_104\": \"0\", \"avg_measure\": 0.3275}, {\"feature_104\": \"0.53\", \"avg_measure\": 0.32}, {\"feature_104\": \"0.9\", \"avg_measure\": 0.30333333333333334}, {\"feature_104\": \"0.88\", \"avg_measure\": 0.26}, {\"feature_104\": \"0.99\", \"avg_measure\": 0.248}, {\"feature_104\": \"0.96\", \"avg_measure\": 0.23228571428571432}, {\"feature_104\": \"0.97\", \"avg_measure\": 0.22531645569620254}, {\"feature_104\": \"0.95\", \"avg_measure\": 0.20961538461538462}, {\"feature_104\": \"0.98\", \"avg_measure\": 0.20148148148148148}, {\"feature_104\": \"0.92\", \"avg_measure\": 0.16799999999999998}, {\"feature_104\": \"0.91\", \"avg_measure\": 0.15285714285714286}, {\"feature_104\": \"0.8\", \"avg_measure\": 0.14500000000000002}, {\"feature_104\": \"0.73\", \"avg_measure\": 0.14}, {\"feature_104\": \"0.49\", \"avg_measure\": 0.13}, {\"feature_104\": \"0.85\", \"avg_measure\": 0.128}, {\"feature_104\": \"0.72\", \"avg_measure\": 0.12}, {\"feature_104\": \"0.82\", \"avg_measure\": 0.11000000000000001}, {\"feature_104\": \"0.67\", \"avg_measure\": 0.10500000000000001}, {\"feature_104\": \"0.94\", \"avg_measure\": 0.10454545454545454}, {\"feature_104\": \"0.55\", \"avg_measure\": 0.1}, {\"feature_104\": \"0.75\", \"avg_measure\": 0.095}, {\"feature_104\": \"0.93\", \"avg_measure\": 0.08916666666666667}, {\"feature_104\": \"0.84\", \"avg_measure\": 0.08}, {\"feature_104\": \"0.37\", \"avg_measure\": 0.06}, {\"feature_104\": \"0.64\", \"avg_measure\": 0.06}, {\"feature_104\": \"0.76\", \"avg_measure\": 0.06}, {\"feature_104\": \"0.81\", \"avg_measure\": 0.055}, {\"feature_104\": \"0.61\", \"avg_measure\": 0.04}, {\"feature_104\": \"1\", \"avg_measure\": 0.03}], \"row_count_returned\": 34, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 11.38}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..39e51ad01175f491ffd977a6d3311917733a762f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:58:59.490550+00:00", + "ended_at": "2026-05-26T00:59:17.254818+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_324d95204b6a176a", + "problem_id": "v2p_n4_be8007e6190f178c", + "dataset_id": "n4", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=feature_104, measure_col=feature_10.", + "bindings": { + "group_col": "feature_104", + "measure_col": "feature_10", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.2588, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=134" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_324d95204b6a176a.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_324d95204b6a176a", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 22912, + "output_tokens": 682, + "total_tokens": 39810, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 160, + "estimated_total_tokens": 15993, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17727.83, + "sql_execution_elapsed_ms_total": 11.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1fd6f12d07d1270c5e3383b3bd523c8264aa2534 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:59:17.240977+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17727.83, "started_at": "2026-05-26T00:58:59.492305+00:00", "ended_at": "2026-05-26T00:59:17.220376+00:00", "prompt_metrics": {"chars": 50723, "bytes_utf8": 50723, "lines": 1632, "estimated_tokens": 15833}, "response_metrics": {"chars": 608, "bytes_utf8": 608, "lines": 1, "estimated_tokens": 160}, "usage": {"input_tokens": 39128, "cached_input_tokens": 22912, "output_tokens": 682, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:59:15.239132Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61ca-c649-7130-81b5-371a8a9e7547.1779757139530037000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_104\\\",\\n AVG(CAST(\\\"feature_10\\\" AS REAL)) OVER (PARTITION BY \\\"feature_104\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_104\\\" IS NOT NULL\\n AND \\\"feature_104\\\" <> ''\\n AND \\\"feature_10\\\" IS NOT NULL\\n AND \\\"feature_10\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Instantiated the Window Partition Average template with group_col=\\\"feature_104\\\" and measure_col=\\\"feature_10\\\". Added filtering for empty-text missing values and cast the measure column to REAL because the SQLite schema stores fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..48ca2a941f1522de920912e4f2c1c9b8ed0b5427 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_324d95204b6a176a", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 22912, + "output_tokens": 682, + "total_tokens": 39810, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 160, + "estimated_total_tokens": 15993, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17727.83, + "sql_execution_elapsed_ms_total": 11.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_324d95204b6a176a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8cd8fefefbc033f62eac8e8487b453e089d9e529 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51050, "bytes_utf8": 51050, "lines": 1634, "estimated_tokens": 15942}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1023, "bytes_utf8": 1023, "lines": 1, "estimated_tokens": 295}, "usage": {"input_tokens": 39237, "cached_input_tokens": 38272, "output_tokens": 2670, "reasoning_output_tokens": 2369}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5c85ffe026f86ecb02b28455ec7a1e2e1c7ff6d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_33ed49a587dec875", + "api_calls": 0, + "input_tokens": 39237, + "cached_input_tokens": 38272, + "output_tokens": 2670, + "total_tokens": 41907, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15942, + "estimated_output_tokens": 295, + "estimated_total_tokens": 16237, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 51549.79, + "sql_execution_elapsed_ms_total": 3.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6d00ad784addc47df2d1a09d3eae4e9df175d44a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:59:17.258784+00:00", + "ended_at": "2026-05-26T01:00:08.808793+00:00", + "elapsed_ms": 51549.79, + "prompt_metrics": { + "chars": 51050, + "bytes_utf8": 51050, + "lines": 1634, + "estimated_tokens": 15942 + }, + "stdout_metrics": { + "chars": 1471, + "bytes_utf8": 1471, + "lines": 4, + "estimated_tokens": 475 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1023, + "bytes_utf8": 1023, + "lines": 1, + "estimated_tokens": 295 + }, + "usage": { + "input_tokens": 39237, + "cached_input_tokens": 38272, + "output_tokens": 2670, + "reasoning_output_tokens": 2369 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..79c0e15bc94de665b232a2b7f64a0f98e5ca8245 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_76, measure_col=feature_27.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_76", + "measure_col": "feature_27", + "item_col": "feature_28", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.5884, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..698061e4dbe74685d29e9b8be8112ba113c9720d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cb-0c7b-72b0-b8bc-3ba2d3d59556"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n CAST(NULLIF(\\\"feature_76\\\", '') AS REAL) AS \\\"feature_76\\\",\\n CAST(NULLIF(\\\"feature_28\\\", '') AS REAL) AS \\\"feature_28\\\",\\n SUM(CAST(NULLIF(\\\"feature_27\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(\\\"feature_76\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_28\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_27\\\", '') IS NOT NULL\\n GROUP BY\\n CAST(NULLIF(\\\"feature_76\\\", '') AS REAL),\\n CAST(NULLIF(\\\"feature_28\\\", '') AS REAL)\\n)\\nSELECT\\n \\\"feature_76\\\",\\n \\\"feature_28\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_76\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the bound template roles with group_col=\\\"feature_76\\\", item_col=\\\"feature_28\\\", and measure_col=\\\"feature_27\\\". Numeric values stored as TEXT are cast to REAL, and empty strings are excluded before aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39237,"cached_input_tokens":38272,"output_tokens":2670,"reasoning_output_tokens":2369}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..718c7b77a3ad4d2ec0627270056513dd22bac2cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n CAST(NULLIF(\"feature_76\", '') AS REAL) AS \"feature_76\",\n CAST(NULLIF(\"feature_28\", '') AS REAL) AS \"feature_28\",\n SUM(CAST(NULLIF(\"feature_27\", '') AS REAL)) AS \"total_measure\"\n FROM \"n4\"\n WHERE NULLIF(\"feature_76\", '') IS NOT NULL\n AND NULLIF(\"feature_28\", '') IS NOT NULL\n AND NULLIF(\"feature_27\", '') IS NOT NULL\n GROUP BY\n CAST(NULLIF(\"feature_76\", '') AS REAL),\n CAST(NULLIF(\"feature_28\", '') AS REAL)\n)\nSELECT\n \"feature_76\",\n \"feature_28\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"feature_76\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the bound template roles with group_col=\"feature_76\", item_col=\"feature_28\", and measure_col=\"feature_27\". Numeric values stored as TEXT are cast to REAL, and empty strings are excluded before aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..96e47d0e76716133ed35ef1e10cb79ffc8a05fca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_76, measure_col=feature_27. +Result preview: [{"feature_76": 1.0, "feature_28": 1.0, "total_measure": 3.89, "share_within_group": 17.281208351843624}, {"feature_76": 1.0, "feature_28": 0.5, "total_measure": 2.89, "share_within_group": 12.838738338516213}, {"feature_76": 1.0, "feature_28": 0.62, "total_measure": 1.87, "share_within_group": 8.307418924922256}, {"feature_76": 0.0, "feature_28": 0.17, "total_measure": 13.74, "share_within_group": 5.582188998131144}, {"feature_76": 0.0, "feature_28": 0.19, "total_measure": 13.02, "share_within_group": 5.289672544080604}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..bede9c8191eb25ca3f94b0d916d3f9dca7cbc4fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/generated_sql.sql @@ -0,0 +1,33 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_33ed49a587dec875 +-- problem_id: v2p_n4_d9098fab2ed78f0b +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + CAST(NULLIF("feature_76", '') AS REAL) AS "feature_76", + CAST(NULLIF("feature_28", '') AS REAL) AS "feature_28", + SUM(CAST(NULLIF("feature_27", '') AS REAL)) AS "total_measure" + FROM "n4" + WHERE NULLIF("feature_76", '') IS NOT NULL + AND NULLIF("feature_28", '') IS NOT NULL + AND NULLIF("feature_27", '') IS NOT NULL + GROUP BY + CAST(NULLIF("feature_76", '') AS REAL), + CAST(NULLIF("feature_28", '') AS REAL) +) +SELECT + "feature_76", + "feature_28", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "feature_76") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..657ef65b004e849a3c5d9ca02768bc7ca4ceb844 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n CAST(NULLIF(\"feature_76\", '') AS REAL) AS \"feature_76\",\n CAST(NULLIF(\"feature_28\", '') AS REAL) AS \"feature_28\",\n SUM(CAST(NULLIF(\"feature_27\", '') AS REAL)) AS \"total_measure\"\n FROM \"n4\"\n WHERE NULLIF(\"feature_76\", '') IS NOT NULL\n AND NULLIF(\"feature_28\", '') IS NOT NULL\n AND NULLIF(\"feature_27\", '') IS NOT NULL\n GROUP BY\n CAST(NULLIF(\"feature_76\", '') AS REAL),\n CAST(NULLIF(\"feature_28\", '') AS REAL)\n)\nSELECT\n \"feature_76\",\n \"feature_28\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"feature_76\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n CAST(NULLIF(\\\"feature_76\\\", '') AS REAL) AS \\\"feature_76\\\",\\n CAST(NULLIF(\\\"feature_28\\\", '') AS REAL) AS \\\"feature_28\\\",\\n SUM(CAST(NULLIF(\\\"feature_27\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(\\\"feature_76\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_28\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_27\\\", '') IS NOT NULL\\n GROUP BY\\n CAST(NULLIF(\\\"feature_76\\\", '') AS REAL),\\n CAST(NULLIF(\\\"feature_28\\\", '') AS REAL)\\n)\\nSELECT\\n \\\"feature_76\\\",\\n \\\"feature_28\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_76\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"feature_76\", \"feature_28\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_76\": 1.0, \"feature_28\": 1.0, \"total_measure\": 3.89, \"share_within_group\": 17.281208351843624}, {\"feature_76\": 1.0, \"feature_28\": 0.5, \"total_measure\": 2.89, \"share_within_group\": 12.838738338516213}, {\"feature_76\": 1.0, \"feature_28\": 0.62, \"total_measure\": 1.87, \"share_within_group\": 8.307418924922256}, {\"feature_76\": 0.0, \"feature_28\": 0.17, \"total_measure\": 13.74, \"share_within_group\": 5.582188998131144}, {\"feature_76\": 0.0, \"feature_28\": 0.19, \"total_measure\": 13.02, \"share_within_group\": 5.289672544080604}, {\"feature_76\": 1.0, \"feature_28\": 0.37, \"total_measure\": 1.17, \"share_within_group\": 5.197689915593069}, {\"feature_76\": 0.0, \"feature_28\": 0.18, \"total_measure\": 12.55, \"share_within_group\": 5.098724303242057}, {\"feature_76\": 1.0, \"feature_28\": 0.36, \"total_measure\": 1.0, \"share_within_group\": 4.4424700133274095}, {\"feature_76\": 1.0, \"feature_28\": 0.43, \"total_measure\": 1.0, \"share_within_group\": 4.4424700133274095}, {\"feature_76\": 1.0, \"feature_28\": 0.69, \"total_measure\": 1.0, \"share_within_group\": 4.4424700133274095}, {\"feature_76\": 1.0, \"feature_28\": 0.75, \"total_measure\": 1.0, \"share_within_group\": 4.4424700133274095}, {\"feature_76\": 0.0, \"feature_28\": 0.2, \"total_measure\": 10.76, \"share_within_group\": 4.371495896644186}, {\"feature_76\": 1.0, \"feature_28\": 0.67, \"total_measure\": 0.95, \"share_within_group\": 4.220346512661039}, {\"feature_76\": 1.0, \"feature_28\": 0.79, \"total_measure\": 0.92, \"share_within_group\": 4.087072412261217}, {\"feature_76\": 0.0, \"feature_28\": 0.27, \"total_measure\": 9.790000000000001, \"share_within_group\": 3.977411229381653}, {\"feature_76\": 1.0, \"feature_28\": 0.72, \"total_measure\": 0.89, \"share_within_group\": 3.953798311861395}, {\"feature_76\": 0.0, \"feature_28\": 0.21, \"total_measure\": 9.48, \"share_within_group\": 3.851466644998781}, {\"feature_76\": 1.0, \"feature_28\": 0.12, \"total_measure\": 0.85, \"share_within_group\": 3.7760995113282982}, {\"feature_76\": 0.0, \"feature_28\": 0.23, \"total_measure\": 9.200000000000001, \"share_within_group\": 3.737710246201349}, {\"feature_76\": 0.0, \"feature_28\": 0.16, \"total_measure\": 8.95, \"share_within_group\": 3.636142032989355}, {\"feature_76\": 0.0, \"feature_28\": 0.22, \"total_measure\": 8.71, \"share_within_group\": 3.5386365483058424}, {\"feature_76\": 0.0, \"feature_28\": 0.29, \"total_measure\": 8.67, \"share_within_group\": 3.5223856341919233}, {\"feature_76\": 1.0, \"feature_28\": 0.56, \"total_measure\": 0.79, \"share_within_group\": 3.5095513105286535}, {\"feature_76\": 1.0, \"feature_28\": 0.64, \"total_measure\": 0.78, \"share_within_group\": 3.4651266103953797}, {\"feature_76\": 0.5, \"feature_28\": 0.38, \"total_measure\": 15.96, \"share_within_group\": 3.4304874903275726}, {\"feature_76\": 1.0, \"feature_28\": 0.77, \"total_measure\": 0.77, \"share_within_group\": 3.4207019102621055}, {\"feature_76\": 1.0, \"feature_28\": 0.61, \"total_measure\": 0.75, \"share_within_group\": 3.3318525099955574}, {\"feature_76\": 0.0, \"feature_28\": 0.32, \"total_measure\": 7.96, \"share_within_group\": 3.2339319086698626}, {\"feature_76\": 0.0, \"feature_28\": 0.25, \"total_measure\": 7.71, \"share_within_group\": 3.1323636954578693}, {\"feature_76\": 1.0, \"feature_28\": 0.27, \"total_measure\": 0.7, \"share_within_group\": 3.109729009329187}, {\"feature_76\": 0.0, \"feature_28\": 0.26, \"total_measure\": 7.6, \"share_within_group\": 3.0876736816445924}, {\"feature_76\": 0.0, \"feature_28\": 0.31, \"total_measure\": 7.07, \"share_within_group\": 2.872349069635167}, {\"feature_76\": 0.0, \"feature_28\": 0.36, \"total_measure\": 6.93, \"share_within_group\": 2.815470870236451}, {\"feature_76\": 0.5, \"feature_28\": 0.43, \"total_measure\": 12.78, \"share_within_group\": 2.7469693061645604}, {\"feature_76\": 0.0, \"feature_28\": 0.33, \"total_measure\": 6.75, \"share_within_group\": 2.7423417567238157}, {\"feature_76\": 0.0, \"feature_28\": 0.15, \"total_measure\": 6.5200000000000005, \"share_within_group\": 2.648899000568782}, {\"feature_76\": 1.0, \"feature_28\": 0.46, \"total_measure\": 0.57, \"share_within_group\": 2.5322079075966233}, {\"feature_76\": 0.5, \"feature_28\": 0.27, \"total_measure\": 11.7, \"share_within_group\": 2.514831054939386}, {\"feature_76\": 0.5, \"feature_28\": 0.34, \"total_measure\": 11.59, \"share_within_group\": 2.491187344166452}, {\"feature_76\": 0.5, \"feature_28\": 0.15, \"total_measure\": 11.52, \"share_within_group\": 2.476141346401857}, {\"feature_76\": 0.0, \"feature_28\": 0.24, \"total_measure\": 6.0600000000000005, \"share_within_group\": 2.4620134882587146}, {\"feature_76\": 0.5, \"feature_28\": 0.21, \"total_measure\": 11.36, \"share_within_group\": 2.441750494368498}, {\"feature_76\": 0.5, \"feature_28\": 0.18, \"total_measure\": 11.35, \"share_within_group\": 2.439601066116413}, {\"feature_76\": 1.0, \"feature_28\": 0.38, \"total_measure\": 0.54, \"share_within_group\": 2.3989338071968014}, {\"feature_76\": 0.0, \"feature_28\": 0.28, \"total_measure\": 5.77, \"share_within_group\": 2.344194360932802}, {\"feature_76\": 0.5, \"feature_28\": 0.31, \"total_measure\": 10.82, \"share_within_group\": 2.325681368755911}, {\"feature_76\": 0.5, \"feature_28\": 0.17, \"total_measure\": 10.76, \"share_within_group\": 2.3127847992434014}, {\"feature_76\": 0.5, \"feature_28\": 0.41, \"total_measure\": 10.55, \"share_within_group\": 2.2676468059496173}, {\"feature_76\": 0.5, \"feature_28\": 0.35, \"total_measure\": 10.49, \"share_within_group\": 2.2547502364371077}, {\"feature_76\": 0.5, \"feature_28\": 0.16, \"total_measure\": 10.44, \"share_within_group\": 2.244003095176683}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.65}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b5064ce51b4b4541dbc29d2dd8ae13fccec2b2f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T00:59:17.255432+00:00", + "ended_at": "2026-05-26T01:00:08.825146+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_33ed49a587dec875", + "problem_id": "v2p_n4_d9098fab2ed78f0b", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_76, measure_col=feature_27.", + "bindings": { + "group_col": "feature_76", + "measure_col": "feature_27", + "item_col": "feature_28", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.5884, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=25" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_33ed49a587dec875.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_33ed49a587dec875", + "api_calls": 0, + "input_tokens": 39237, + "cached_input_tokens": 38272, + "output_tokens": 2670, + "total_tokens": 41907, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15942, + "estimated_output_tokens": 295, + "estimated_total_tokens": 16237, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 51549.79, + "sql_execution_elapsed_ms_total": 3.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0601a614973f61305165f2e33755604879726074 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:00:08.818689+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 51549.79, "started_at": "2026-05-26T00:59:17.258784+00:00", "ended_at": "2026-05-26T01:00:08.808793+00:00", "prompt_metrics": {"chars": 51050, "bytes_utf8": 51050, "lines": 1634, "estimated_tokens": 15942}, "response_metrics": {"chars": 1023, "bytes_utf8": 1023, "lines": 1, "estimated_tokens": 295}, "usage": {"input_tokens": 39237, "cached_input_tokens": 38272, "output_tokens": 2670, "reasoning_output_tokens": 2369}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n CAST(NULLIF(\\\"feature_76\\\", '') AS REAL) AS \\\"feature_76\\\",\\n CAST(NULLIF(\\\"feature_28\\\", '') AS REAL) AS \\\"feature_28\\\",\\n SUM(CAST(NULLIF(\\\"feature_27\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(\\\"feature_76\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_28\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_27\\\", '') IS NOT NULL\\n GROUP BY\\n CAST(NULLIF(\\\"feature_76\\\", '') AS REAL),\\n CAST(NULLIF(\\\"feature_28\\\", '') AS REAL)\\n)\\nSELECT\\n \\\"feature_76\\\",\\n \\\"feature_28\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_76\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the bound template roles with group_col=\\\"feature_76\\\", item_col=\\\"feature_28\\\", and measure_col=\\\"feature_27\\\". Numeric values stored as TEXT are cast to REAL, and empty strings are exclude"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..721aa2db0e82fe24a37033f9039e674ea5553243 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_33ed49a587dec875", + "api_calls": 0, + "input_tokens": 39237, + "cached_input_tokens": 38272, + "output_tokens": 2670, + "total_tokens": 41907, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15942, + "estimated_output_tokens": 295, + "estimated_total_tokens": 16237, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 51549.79, + "sql_execution_elapsed_ms_total": 3.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_33ed49a587dec875/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..68364323a4d4a48eb60588d78c0af9058cf3e63e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50874, "bytes_utf8": 50874, "lines": 1635, "estimated_tokens": 15886}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 446, "bytes_utf8": 446, "lines": 1, "estimated_tokens": 118}, "usage": {"input_tokens": 39181, "cached_input_tokens": 4480, "output_tokens": 640, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..828f978d4682d207209bf5b4c047afad244ba326 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_350ff8366390ffc4", + "api_calls": 0, + "input_tokens": 39181, + "cached_input_tokens": 4480, + "output_tokens": 640, + "total_tokens": 39821, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15886, + "estimated_output_tokens": 118, + "estimated_total_tokens": 16004, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16666.01, + "sql_execution_elapsed_ms_total": 1.13, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f24eb108035ac62269af96300951750e5ce0828f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:00:08.827506+00:00", + "ended_at": "2026-05-26T01:00:25.493618+00:00", + "elapsed_ms": 16666.01, + "prompt_metrics": { + "chars": 50874, + "bytes_utf8": 50874, + "lines": 1635, + "estimated_tokens": 15886 + }, + "stdout_metrics": { + "chars": 804, + "bytes_utf8": 804, + "lines": 4, + "estimated_tokens": 231 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 103 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 446, + "bytes_utf8": 446, + "lines": 1, + "estimated_tokens": 118 + }, + "usage": { + "input_tokens": 39181, + "cached_input_tokens": 4480, + "output_tokens": 640, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fd5586365c4fd56f2a2899d3f884820111794f73 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=feature_76, condition_col=feature_76.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "feature_76", + "condition_col": "feature_76", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.18, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f22999d2ae6bface87758e108a5e5f459bc07eff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cb-d521-79e1-a7a7-43e144eb25c3"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_76\\\",\\n AVG(CASE WHEN \\\"feature_76\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the planned Grouped Condition Rate template with both group and condition bound to \\\"feature_76\\\". The comparison uses text literal '0.5' because the SQLite schema stores this column as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39181,"cached_input_tokens":4480,"output_tokens":640,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..53fc1a9669d62f3011d715ed2f68fea308cbb1b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_76\",\n AVG(CASE WHEN \"feature_76\" = '0.5' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_76\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the planned Grouped Condition Rate template with both group and condition bound to \"feature_76\". The comparison uses text literal '0.5' because the SQLite schema stores this column as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6061ffe4fcd3544267e7c340a1bd6730ce1e6bc1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:00:24.924012Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61cb-d521-79e1-a7a7-43e144eb25c3.1779757208866327000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a4118d8057be8d38861d4f28410f60b2aa5667e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=feature_76, condition_col=feature_76. +Result preview: [{"feature_76": "0.5", "condition_rate": 1.0}, {"feature_76": "1", "condition_rate": 0.0}, {"feature_76": "0", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..3c9d711b962db556785e0ada9e9c693bc7251faf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_350ff8366390ffc4 +-- problem_id: v2p_n4_4eb2b4e31c303871 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", + AVG(CASE WHEN "feature_76" = '0.5' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_76" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..104a12787e6055973adbba23265a8ff843e2dd0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_76\",\n AVG(CASE WHEN \"feature_76\" = '0.5' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_76\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_76\\\",\\n AVG(CASE WHEN \\\"feature_76\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"feature_76\", \"condition_rate\"], \"rows\": [{\"feature_76\": \"0.5\", \"condition_rate\": 1.0}, {\"feature_76\": \"1\", \"condition_rate\": 0.0}, {\"feature_76\": \"0\", \"condition_rate\": 0.0}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.13}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3f0bf1de7760941bb7ba411bb9d87141f34e9754 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:00:08.825623+00:00", + "ended_at": "2026-05-26T01:00:25.505255+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_350ff8366390ffc4", + "problem_id": "v2p_n4_4eb2b4e31c303871", + "dataset_id": "n4", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=feature_76, condition_col=feature_76.", + "bindings": { + "group_col": "feature_76", + "condition_col": "feature_76", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.18, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=103" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_350ff8366390ffc4.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_350ff8366390ffc4", + "api_calls": 0, + "input_tokens": 39181, + "cached_input_tokens": 4480, + "output_tokens": 640, + "total_tokens": 39821, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15886, + "estimated_output_tokens": 118, + "estimated_total_tokens": 16004, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16666.01, + "sql_execution_elapsed_ms_total": 1.13, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..068e5ab670a02a699e50fe270e25ac7a154259eb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:00:25.502897+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16666.01, "started_at": "2026-05-26T01:00:08.827506+00:00", "ended_at": "2026-05-26T01:00:25.493618+00:00", "prompt_metrics": {"chars": 50874, "bytes_utf8": 50874, "lines": 1635, "estimated_tokens": 15886}, "response_metrics": {"chars": 446, "bytes_utf8": 446, "lines": 1, "estimated_tokens": 118}, "usage": {"input_tokens": 39181, "cached_input_tokens": 4480, "output_tokens": 640, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T01:00:24.924012Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61cb-d521-79e1-a7a7-43e144eb25c3.1779757208866327000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_76\\\",\\n AVG(CASE WHEN \\\"feature_76\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the planned Grouped Condition Rate template with both group and condition bound to \\\"feature_76\\\". The comparison uses text literal '0.5' because the SQLite schema stores this column as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..82948da8808823bd6695b1a90d0ac2c5f46c9dcc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_350ff8366390ffc4", + "api_calls": 0, + "input_tokens": 39181, + "cached_input_tokens": 4480, + "output_tokens": 640, + "total_tokens": 39821, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15886, + "estimated_output_tokens": 118, + "estimated_total_tokens": 16004, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16666.01, + "sql_execution_elapsed_ms_total": 1.13, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_350ff8366390ffc4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5282512c48fde2341652390d5d2250d48e3b7845 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50887, "bytes_utf8": 50887, "lines": 1635, "estimated_tokens": 15884}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 396, "bytes_utf8": 396, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 39179, "cached_input_tokens": 38272, "output_tokens": 630, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7c675887dfc9be6496b4bce0dc9503b9087c118d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_37b0b87701be4ed8", + "api_calls": 0, + "input_tokens": 39179, + "cached_input_tokens": 38272, + "output_tokens": 630, + "total_tokens": 39809, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15884, + "estimated_output_tokens": 108, + "estimated_total_tokens": 15992, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15143.92, + "sql_execution_elapsed_ms_total": 1.07, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..788baa7e1d22b1fbad451a08c0e4440d2cbc348a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:00:25.507542+00:00", + "ended_at": "2026-05-26T01:00:40.651556+00:00", + "elapsed_ms": 15143.92, + "prompt_metrics": { + "chars": 50887, + "bytes_utf8": 50887, + "lines": 1635, + "estimated_tokens": 15884 + }, + "stdout_metrics": { + "chars": 759, + "bytes_utf8": 759, + "lines": 4, + "estimated_tokens": 224 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 396, + "bytes_utf8": 396, + "lines": 1, + "estimated_tokens": 108 + }, + "usage": { + "input_tokens": 39179, + "cached_input_tokens": 38272, + "output_tokens": 630, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e60ee7aba66686dffff0c70ba8af4ccabb411fa8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_29", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_30", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_31", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_32", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_33", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_34", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_35", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_36", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_37", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_38", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_39", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_40", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_41", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_42", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_43", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_44", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_45", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_46", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_47", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_48", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_49", + "type": 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"feature_7": "0.55", + "feature_8": "0.02", + "feature_9": "0.95", + "feature_10": "0.09", + "feature_11": "0.05", + "feature_12": "0.38", + "feature_13": "0.38", + "feature_14": "0.23", + "feature_15": "0.36", + "feature_16": "0.02", + "feature_17": "0.9", + "feature_18": "0.5", + "feature_19": "0.72", + "feature_20": "0.16", + "feature_21": "0.68", + "feature_22": "0.44", + "feature_23": "0.11", + "feature_24": "0.71", + "feature_25": "0.46", + "feature_26": "0.43", + "feature_27": "0.41", + "feature_28": "0.28", + "feature_29": "0", + "feature_30": "0.74", + "feature_31": "0.51", + "feature_32": "0.48", + "feature_33": "0", + "feature_34": "0.06", + "feature_35": "0.25", + "feature_36": "0.3", + "feature_37": "0.33", + "feature_38": "0.12", + "feature_39": "0.65", + "feature_40": "0.67", + "feature_41": "0.38", + "feature_42": "0.42", + "feature_43": "0.46", + "feature_44": "0.22", + "feature_45": "0.27", + "feature_46": "0.2", + "feature_47": "0.21", + "feature_48": "0.51", + 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"conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_104, condition_col=feature_125.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "feature_104", + "condition_col": "feature_125", + "condition_value": "0", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.51, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7b21302e66b98e976efb1edcda8e2f57e81b4325 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cc-164a-7f41-be16-56c1d39b2bd2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_104\\\",\\n AVG(CASE WHEN \\\"feature_125\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_104\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned grouped condition rate template with \\\"feature_104\\\" as the group column and checks whether text-valued \\\"feature_125\\\" equals '0'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39179,"cached_input_tokens":38272,"output_tokens":630,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a113ef38df904801d95044f385251d9f556a5311 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_104\",\n AVG(CASE WHEN \"feature_125\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_104\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned grouped condition rate template with \"feature_104\" as the group column and checks whether text-valued \"feature_125\" equals '0'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..83879c74e26c92a125aecce1cfa776c43c87c0bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_104, condition_col=feature_125. +Result preview: [{"feature_104": "1", "condition_rate": 1.0}, {"feature_104": "0.37", "condition_rate": 1.0}, {"feature_104": "0.98", "condition_rate": 0.5679012345679012}, {"feature_104": "0.75", "condition_rate": 0.5}, {"feature_104": "0.67", "condition_rate": 0.5}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..479db4ad1d00790d867c07858651490139354b61 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_37b0b87701be4ed8 +-- problem_id: v2p_n4_1bf01d6174d64f3a +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_104", + AVG(CASE WHEN "feature_125" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_104" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d3e0086af7acc4f5eac7da176e215aec0b9d80e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_104\",\n AVG(CASE WHEN \"feature_125\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_104\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_104\\\",\\n AVG(CASE WHEN \\\"feature_125\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_104\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"feature_104\", \"condition_rate\"], \"rows\": [{\"feature_104\": \"1\", \"condition_rate\": 1.0}, {\"feature_104\": \"0.37\", \"condition_rate\": 1.0}, {\"feature_104\": \"0.98\", \"condition_rate\": 0.5679012345679012}, {\"feature_104\": \"0.75\", \"condition_rate\": 0.5}, {\"feature_104\": \"0.67\", \"condition_rate\": 0.5}, {\"feature_104\": \"0\", \"condition_rate\": 0.5}, {\"feature_104\": \"0.97\", \"condition_rate\": 0.4936708860759494}, {\"feature_104\": \"0.93\", \"condition_rate\": 0.4166666666666667}, {\"feature_104\": \"0.99\", \"condition_rate\": 0.4}, {\"feature_104\": \"0.94\", \"condition_rate\": 0.36363636363636365}, {\"feature_104\": \"0.96\", \"condition_rate\": 0.3142857142857143}, {\"feature_104\": \"0.95\", \"condition_rate\": 0.3076923076923077}, {\"feature_104\": \"0.83\", \"condition_rate\": 0.25}, {\"feature_104\": \"0.92\", \"condition_rate\": 0.2}, {\"feature_104\": \"0.85\", \"condition_rate\": 0.2}, {\"feature_104\": \"0.91\", \"condition_rate\": 0.14285714285714285}, {\"feature_104\": \"0.9\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.89\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.88\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.87\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.86\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.84\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.82\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.81\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.8\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.76\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.73\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.72\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.64\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.63\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.61\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.55\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.53\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.49\", \"condition_rate\": 0.0}, {\"feature_104\": \"\", \"condition_rate\": 0.0}], \"row_count_returned\": 35, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.07}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..29aba385472ad1127489c051059791709aa1f70e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:00:25.505672+00:00", + "ended_at": "2026-05-26T01:00:40.662572+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_37b0b87701be4ed8", + "problem_id": "v2p_n4_1bf01d6174d64f3a", + "dataset_id": "n4", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_104, condition_col=feature_125.", + "bindings": { + "group_col": "feature_104", + "condition_col": "feature_125", + "condition_value": "0", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.51, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=98" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_37b0b87701be4ed8.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_37b0b87701be4ed8", + "api_calls": 0, + "input_tokens": 39179, + "cached_input_tokens": 38272, + "output_tokens": 630, + "total_tokens": 39809, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15884, + "estimated_output_tokens": 108, + "estimated_total_tokens": 15992, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15143.92, + "sql_execution_elapsed_ms_total": 1.07, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d24ebe5c37416c7bffaf0b058048629f17330355 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:00:40.660151+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15143.92, "started_at": "2026-05-26T01:00:25.507542+00:00", "ended_at": "2026-05-26T01:00:40.651556+00:00", "prompt_metrics": {"chars": 50887, "bytes_utf8": 50887, "lines": 1635, "estimated_tokens": 15884}, "response_metrics": {"chars": 396, "bytes_utf8": 396, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 39179, "cached_input_tokens": 38272, "output_tokens": 630, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_104\\\",\\n AVG(CASE WHEN \\\"feature_125\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_104\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned grouped condition rate template with \\\"feature_104\\\" as the group column and checks whether text-valued \\\"feature_125\\\" equals '0'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..751a70fb2e3420212257c2801996495c58808b8a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_37b0b87701be4ed8", + "api_calls": 0, + "input_tokens": 39179, + "cached_input_tokens": 38272, + "output_tokens": 630, + "total_tokens": 39809, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15884, + "estimated_output_tokens": 108, + "estimated_total_tokens": 15992, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15143.92, + "sql_execution_elapsed_ms_total": 1.07, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_37b0b87701be4ed8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c5454c7d05aae85ee9a9f220bb567625e0518391 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51049, "bytes_utf8": 51049, "lines": 1634, "estimated_tokens": 15941}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 669, "bytes_utf8": 669, "lines": 1, "estimated_tokens": 186}, "usage": {"input_tokens": 39236, "cached_input_tokens": 38784, "output_tokens": 708, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b52966b4d2c5fad4b30b54bb04398f46fab0d7b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_3810d75d215194a3", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38784, + "output_tokens": 708, + "total_tokens": 39944, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 186, + "estimated_total_tokens": 16127, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15939.81, + "sql_execution_elapsed_ms_total": 2.17, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e228b8a5763c698be69285f5480a7bba6410674a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:00:40.664696+00:00", + "ended_at": "2026-05-26T01:00:56.604599+00:00", + "elapsed_ms": 15939.81, + "prompt_metrics": { + "chars": 51049, + "bytes_utf8": 51049, + "lines": 1634, + "estimated_tokens": 15941 + }, + "stdout_metrics": { + "chars": 1050, + "bytes_utf8": 1050, + "lines": 4, + "estimated_tokens": 317 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 669, + "bytes_utf8": 669, + "lines": 1, + "estimated_tokens": 186 + }, + "usage": { + "input_tokens": 39236, + "cached_input_tokens": 38784, + "output_tokens": 708, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4a30d4be6d6831328b718bfe72be5a6a2258c9a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 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"conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_76, measure_col=feature_33.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_76", + "measure_col": "feature_33", + "item_col": "feature_34", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.062, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ae725f6ac05f44d11b4a85ff0d5ded749b52677f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cc-517d-7ef0-b979-54ec3f459c3e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"feature_76\\\", \\\"feature_34\\\",\\n SUM(CAST(NULLIF(\\\"feature_33\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"feature_33\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"feature_33\\\", '') AS REAL))) OVER (PARTITION BY \\\"feature_76\\\") AS share_within_group\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\", \\\"feature_34\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"feature_76\\\", item_col=\\\"feature_34\\\", and measure_col=\\\"feature_33\\\". Used CAST(NULLIF(...,'') AS REAL) because the schema stores fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39236,"cached_input_tokens":38784,"output_tokens":708,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..387e7eebec2b4aaf1a97f621fadcd78294857c1b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"feature_76\", \"feature_34\",\n SUM(CAST(NULLIF(\"feature_33\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"feature_33\", '') AS REAL)) * 100.0\n / SUM(SUM(CAST(NULLIF(\"feature_33\", '') AS REAL))) OVER (PARTITION BY \"feature_76\") AS share_within_group\nFROM \"n4\"\nGROUP BY \"feature_76\", \"feature_34\"\nORDER BY share_within_group DESC;","notes":"Applied the provided Within-Group Share of Total template with group_col=\"feature_76\", item_col=\"feature_34\", and measure_col=\"feature_33\". Used CAST(NULLIF(...,'') AS REAL) because the schema stores fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb74030682b09907438a418ef4b1f6ee64345afb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_76, measure_col=feature_33. +Result preview: [{"feature_76": "1", "feature_34": "0.1", "total_measure": 0.03, "share_within_group": 37.5}, {"feature_76": "1", "feature_34": "0.04", "total_measure": 0.02, "share_within_group": 25.0}, {"feature_76": "1", "feature_34": "0.05", "total_measure": 0.01, "share_within_group": 12.5}, {"feature_76": "1", "feature_34": "0.06", "total_measure": 0.01, "share_within_group": 12.5}, {"feature_76": "1", "feature_34": "0.07", "total_measure": 0.01, "share_within_group": 12.5}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..067465e6bd44771ce34773c2942b3db1919f6056 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_3810d75d215194a3 +-- problem_id: v2p_n4_afb05a004419edb5 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", "feature_34", + SUM(CAST(NULLIF("feature_33", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("feature_33", '') AS REAL)) * 100.0 + / SUM(SUM(CAST(NULLIF("feature_33", '') AS REAL))) OVER (PARTITION BY "feature_76") AS share_within_group +FROM "n4" +GROUP BY "feature_76", "feature_34" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3193acdaf68b9751397f6d97429d2d15e9c45542 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"feature_76\", \"feature_34\",\n SUM(CAST(NULLIF(\"feature_33\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"feature_33\", '') AS REAL)) * 100.0\n / SUM(SUM(CAST(NULLIF(\"feature_33\", '') AS REAL))) OVER (PARTITION BY \"feature_76\") AS share_within_group\nFROM \"n4\"\nGROUP BY \"feature_76\", \"feature_34\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"feature_76\\\", \\\"feature_34\\\",\\n SUM(CAST(NULLIF(\\\"feature_33\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"feature_33\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"feature_33\\\", '') AS REAL))) OVER (PARTITION BY \\\"feature_76\\\") AS share_within_group\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\", \\\"feature_34\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"feature_76\", \"feature_34\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_76\": \"1\", \"feature_34\": \"0.1\", \"total_measure\": 0.03, \"share_within_group\": 37.5}, {\"feature_76\": \"1\", \"feature_34\": \"0.04\", \"total_measure\": 0.02, \"share_within_group\": 25.0}, {\"feature_76\": \"1\", \"feature_34\": \"0.05\", \"total_measure\": 0.01, \"share_within_group\": 12.5}, {\"feature_76\": \"1\", \"feature_34\": \"0.06\", \"total_measure\": 0.01, \"share_within_group\": 12.5}, {\"feature_76\": \"1\", \"feature_34\": \"0.07\", \"total_measure\": 0.01, \"share_within_group\": 12.5}, {\"feature_76\": \"0.5\", \"feature_34\": \"0.67\", \"total_measure\": 1.72, \"share_within_group\": 4.759269507470946}, {\"feature_76\": \"0\", \"feature_34\": \"0.45\", \"total_measure\": 3.4499999999999997, \"share_within_group\": 4.633360193392426}, {\"feature_76\": \"0.5\", \"feature_34\": \"0.58\", \"total_measure\": 1.56, \"share_within_group\": 4.316546762589928}, {\"feature_76\": \"0\", \"feature_34\": \"0.6\", \"total_measure\": 2.95, \"share_within_group\": 3.961858716089176}, {\"feature_76\": \"0.5\", \"feature_34\": \"0.33\", \"total_measure\": 1.36, \"share_within_group\": 3.763143331488655}, {\"feature_76\": \"0\", \"feature_34\": \"0.47\", \"total_measure\": 2.7199999999999998, \"share_within_group\": 3.6529680365296806}, {\"feature_76\": \"0\", \"feature_34\": \"0.49\", \"total_measure\": 2.58, \"share_within_group\": 3.4649476228847704}, {\"feature_76\": \"0\", \"feature_34\": \"0.5\", \"total_measure\": 2.47, \"share_within_group\": 3.317217297878056}, {\"feature_76\": \"0\", \"feature_34\": \"0.44\", \"total_measure\": 2.4, \"share_within_group\": 3.2232070910556008}, {\"feature_76\": \"0.5\", \"feature_34\": \"0.54\", \"total_measure\": 1.16, \"share_within_group\": 3.209739900387382}, {\"feature_76\": \"0.5\", \"feature_34\": \"0.28\", \"total_measure\": 1.1300000000000001, \"share_within_group\": 3.1267293857221916}, {\"feature_76\": \"0\", \"feature_34\": \"0.32\", \"total_measure\": 2.18, \"share_within_group\": 2.9277464410421707}, {\"feature_76\": \"0\", \"feature_34\": \"0.51\", \"total_measure\": 2.12, \"share_within_group\": 2.8471662637657804}, {\"feature_76\": \"0.5\", \"feature_34\": \"0.24\", \"total_measure\": 1.0, \"share_within_group\": 2.7670171555063643}, {\"feature_76\": \"0\", \"feature_34\": \"0.37\", \"total_measure\": 1.96, \"share_within_group\": 2.6322857910287403}, {\"feature_76\": \"0.5\", \"feature_34\": \"0.5\", \"total_measure\": 0.94, \"share_within_group\": 2.6009961261759824}, {\"feature_76\": \"0\", \"feature_34\": \"0.42\", \"total_measure\": 1.93, \"share_within_group\": 2.5919957023905456}, {\"feature_76\": \"0\", \"feature_34\": \"0.73\", \"total_measure\": 1.9200000000000002, \"share_within_group\": 2.578565672844481}, {\"feature_76\": \"0\", \"feature_34\": \"1\", \"total_measure\": 1.9, \"share_within_group\": 2.5517056137523504}, {\"feature_76\": \"0.5\", \"feature_34\": \"0.44\", \"total_measure\": 0.9, \"share_within_group\": 2.4903154399557277}, {\"feature_76\": \"0.5\", \"feature_34\": \"0.68\", \"total_measure\": 0.84, \"share_within_group\": 2.324294410625346}, {\"feature_76\": \"0\", \"feature_34\": \"0.59\", \"total_measure\": 1.72, \"share_within_group\": 2.3099650819231803}, {\"feature_76\": \"0\", \"feature_34\": \"0.57\", \"total_measure\": 1.71, \"share_within_group\": 2.2965350523771155}, {\"feature_76\": \"0\", \"feature_34\": \"0.35\", \"total_measure\": 1.67, \"share_within_group\": 2.2428149341928556}, {\"feature_76\": \"0\", \"feature_34\": \"0.33\", \"total_measure\": 1.66, \"share_within_group\": 2.2293849046467904}, {\"feature_76\": \"0\", \"feature_34\": \"0.61\", \"total_measure\": 1.57, \"share_within_group\": 2.1085146387322053}, {\"feature_76\": \"0.5\", \"feature_34\": \"0.21\", \"total_measure\": 0.75, \"share_within_group\": 2.075262866629773}, {\"feature_76\": \"0.5\", \"feature_34\": \"0.3\", \"total_measure\": 0.75, \"share_within_group\": 2.075262866629773}, {\"feature_76\": \"0\", \"feature_34\": \"0.7\", \"total_measure\": 1.53, \"share_within_group\": 2.0547945205479454}, {\"feature_76\": \"0.5\", \"feature_34\": \"0.49\", \"total_measure\": 0.74, \"share_within_group\": 2.0475926950747096}, {\"feature_76\": \"0\", \"feature_34\": \"0.46\", \"total_measure\": 1.52, \"share_within_group\": 2.04136449100188}, {\"feature_76\": \"0\", \"feature_34\": \"0.53\", \"total_measure\": 1.5, \"share_within_group\": 2.0145044319097503}, {\"feature_76\": \"0.5\", \"feature_34\": \"0.37\", \"total_measure\": 0.72, \"share_within_group\": 1.992252351964582}, {\"feature_76\": \"0.5\", \"feature_34\": \"0.38\", \"total_measure\": 0.72, \"share_within_group\": 1.992252351964582}, {\"feature_76\": \"0.5\", \"feature_34\": \"1\", \"total_measure\": 0.6900000000000001, \"share_within_group\": 1.9092418372993911}, {\"feature_76\": \"0\", \"feature_34\": \"0.76\", \"total_measure\": 1.41, \"share_within_group\": 1.8936341659951654}, {\"feature_76\": \"0.5\", \"feature_34\": \"0.51\", \"total_measure\": 0.68, \"share_within_group\": 1.8815716657443275}, {\"feature_76\": \"0\", \"feature_34\": \"0.38\", \"total_measure\": 1.31, \"share_within_group\": 1.7593338705345154}, {\"feature_76\": \"0\", \"feature_34\": \"0.55\", \"total_measure\": 1.28, \"share_within_group\": 1.7190437818963202}, {\"feature_76\": \"0.5\", \"feature_34\": \"0.1\", \"total_measure\": 0.61, \"share_within_group\": 1.687880464858882}, {\"feature_76\": \"0.5\", \"feature_34\": \"0.19\", \"total_measure\": 0.61, \"share_within_group\": 1.687880464858882}, {\"feature_76\": \"0\", \"feature_34\": \"0.3\", \"total_measure\": 1.24, \"share_within_group\": 1.6653236637120603}, {\"feature_76\": \"0\", \"feature_34\": \"0.36\", \"total_measure\": 1.23, \"share_within_group\": 1.6518936341659953}, {\"feature_76\": \"0\", \"feature_34\": \"0.39\", \"total_measure\": 1.22, \"share_within_group\": 1.6384636046199303}, {\"feature_76\": \"0.5\", \"feature_34\": \"0.48\", \"total_measure\": 0.59, \"share_within_group\": 1.6325401217487547}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.17}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..da70a50b790ad7054527dd77ed8ac97f2b70c5e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:00:40.663034+00:00", + "ended_at": "2026-05-26T01:00:56.617091+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_3810d75d215194a3", + "problem_id": "v2p_n4_afb05a004419edb5", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_76, measure_col=feature_33.", + "bindings": { + "group_col": "feature_76", + "measure_col": "feature_33", + "item_col": "feature_34", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.062, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=31" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_3810d75d215194a3.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_3810d75d215194a3", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38784, + "output_tokens": 708, + "total_tokens": 39944, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 186, + "estimated_total_tokens": 16127, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15939.81, + "sql_execution_elapsed_ms_total": 2.17, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ff9827ee606a4ffccd3e90a898d360e551ec08f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:00:56.613282+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15939.81, "started_at": "2026-05-26T01:00:40.664696+00:00", "ended_at": "2026-05-26T01:00:56.604599+00:00", "prompt_metrics": {"chars": 51049, "bytes_utf8": 51049, "lines": 1634, "estimated_tokens": 15941}, "response_metrics": {"chars": 669, "bytes_utf8": 669, "lines": 1, "estimated_tokens": 186}, "usage": {"input_tokens": 39236, "cached_input_tokens": 38784, "output_tokens": 708, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"feature_76\\\", \\\"feature_34\\\",\\n SUM(CAST(NULLIF(\\\"feature_33\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"feature_33\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"feature_33\\\", '') AS REAL))) OVER (PARTITION BY \\\"feature_76\\\") AS share_within_group\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\", \\\"feature_34\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"feature_76\\\", item_col=\\\"feature_34\\\", and measure_col=\\\"feature_33\\\". Used CAST(NULLIF(...,'') AS REAL) because the schema stores fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a7da343fd2ee215a75d3ed87daf05db8e8320a27 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_3810d75d215194a3", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38784, + "output_tokens": 708, + "total_tokens": 39944, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 186, + "estimated_total_tokens": 16127, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15939.81, + "sql_execution_elapsed_ms_total": 2.17, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3810d75d215194a3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a0c33aa43dfbe3d557bd0103e9474657bcc7deed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51048, "bytes_utf8": 51048, "lines": 1634, "estimated_tokens": 15941}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1033, "bytes_utf8": 1033, "lines": 1, "estimated_tokens": 296}, "usage": {"input_tokens": 39236, "cached_input_tokens": 38784, "output_tokens": 2007, "reasoning_output_tokens": 1705}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..09ea0b361fac34716347bef008a82ad5ad11854b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_3d9b0b82329fd17c", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38784, + "output_tokens": 2007, + "total_tokens": 41243, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 296, + "estimated_total_tokens": 16237, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 41162.54, + "sql_execution_elapsed_ms_total": 1.26, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ea0cf15dc0df40513968006ee82e9c0c3516d331 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:00:56.619425+00:00", + "ended_at": "2026-05-26T01:01:37.782130+00:00", + "elapsed_ms": 41162.54, + "prompt_metrics": { + "chars": 51048, + "bytes_utf8": 51048, + "lines": 1634, + "estimated_tokens": 15941 + }, + "stdout_metrics": { + "chars": 1468, + "bytes_utf8": 1468, + "lines": 4, + "estimated_tokens": 464 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1033, + "bytes_utf8": 1033, + "lines": 1, + "estimated_tokens": 296 + }, + "usage": { + "input_tokens": 39236, + "cached_input_tokens": 38784, + "output_tokens": 2007, + "reasoning_output_tokens": 1705 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..73aaa1cec58ad39ca098bd9918ac4e116b0d687a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"feature_7": "0.55", + "feature_8": "0.02", + "feature_9": "0.95", + "feature_10": "0.09", + "feature_11": "0.05", + "feature_12": "0.38", + "feature_13": "0.38", + "feature_14": "0.23", + "feature_15": "0.36", + "feature_16": "0.02", + "feature_17": "0.9", + "feature_18": "0.5", + "feature_19": "0.72", + "feature_20": "0.16", + "feature_21": "0.68", + "feature_22": "0.44", + "feature_23": "0.11", + "feature_24": "0.71", + "feature_25": "0.46", + "feature_26": "0.43", + "feature_27": "0.41", + "feature_28": "0.28", + "feature_29": "0", + "feature_30": "0.74", + "feature_31": "0.51", + "feature_32": "0.48", + "feature_33": "0", + "feature_34": "0.06", + "feature_35": "0.25", + "feature_36": "0.3", + "feature_37": "0.33", + "feature_38": "0.12", + "feature_39": "0.65", + "feature_40": "0.67", + "feature_41": "0.38", + "feature_42": "0.42", + "feature_43": "0.46", + "feature_44": "0.22", + "feature_45": "0.27", + "feature_46": "0.2", + "feature_47": "0.21", + "feature_48": "0.51", + "feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_104, measure_col=feature_34.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_104", + "measure_col": "feature_34", + "item_col": "feature_35", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.19, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3b66190b4c2b0d394cffd19c36cd91bd30e8f37a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cc-8fce-7cf1-a23f-aa21743f2ff6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n CAST(\\\"feature_104\\\" AS REAL) AS \\\"feature_104\\\",\\n CAST(\\\"feature_35\\\" AS REAL) AS \\\"feature_35\\\",\\n SUM(CAST(\\\"feature_34\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(TRIM(\\\"feature_104\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_35\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_34\\\"), '') IS NOT NULL\\n GROUP BY CAST(\\\"feature_104\\\" AS REAL), CAST(\\\"feature_35\\\" AS REAL)\\n)\\nSELECT\\n \\\"feature_104\\\",\\n \\\"feature_35\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_104\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 12;\",\"notes\":\"Uses the planned within-group share template with group_col=feature_104, item_col=feature_35, and measure_col=feature_34. Because these fields are stored as TEXT in SQLite, the query casts numeric-like values to REAL and filters blank entries before aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39236,"cached_input_tokens":38784,"output_tokens":2007,"reasoning_output_tokens":1705}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0b343e3e3c8814f4a53ff8966ab9fd994b7e3489 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n CAST(\"feature_104\" AS REAL) AS \"feature_104\",\n CAST(\"feature_35\" AS REAL) AS \"feature_35\",\n SUM(CAST(\"feature_34\" AS REAL)) AS \"total_measure\"\n FROM \"n4\"\n WHERE NULLIF(TRIM(\"feature_104\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"feature_35\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"feature_34\"), '') IS NOT NULL\n GROUP BY CAST(\"feature_104\" AS REAL), CAST(\"feature_35\" AS REAL)\n)\nSELECT\n \"feature_104\",\n \"feature_35\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"feature_104\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC\nLIMIT 12;","notes":"Uses the planned within-group share template with group_col=feature_104, item_col=feature_35, and measure_col=feature_34. Because these fields are stored as TEXT in SQLite, the query casts numeric-like values to REAL and filters blank entries before aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c369de6bef29b8b5df4ca36dc478453e46d7ac0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_104, measure_col=feature_34. +Result preview: [{"feature_104": 0.37, "feature_35": 0.51, "total_measure": 0.58, "share_within_group": 100.0}, {"feature_104": 0.49, "feature_35": 0.42, "total_measure": 0.47, "share_within_group": 100.0}, {"feature_104": 0.53, "feature_35": 0.35, "total_measure": 0.49, "share_within_group": 100.0}, {"feature_104": 0.55, "feature_35": 0.3, "total_measure": 0.37, "share_within_group": 100.0}, {"feature_104": 0.61, "feature_35": 1.0, "total_measure": 0.83, "share_within_group": 100.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2222a1397ac63fd2639922ea97449ce4e52dc7d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/generated_sql.sql @@ -0,0 +1,32 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_3d9b0b82329fd17c +-- problem_id: v2p_n4_34e9562dca1967d9 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + CAST("feature_104" AS REAL) AS "feature_104", + CAST("feature_35" AS REAL) AS "feature_35", + SUM(CAST("feature_34" AS REAL)) AS "total_measure" + FROM "n4" + WHERE NULLIF(TRIM("feature_104"), '') IS NOT NULL + AND NULLIF(TRIM("feature_35"), '') IS NOT NULL + AND NULLIF(TRIM("feature_34"), '') IS NOT NULL + GROUP BY CAST("feature_104" AS REAL), CAST("feature_35" AS REAL) +) +SELECT + "feature_104", + "feature_35", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "feature_104") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..233110b4d78176dac9d7e9a9f6355a889f2d41f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n CAST(\"feature_104\" AS REAL) AS \"feature_104\",\n CAST(\"feature_35\" AS REAL) AS \"feature_35\",\n SUM(CAST(\"feature_34\" AS REAL)) AS \"total_measure\"\n FROM \"n4\"\n WHERE NULLIF(TRIM(\"feature_104\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"feature_35\"), '') IS NOT NULL\n AND NULLIF(TRIM(\"feature_34\"), '') IS NOT NULL\n GROUP BY CAST(\"feature_104\" AS REAL), CAST(\"feature_35\" AS REAL)\n)\nSELECT\n \"feature_104\",\n \"feature_35\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"feature_104\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC\nLIMIT 12;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n CAST(\\\"feature_104\\\" AS REAL) AS \\\"feature_104\\\",\\n CAST(\\\"feature_35\\\" AS REAL) AS \\\"feature_35\\\",\\n SUM(CAST(\\\"feature_34\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(TRIM(\\\"feature_104\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_35\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_34\\\"), '') IS NOT NULL\\n GROUP BY CAST(\\\"feature_104\\\" AS REAL), CAST(\\\"feature_35\\\" AS REAL)\\n)\\nSELECT\\n \\\"feature_104\\\",\\n \\\"feature_35\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_104\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 12;\", \"columns\": [\"feature_104\", \"feature_35\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_104\": 0.37, \"feature_35\": 0.51, \"total_measure\": 0.58, \"share_within_group\": 100.0}, {\"feature_104\": 0.49, \"feature_35\": 0.42, \"total_measure\": 0.47, \"share_within_group\": 100.0}, {\"feature_104\": 0.53, \"feature_35\": 0.35, \"total_measure\": 0.49, \"share_within_group\": 100.0}, {\"feature_104\": 0.55, \"feature_35\": 0.3, \"total_measure\": 0.37, \"share_within_group\": 100.0}, {\"feature_104\": 0.61, \"feature_35\": 1.0, \"total_measure\": 0.83, \"share_within_group\": 100.0}, {\"feature_104\": 0.64, \"feature_35\": 0.43, \"total_measure\": 0.76, \"share_within_group\": 100.0}, {\"feature_104\": 0.72, \"feature_35\": 0.45, \"total_measure\": 0.85, \"share_within_group\": 100.0}, {\"feature_104\": 0.73, \"feature_35\": 0.26, \"total_measure\": 0.45, \"share_within_group\": 100.0}, {\"feature_104\": 0.88, \"feature_35\": 0.22, \"total_measure\": 0.49, \"share_within_group\": 100.0}, {\"feature_104\": 1.0, \"feature_35\": 0.52, \"total_measure\": 0.63, \"share_within_group\": 100.0}, {\"feature_104\": 0.76, \"feature_35\": 0.43, \"total_measure\": 0.68, \"share_within_group\": 99.99999999999999}, {\"feature_104\": 0.8, \"feature_35\": 0.35, \"total_measure\": 0.65, \"share_within_group\": 68.42105263157895}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.26}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..dfd28f3f4854f9b2e49e1591ba5aa34e2e8c1bff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:00:56.617489+00:00", + "ended_at": "2026-05-26T01:01:37.793591+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_3d9b0b82329fd17c", + "problem_id": "v2p_n4_34e9562dca1967d9", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_104, measure_col=feature_34.", + "bindings": { + "group_col": "feature_104", + "measure_col": "feature_34", + "item_col": "feature_35", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.19, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=32" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_3d9b0b82329fd17c.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_3d9b0b82329fd17c", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38784, + "output_tokens": 2007, + "total_tokens": 41243, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 296, + "estimated_total_tokens": 16237, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 41162.54, + "sql_execution_elapsed_ms_total": 1.26, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2d4cdb6f068a9978bbc7daa2024ce4ed6fa04e6a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:01:37.790921+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 41162.54, "started_at": "2026-05-26T01:00:56.619425+00:00", "ended_at": "2026-05-26T01:01:37.782130+00:00", "prompt_metrics": {"chars": 51048, "bytes_utf8": 51048, "lines": 1634, "estimated_tokens": 15941}, "response_metrics": {"chars": 1033, "bytes_utf8": 1033, "lines": 1, "estimated_tokens": 296}, "usage": {"input_tokens": 39236, "cached_input_tokens": 38784, "output_tokens": 2007, "reasoning_output_tokens": 1705}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n CAST(\\\"feature_104\\\" AS REAL) AS \\\"feature_104\\\",\\n CAST(\\\"feature_35\\\" AS REAL) AS \\\"feature_35\\\",\\n SUM(CAST(\\\"feature_34\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(TRIM(\\\"feature_104\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_35\\\"), '') IS NOT NULL\\n AND NULLIF(TRIM(\\\"feature_34\\\"), '') IS NOT NULL\\n GROUP BY CAST(\\\"feature_104\\\" AS REAL), CAST(\\\"feature_35\\\" AS REAL)\\n)\\nSELECT\\n \\\"feature_104\\\",\\n \\\"feature_35\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_104\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 12;\",\"notes\":\"Uses the planned within-group share template with group_col=feature_104, item_col=feature_35, and measure_col=feature_34. Because these fields are stored as TEXT in SQLite, the query casts numeric-like values to REAL and filters bl"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8a482d39ade4943efd85ff46bd184fce6b3dbf91 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_3d9b0b82329fd17c", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38784, + "output_tokens": 2007, + "total_tokens": 41243, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 296, + "estimated_total_tokens": 16237, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 41162.54, + "sql_execution_elapsed_ms_total": 1.26, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3d9b0b82329fd17c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..793ebfacc11eaa0595887a93562f353793209bfb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50881, "bytes_utf8": 50881, "lines": 1635, "estimated_tokens": 15885}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 402, "bytes_utf8": 402, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 39180, "cached_input_tokens": 38272, "output_tokens": 632, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9075580f02536331dcee5517ed51c107afc1232d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_3e359c30b8f14e1a", + "api_calls": 0, + "input_tokens": 39180, + "cached_input_tokens": 38272, + "output_tokens": 632, + "total_tokens": 39812, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15885, + "estimated_output_tokens": 110, + "estimated_total_tokens": 15995, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15179.56, + "sql_execution_elapsed_ms_total": 1.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..59f1f12e24f609f7eabb2b0caf1bee92daab2c6b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:01:37.796771+00:00", + "ended_at": "2026-05-26T01:01:52.976441+00:00", + "elapsed_ms": 15179.56, + "prompt_metrics": { + "chars": 50881, + "bytes_utf8": 50881, + "lines": 1635, + "estimated_tokens": 15885 + }, + "stdout_metrics": { + "chars": 757, + "bytes_utf8": 757, + "lines": 4, + "estimated_tokens": 219 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 402, + "bytes_utf8": 402, + "lines": 1, + "estimated_tokens": 110 + }, + "usage": { + "input_tokens": 39180, + "cached_input_tokens": 38272, + "output_tokens": 632, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..75b9f909ab2a3d0e9da941e7231ac0b19426c751 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_5, condition_col=target.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "feature_5", + "condition_col": "target", + "condition_value": "0.2", + "positive_value": "0.2", + "negative_value": "0.03", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.54, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..54a67c16f5c8312eddfb6db0f3d881bd0c8e10b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cd-30ac-73b2-bd14-02edd82102cd"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_5\\\",\\n AVG(CASE WHEN \\\"target\\\" = '0.2' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_5\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applies the Grouped Condition Rate template by grouping on \\\"feature_5\\\" and computing the within-group proportion of rows whose TEXT-valued \\\"target\\\" is exactly '0.2'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39180,"cached_input_tokens":38272,"output_tokens":632,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6ead9c118978b00c136b51966b05eddc011b083a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_5\",\n AVG(CASE WHEN \"target\" = '0.2' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n4\"\nGROUP BY \"feature_5\"\nORDER BY condition_rate DESC;","notes":"Applies the Grouped Condition Rate template by grouping on \"feature_5\" and computing the within-group proportion of rows whose TEXT-valued \"target\" is exactly '0.2'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..30b5123ae835ea3e958d34b405a4d4bf36b189ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_5, condition_col=target. +Result preview: [{"feature_5": "6", "condition_rate": 0.035175879396984924}, {"feature_5": "3", "condition_rate": 0.035}, {"feature_5": "1", "condition_rate": 0.025}, {"feature_5": "5", "condition_rate": 0.020100502512562814}, {"feature_5": "10", "condition_rate": 0.020100502512562814}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e417b7b63cbe063663a212357415c3be5cb90264 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_3e359c30b8f14e1a +-- problem_id: v2p_n4_dffbdb5dc1646f94 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_5", + AVG(CASE WHEN "target" = '0.2' THEN 1 ELSE 0 END) AS condition_rate +FROM "n4" +GROUP BY "feature_5" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b570234647bb52687fb2b629b45b9312188e7aee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_5\",\n AVG(CASE WHEN \"target\" = '0.2' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n4\"\nGROUP BY \"feature_5\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_5\\\",\\n AVG(CASE WHEN \\\"target\\\" = '0.2' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_5\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"feature_5\", \"condition_rate\"], \"rows\": [{\"feature_5\": \"6\", \"condition_rate\": 0.035175879396984924}, {\"feature_5\": \"3\", \"condition_rate\": 0.035}, {\"feature_5\": \"1\", \"condition_rate\": 0.025}, {\"feature_5\": \"5\", \"condition_rate\": 0.020100502512562814}, {\"feature_5\": \"10\", \"condition_rate\": 0.020100502512562814}, {\"feature_5\": \"7\", \"condition_rate\": 0.01507537688442211}, {\"feature_5\": \"4\", \"condition_rate\": 0.015}, {\"feature_5\": \"9\", \"condition_rate\": 0.010050251256281407}, {\"feature_5\": \"8\", \"condition_rate\": 0.010050251256281407}, {\"feature_5\": \"2\", \"condition_rate\": 0.01}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.1}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..820bd8ad4527f4b1e02c23007c7231e24bfae075 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_3e359c30b8f14e1a/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:01:37.794438+00:00", + "ended_at": "2026-05-26T01:01:52.987587+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_3e359c30b8f14e1a", + "problem_id": "v2p_n4_dffbdb5dc1646f94", + "dataset_id": "n4", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_5, condition_col=target.", + "bindings": { + "group_col": "feature_5", + "condition_col": "target", + "condition_value": "0.2", + "positive_value": "0.2", + "negative_value": "0.03", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.54, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_3e359c30b8f14e1a.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_3e359c30b8f14e1a", + "api_calls": 0, + "input_tokens": 39180, + "cached_input_tokens": 38272, + "output_tokens": 632, + "total_tokens": 39812, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15885, + 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"reasoning_output_tokens": 2937}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b9b453d1062d0dc7d49c984f65d0a216ef8367b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_43b44de2fbe731a0", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 3164, + "total_tokens": 42400, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 221, + "estimated_total_tokens": 16162, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 60707.77, + "sql_execution_elapsed_ms_total": 3.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9e1510557ae9c87cd957b986f51519bcf5ac06ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:01:52.989694+00:00", + "ended_at": "2026-05-26T01:02:53.697701+00:00", + "elapsed_ms": 60707.77, + "prompt_metrics": { + "chars": 51044, + "bytes_utf8": 51044, + "lines": 1634, + "estimated_tokens": 15941 + }, + "stdout_metrics": { + "chars": 1140, + "bytes_utf8": 1140, + "lines": 4, + "estimated_tokens": 364 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 740, + "bytes_utf8": 740, + "lines": 1, + "estimated_tokens": 221 + }, + "usage": { + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 3164, + "reasoning_output_tokens": 2937 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2d3b280a2659e286a18838dcb8dd52d85d932a99 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_25", + "type": "TEXT", + "notnull": false, + "pk": false 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"feature_7": "0.55", + "feature_8": "0.02", + "feature_9": "0.95", + "feature_10": "0.09", + "feature_11": "0.05", + "feature_12": "0.38", + "feature_13": "0.38", + "feature_14": "0.23", + "feature_15": "0.36", + "feature_16": "0.02", + "feature_17": "0.9", + "feature_18": "0.5", + "feature_19": "0.72", + "feature_20": "0.16", + "feature_21": "0.68", + "feature_22": "0.44", + "feature_23": "0.11", + "feature_24": "0.71", + "feature_25": "0.46", + "feature_26": "0.43", + "feature_27": "0.41", + "feature_28": "0.28", + "feature_29": "0", + "feature_30": "0.74", + "feature_31": "0.51", + "feature_32": "0.48", + "feature_33": "0", + "feature_34": "0.06", + "feature_35": "0.25", + "feature_36": "0.3", + "feature_37": "0.33", + "feature_38": "0.12", + "feature_39": "0.65", + "feature_40": "0.67", + "feature_41": "0.38", + "feature_42": "0.42", + "feature_43": "0.46", + "feature_44": "0.22", + "feature_45": "0.27", + "feature_46": "0.2", + "feature_47": "0.21", + "feature_48": "0.51", + 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"feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_5, measure_col=feature_26.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_5", + "measure_col": "feature_26", + "item_col": "feature_27", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.72, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c9be49bc8a042e90efeae9e28d4e4460646f2f33 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cd-6c03-7281-8f37-ab39e90122af"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"feature_5\\\",\\n \\\"feature_27\\\",\\n SUM(CAST(\\\"feature_26\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"feature_26\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"feature_26\\\" AS REAL))) OVER (PARTITION BY \\\"feature_5\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_5\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_27\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_26\\\", '') IS NOT NULL\\nGROUP BY \\\"feature_5\\\", \\\"feature_27\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Bound roles per the selected template: group_col=feature_5, item_col=feature_27, measure_col=feature_26. Blank TEXT values are excluded, and feature_26 is cast to REAL for SQLite aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39236,"cached_input_tokens":38272,"output_tokens":3164,"reasoning_output_tokens":2937}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1bed892f20e8f7761994ef4d8c2695f4b5c5da32 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"feature_5\",\n \"feature_27\",\n SUM(CAST(\"feature_26\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"feature_26\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"feature_26\" AS REAL))) OVER (PARTITION BY \"feature_5\") AS \"share_within_group\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_5\", '') IS NOT NULL\n AND NULLIF(\"feature_27\", '') IS NOT NULL\n AND NULLIF(\"feature_26\", '') IS NOT NULL\nGROUP BY \"feature_5\", \"feature_27\"\nORDER BY \"share_within_group\" DESC;","notes":"Bound roles per the selected template: group_col=feature_5, item_col=feature_27, measure_col=feature_26. Blank TEXT values are excluded, and feature_26 is cast to REAL for SQLite aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..25f81137ee8e860c4362b2928720caf7c26fb747 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_5, measure_col=feature_26. +Result preview: [{"feature_5": "8", "feature_27": "1", "total_measure": 6.82, "share_within_group": 9.507876760072493}, {"feature_5": "6", "feature_27": "1", "total_measure": 6.95, "share_within_group": 9.240792447812792}, {"feature_5": "7", "feature_27": "1", "total_measure": 5.0, "share_within_group": 6.97350069735007}, {"feature_5": "2", "feature_27": "1", "total_measure": 3.71, "share_within_group": 5.735044056268357}, {"feature_5": "1", "feature_27": "0.46", "total_measure": 3.61, "share_within_group": 5.0097141271162915}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2dd3652ef0a5f91ca697dcd65762847ee2bc5620 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_43b44de2fbe731a0 +-- problem_id: v2p_n4_8419d2695e29c195 +-- realization_mode: agent +-- source_kind: agent +SELECT + "feature_5", + "feature_27", + SUM(CAST("feature_26" AS REAL)) AS "total_measure", + SUM(CAST("feature_26" AS REAL)) * 100.0 + / SUM(SUM(CAST("feature_26" AS REAL))) OVER (PARTITION BY "feature_5") AS "share_within_group" +FROM "n4" +WHERE NULLIF("feature_5", '') IS NOT NULL + AND NULLIF("feature_27", '') IS NOT NULL + AND NULLIF("feature_26", '') IS NOT NULL +GROUP BY "feature_5", "feature_27" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a0491767422acffa32e04b03a8308a2a35a48c3a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"feature_5\",\n \"feature_27\",\n SUM(CAST(\"feature_26\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"feature_26\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"feature_26\" AS REAL))) OVER (PARTITION BY \"feature_5\") AS \"share_within_group\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_5\", '') IS NOT NULL\n AND NULLIF(\"feature_27\", '') IS NOT NULL\n AND NULLIF(\"feature_26\", '') IS NOT NULL\nGROUP BY \"feature_5\", \"feature_27\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"feature_5\\\",\\n \\\"feature_27\\\",\\n SUM(CAST(\\\"feature_26\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"feature_26\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"feature_26\\\" AS REAL))) OVER (PARTITION BY \\\"feature_5\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_5\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_27\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_26\\\", '') IS NOT NULL\\nGROUP BY \\\"feature_5\\\", \\\"feature_27\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"feature_5\", \"feature_27\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_5\": \"8\", \"feature_27\": \"1\", \"total_measure\": 6.82, \"share_within_group\": 9.507876760072493}, {\"feature_5\": \"6\", \"feature_27\": \"1\", \"total_measure\": 6.95, \"share_within_group\": 9.240792447812792}, {\"feature_5\": \"7\", \"feature_27\": \"1\", \"total_measure\": 5.0, \"share_within_group\": 6.97350069735007}, {\"feature_5\": \"2\", \"feature_27\": \"1\", \"total_measure\": 3.71, \"share_within_group\": 5.735044056268357}, {\"feature_5\": \"1\", \"feature_27\": \"0.46\", \"total_measure\": 3.61, \"share_within_group\": 5.0097141271162915}, {\"feature_5\": \"6\", \"feature_27\": \"0.3\", \"total_measure\": 3.7, \"share_within_group\": 4.919558569339184}, {\"feature_5\": \"7\", \"feature_27\": \"0.58\", \"total_measure\": 3.4299999999999997, \"share_within_group\": 4.783821478382148}, {\"feature_5\": \"3\", \"feature_27\": \"0.3\", \"total_measure\": 3.0, \"share_within_group\": 4.570383912248629}, {\"feature_5\": \"3\", \"feature_27\": \"0.35\", \"total_measure\": 2.95, \"share_within_group\": 4.494210847044485}, {\"feature_5\": \"4\", \"feature_27\": \"1\", \"total_measure\": 3.0, \"share_within_group\": 4.455666122085252}, {\"feature_5\": \"2\", \"feature_27\": \"0.3\", \"total_measure\": 2.85, \"share_within_group\": 4.4056268356778485}, {\"feature_5\": \"4\", \"feature_27\": \"0.26\", \"total_measure\": 2.95, \"share_within_group\": 4.381405020050497}, {\"feature_5\": \"5\", \"feature_27\": \"1\", \"total_measure\": 3.0, \"share_within_group\": 4.288164665523157}, {\"feature_5\": \"7\", \"feature_27\": \"0.34\", \"total_measure\": 3.03, \"share_within_group\": 4.2259414225941425}, {\"feature_5\": \"2\", \"feature_27\": \"0.32\", \"total_measure\": 2.72, \"share_within_group\": 4.204668418611841}, {\"feature_5\": \"9\", \"feature_27\": \"1\", \"total_measure\": 3.0, \"share_within_group\": 4.200504060487258}, {\"feature_5\": \"8\", \"feature_27\": \"0.43\", \"total_measure\": 3.01, \"share_within_group\": 4.196291649240206}, {\"feature_5\": \"1\", \"feature_27\": \"1\", \"total_measure\": 3.0, \"share_within_group\": 4.163197335553705}, {\"feature_5\": \"5\", \"feature_27\": \"0.42\", \"total_measure\": 2.87, \"share_within_group\": 4.10234419668382}, {\"feature_5\": \"2\", \"feature_27\": \"0.34\", \"total_measure\": 2.64, \"share_within_group\": 4.081001700417375}, {\"feature_5\": \"5\", \"feature_27\": \"0.43\", \"total_measure\": 2.85, \"share_within_group\": 4.073756432246999}, {\"feature_5\": \"4\", \"feature_27\": \"0.28\", \"total_measure\": 2.7199999999999998, \"share_within_group\": 4.0398039506906285}, {\"feature_5\": \"3\", \"feature_27\": \"0.25\", \"total_measure\": 2.58, \"share_within_group\": 3.930530164533821}, {\"feature_5\": \"9\", \"feature_27\": \"0.29\", \"total_measure\": 2.79, \"share_within_group\": 3.9064687762531505}, {\"feature_5\": \"2\", \"feature_27\": \"0.27\", \"total_measure\": 2.52, \"share_within_group\": 3.8955016231256763}, {\"feature_5\": \"9\", \"feature_27\": \"0.37\", \"total_measure\": 2.76, \"share_within_group\": 3.8644637356482776}, {\"feature_5\": \"8\", \"feature_27\": \"0.39\", \"total_measure\": 2.71, \"share_within_group\": 3.7780566011431755}, {\"feature_5\": \"9\", \"feature_27\": \"0.28\", \"total_measure\": 2.67, \"share_within_group\": 3.73844861383366}, {\"feature_5\": \"9\", \"feature_27\": \"0.53\", \"total_measure\": 2.64, \"share_within_group\": 3.6964435732287875}, {\"feature_5\": \"4\", \"feature_27\": \"0.37\", \"total_measure\": 2.48, \"share_within_group\": 3.683350660923808}, {\"feature_5\": \"9\", \"feature_27\": \"0.32\", \"total_measure\": 2.5700000000000003, \"share_within_group\": 3.598431811817418}, {\"feature_5\": \"10\", \"feature_27\": \"0.33\", \"total_measure\": 2.46, \"share_within_group\": 3.5828721235071366}, {\"feature_5\": \"10\", \"feature_27\": \"0.23\", \"total_measure\": 2.41, \"share_within_group\": 3.510049519370813}, {\"feature_5\": \"10\", \"feature_27\": \"0.32\", \"total_measure\": 2.41, \"share_within_group\": 3.510049519370813}, {\"feature_5\": \"6\", \"feature_27\": \"0.46\", \"total_measure\": 2.61, \"share_within_group\": 3.4702832070203433}, {\"feature_5\": \"4\", \"feature_27\": \"0.3\", \"total_measure\": 2.32, \"share_within_group\": 3.4457151344125942}, {\"feature_5\": \"10\", \"feature_27\": \"0.4\", \"total_measure\": 2.36, \"share_within_group\": 3.437226915234489}, {\"feature_5\": \"7\", \"feature_27\": \"0.32\", \"total_measure\": 2.46, \"share_within_group\": 3.430962343096234}, {\"feature_5\": \"3\", \"feature_27\": \"0.55\", \"total_measure\": 2.24, \"share_within_group\": 3.4125533211456434}, {\"feature_5\": \"3\", \"feature_27\": \"0.2\", \"total_measure\": 2.22, \"share_within_group\": 3.382084095063986}, {\"feature_5\": \"10\", \"feature_27\": \"0.31\", \"total_measure\": 2.32, \"share_within_group\": 3.3789688319254294}, {\"feature_5\": \"3\", \"feature_27\": \"0.43\", \"total_measure\": 2.21, \"share_within_group\": 3.3668494820231567}, {\"feature_5\": \"1\", \"feature_27\": \"0.3\", \"total_measure\": 2.42, \"share_within_group\": 3.3583125173466555}, {\"feature_5\": \"9\", \"feature_27\": \"0.35\", \"total_measure\": 2.37, \"share_within_group\": 3.3183982077849343}, {\"feature_5\": \"1\", \"feature_27\": \"0.37\", \"total_measure\": 2.38, \"share_within_group\": 3.302803219539273}, {\"feature_5\": \"1\", \"feature_27\": \"0.4\", \"total_measure\": 2.38, \"share_within_group\": 3.302803219539273}, {\"feature_5\": \"4\", \"feature_27\": \"0.29\", \"total_measure\": 2.21, \"share_within_group\": 3.2823407099361357}, {\"feature_5\": \"10\", \"feature_27\": \"0.56\", \"total_measure\": 2.23, \"share_within_group\": 3.2478881444800467}, {\"feature_5\": \"1\", \"feature_27\": \"0.36\", \"total_measure\": 2.3, \"share_within_group\": 3.191784623924507}, {\"feature_5\": \"8\", \"feature_27\": \"0.46\", \"total_measure\": 2.28, \"share_within_group\": 3.1785863655374316}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.76}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8950b9bf6faed9c17432979e7428150ba1ab0411 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:01:52.987962+00:00", + "ended_at": "2026-05-26T01:02:53.712756+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_43b44de2fbe731a0", + "problem_id": "v2p_n4_8419d2695e29c195", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_5, measure_col=feature_26.", + "bindings": { + "group_col": "feature_5", + "measure_col": "feature_26", + "item_col": "feature_27", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.72, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=24" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_43b44de2fbe731a0.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_43b44de2fbe731a0", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 3164, + "total_tokens": 42400, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 221, + "estimated_total_tokens": 16162, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 60707.77, + "sql_execution_elapsed_ms_total": 3.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..92b464e1df16db776ac1193141829cc11ca30d14 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:02:53.706815+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 60707.77, "started_at": "2026-05-26T01:01:52.989694+00:00", "ended_at": "2026-05-26T01:02:53.697701+00:00", "prompt_metrics": {"chars": 51044, "bytes_utf8": 51044, "lines": 1634, "estimated_tokens": 15941}, "response_metrics": {"chars": 740, "bytes_utf8": 740, "lines": 1, "estimated_tokens": 221}, "usage": {"input_tokens": 39236, "cached_input_tokens": 38272, "output_tokens": 3164, "reasoning_output_tokens": 2937}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"feature_5\\\",\\n \\\"feature_27\\\",\\n SUM(CAST(\\\"feature_26\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"feature_26\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"feature_26\\\" AS REAL))) OVER (PARTITION BY \\\"feature_5\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_5\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_27\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_26\\\", '') IS NOT NULL\\nGROUP BY \\\"feature_5\\\", \\\"feature_27\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Bound roles per the selected template: group_col=feature_5, item_col=feature_27, measure_col=feature_26. Blank TEXT values are excluded, and feature_26 is cast to REAL for SQLite aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f1e170180c943bb6862b58bcf827b15ce4ca09ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_43b44de2fbe731a0", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 3164, + "total_tokens": 42400, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 221, + "estimated_total_tokens": 16162, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 60707.77, + "sql_execution_elapsed_ms_total": 3.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_43b44de2fbe731a0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4f8205bfe2b430dfd433d7a65cb9599e1f81ff37 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51052, "bytes_utf8": 51052, "lines": 1634, "estimated_tokens": 15942}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1307, "bytes_utf8": 1307, "lines": 1, "estimated_tokens": 392}, "usage": {"input_tokens": 39237, "cached_input_tokens": 38784, "output_tokens": 4684, "reasoning_output_tokens": 4286}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..41ceae6ed990205ef19d4b5f4193c09a497ec499 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_45ab2c2fc22952a6", + "api_calls": 0, + "input_tokens": 39237, + "cached_input_tokens": 38784, + "output_tokens": 4684, + "total_tokens": 43921, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15942, + "estimated_output_tokens": 392, + "estimated_total_tokens": 16334, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 88852.42, + "sql_execution_elapsed_ms_total": 2.94, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5c1bcb286448570f22c93d55648b7c33047f5f38 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:02:53.715210+00:00", + "ended_at": "2026-05-26T01:04:22.567938+00:00", + "elapsed_ms": 88852.42, + "prompt_metrics": { + "chars": 51052, + "bytes_utf8": 51052, + "lines": 1634, + "estimated_tokens": 15942 + }, + "stdout_metrics": { + "chars": 1786, + "bytes_utf8": 1786, + "lines": 4, + "estimated_tokens": 581 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 100 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1307, + "bytes_utf8": 1307, + "lines": 1, + "estimated_tokens": 392 + }, + "usage": { + "input_tokens": 39237, + "cached_input_tokens": 38784, + "output_tokens": 4684, + "reasoning_output_tokens": 4286 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..68f42869a87f45f5ebf59a1f82b89b061e5e2f31 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_125, measure_col=feature_31.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_125", + "measure_col": "feature_31", + "item_col": "feature_32", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.2968, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3cc02b4355e43af99670c4e3b5a1d8a4bf0174a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ce-5937-7590-858f-4feedceb4904"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nWITH \\\"cleaned\\\" AS (\\n SELECT\\n CAST(NULLIF(NULLIF(TRIM(\\\"feature_125\\\"), ''), '?') AS REAL) AS \\\"feature_125\\\",\\n CAST(NULLIF(NULLIF(TRIM(\\\"feature_32\\\"), ''), '?') AS REAL) AS \\\"feature_32\\\",\\n CAST(NULLIF(NULLIF(TRIM(\\\"feature_31\\\"), ''), '?') AS REAL) AS \\\"feature_31\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(NULLIF(TRIM(\\\"feature_125\\\"), ''), '?') IS NOT NULL\\n AND NULLIF(NULLIF(TRIM(\\\"feature_32\\\"), ''), '?') IS NOT NULL\\n AND NULLIF(NULLIF(TRIM(\\\"feature_31\\\"), ''), '?') IS NOT NULL\\n),\\n\\\"grouped\\\" AS (\\n SELECT\\n \\\"feature_125\\\",\\n \\\"feature_32\\\",\\n SUM(\\\"feature_31\\\") AS \\\"total_measure\\\"\\n FROM \\\"cleaned\\\"\\n GROUP BY\\n \\\"feature_125\\\",\\n \\\"feature_32\\\"\\n)\\nSELECT\\n \\\"feature_125\\\",\\n \\\"feature_32\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_125\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with \\\"feature_125\\\" as the group column, \\\"feature_32\\\" as the item column, and \\\"feature_31\\\" as the measure. Because the schema stores these numeric fields as TEXT, the query filters blank/? placeholders and casts them to REAL before aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39237,"cached_input_tokens":38784,"output_tokens":4684,"reasoning_output_tokens":4286}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4d745bda6e3e834ad7c947d34b7bab3bd14d4653 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nWITH \"cleaned\" AS (\n SELECT\n CAST(NULLIF(NULLIF(TRIM(\"feature_125\"), ''), '?') AS REAL) AS \"feature_125\",\n CAST(NULLIF(NULLIF(TRIM(\"feature_32\"), ''), '?') AS REAL) AS \"feature_32\",\n CAST(NULLIF(NULLIF(TRIM(\"feature_31\"), ''), '?') AS REAL) AS \"feature_31\"\n FROM \"n4\"\n WHERE NULLIF(NULLIF(TRIM(\"feature_125\"), ''), '?') IS NOT NULL\n AND NULLIF(NULLIF(TRIM(\"feature_32\"), ''), '?') IS NOT NULL\n AND NULLIF(NULLIF(TRIM(\"feature_31\"), ''), '?') IS NOT NULL\n),\n\"grouped\" AS (\n SELECT\n \"feature_125\",\n \"feature_32\",\n SUM(\"feature_31\") AS \"total_measure\"\n FROM \"cleaned\"\n GROUP BY\n \"feature_125\",\n \"feature_32\"\n)\nSELECT\n \"feature_125\",\n \"feature_32\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"feature_125\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the Within-Group Share of Total template with \"feature_125\" as the group column, \"feature_32\" as the item column, and \"feature_31\" as the measure. Because the schema stores these numeric fields as TEXT, the query filters blank/? placeholders and casts them to REAL before aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0acc76cab0da4abe81d69d52e9a55fe83fc4aed3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:04:22.408908Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61ce-5937-7590-858f-4feedceb4904.1779757373751512000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..da2d8dc04b3d826ebd9a2969514ffed330b3e9e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_125, measure_col=feature_31. +Result preview: [{"feature_125": 0.5, "feature_32": 0.41, "total_measure": 2.01, "share_within_group": 7.550713749060855}, {"feature_125": 1.0, "feature_32": 0.38, "total_measure": 1.6, "share_within_group": 6.477732793522267}, {"feature_125": 0.5, "feature_32": 0.3, "total_measure": 1.65, "share_within_group": 6.198347107438016}, {"feature_125": 0.5, "feature_32": 0.23, "total_measure": 1.6400000000000001, "share_within_group": 6.1607813673929375}, {"feature_125": 0.5, "feature_32": 0.26, "total_measure": 1.56, "share_within_group": 5.860255447032307}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7d0c399067a0d41b3038c8520d26534d4d5c768e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/generated_sql.sql @@ -0,0 +1,40 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_45ab2c2fc22952a6 +-- problem_id: v2p_n4_7ef14751b09a3edf +-- realization_mode: agent +-- source_kind: agent +WITH "cleaned" AS ( + SELECT + CAST(NULLIF(NULLIF(TRIM("feature_125"), ''), '?') AS REAL) AS "feature_125", + CAST(NULLIF(NULLIF(TRIM("feature_32"), ''), '?') AS REAL) AS "feature_32", + CAST(NULLIF(NULLIF(TRIM("feature_31"), ''), '?') AS REAL) AS "feature_31" + FROM "n4" + WHERE NULLIF(NULLIF(TRIM("feature_125"), ''), '?') IS NOT NULL + AND NULLIF(NULLIF(TRIM("feature_32"), ''), '?') IS NOT NULL + AND NULLIF(NULLIF(TRIM("feature_31"), ''), '?') IS NOT NULL +), +"grouped" AS ( + SELECT + "feature_125", + "feature_32", + SUM("feature_31") AS "total_measure" + FROM "cleaned" + GROUP BY + "feature_125", + "feature_32" +) +SELECT + "feature_125", + "feature_32", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "feature_125") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..141ff6b072024d7d91e16e2540bce1acd0662536 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nWITH \"cleaned\" AS (\n SELECT\n CAST(NULLIF(NULLIF(TRIM(\"feature_125\"), ''), '?') AS REAL) AS \"feature_125\",\n CAST(NULLIF(NULLIF(TRIM(\"feature_32\"), ''), '?') AS REAL) AS \"feature_32\",\n CAST(NULLIF(NULLIF(TRIM(\"feature_31\"), ''), '?') AS REAL) AS \"feature_31\"\n FROM \"n4\"\n WHERE NULLIF(NULLIF(TRIM(\"feature_125\"), ''), '?') IS NOT NULL\n AND NULLIF(NULLIF(TRIM(\"feature_32\"), ''), '?') IS NOT NULL\n AND NULLIF(NULLIF(TRIM(\"feature_31\"), ''), '?') IS NOT NULL\n),\n\"grouped\" AS (\n SELECT\n \"feature_125\",\n \"feature_32\",\n SUM(\"feature_31\") AS \"total_measure\"\n FROM \"cleaned\"\n GROUP BY\n \"feature_125\",\n \"feature_32\"\n)\nSELECT\n \"feature_125\",\n \"feature_32\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"feature_125\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nWITH \\\"cleaned\\\" AS (\\n SELECT\\n CAST(NULLIF(NULLIF(TRIM(\\\"feature_125\\\"), ''), '?') AS REAL) AS \\\"feature_125\\\",\\n CAST(NULLIF(NULLIF(TRIM(\\\"feature_32\\\"), ''), '?') AS REAL) AS \\\"feature_32\\\",\\n CAST(NULLIF(NULLIF(TRIM(\\\"feature_31\\\"), ''), '?') AS REAL) AS \\\"feature_31\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(NULLIF(TRIM(\\\"feature_125\\\"), ''), '?') IS NOT NULL\\n AND NULLIF(NULLIF(TRIM(\\\"feature_32\\\"), ''), '?') IS NOT NULL\\n AND NULLIF(NULLIF(TRIM(\\\"feature_31\\\"), ''), '?') IS NOT NULL\\n),\\n\\\"grouped\\\" AS (\\n SELECT\\n \\\"feature_125\\\",\\n \\\"feature_32\\\",\\n SUM(\\\"feature_31\\\") AS \\\"total_measure\\\"\\n FROM \\\"cleaned\\\"\\n GROUP BY\\n \\\"feature_125\\\",\\n \\\"feature_32\\\"\\n)\\nSELECT\\n \\\"feature_125\\\",\\n \\\"feature_32\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_125\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"feature_125\", \"feature_32\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_125\": 0.5, \"feature_32\": 0.41, \"total_measure\": 2.01, \"share_within_group\": 7.550713749060855}, {\"feature_125\": 1.0, \"feature_32\": 0.38, \"total_measure\": 1.6, \"share_within_group\": 6.477732793522267}, {\"feature_125\": 0.5, \"feature_32\": 0.3, \"total_measure\": 1.65, \"share_within_group\": 6.198347107438016}, {\"feature_125\": 0.5, \"feature_32\": 0.23, \"total_measure\": 1.6400000000000001, \"share_within_group\": 6.1607813673929375}, {\"feature_125\": 0.5, \"feature_32\": 0.26, \"total_measure\": 1.56, \"share_within_group\": 5.860255447032307}, {\"feature_125\": 0.5, \"feature_32\": 0.33, \"total_measure\": 1.51, \"share_within_group\": 5.672426746806912}, {\"feature_125\": 1.0, \"feature_32\": 0.36, \"total_measure\": 1.38, \"share_within_group\": 5.587044534412955}, {\"feature_125\": 0.5, \"feature_32\": 0.31, \"total_measure\": 1.45, \"share_within_group\": 5.447032306536439}, {\"feature_125\": 0.0, \"feature_32\": 0.3, \"total_measure\": 1.9300000000000002, \"share_within_group\": 5.297831457589899}, {\"feature_125\": 0.5, \"feature_32\": 0.29, \"total_measure\": 1.41, \"share_within_group\": 5.296769346356123}, {\"feature_125\": 0.5, \"feature_32\": 0.34, \"total_measure\": 1.4100000000000001, \"share_within_group\": 5.296769346356123}, {\"feature_125\": 1.0, \"feature_32\": 0.43, \"total_measure\": 1.26, \"share_within_group\": 5.101214574898785}, {\"feature_125\": 1.0, \"feature_32\": 0.37, \"total_measure\": 1.25, \"share_within_group\": 5.060728744939271}, {\"feature_125\": 1.0, \"feature_32\": 0.39, \"total_measure\": 1.25, \"share_within_group\": 5.060728744939271}, {\"feature_125\": 1.0, \"feature_32\": 0.45, \"total_measure\": 1.21, \"share_within_group\": 4.898785425101215}, {\"feature_125\": 0.0, \"feature_32\": 0.37, \"total_measure\": 1.71, \"share_within_group\": 4.693933571232501}, {\"feature_125\": 1.0, \"feature_32\": 0.3, \"total_measure\": 1.1400000000000001, \"share_within_group\": 4.615384615384616}, {\"feature_125\": 0.0, \"feature_32\": 0.41, \"total_measure\": 1.67, \"share_within_group\": 4.584133955531156}, {\"feature_125\": 0.5, \"feature_32\": 0.28, \"total_measure\": 1.17, \"share_within_group\": 4.39519158527423}, {\"feature_125\": 0.0, \"feature_32\": 0.32, \"total_measure\": 1.55, \"share_within_group\": 4.254735108427121}, {\"feature_125\": 0.5, \"feature_32\": 0.37, \"total_measure\": 1.1, \"share_within_group\": 4.132231404958678}, {\"feature_125\": 0.0, \"feature_32\": 0.57, \"total_measure\": 1.49, \"share_within_group\": 4.090035684875103}, {\"feature_125\": 0.0, \"feature_32\": 0.46, \"total_measure\": 1.47, \"share_within_group\": 4.03513587702443}, {\"feature_125\": 1.0, \"feature_32\": 0.24, \"total_measure\": 0.95, \"share_within_group\": 3.8461538461538463}, {\"feature_125\": 1.0, \"feature_32\": 0.28, \"total_measure\": 0.94, \"share_within_group\": 3.805668016194332}, {\"feature_125\": 1.0, \"feature_32\": 0.68, \"total_measure\": 0.93, \"share_within_group\": 3.765182186234818}, {\"feature_125\": 0.0, \"feature_32\": 0.58, \"total_measure\": 1.37, \"share_within_group\": 3.760636837771068}, {\"feature_125\": 0.5, \"feature_32\": 0.47, \"total_measure\": 1.0, \"share_within_group\": 3.756574004507889}, {\"feature_125\": 0.5, \"feature_32\": 0.32, \"total_measure\": 0.96, \"share_within_group\": 3.606311044327573}, {\"feature_125\": 0.5, \"feature_32\": 0.43, \"total_measure\": 0.94, \"share_within_group\": 3.5311795642374153}, {\"feature_125\": 1.0, \"feature_32\": 0.55, \"total_measure\": 0.8700000000000001, \"share_within_group\": 3.5222672064777334}, {\"feature_125\": 1.0, \"feature_32\": 0.49, \"total_measure\": 0.8200000000000001, \"share_within_group\": 3.319838056680162}, {\"feature_125\": 1.0, \"feature_32\": 0.32, \"total_measure\": 0.78, \"share_within_group\": 3.1578947368421053}, {\"feature_125\": 0.0, \"feature_32\": 0.48, \"total_measure\": 1.1400000000000001, \"share_within_group\": 3.129289047488334}, {\"feature_125\": 0.5, \"feature_32\": 0.25, \"total_measure\": 0.8300000000000001, \"share_within_group\": 3.1179564237415476}, {\"feature_125\": 0.0, \"feature_32\": 0.33, \"total_measure\": 1.09, \"share_within_group\": 2.9920395278616527}, {\"feature_125\": 1.0, \"feature_32\": 0.34, \"total_measure\": 0.73, \"share_within_group\": 2.9554655870445345}, {\"feature_125\": 0.0, \"feature_32\": 0.36, \"total_measure\": 1.07, \"share_within_group\": 2.93713972001098}, {\"feature_125\": 0.0, \"feature_32\": 0.27, \"total_measure\": 1.06, \"share_within_group\": 2.9096898160856437}, {\"feature_125\": 0.0, \"feature_32\": 0.28, \"total_measure\": 1.05, \"share_within_group\": 2.8822399121603075}, {\"feature_125\": 1.0, \"feature_32\": 0.27, \"total_measure\": 0.71, \"share_within_group\": 2.8744939271255063}, {\"feature_125\": 1.0, \"feature_32\": 0.23, \"total_measure\": 0.7, \"share_within_group\": 2.834008097165992}, {\"feature_125\": 0.0, \"feature_32\": 0.34, \"total_measure\": 1.03, \"share_within_group\": 2.827340104309635}, {\"feature_125\": 0.5, \"feature_32\": 0.38, \"total_measure\": 0.75, \"share_within_group\": 2.8174305033809164}, {\"feature_125\": 0.0, \"feature_32\": 0.47, \"total_measure\": 1.02, \"share_within_group\": 2.7998902003842985}, {\"feature_125\": 0.0, \"feature_32\": 0.35, \"total_measure\": 1.01, \"share_within_group\": 2.7724402964589623}, {\"feature_125\": 0.0, \"feature_32\": 0.76, \"total_measure\": 1.0, \"share_within_group\": 2.744990392533626}, {\"feature_125\": 0.5, \"feature_32\": 0.52, \"total_measure\": 0.73, \"share_within_group\": 2.7422990232907587}, {\"feature_125\": 0.0, \"feature_32\": 0.38, \"total_measure\": 0.97, \"share_within_group\": 2.6626406807576175}, {\"feature_125\": 1.0, \"feature_32\": 0.25, \"total_measure\": 0.64, \"share_within_group\": 2.591093117408907}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.94}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ff3c5c85235ba761fc0484068248f54e1306450e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:02:53.713216+00:00", + "ended_at": "2026-05-26T01:04:22.582448+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_45ab2c2fc22952a6", + "problem_id": "v2p_n4_7ef14751b09a3edf", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_125, measure_col=feature_31.", + "bindings": { + "group_col": "feature_125", + "measure_col": "feature_31", + "item_col": "feature_32", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.2968, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=29" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_45ab2c2fc22952a6.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_45ab2c2fc22952a6", + "api_calls": 0, + "input_tokens": 39237, + "cached_input_tokens": 38784, + "output_tokens": 4684, + "total_tokens": 43921, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15942, + "estimated_output_tokens": 392, + "estimated_total_tokens": 16334, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 88852.42, + "sql_execution_elapsed_ms_total": 2.94, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8f96a026de5aa4d3c964f13215eb7846ca91c1bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:04:22.577759+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 88852.42, "started_at": "2026-05-26T01:02:53.715210+00:00", "ended_at": "2026-05-26T01:04:22.567938+00:00", "prompt_metrics": {"chars": 51052, "bytes_utf8": 51052, "lines": 1634, "estimated_tokens": 15942}, "response_metrics": {"chars": 1307, "bytes_utf8": 1307, "lines": 1, "estimated_tokens": 392}, "usage": {"input_tokens": 39237, "cached_input_tokens": 38784, "output_tokens": 4684, "reasoning_output_tokens": 4286}, "stderr_preview": "2026-05-26T01:04:22.408908Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61ce-5937-7590-858f-4feedceb4904.1779757373751512000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nWITH \\\"cleaned\\\" AS (\\n SELECT\\n CAST(NULLIF(NULLIF(TRIM(\\\"feature_125\\\"), ''), '?') AS REAL) AS \\\"feature_125\\\",\\n CAST(NULLIF(NULLIF(TRIM(\\\"feature_32\\\"), ''), '?') AS REAL) AS \\\"feature_32\\\",\\n CAST(NULLIF(NULLIF(TRIM(\\\"feature_31\\\"), ''), '?') AS REAL) AS \\\"feature_31\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(NULLIF(TRIM(\\\"feature_125\\\"), ''), '?') IS NOT NULL\\n AND NULLIF(NULLIF(TRIM(\\\"feature_32\\\"), ''), '?') IS NOT NULL\\n AND NULLIF(NULLIF(TRIM(\\\"feature_31\\\"), ''), '?') IS NOT NULL\\n),\\n\\\"grouped\\\" AS (\\n SELECT\\n \\\"feature_125\\\",\\n \\\"feature_32\\\",\\n SUM(\\\"feature_31\\\") AS \\\"total_measure\\\"\\n FROM \\\"cleaned\\\"\\n GROUP BY\\n \\\"feature_125\\\",\\n \\\"feature_32\\\"\\n)\\nSELECT\\n \\\"feature_125\\\",\\n \\\"feature_32\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_125\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"n"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b4d86fe76de33a5e946a1e08309ea9d9b9a20301 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_45ab2c2fc22952a6", + "api_calls": 0, + "input_tokens": 39237, + "cached_input_tokens": 38784, + "output_tokens": 4684, + "total_tokens": 43921, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15942, + "estimated_output_tokens": 392, + "estimated_total_tokens": 16334, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 88852.42, + "sql_execution_elapsed_ms_total": 2.94, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_45ab2c2fc22952a6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..11ccb2ffb08bb21ea58663ed171e5578643b357d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51442, "bytes_utf8": 51442, "lines": 1635, "estimated_tokens": 16034}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 721, "bytes_utf8": 721, "lines": 1, "estimated_tokens": 196}, "usage": {"input_tokens": 39329, "cached_input_tokens": 22912, "output_tokens": 1085, "reasoning_output_tokens": 883}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..143e08b00bc9496f26b67b2c8e19e5ac5c2df375 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_472962abc2ddff01", + "api_calls": 0, + "input_tokens": 39329, + "cached_input_tokens": 22912, + "output_tokens": 1085, + "total_tokens": 40414, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16034, + "estimated_output_tokens": 196, + "estimated_total_tokens": 16230, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23005.34, + "sql_execution_elapsed_ms_total": 1.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..20350e6ab2fdbf75852116ff250a86063fce0085 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:04:22.584785+00:00", + "ended_at": "2026-05-26T01:04:45.590237+00:00", + "elapsed_ms": 23005.34, + "prompt_metrics": { + "chars": 51442, + "bytes_utf8": 51442, + "lines": 1635, + "estimated_tokens": 16034 + }, + "stdout_metrics": { + "chars": 1087, + "bytes_utf8": 1087, + "lines": 4, + "estimated_tokens": 317 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 721, + "bytes_utf8": 721, + "lines": 1, + "estimated_tokens": 196 + }, + "usage": { + "input_tokens": 39329, + "cached_input_tokens": 22912, + "output_tokens": 1085, + "reasoning_output_tokens": 883 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9e304004e5224c8b2197ab3dd930c1c28c351a69 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_76, condition_col=feature_76.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "feature_76", + "condition_col": "feature_76", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d66f46f0eeaca23afa1073d192027fb0f1464567 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cf-b45b-7723-8cee-df1dc64e6a9e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"feature_76\\\",\\n SUM(CASE WHEN \\\"feature_76\\\" = '0.5' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"feature_76\\\" = '0' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_76\\\"\\n)\\nSELECT \\\"feature_76\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Used the provided grouped-ratio template with \\\"feature_76\\\" as both the grouping and condition column. Since the group and condition are the same TEXT field, only groups equal to '0.5' or '0' can produce non-NULL ratios.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39329,"cached_input_tokens":22912,"output_tokens":1085,"reasoning_output_tokens":883}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cd56c0afd6c92fe5464ad53ee7e3d5afde54b1d8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"feature_76\",\n SUM(CASE WHEN \"feature_76\" = '0.5' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"feature_76\" = '0' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n4\"\n GROUP BY \"feature_76\"\n)\nSELECT \"feature_76\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Used the provided grouped-ratio template with \"feature_76\" as both the grouping and condition column. Since the group and condition are the same TEXT field, only groups equal to '0.5' or '0' can produce non-NULL ratios."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9480b46f2104f2b7a24b7a16afd6826756be4eec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_76, condition_col=feature_76. +Result preview: [{"feature_76": "0", "condition_ratio": 0.0}, {"feature_76": "0.5", "condition_ratio": null}, {"feature_76": "1", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5db21d27e168e6a9f5e15c3afe628020f47a9c78 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n4_472962abc2ddff01 +-- problem_id: v2p_n4_dd15d160d247b1e8 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "feature_76", + SUM(CASE WHEN "feature_76" = '0.5' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "feature_76" = '0' THEN 1 ELSE 0 END) AS denominator_count + FROM "n4" + GROUP BY "feature_76" +) +SELECT "feature_76", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..520624e006b7177933f7087bf636ab58d717ee8d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"feature_76\",\n SUM(CASE WHEN \"feature_76\" = '0.5' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"feature_76\" = '0' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n4\"\n GROUP BY \"feature_76\"\n)\nSELECT \"feature_76\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"feature_76\\\",\\n SUM(CASE WHEN \\\"feature_76\\\" = '0.5' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"feature_76\\\" = '0' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_76\\\"\\n)\\nSELECT \\\"feature_76\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"feature_76\", \"condition_ratio\"], \"rows\": [{\"feature_76\": \"0\", \"condition_ratio\": 0.0}, {\"feature_76\": \"0.5\", \"condition_ratio\": null}, {\"feature_76\": \"1\", \"condition_ratio\": null}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.36}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4225979060ddf417b28cf697510272f089dceb28 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:04:22.582815+00:00", + "ended_at": "2026-05-26T01:04:45.602069+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_472962abc2ddff01", + "problem_id": "v2p_n4_dd15d160d247b1e8", + "dataset_id": "n4", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_76, condition_col=feature_76.", + "bindings": { + "group_col": "feature_76", + "condition_col": "feature_76", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=43" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_472962abc2ddff01.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_472962abc2ddff01", + "api_calls": 0, + "input_tokens": 39329, + "cached_input_tokens": 22912, + "output_tokens": 1085, + "total_tokens": 40414, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16034, + "estimated_output_tokens": 196, + "estimated_total_tokens": 16230, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23005.34, + "sql_execution_elapsed_ms_total": 1.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6942dc50f587c1fe89accd5d5cc7de86af469f51 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:04:45.599454+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 23005.34, "started_at": "2026-05-26T01:04:22.584785+00:00", "ended_at": "2026-05-26T01:04:45.590237+00:00", "prompt_metrics": {"chars": 51442, "bytes_utf8": 51442, "lines": 1635, "estimated_tokens": 16034}, "response_metrics": {"chars": 721, "bytes_utf8": 721, "lines": 1, "estimated_tokens": 196}, "usage": {"input_tokens": 39329, "cached_input_tokens": 22912, "output_tokens": 1085, "reasoning_output_tokens": 883}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"feature_76\\\",\\n SUM(CASE WHEN \\\"feature_76\\\" = '0.5' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"feature_76\\\" = '0' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_76\\\"\\n)\\nSELECT \\\"feature_76\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Used the provided grouped-ratio template with \\\"feature_76\\\" as both the grouping and condition column. Since the group and condition are the same TEXT field, only groups equal to '0.5' or '0' can produce non-NULL ratios.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d43c94826ad4d0eaaa4b3b9308a6ae9be6016a4a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_472962abc2ddff01", + "api_calls": 0, + "input_tokens": 39329, + "cached_input_tokens": 22912, + "output_tokens": 1085, + "total_tokens": 40414, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16034, + "estimated_output_tokens": 196, + "estimated_total_tokens": 16230, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23005.34, + "sql_execution_elapsed_ms_total": 1.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_472962abc2ddff01/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f418fa0671a0c0baa69303f766482ab82d24bd4c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51047, "bytes_utf8": 51047, "lines": 1634, "estimated_tokens": 15941}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 932, "bytes_utf8": 932, "lines": 1, "estimated_tokens": 258}, "usage": {"input_tokens": 39236, "cached_input_tokens": 38272, "output_tokens": 2334, "reasoning_output_tokens": 2070}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..314da15a918239e2ff9e9858cd27a6abf3a6960d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_47e82c377c338820", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 2334, + "total_tokens": 41570, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 258, + "estimated_total_tokens": 16199, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 48051.97, + "sql_execution_elapsed_ms_total": 3.32, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a0725e286ba3c19f8be9946d85a9e93934caf53d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:04:45.604271+00:00", + "ended_at": "2026-05-26T01:05:33.656425+00:00", + "elapsed_ms": 48051.97, + "prompt_metrics": { + "chars": 51047, + "bytes_utf8": 51047, + "lines": 1634, + "estimated_tokens": 15941 + }, + "stdout_metrics": { + "chars": 1338, + "bytes_utf8": 1338, + "lines": 4, + "estimated_tokens": 415 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 932, + "bytes_utf8": 932, + "lines": 1, + "estimated_tokens": 258 + }, + "usage": { + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 2334, + "reasoning_output_tokens": 2070 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2c5594650c877f17abf81731efff63694efbead7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_7": "0.55", + "feature_8": "0.02", + "feature_9": "0.95", + "feature_10": "0.09", + "feature_11": "0.05", + "feature_12": "0.38", + "feature_13": "0.38", + "feature_14": "0.23", + "feature_15": "0.36", + "feature_16": "0.02", + "feature_17": "0.9", + "feature_18": "0.5", + "feature_19": "0.72", + "feature_20": "0.16", + "feature_21": "0.68", + "feature_22": "0.44", + "feature_23": "0.11", + "feature_24": "0.71", + "feature_25": "0.46", + "feature_26": "0.43", + "feature_27": "0.41", + "feature_28": "0.28", + "feature_29": "0", + "feature_30": "0.74", + "feature_31": "0.51", + "feature_32": "0.48", + "feature_33": "0", + "feature_34": "0.06", + "feature_35": "0.25", + "feature_36": "0.3", + "feature_37": "0.33", + "feature_38": "0.12", + "feature_39": "0.65", + "feature_40": "0.67", + "feature_41": "0.38", + "feature_42": "0.42", + "feature_43": "0.46", + "feature_44": "0.22", + "feature_45": "0.27", + "feature_46": "0.2", + "feature_47": "0.21", + "feature_48": "0.51", + "feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_104, measure_col=feature_28.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_104", + "measure_col": "feature_28", + "item_col": "feature_29", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.3712, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9ea9682da1f61d55f469997d07c955d47fb4cd88 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d0-0e4b-72d3-8452-2c12afe0df10"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT CAST(\\\"feature_104\\\" AS REAL) AS \\\"feature_104\\\",\\n CAST(\\\"feature_29\\\" AS REAL) AS \\\"feature_29\\\",\\n SUM(CAST(\\\"feature_28\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"feature_28\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"feature_28\\\" AS REAL))) OVER (PARTITION BY CAST(\\\"feature_104\\\" AS REAL)), 0) AS share_within_group\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_104\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_29\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_28\\\", '') IS NOT NULL\\nGROUP BY CAST(\\\"feature_104\\\" AS REAL), CAST(\\\"feature_29\\\" AS REAL)\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"feature_104\\\", item_col=\\\"feature_29\\\", and measure_col=\\\"feature_28\\\". Blank TEXT values are filtered and numeric-text fields are cast to REAL for SQLite-compatible aggregation and grouping.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39236,"cached_input_tokens":38272,"output_tokens":2334,"reasoning_output_tokens":2070}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f7c6dce52e01587daf3afc8217d7dd945d9a719b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT CAST(\"feature_104\" AS REAL) AS \"feature_104\",\n CAST(\"feature_29\" AS REAL) AS \"feature_29\",\n SUM(CAST(\"feature_28\" AS REAL)) AS total_measure,\n SUM(CAST(\"feature_28\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\"feature_28\" AS REAL))) OVER (PARTITION BY CAST(\"feature_104\" AS REAL)), 0) AS share_within_group\nFROM \"n4\"\nWHERE NULLIF(\"feature_104\", '') IS NOT NULL\n AND NULLIF(\"feature_29\", '') IS NOT NULL\n AND NULLIF(\"feature_28\", '') IS NOT NULL\nGROUP BY CAST(\"feature_104\" AS REAL), CAST(\"feature_29\" AS REAL)\nORDER BY share_within_group DESC;","notes":"Uses the planned Within-Group Share of Total template with group_col=\"feature_104\", item_col=\"feature_29\", and measure_col=\"feature_28\". Blank TEXT values are filtered and numeric-text fields are cast to REAL for SQLite-compatible aggregation and grouping."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..916394e1a1b97866097ff510e3695375f8500426 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_104, measure_col=feature_28. +Result preview: [{"feature_104": 0.37, "feature_29": 0.14, "total_measure": 0.23, "share_within_group": 100.0}, {"feature_104": 0.49, "feature_29": 0.17, "total_measure": 0.22, "share_within_group": 100.0}, {"feature_104": 0.53, "feature_29": 0.16, "total_measure": 0.27, "share_within_group": 100.0}, {"feature_104": 0.55, "feature_29": 0.12, "total_measure": 0.23, "share_within_group": 100.0}, {"feature_104": 0.61, "feature_29": 0.11, "total_measure": 0.16, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..acd9b06746a89d311f1bc212b71fa5d1f9093865 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/generated_sql.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_47e82c377c338820 +-- problem_id: v2p_n4_256c77eab13b16c1 +-- realization_mode: agent +-- source_kind: agent +SELECT CAST("feature_104" AS REAL) AS "feature_104", + CAST("feature_29" AS REAL) AS "feature_29", + SUM(CAST("feature_28" AS REAL)) AS total_measure, + SUM(CAST("feature_28" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST("feature_28" AS REAL))) OVER (PARTITION BY CAST("feature_104" AS REAL)), 0) AS share_within_group +FROM "n4" +WHERE NULLIF("feature_104", '') IS NOT NULL + AND NULLIF("feature_29", '') IS NOT NULL + AND NULLIF("feature_28", '') IS NOT NULL +GROUP BY CAST("feature_104" AS REAL), CAST("feature_29" AS REAL) +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9ea95ee4892c48e20c76ae285824c2ab0411af5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT CAST(\"feature_104\" AS REAL) AS \"feature_104\",\n CAST(\"feature_29\" AS REAL) AS \"feature_29\",\n SUM(CAST(\"feature_28\" AS REAL)) AS total_measure,\n SUM(CAST(\"feature_28\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\"feature_28\" AS REAL))) OVER (PARTITION BY CAST(\"feature_104\" AS REAL)), 0) AS share_within_group\nFROM \"n4\"\nWHERE NULLIF(\"feature_104\", '') IS NOT NULL\n AND NULLIF(\"feature_29\", '') IS NOT NULL\n AND NULLIF(\"feature_28\", '') IS NOT NULL\nGROUP BY CAST(\"feature_104\" AS REAL), CAST(\"feature_29\" AS REAL)\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT CAST(\\\"feature_104\\\" AS REAL) AS \\\"feature_104\\\",\\n CAST(\\\"feature_29\\\" AS REAL) AS \\\"feature_29\\\",\\n SUM(CAST(\\\"feature_28\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"feature_28\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"feature_28\\\" AS REAL))) OVER (PARTITION BY CAST(\\\"feature_104\\\" AS REAL)), 0) AS share_within_group\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_104\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_29\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_28\\\", '') IS NOT NULL\\nGROUP BY CAST(\\\"feature_104\\\" AS REAL), CAST(\\\"feature_29\\\" AS REAL)\\nORDER BY share_within_group DESC;\", \"columns\": [\"feature_104\", \"feature_29\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_104\": 0.37, \"feature_29\": 0.14, \"total_measure\": 0.23, \"share_within_group\": 100.0}, {\"feature_104\": 0.49, \"feature_29\": 0.17, \"total_measure\": 0.22, \"share_within_group\": 100.0}, {\"feature_104\": 0.53, \"feature_29\": 0.16, \"total_measure\": 0.27, \"share_within_group\": 100.0}, {\"feature_104\": 0.55, \"feature_29\": 0.12, \"total_measure\": 0.23, \"share_within_group\": 100.0}, {\"feature_104\": 0.61, \"feature_29\": 0.11, \"total_measure\": 0.16, \"share_within_group\": 100.0}, {\"feature_104\": 0.64, \"feature_29\": 0.16, \"total_measure\": 0.19, \"share_within_group\": 100.0}, {\"feature_104\": 0.73, \"feature_29\": 0.13, \"total_measure\": 0.27, \"share_within_group\": 100.0}, {\"feature_104\": 0.76, \"feature_29\": 0.13, \"total_measure\": 0.2, \"share_within_group\": 100.0}, {\"feature_104\": 0.88, \"feature_29\": 0.1, \"total_measure\": 0.2, \"share_within_group\": 100.0}, {\"feature_104\": 0.72, \"feature_29\": 0.2, \"total_measure\": 0.17, \"share_within_group\": 99.99999999999999}, {\"feature_104\": 1.0, \"feature_29\": 0.14, \"total_measure\": 0.17, \"share_within_group\": 99.99999999999999}, {\"feature_104\": 0.63, \"feature_29\": 0.2, \"total_measure\": 0.31, \"share_within_group\": 63.26530612244898}, {\"feature_104\": 0.84, \"feature_29\": 0.14, \"total_measure\": 0.26, \"share_within_group\": 57.77777777777778}, {\"feature_104\": 0.81, \"feature_29\": 0.18, \"total_measure\": 0.24, \"share_within_group\": 57.142857142857146}, {\"feature_104\": 0.8, \"feature_29\": 0.21, \"total_measure\": 0.24, \"share_within_group\": 55.81395348837209}, {\"feature_104\": 0.82, \"feature_29\": 0.16, \"total_measure\": 0.21, \"share_within_group\": 53.84615384615385}, {\"feature_104\": 0.75, \"feature_29\": 0.18, \"total_measure\": 0.22, \"share_within_group\": 51.16279069767442}, {\"feature_104\": 0.67, \"feature_29\": 0.17, \"total_measure\": 0.23, \"share_within_group\": 50.0}, {\"feature_104\": 0.67, \"feature_29\": 0.18, \"total_measure\": 0.23, \"share_within_group\": 50.0}, {\"feature_104\": 0.75, \"feature_29\": 0.2, \"total_measure\": 0.21, \"share_within_group\": 48.83720930232558}, {\"feature_104\": 0.99, \"feature_29\": 0.42, \"total_measure\": 1.0, \"share_within_group\": 47.84688995215311}, {\"feature_104\": 0.82, \"feature_29\": 0.18, \"total_measure\": 0.18, \"share_within_group\": 46.15384615384615}, {\"feature_104\": 0.83, \"feature_29\": 0.15, \"total_measure\": 0.42, \"share_within_group\": 45.652173913043484}, {\"feature_104\": 0.8, \"feature_29\": 0.15, \"total_measure\": 0.19, \"share_within_group\": 44.18604651162791}, {\"feature_104\": 0.81, \"feature_29\": 0.19, \"total_measure\": 0.18, \"share_within_group\": 42.85714285714286}, {\"feature_104\": 0.84, \"feature_29\": 0.18, \"total_measure\": 0.19, \"share_within_group\": 42.22222222222222}, {\"feature_104\": 0.9, \"feature_29\": 0.14, \"total_measure\": 0.25, \"share_within_group\": 40.32258064516129}, {\"feature_104\": 0.89, \"feature_29\": 0.14, \"total_measure\": 0.29, \"share_within_group\": 40.27777777777777}, {\"feature_104\": 0.89, \"feature_29\": 0.21, \"total_measure\": 0.27, \"share_within_group\": 37.5}, {\"feature_104\": 0.86, \"feature_29\": 0.22, \"total_measure\": 0.27, \"share_within_group\": 36.986301369863014}, {\"feature_104\": 0.63, \"feature_29\": 0.13, \"total_measure\": 0.18, \"share_within_group\": 36.734693877551024}, {\"feature_104\": 0.85, \"feature_29\": 0.17, \"total_measure\": 0.39, \"share_within_group\": 35.77981651376147}, {\"feature_104\": 0.87, \"feature_29\": 0.18, \"total_measure\": 0.53, \"share_within_group\": 35.09933774834437}, {\"feature_104\": 0.9, \"feature_29\": 0.16, \"total_measure\": 0.2, \"share_within_group\": 32.25806451612903}, {\"feature_104\": 0.86, \"feature_29\": 0.16, \"total_measure\": 0.23, \"share_within_group\": 31.506849315068493}, {\"feature_104\": 0.86, \"feature_29\": 0.28, \"total_measure\": 0.23, \"share_within_group\": 31.506849315068493}, {\"feature_104\": 0.91, \"feature_29\": 0.18, \"total_measure\": 0.5, \"share_within_group\": 30.864197530864196}, {\"feature_104\": 0.91, \"feature_29\": 0.14, \"total_measure\": 0.49, \"share_within_group\": 30.24691358024691}, {\"feature_104\": 0.0, \"feature_29\": 0.24, \"total_measure\": 0.32, \"share_within_group\": 28.57142857142857}, {\"feature_104\": 0.85, \"feature_29\": 0.21, \"total_measure\": 0.31, \"share_within_group\": 28.44036697247706}, {\"feature_104\": 0.83, \"feature_29\": 0.26, \"total_measure\": 0.26, \"share_within_group\": 28.260869565217394}, {\"feature_104\": 0.9, \"feature_29\": 0.24, \"total_measure\": 0.17, \"share_within_group\": 27.419354838709676}, {\"feature_104\": 0.83, \"feature_29\": 0.12, \"total_measure\": 0.24, \"share_within_group\": 26.086956521739133}, {\"feature_104\": 0.0, \"feature_29\": 0.22, \"total_measure\": 0.29, \"share_within_group\": 25.89285714285714}, {\"feature_104\": 0.0, \"feature_29\": 0.19, \"total_measure\": 0.27, \"share_within_group\": 24.107142857142854}, {\"feature_104\": 0.94, \"feature_29\": 0.19, \"total_measure\": 0.58, \"share_within_group\": 23.770491803278688}, {\"feature_104\": 0.91, \"feature_29\": 0.13, \"total_measure\": 0.38, \"share_within_group\": 23.456790123456788}, {\"feature_104\": 0.89, \"feature_29\": 0.31, \"total_measure\": 0.16, \"share_within_group\": 22.22222222222222}, {\"feature_104\": 0.0, \"feature_29\": 0.17, \"total_measure\": 0.24, \"share_within_group\": 21.428571428571427}, {\"feature_104\": 0.92, \"feature_29\": 0.13, \"total_measure\": 0.45999999999999996, \"share_within_group\": 20.720720720720724}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.32}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1b398a4637b0e7020123d28a695c597b28199078 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:04:45.602458+00:00", + "ended_at": "2026-05-26T01:05:33.671728+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_47e82c377c338820", + "problem_id": "v2p_n4_256c77eab13b16c1", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_104, measure_col=feature_28.", + "bindings": { + "group_col": "feature_104", + "measure_col": "feature_28", + "item_col": "feature_29", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.3712, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_47e82c377c338820.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_47e82c377c338820", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 2334, + "total_tokens": 41570, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 258, + "estimated_total_tokens": 16199, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 48051.97, + "sql_execution_elapsed_ms_total": 3.32, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4ff42d39b835c5f3856a671ef133e76652d87f72 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:05:33.665533+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 48051.97, "started_at": "2026-05-26T01:04:45.604271+00:00", "ended_at": "2026-05-26T01:05:33.656425+00:00", "prompt_metrics": {"chars": 51047, "bytes_utf8": 51047, "lines": 1634, "estimated_tokens": 15941}, "response_metrics": {"chars": 932, "bytes_utf8": 932, "lines": 1, "estimated_tokens": 258}, "usage": {"input_tokens": 39236, "cached_input_tokens": 38272, "output_tokens": 2334, "reasoning_output_tokens": 2070}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT CAST(\\\"feature_104\\\" AS REAL) AS \\\"feature_104\\\",\\n CAST(\\\"feature_29\\\" AS REAL) AS \\\"feature_29\\\",\\n SUM(CAST(\\\"feature_28\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"feature_28\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"feature_28\\\" AS REAL))) OVER (PARTITION BY CAST(\\\"feature_104\\\" AS REAL)), 0) AS share_within_group\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_104\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_29\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_28\\\", '') IS NOT NULL\\nGROUP BY CAST(\\\"feature_104\\\" AS REAL), CAST(\\\"feature_29\\\" AS REAL)\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"feature_104\\\", item_col=\\\"feature_29\\\", and measure_col=\\\"feature_28\\\". Blank TEXT values are filtered and numeric-text fields are cast to REAL for SQLite-compatible aggregation and grouping.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7ffaf3ed742dcd2aaed0f8d06ce2beb73b14cdc4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_47e82c377c338820", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 2334, + "total_tokens": 41570, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 258, + "estimated_total_tokens": 16199, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 48051.97, + "sql_execution_elapsed_ms_total": 3.32, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_47e82c377c338820/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e2e8cba3ec5f181f1484bc770f92a5b9789c6af4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51052, "bytes_utf8": 51052, "lines": 1634, "estimated_tokens": 15942}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1088, "bytes_utf8": 1088, "lines": 1, "estimated_tokens": 305}, "usage": {"input_tokens": 39237, "cached_input_tokens": 38784, "output_tokens": 3935, "reasoning_output_tokens": 3624}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b40cb283037a40f1ccb5e8bc88546abb0e2bf0b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_4ad205bfd0035dc4", + "api_calls": 0, + "input_tokens": 39237, + "cached_input_tokens": 38784, + "output_tokens": 3935, + "total_tokens": 43172, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15942, + "estimated_output_tokens": 305, + "estimated_total_tokens": 16247, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 74600.03, + "sql_execution_elapsed_ms_total": 2.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d91eb2f2636aefdab29d1cbc2e74e058ae122733 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:05:33.674448+00:00", + "ended_at": "2026-05-26T01:06:48.274747+00:00", + "elapsed_ms": 74600.03, + "prompt_metrics": { + "chars": 51052, + "bytes_utf8": 51052, + "lines": 1634, + "estimated_tokens": 15942 + }, + "stdout_metrics": { + "chars": 1512, + "bytes_utf8": 1512, + "lines": 4, + "estimated_tokens": 471 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1088, + "bytes_utf8": 1088, + "lines": 1, + "estimated_tokens": 305 + }, + "usage": { + "input_tokens": 39237, + "cached_input_tokens": 38784, + "output_tokens": 3935, + "reasoning_output_tokens": 3624 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..508cbf25d6b026677d1d5a3737765849e4a00809 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_29", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_30", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_31", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_32", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_33", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_34", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_35", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_36", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_37", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_38", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_39", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_40", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_41", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_42", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_43", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_44", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_45", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_46", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_47", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_48", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_49", + "type": 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"feature_7": "0.55", + "feature_8": "0.02", + "feature_9": "0.95", + "feature_10": "0.09", + "feature_11": "0.05", + "feature_12": "0.38", + "feature_13": "0.38", + "feature_14": "0.23", + "feature_15": "0.36", + "feature_16": "0.02", + "feature_17": "0.9", + "feature_18": "0.5", + "feature_19": "0.72", + "feature_20": "0.16", + "feature_21": "0.68", + "feature_22": "0.44", + "feature_23": "0.11", + "feature_24": "0.71", + "feature_25": "0.46", + "feature_26": "0.43", + "feature_27": "0.41", + "feature_28": "0.28", + "feature_29": "0", + "feature_30": "0.74", + "feature_31": "0.51", + "feature_32": "0.48", + "feature_33": "0", + "feature_34": "0.06", + "feature_35": "0.25", + "feature_36": "0.3", + "feature_37": "0.33", + "feature_38": "0.12", + "feature_39": "0.65", + "feature_40": "0.67", + "feature_41": "0.38", + "feature_42": "0.42", + "feature_43": "0.46", + "feature_44": "0.22", + "feature_45": "0.27", + "feature_46": "0.2", + "feature_47": "0.21", + "feature_48": "0.51", + "feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_116, measure_col=feature_29.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_116", + "measure_col": "feature_29", + "item_col": "feature_30", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.2448, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ce2ff8819360ab226918831aebbd6b1da648cb15 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d0-ca0e-73f1-a3d8-2fee087295c8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n CAST(NULLIF(\\\"feature_116\\\", '') AS REAL) AS \\\"feature_116\\\",\\n CAST(NULLIF(\\\"feature_30\\\", '') AS REAL) AS \\\"feature_30\\\",\\n SUM(CAST(NULLIF(\\\"feature_29\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"feature_29\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"feature_29\\\", '') AS REAL))) OVER (\\n PARTITION BY CAST(NULLIF(\\\"feature_116\\\", '') AS REAL)\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_116\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_30\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_29\\\", '') IS NOT NULL\\nGROUP BY\\n CAST(NULLIF(\\\"feature_116\\\", '') AS REAL),\\n CAST(NULLIF(\\\"feature_30\\\", '') AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned template with group_col=\\\"feature_116\\\", item_col=\\\"feature_30\\\", and measure_col=\\\"feature_29\\\". CAST(NULLIF(..., '') AS REAL) handles TEXT-encoded numerics and excludes empty-string values; other provided bindings were not used because the template skeleton does not reference them.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39237,"cached_input_tokens":38784,"output_tokens":3935,"reasoning_output_tokens":3624}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f5c5070f7e99db025ea50e185459f7e5128cca95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n CAST(NULLIF(\"feature_116\", '') AS REAL) AS \"feature_116\",\n CAST(NULLIF(\"feature_30\", '') AS REAL) AS \"feature_30\",\n SUM(CAST(NULLIF(\"feature_29\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"feature_29\", '') AS REAL)) * 100.0\n / SUM(SUM(CAST(NULLIF(\"feature_29\", '') AS REAL))) OVER (\n PARTITION BY CAST(NULLIF(\"feature_116\", '') AS REAL)\n ) AS \"share_within_group\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_116\", '') IS NOT NULL\n AND NULLIF(\"feature_30\", '') IS NOT NULL\n AND NULLIF(\"feature_29\", '') IS NOT NULL\nGROUP BY\n CAST(NULLIF(\"feature_116\", '') AS REAL),\n CAST(NULLIF(\"feature_30\", '') AS REAL)\nORDER BY \"share_within_group\" DESC;","notes":"Applied the planned template with group_col=\"feature_116\", item_col=\"feature_30\", and measure_col=\"feature_29\". CAST(NULLIF(..., '') AS REAL) handles TEXT-encoded numerics and excludes empty-string values; other provided bindings were not used because the template skeleton does not reference them."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f09a772b6210b6af859f4348c43fa70f897e7bfb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_116, measure_col=feature_29. +Result preview: [{"feature_116": 0.14, "feature_30": 0.22, "total_measure": 0.15, "share_within_group": 100.0}, {"feature_116": 0.22, "feature_30": 0.18, "total_measure": 0.16, "share_within_group": 100.0}, {"feature_116": 0.37, "feature_30": 0.29, "total_measure": 0.14, "share_within_group": 100.0}, {"feature_116": 0.4, "feature_30": 0.29, "total_measure": 0.2, "share_within_group": 100.0}, {"feature_116": 0.44, "feature_30": 0.27, "total_measure": 0.19, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f33f5f14ea51d5f632b0326e84014fc7db14b771 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/generated_sql.sql @@ -0,0 +1,29 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_4ad205bfd0035dc4 +-- problem_id: v2p_n4_7fddc54b2312219d +-- realization_mode: agent +-- source_kind: agent +SELECT + CAST(NULLIF("feature_116", '') AS REAL) AS "feature_116", + CAST(NULLIF("feature_30", '') AS REAL) AS "feature_30", + SUM(CAST(NULLIF("feature_29", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("feature_29", '') AS REAL)) * 100.0 + / SUM(SUM(CAST(NULLIF("feature_29", '') AS REAL))) OVER ( + PARTITION BY CAST(NULLIF("feature_116", '') AS REAL) + ) AS "share_within_group" +FROM "n4" +WHERE NULLIF("feature_116", '') IS NOT NULL + AND NULLIF("feature_30", '') IS NOT NULL + AND NULLIF("feature_29", '') IS NOT NULL +GROUP BY + CAST(NULLIF("feature_116", '') AS REAL), + CAST(NULLIF("feature_30", '') AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8f50633385abc64893ee83662dd6c964abae7fa1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n CAST(NULLIF(\"feature_116\", '') AS REAL) AS \"feature_116\",\n CAST(NULLIF(\"feature_30\", '') AS REAL) AS \"feature_30\",\n SUM(CAST(NULLIF(\"feature_29\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"feature_29\", '') AS REAL)) * 100.0\n / SUM(SUM(CAST(NULLIF(\"feature_29\", '') AS REAL))) OVER (\n PARTITION BY CAST(NULLIF(\"feature_116\", '') AS REAL)\n ) AS \"share_within_group\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_116\", '') IS NOT NULL\n AND NULLIF(\"feature_30\", '') IS NOT NULL\n AND NULLIF(\"feature_29\", '') IS NOT NULL\nGROUP BY\n CAST(NULLIF(\"feature_116\", '') AS REAL),\n CAST(NULLIF(\"feature_30\", '') AS REAL)\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n CAST(NULLIF(\\\"feature_116\\\", '') AS REAL) AS \\\"feature_116\\\",\\n CAST(NULLIF(\\\"feature_30\\\", '') AS REAL) AS \\\"feature_30\\\",\\n SUM(CAST(NULLIF(\\\"feature_29\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"feature_29\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"feature_29\\\", '') AS REAL))) OVER (\\n PARTITION BY CAST(NULLIF(\\\"feature_116\\\", '') AS REAL)\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_116\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_30\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_29\\\", '') IS NOT NULL\\nGROUP BY\\n CAST(NULLIF(\\\"feature_116\\\", '') AS REAL),\\n CAST(NULLIF(\\\"feature_30\\\", '') AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"feature_116\", \"feature_30\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_116\": 0.14, \"feature_30\": 0.22, \"total_measure\": 0.15, \"share_within_group\": 100.0}, {\"feature_116\": 0.22, \"feature_30\": 0.18, \"total_measure\": 0.16, \"share_within_group\": 100.0}, {\"feature_116\": 0.37, \"feature_30\": 0.29, \"total_measure\": 0.14, \"share_within_group\": 100.0}, {\"feature_116\": 0.4, \"feature_30\": 0.29, \"total_measure\": 0.2, \"share_within_group\": 100.0}, {\"feature_116\": 0.44, \"feature_30\": 0.27, \"total_measure\": 0.19, \"share_within_group\": 100.0}, {\"feature_116\": 0.45, \"feature_30\": 0.19, \"total_measure\": 0.1, \"share_within_group\": 100.0}, {\"feature_116\": 0.49, \"feature_30\": 0.27, \"total_measure\": 0.11, \"share_within_group\": 100.0}, {\"feature_116\": 0.73, \"feature_30\": 0.38, \"total_measure\": 0.24, \"share_within_group\": 100.0}, {\"feature_116\": 0.33, \"feature_30\": 0.29, \"total_measure\": 0.17, \"share_within_group\": 99.99999999999999}, {\"feature_116\": 0.17, \"feature_30\": 0.25, \"total_measure\": 0.41000000000000003, \"share_within_group\": 73.21428571428571}, {\"feature_116\": 0.12, \"feature_30\": 0.34, \"total_measure\": 1.17, \"share_within_group\": 55.714285714285715}, {\"feature_116\": 0.13, \"feature_30\": 0.33, \"total_measure\": 0.2, \"share_within_group\": 40.816326530612244}, {\"feature_116\": 1.0, \"feature_30\": 0.32, \"total_measure\": 0.22, \"share_within_group\": 37.93103448275862}, {\"feature_116\": 0.26, \"feature_30\": 0.17, \"total_measure\": 0.2, \"share_within_group\": 37.03703703703704}, {\"feature_116\": 0.26, \"feature_30\": 0.27, \"total_measure\": 0.18, \"share_within_group\": 33.33333333333333}, {\"feature_116\": 0.09, \"feature_30\": 0.33, \"total_measure\": 0.21, \"share_within_group\": 32.8125}, {\"feature_116\": 1.0, \"feature_30\": 0.3, \"total_measure\": 0.19, \"share_within_group\": 32.75862068965517}, {\"feature_116\": 0.18, \"feature_30\": 0.29, \"total_measure\": 0.38, \"share_within_group\": 32.478632478632484}, {\"feature_116\": 0.13, \"feature_30\": 0.25, \"total_measure\": 0.15, \"share_within_group\": 30.612244897959183}, {\"feature_116\": 0.19, \"feature_30\": 0.2, \"total_measure\": 0.19, \"share_within_group\": 29.6875}, {\"feature_116\": 0.26, \"feature_30\": 0.22, \"total_measure\": 0.16, \"share_within_group\": 29.629629629629626}, {\"feature_116\": 1.0, \"feature_30\": 0.19, \"total_measure\": 0.17, \"share_within_group\": 29.310344827586203}, {\"feature_116\": 0.13, \"feature_30\": 0.22, \"total_measure\": 0.14, \"share_within_group\": 28.571428571428577}, {\"feature_116\": 0.09, \"feature_30\": 0.29, \"total_measure\": 0.18, \"share_within_group\": 28.125}, {\"feature_116\": 0.19, \"feature_30\": 0.25, \"total_measure\": 0.18, \"share_within_group\": 28.125}, {\"feature_116\": 0.17, \"feature_30\": 0.31, \"total_measure\": 0.15, \"share_within_group\": 26.785714285714285}, {\"feature_116\": 0.09, \"feature_30\": 0.26, \"total_measure\": 0.16, \"share_within_group\": 25.0}, {\"feature_116\": 0.12, \"feature_30\": 0.23, \"total_measure\": 0.5, \"share_within_group\": 23.80952380952381}, {\"feature_116\": 0.07, \"feature_30\": 0.27, \"total_measure\": 0.97, \"share_within_group\": 23.774509803921568}, {\"feature_116\": 0.1, \"feature_30\": 0.28, \"total_measure\": 0.46, \"share_within_group\": 22.33009708737864}, {\"feature_116\": 0.16, \"feature_30\": 0.21, \"total_measure\": 0.23, \"share_within_group\": 22.115384615384613}, {\"feature_116\": 0.15, \"feature_30\": 0.31, \"total_measure\": 0.26, \"share_within_group\": 22.033898305084747}, {\"feature_116\": 0.19, \"feature_30\": 0.23, \"total_measure\": 0.14, \"share_within_group\": 21.875000000000004}, {\"feature_116\": 0.08, \"feature_30\": 0.24, \"total_measure\": 0.41000000000000003, \"share_within_group\": 21.808510638297875}, {\"feature_116\": 0.0, \"feature_30\": 0.27, \"total_measure\": 0.34, \"share_within_group\": 21.25}, {\"feature_116\": 0.11, \"feature_30\": 0.25, \"total_measure\": 0.52, \"share_within_group\": 20.634920634920636}, {\"feature_116\": 0.0, \"feature_30\": 0.53, \"total_measure\": 0.33, \"share_within_group\": 20.625}, {\"feature_116\": 0.18, \"feature_30\": 0.53, \"total_measure\": 0.24, \"share_within_group\": 20.512820512820515}, {\"feature_116\": 0.15, \"feature_30\": 0.41, \"total_measure\": 0.24, \"share_within_group\": 20.33898305084746}, {\"feature_116\": 0.19, \"feature_30\": 0.22, \"total_measure\": 0.13, \"share_within_group\": 20.3125}, {\"feature_116\": 0.1, \"feature_30\": 0.26, \"total_measure\": 0.41000000000000003, \"share_within_group\": 19.902912621359224}, {\"feature_116\": 0.08, \"feature_30\": 0.2, \"total_measure\": 0.36, \"share_within_group\": 19.148936170212767}, {\"feature_116\": 0.1, \"feature_30\": 0.38, \"total_measure\": 0.39, \"share_within_group\": 18.932038834951456}, {\"feature_116\": 0.18, \"feature_30\": 0.16, \"total_measure\": 0.22, \"share_within_group\": 18.803418803418804}, {\"feature_116\": 0.1, \"feature_30\": 0.22, \"total_measure\": 0.38, \"share_within_group\": 18.446601941747574}, {\"feature_116\": 0.18, \"feature_30\": 0.24, \"total_measure\": 0.21, \"share_within_group\": 17.94871794871795}, {\"feature_116\": 0.16, \"feature_30\": 0.26, \"total_measure\": 0.18, \"share_within_group\": 17.307692307692307}, {\"feature_116\": 0.16, \"feature_30\": 0.36, \"total_measure\": 0.18, \"share_within_group\": 17.307692307692307}, {\"feature_116\": 0.06, \"feature_30\": 0.64, \"total_measure\": 0.25, \"share_within_group\": 16.89189189189189}, {\"feature_116\": 0.16, \"feature_30\": 0.88, \"total_measure\": 0.17, \"share_within_group\": 16.346153846153847}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.92}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e25a09f668d5c363e81215622274f211fdfba6d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:05:33.672112+00:00", + "ended_at": "2026-05-26T01:06:48.288998+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_4ad205bfd0035dc4", + "problem_id": "v2p_n4_7fddc54b2312219d", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_116, measure_col=feature_29.", + "bindings": { + "group_col": "feature_116", + "measure_col": "feature_29", + "item_col": "feature_30", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.2448, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=27" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4ad205bfd0035dc4.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_4ad205bfd0035dc4", + "api_calls": 0, + "input_tokens": 39237, + "cached_input_tokens": 38784, + "output_tokens": 3935, + "total_tokens": 43172, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15942, + "estimated_output_tokens": 305, + "estimated_total_tokens": 16247, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 74600.03, + "sql_execution_elapsed_ms_total": 2.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e100f958eb0f14c602d6506554bbbfbbb2794f78 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:06:48.284504+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 74600.03, "started_at": "2026-05-26T01:05:33.674448+00:00", "ended_at": "2026-05-26T01:06:48.274747+00:00", "prompt_metrics": {"chars": 51052, "bytes_utf8": 51052, "lines": 1634, "estimated_tokens": 15942}, "response_metrics": {"chars": 1088, "bytes_utf8": 1088, "lines": 1, "estimated_tokens": 305}, "usage": {"input_tokens": 39237, "cached_input_tokens": 38784, "output_tokens": 3935, "reasoning_output_tokens": 3624}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n CAST(NULLIF(\\\"feature_116\\\", '') AS REAL) AS \\\"feature_116\\\",\\n CAST(NULLIF(\\\"feature_30\\\", '') AS REAL) AS \\\"feature_30\\\",\\n SUM(CAST(NULLIF(\\\"feature_29\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"feature_29\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"feature_29\\\", '') AS REAL))) OVER (\\n PARTITION BY CAST(NULLIF(\\\"feature_116\\\", '') AS REAL)\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_116\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_30\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_29\\\", '') IS NOT NULL\\nGROUP BY\\n CAST(NULLIF(\\\"feature_116\\\", '') AS REAL),\\n CAST(NULLIF(\\\"feature_30\\\", '') AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned template with group_col=\\\"feature_116\\\", item_col=\\\"feature_30\\\", and measure_col=\\\"feature_29\\\". CAST(NULLIF(..., '') AS REAL) handles TEXT-encoded numerics and excludes empty-string values; other "} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..213780ad5ba4e5f786be1a23c951635cb8a475a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_4ad205bfd0035dc4", + "api_calls": 0, + "input_tokens": 39237, + "cached_input_tokens": 38784, + "output_tokens": 3935, + "total_tokens": 43172, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15942, + "estimated_output_tokens": 305, + "estimated_total_tokens": 16247, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 74600.03, + "sql_execution_elapsed_ms_total": 2.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4ad205bfd0035dc4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f81fa4bd47db84989fafc5011cf6129d688f424a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51043, "bytes_utf8": 51043, "lines": 1634, "estimated_tokens": 15940}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 814, "bytes_utf8": 814, "lines": 1, "estimated_tokens": 230}, "usage": {"input_tokens": 39235, "cached_input_tokens": 38272, "output_tokens": 1270, "reasoning_output_tokens": 1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..25e75082a4c777109c8832d3738f42d7b794c24f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_4b2912d3e2805378", + "api_calls": 0, + "input_tokens": 39235, + "cached_input_tokens": 38272, + "output_tokens": 1270, + "total_tokens": 40505, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15940, + "estimated_output_tokens": 230, + "estimated_total_tokens": 16170, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 27225.27, + "sql_execution_elapsed_ms_total": 2.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..bbd0f074060b8f40b036d70eae7eab3eedb6c41a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:06:48.291084+00:00", + "ended_at": "2026-05-26T01:07:15.516459+00:00", + "elapsed_ms": 27225.27, + "prompt_metrics": { + "chars": 51043, + "bytes_utf8": 51043, + "lines": 1634, + "estimated_tokens": 15940 + }, + "stdout_metrics": { + "chars": 1214, + "bytes_utf8": 1214, + "lines": 4, + "estimated_tokens": 384 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 814, + "bytes_utf8": 814, + "lines": 1, + "estimated_tokens": 230 + }, + "usage": { + "input_tokens": 39235, + "cached_input_tokens": 38272, + "output_tokens": 1270, + "reasoning_output_tokens": 1034 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8c90a44391e0bea164f76da71aba4fbd738e72e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_116, measure_col=feature_29.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_116", + "measure_col": "feature_29", + "item_col": "feature_30", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.27, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f43d8c3decc5fdd054838c218451df7cd2cd82b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d1-ed8b-70b3-8c5e-64c3e5f5a3e2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"feature_116\\\",\\n \\\"feature_30\\\",\\n SUM(CAST(NULLIF(\\\"feature_29\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"feature_29\\\", '') AS REAL)) * 100.0 /\\n SUM(SUM(CAST(NULLIF(\\\"feature_29\\\", '') AS REAL))) OVER (PARTITION BY \\\"feature_116\\\") AS share_within_group\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_116\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_30\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_29\\\", '') IS NOT NULL\\nGROUP BY \\\"feature_116\\\", \\\"feature_30\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the planned Within-Group Share of Total template with group_col=\\\"feature_116\\\", item_col=\\\"feature_30\\\", and measure_col=\\\"feature_29\\\". Blank TEXT values are excluded, and the measure is cast to REAL for SQLite aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39235,"cached_input_tokens":38272,"output_tokens":1270,"reasoning_output_tokens":1034}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f1a5415c5e9b972321846b814ad3ccd16ae956bb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"feature_116\",\n \"feature_30\",\n SUM(CAST(NULLIF(\"feature_29\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"feature_29\", '') AS REAL)) * 100.0 /\n SUM(SUM(CAST(NULLIF(\"feature_29\", '') AS REAL))) OVER (PARTITION BY \"feature_116\") AS share_within_group\nFROM \"n4\"\nWHERE NULLIF(\"feature_116\", '') IS NOT NULL\n AND NULLIF(\"feature_30\", '') IS NOT NULL\n AND NULLIF(\"feature_29\", '') IS NOT NULL\nGROUP BY \"feature_116\", \"feature_30\"\nORDER BY share_within_group DESC;","notes":"Applied the planned Within-Group Share of Total template with group_col=\"feature_116\", item_col=\"feature_30\", and measure_col=\"feature_29\". Blank TEXT values are excluded, and the measure is cast to REAL for SQLite aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..fa9de5c43e0aa3ea693f6afa523b63777808e5c8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_116, measure_col=feature_29. +Result preview: [{"feature_116": "0.14", "feature_30": "0.22", "total_measure": 0.15, "share_within_group": 100.0}, {"feature_116": "0.22", "feature_30": "0.18", "total_measure": 0.16, "share_within_group": 100.0}, {"feature_116": "0.37", "feature_30": "0.29", "total_measure": 0.14, "share_within_group": 100.0}, {"feature_116": "0.4", "feature_30": "0.29", "total_measure": 0.2, "share_within_group": 100.0}, {"feature_116": "0.44", "feature_30": "0.27", "total_measure": 0.19, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6bb59c36d49adc7cd1552eff43025e32fc95c9a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_4b2912d3e2805378 +-- problem_id: v2p_n4_b50723f170536231 +-- realization_mode: agent +-- source_kind: agent +SELECT + "feature_116", + "feature_30", + SUM(CAST(NULLIF("feature_29", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("feature_29", '') AS REAL)) * 100.0 / + SUM(SUM(CAST(NULLIF("feature_29", '') AS REAL))) OVER (PARTITION BY "feature_116") AS share_within_group +FROM "n4" +WHERE NULLIF("feature_116", '') IS NOT NULL + AND NULLIF("feature_30", '') IS NOT NULL + AND NULLIF("feature_29", '') IS NOT NULL +GROUP BY "feature_116", "feature_30" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f1b47ecc709d6d5bf848178ea336e88a05533d3b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"feature_116\",\n \"feature_30\",\n SUM(CAST(NULLIF(\"feature_29\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"feature_29\", '') AS REAL)) * 100.0 /\n SUM(SUM(CAST(NULLIF(\"feature_29\", '') AS REAL))) OVER (PARTITION BY \"feature_116\") AS share_within_group\nFROM \"n4\"\nWHERE NULLIF(\"feature_116\", '') IS NOT NULL\n AND NULLIF(\"feature_30\", '') IS NOT NULL\n AND NULLIF(\"feature_29\", '') IS NOT NULL\nGROUP BY \"feature_116\", \"feature_30\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"feature_116\\\",\\n \\\"feature_30\\\",\\n SUM(CAST(NULLIF(\\\"feature_29\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"feature_29\\\", '') AS REAL)) * 100.0 /\\n SUM(SUM(CAST(NULLIF(\\\"feature_29\\\", '') AS REAL))) OVER (PARTITION BY \\\"feature_116\\\") AS share_within_group\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_116\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_30\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_29\\\", '') IS NOT NULL\\nGROUP BY \\\"feature_116\\\", \\\"feature_30\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"feature_116\", \"feature_30\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_116\": \"0.14\", \"feature_30\": \"0.22\", \"total_measure\": 0.15, \"share_within_group\": 100.0}, {\"feature_116\": \"0.22\", \"feature_30\": \"0.18\", \"total_measure\": 0.16, \"share_within_group\": 100.0}, {\"feature_116\": \"0.37\", \"feature_30\": \"0.29\", \"total_measure\": 0.14, \"share_within_group\": 100.0}, {\"feature_116\": \"0.4\", \"feature_30\": \"0.29\", \"total_measure\": 0.2, \"share_within_group\": 100.0}, {\"feature_116\": \"0.44\", \"feature_30\": \"0.27\", \"total_measure\": 0.19, \"share_within_group\": 100.0}, {\"feature_116\": \"0.45\", \"feature_30\": \"0.19\", \"total_measure\": 0.1, \"share_within_group\": 100.0}, {\"feature_116\": \"0.49\", \"feature_30\": \"0.27\", \"total_measure\": 0.11, \"share_within_group\": 100.0}, {\"feature_116\": \"0.73\", \"feature_30\": \"0.38\", \"total_measure\": 0.24, \"share_within_group\": 100.0}, {\"feature_116\": \"0.33\", \"feature_30\": \"0.29\", \"total_measure\": 0.17, \"share_within_group\": 99.99999999999999}, {\"feature_116\": \"0.17\", \"feature_30\": \"0.25\", \"total_measure\": 0.41000000000000003, \"share_within_group\": 73.21428571428571}, {\"feature_116\": \"0.12\", \"feature_30\": \"0.34\", \"total_measure\": 1.17, \"share_within_group\": 55.714285714285715}, {\"feature_116\": \"0.13\", \"feature_30\": \"0.33\", \"total_measure\": 0.2, \"share_within_group\": 40.816326530612244}, {\"feature_116\": \"1\", \"feature_30\": \"0.32\", \"total_measure\": 0.22, \"share_within_group\": 37.93103448275862}, {\"feature_116\": \"0.26\", \"feature_30\": \"0.17\", \"total_measure\": 0.2, \"share_within_group\": 37.03703703703704}, {\"feature_116\": \"0.26\", \"feature_30\": \"0.27\", \"total_measure\": 0.18, \"share_within_group\": 33.33333333333333}, {\"feature_116\": \"0.09\", \"feature_30\": \"0.33\", \"total_measure\": 0.21, \"share_within_group\": 32.8125}, {\"feature_116\": \"1\", \"feature_30\": \"0.3\", \"total_measure\": 0.19, \"share_within_group\": 32.75862068965517}, {\"feature_116\": \"0.18\", \"feature_30\": \"0.29\", \"total_measure\": 0.38, \"share_within_group\": 32.478632478632484}, {\"feature_116\": \"0.13\", \"feature_30\": \"0.25\", \"total_measure\": 0.15, \"share_within_group\": 30.612244897959183}, {\"feature_116\": \"0.19\", \"feature_30\": \"0.2\", \"total_measure\": 0.19, \"share_within_group\": 29.6875}, {\"feature_116\": \"0.26\", \"feature_30\": \"0.22\", \"total_measure\": 0.16, \"share_within_group\": 29.629629629629626}, {\"feature_116\": \"1\", \"feature_30\": \"0.19\", \"total_measure\": 0.17, \"share_within_group\": 29.310344827586203}, {\"feature_116\": \"0.13\", \"feature_30\": \"0.22\", \"total_measure\": 0.14, \"share_within_group\": 28.571428571428577}, {\"feature_116\": \"0.09\", \"feature_30\": \"0.29\", \"total_measure\": 0.18, \"share_within_group\": 28.125}, {\"feature_116\": \"0.19\", \"feature_30\": \"0.25\", \"total_measure\": 0.18, \"share_within_group\": 28.125}, {\"feature_116\": \"0.17\", \"feature_30\": \"0.31\", \"total_measure\": 0.15, \"share_within_group\": 26.785714285714285}, {\"feature_116\": \"0.09\", \"feature_30\": \"0.26\", \"total_measure\": 0.16, \"share_within_group\": 25.0}, {\"feature_116\": \"0.12\", \"feature_30\": \"0.23\", \"total_measure\": 0.5, \"share_within_group\": 23.80952380952381}, {\"feature_116\": \"0.07\", \"feature_30\": \"0.27\", \"total_measure\": 0.97, \"share_within_group\": 23.774509803921568}, {\"feature_116\": \"0.1\", \"feature_30\": \"0.28\", \"total_measure\": 0.46, \"share_within_group\": 22.33009708737864}, {\"feature_116\": \"0.16\", \"feature_30\": \"0.21\", \"total_measure\": 0.23, \"share_within_group\": 22.115384615384613}, {\"feature_116\": \"0.15\", \"feature_30\": \"0.31\", \"total_measure\": 0.26, \"share_within_group\": 22.033898305084747}, {\"feature_116\": \"0.19\", \"feature_30\": \"0.23\", \"total_measure\": 0.14, \"share_within_group\": 21.875000000000004}, {\"feature_116\": \"0.08\", \"feature_30\": \"0.24\", \"total_measure\": 0.41000000000000003, \"share_within_group\": 21.808510638297875}, {\"feature_116\": \"0\", \"feature_30\": \"0.27\", \"total_measure\": 0.34, \"share_within_group\": 21.25}, {\"feature_116\": \"0.11\", \"feature_30\": \"0.25\", \"total_measure\": 0.52, \"share_within_group\": 20.634920634920636}, {\"feature_116\": \"0\", \"feature_30\": \"0.53\", \"total_measure\": 0.33, \"share_within_group\": 20.625}, {\"feature_116\": \"0.18\", \"feature_30\": \"0.53\", \"total_measure\": 0.24, \"share_within_group\": 20.512820512820515}, {\"feature_116\": \"0.15\", \"feature_30\": \"0.41\", \"total_measure\": 0.24, \"share_within_group\": 20.33898305084746}, {\"feature_116\": \"0.19\", \"feature_30\": \"0.22\", \"total_measure\": 0.13, \"share_within_group\": 20.3125}, {\"feature_116\": \"0.1\", \"feature_30\": \"0.26\", \"total_measure\": 0.41000000000000003, \"share_within_group\": 19.902912621359224}, {\"feature_116\": \"0.08\", \"feature_30\": \"0.2\", \"total_measure\": 0.36, \"share_within_group\": 19.148936170212767}, {\"feature_116\": \"0.1\", \"feature_30\": \"0.38\", \"total_measure\": 0.39, \"share_within_group\": 18.932038834951456}, {\"feature_116\": \"0.18\", \"feature_30\": \"0.16\", \"total_measure\": 0.22, \"share_within_group\": 18.803418803418804}, {\"feature_116\": \"0.1\", \"feature_30\": \"0.22\", \"total_measure\": 0.38, \"share_within_group\": 18.446601941747574}, {\"feature_116\": \"0.18\", \"feature_30\": \"0.24\", \"total_measure\": 0.21, \"share_within_group\": 17.94871794871795}, {\"feature_116\": \"0.16\", \"feature_30\": \"0.26\", \"total_measure\": 0.18, \"share_within_group\": 17.307692307692307}, {\"feature_116\": \"0.16\", \"feature_30\": \"0.36\", \"total_measure\": 0.18, \"share_within_group\": 17.307692307692307}, {\"feature_116\": \"0.06\", \"feature_30\": \"0.64\", \"total_measure\": 0.25, \"share_within_group\": 16.89189189189189}, {\"feature_116\": \"0.16\", \"feature_30\": \"0.88\", \"total_measure\": 0.17, \"share_within_group\": 16.346153846153847}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.99}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a339c263e25fd58acc5fb391a3072379818bcc77 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:06:48.289361+00:00", + "ended_at": "2026-05-26T01:07:15.531286+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_4b2912d3e2805378", + "problem_id": "v2p_n4_b50723f170536231", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_116, measure_col=feature_29.", + "bindings": { + "group_col": "feature_116", + "measure_col": "feature_29", + "item_col": "feature_30", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.27, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=27" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4b2912d3e2805378.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_4b2912d3e2805378", + "api_calls": 0, + "input_tokens": 39235, + "cached_input_tokens": 38272, + "output_tokens": 1270, + "total_tokens": 40505, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15940, + "estimated_output_tokens": 230, + "estimated_total_tokens": 16170, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 27225.27, + "sql_execution_elapsed_ms_total": 2.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ac10ae2c5c0d4f8d9bf2c41c0f6bda20ba826b67 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:07:15.526495+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 27225.27, "started_at": "2026-05-26T01:06:48.291084+00:00", "ended_at": "2026-05-26T01:07:15.516459+00:00", "prompt_metrics": {"chars": 51043, "bytes_utf8": 51043, "lines": 1634, "estimated_tokens": 15940}, "response_metrics": {"chars": 814, "bytes_utf8": 814, "lines": 1, "estimated_tokens": 230}, "usage": {"input_tokens": 39235, "cached_input_tokens": 38272, "output_tokens": 1270, "reasoning_output_tokens": 1034}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"feature_116\\\",\\n \\\"feature_30\\\",\\n SUM(CAST(NULLIF(\\\"feature_29\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"feature_29\\\", '') AS REAL)) * 100.0 /\\n SUM(SUM(CAST(NULLIF(\\\"feature_29\\\", '') AS REAL))) OVER (PARTITION BY \\\"feature_116\\\") AS share_within_group\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_116\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_30\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_29\\\", '') IS NOT NULL\\nGROUP BY \\\"feature_116\\\", \\\"feature_30\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the planned Within-Group Share of Total template with group_col=\\\"feature_116\\\", item_col=\\\"feature_30\\\", and measure_col=\\\"feature_29\\\". Blank TEXT values are excluded, and the measure is cast to REAL for SQLite aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e4eb6d2605d6c377dddff3131d57067569890917 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b2912d3e2805378/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_4b2912d3e2805378", + "api_calls": 0, + "input_tokens": 39235, + "cached_input_tokens": 38272, + "output_tokens": 1270, + "total_tokens": 40505, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15940, + "estimated_output_tokens": 230, + "estimated_total_tokens": 16170, + 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+1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50713, "bytes_utf8": 50713, "lines": 1632, "estimated_tokens": 15831}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 645, "bytes_utf8": 645, "lines": 1, "estimated_tokens": 168}, "usage": {"input_tokens": 39126, "cached_input_tokens": 38272, "output_tokens": 690, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..04042aa60367c2ace216ea2e03eb57e4e29c0182 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_4b7a3a35a1a9d245", + "api_calls": 0, + "input_tokens": 39126, + "cached_input_tokens": 38272, + "output_tokens": 690, + "total_tokens": 39816, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15831, + "estimated_output_tokens": 168, + "estimated_total_tokens": 15999, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16478.48, + "sql_execution_elapsed_ms_total": 4.39, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..22fcb7046800a707a52591cf3d0f94f0bbc869af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:07:15.534928+00:00", + "ended_at": "2026-05-26T01:07:32.013503+00:00", + "elapsed_ms": 16478.48, + "prompt_metrics": { + "chars": 50713, + "bytes_utf8": 50713, + "lines": 1632, + "estimated_tokens": 15831 + }, + "stdout_metrics": { + "chars": 1016, + "bytes_utf8": 1016, + "lines": 4, + "estimated_tokens": 301 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 645, + "bytes_utf8": 645, + "lines": 1, + "estimated_tokens": 168 + }, + "usage": { + "input_tokens": 39126, + "cached_input_tokens": 38272, + "output_tokens": 690, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b6fea7e1dc06a407b5532fa510e4990f98073b59 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1632 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=feature_76, measure_col=feature_9.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "feature_76", + "measure_col": "feature_9", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.94, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d9feffd5271d06687567d59ce7a8923990f5316b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d2-57f5-7862-b4c0-8c7c0a002f5d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n CAST(NULLIF(\\\"feature_76\\\", '') AS REAL) AS \\\"feature_76\\\",\\n AVG(CAST(NULLIF(\\\"feature_9\\\", '') AS REAL)) OVER (\\n PARTITION BY CAST(NULLIF(\\\"feature_76\\\", '') AS REAL)\\n ) AS avg_measure\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_76\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_9\\\", '') IS NOT NULL\\nORDER BY avg_measure DESC;\",\"notes\":\"Filled the Window Partition Average template with group_col=\\\"feature_76\\\" and measure_col=\\\"feature_9\\\". Used NULLIF + CAST because the SQLite schema stores these numeric fields as TEXT and empty strings may represent missing values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39126,"cached_input_tokens":38272,"output_tokens":690,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e4c9b9c9920a33bd90008bbbc3d48cecd28fbc2d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n CAST(NULLIF(\"feature_76\", '') AS REAL) AS \"feature_76\",\n AVG(CAST(NULLIF(\"feature_9\", '') AS REAL)) OVER (\n PARTITION BY CAST(NULLIF(\"feature_76\", '') AS REAL)\n ) AS avg_measure\nFROM \"n4\"\nWHERE NULLIF(\"feature_76\", '') IS NOT NULL\n AND NULLIF(\"feature_9\", '') IS NOT NULL\nORDER BY avg_measure DESC;","notes":"Filled the Window Partition Average template with group_col=\"feature_76\" and measure_col=\"feature_9\". Used NULLIF + CAST because the SQLite schema stores these numeric fields as TEXT and empty strings may represent missing values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c18ce6845daea570c26830dfd0a764b1790dd8d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=feature_76, measure_col=feature_9. +Result preview: [{"feature_76": 1.0, "avg_measure": 0.8951851851851851}, {"feature_76": 0.5, "avg_measure": 0.8052123230641132}, {"feature_76": 0.0, "avg_measure": 0.6679895561357703}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..8dd96254328af590d555721195b6ef30d72de1b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_4b7a3a35a1a9d245 +-- problem_id: v2p_n4_bbeca9eabe164a1c +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + CAST(NULLIF("feature_76", '') AS REAL) AS "feature_76", + AVG(CAST(NULLIF("feature_9", '') AS REAL)) OVER ( + PARTITION BY CAST(NULLIF("feature_76", '') AS REAL) + ) AS avg_measure +FROM "n4" +WHERE NULLIF("feature_76", '') IS NOT NULL + AND NULLIF("feature_9", '') IS NOT NULL +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8b7bf2270f1c72c2574ec195274afee7c909e7a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n CAST(NULLIF(\"feature_76\", '') AS REAL) AS \"feature_76\",\n AVG(CAST(NULLIF(\"feature_9\", '') AS REAL)) OVER (\n PARTITION BY CAST(NULLIF(\"feature_76\", '') AS REAL)\n ) AS avg_measure\nFROM \"n4\"\nWHERE NULLIF(\"feature_76\", '') IS NOT NULL\n AND NULLIF(\"feature_9\", '') IS NOT NULL\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n CAST(NULLIF(\\\"feature_76\\\", '') AS REAL) AS \\\"feature_76\\\",\\n AVG(CAST(NULLIF(\\\"feature_9\\\", '') AS REAL)) OVER (\\n PARTITION BY CAST(NULLIF(\\\"feature_76\\\", '') AS REAL)\\n ) AS avg_measure\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_76\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_9\\\", '') IS NOT NULL\\nORDER BY avg_measure DESC;\", \"columns\": [\"feature_76\", \"avg_measure\"], \"rows\": [{\"feature_76\": 1.0, \"avg_measure\": 0.8951851851851851}, {\"feature_76\": 0.5, \"avg_measure\": 0.8052123230641132}, {\"feature_76\": 0.0, \"avg_measure\": 0.6679895561357703}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 4.39}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3752d1f5af0533e9feb7b704fc58f26b92e5c6d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:07:15.531803+00:00", + "ended_at": "2026-05-26T01:07:32.027504+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_4b7a3a35a1a9d245", + "problem_id": "v2p_n4_bbeca9eabe164a1c", + "dataset_id": "n4", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=feature_76, measure_col=feature_9.", + "bindings": { + "group_col": "feature_76", + "measure_col": "feature_9", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.94, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=133" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4b7a3a35a1a9d245.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_4b7a3a35a1a9d245", + "api_calls": 0, + "input_tokens": 39126, + "cached_input_tokens": 38272, + "output_tokens": 690, + "total_tokens": 39816, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15831, + "estimated_output_tokens": 168, + "estimated_total_tokens": 15999, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16478.48, + "sql_execution_elapsed_ms_total": 4.39, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..225cbdeae63e977e6ccc02b411670aaaf201735b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:07:32.021685+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16478.48, "started_at": "2026-05-26T01:07:15.534928+00:00", "ended_at": "2026-05-26T01:07:32.013503+00:00", "prompt_metrics": {"chars": 50713, "bytes_utf8": 50713, "lines": 1632, "estimated_tokens": 15831}, "response_metrics": {"chars": 645, "bytes_utf8": 645, "lines": 1, "estimated_tokens": 168}, "usage": {"input_tokens": 39126, "cached_input_tokens": 38272, "output_tokens": 690, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n CAST(NULLIF(\\\"feature_76\\\", '') AS REAL) AS \\\"feature_76\\\",\\n AVG(CAST(NULLIF(\\\"feature_9\\\", '') AS REAL)) OVER (\\n PARTITION BY CAST(NULLIF(\\\"feature_76\\\", '') AS REAL)\\n ) AS avg_measure\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_76\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_9\\\", '') IS NOT NULL\\nORDER BY avg_measure DESC;\",\"notes\":\"Filled the Window Partition Average template with group_col=\\\"feature_76\\\" and measure_col=\\\"feature_9\\\". Used NULLIF + CAST because the SQLite schema stores these numeric fields as TEXT and empty strings may represent missing values.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bc25a2af2b57ef37bbd7427cecf741c2794ae625 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4b7a3a35a1a9d245/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_4b7a3a35a1a9d245", + "api_calls": 0, + "input_tokens": 39126, + "cached_input_tokens": 38272, + "output_tokens": 690, + "total_tokens": 39816, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15831, + "estimated_output_tokens": 168, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51047, "bytes_utf8": 51047, "lines": 1634, "estimated_tokens": 15941}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1027, "bytes_utf8": 1027, "lines": 1, "estimated_tokens": 304}, "usage": {"input_tokens": 39236, "cached_input_tokens": 38272, "output_tokens": 3934, "reasoning_output_tokens": 3624}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6f5d44b8fab5e2a3ebb959068d0dfd19888cff16 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_4dbd42b247679a3d", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 3934, + "total_tokens": 43170, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 304, + "estimated_total_tokens": 16245, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 73999.09, + "sql_execution_elapsed_ms_total": 2.84, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9509e65d7f5038b9980dd44fd57eb8166e8e81f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:07:32.029904+00:00", + "ended_at": "2026-05-26T01:08:46.029268+00:00", + "elapsed_ms": 73999.09, + "prompt_metrics": { + "chars": 51047, + "bytes_utf8": 51047, + "lines": 1634, + "estimated_tokens": 15941 + }, + "stdout_metrics": { + "chars": 1449, + "bytes_utf8": 1449, + "lines": 4, + "estimated_tokens": 466 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1027, + "bytes_utf8": 1027, + "lines": 1, + "estimated_tokens": 304 + }, + "usage": { + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 3934, + "reasoning_output_tokens": 3624 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..448eedd5222a39affb093d43360ee250acd169e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_25", + "type": "TEXT", + "notnull": false, + "pk": false 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"feature_91": "0.89", + "feature_92": "0.63", + "feature_93": "0.51", + "feature_94": "0.47", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.19", + "feature_98": "0.3", + "feature_99": "0.73", + "feature_100": "0.64", + "feature_101": "0.65", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.02", + "feature_120": "0.39", + "feature_121": "0.28", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.12" + }, + { + "feature_1": "42", + "feature_2": "95", + "feature_3": "6096", + "feature_4": "Bethlehemtownship", + "feature_5": "1", + "feature_6": "0.01", + "feature_7": "0.55", + "feature_8": "0.02", + "feature_9": "0.95", + "feature_10": "0.09", + "feature_11": "0.05", + "feature_12": "0.38", + "feature_13": "0.38", + "feature_14": "0.23", + "feature_15": "0.36", + "feature_16": "0.02", + "feature_17": "0.9", + "feature_18": "0.5", + "feature_19": "0.72", + "feature_20": "0.16", + "feature_21": "0.68", + "feature_22": "0.44", + "feature_23": "0.11", + "feature_24": "0.71", + "feature_25": "0.46", + "feature_26": "0.43", + "feature_27": "0.41", + "feature_28": "0.28", + "feature_29": "0", + "feature_30": "0.74", + "feature_31": "0.51", + "feature_32": "0.48", + "feature_33": "0", + "feature_34": "0.06", + "feature_35": "0.25", + "feature_36": "0.3", + "feature_37": "0.33", + "feature_38": "0.12", + "feature_39": "0.65", + "feature_40": "0.67", + "feature_41": "0.38", + "feature_42": "0.42", + "feature_43": "0.46", + "feature_44": "0.22", + "feature_45": "0.27", + "feature_46": "0.2", + "feature_47": "0.21", + "feature_48": "0.51", + "feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_117, measure_col=feature_36.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_117", + "measure_col": "feature_36", + "item_col": "feature_37", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.1692, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..02158fc174e31a4416a9afa13c27091cecdf9d08 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d2-9862-7da3-b0f8-35d3294e4a5f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n CAST(\\\"feature_117\\\" AS REAL) AS \\\"feature_117\\\",\\n CAST(\\\"feature_37\\\" AS REAL) AS \\\"feature_37\\\",\\n SUM(CAST(\\\"feature_36\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"feature_36\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"feature_36\\\" AS REAL))) OVER (PARTITION BY CAST(\\\"feature_117\\\" AS REAL)) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE TRIM(\\\"feature_117\\\") <> ''\\n AND TRIM(\\\"feature_37\\\") <> ''\\n AND TRIM(\\\"feature_36\\\") <> ''\\n AND TRIM(\\\"feature_117\\\") <> '?'\\n AND TRIM(\\\"feature_37\\\") <> '?'\\n AND TRIM(\\\"feature_36\\\") <> '?'\\nGROUP BY CAST(\\\"feature_117\\\" AS REAL), CAST(\\\"feature_37\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiates the Within-Group Share of Total template with group_col=feature_117, item_col=feature_37, and measure_col=feature_36. Because these fields are stored as TEXT in SQLite, the query casts them to REAL and filters blank or '?' placeholders before computing within-group percentage shares.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39236,"cached_input_tokens":38272,"output_tokens":3934,"reasoning_output_tokens":3624}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5f703900b033c30e0d64c1c9a35612a3a89f4a00 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n CAST(\"feature_117\" AS REAL) AS \"feature_117\",\n CAST(\"feature_37\" AS REAL) AS \"feature_37\",\n SUM(CAST(\"feature_36\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"feature_36\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"feature_36\" AS REAL))) OVER (PARTITION BY CAST(\"feature_117\" AS REAL)) AS \"share_within_group\"\nFROM \"n4\"\nWHERE TRIM(\"feature_117\") <> ''\n AND TRIM(\"feature_37\") <> ''\n AND TRIM(\"feature_36\") <> ''\n AND TRIM(\"feature_117\") <> '?'\n AND TRIM(\"feature_37\") <> '?'\n AND TRIM(\"feature_36\") <> '?'\nGROUP BY CAST(\"feature_117\" AS REAL), CAST(\"feature_37\" AS REAL)\nORDER BY \"share_within_group\" DESC;","notes":"Instantiates the Within-Group Share of Total template with group_col=feature_117, item_col=feature_37, and measure_col=feature_36. Because these fields are stored as TEXT in SQLite, the query casts them to REAL and filters blank or '?' placeholders before computing within-group percentage shares."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..bab33d475d72db7987e26245e496eb83feff73b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_117, measure_col=feature_36. +Result preview: [{"feature_117": 0.0, "feature_37": 0.25, "total_measure": 0.43, "share_within_group": 72.88135593220339}, {"feature_117": 1.0, "feature_37": 0.39, "total_measure": 0.36, "share_within_group": 55.384615384615394}, {"feature_117": 1.0, "feature_37": 0.27, "total_measure": 0.29, "share_within_group": 44.61538461538461}, {"feature_117": 0.07, "feature_37": 0.34, "total_measure": 0.66, "share_within_group": 44.29530201342282}, {"feature_117": 0.07, "feature_37": 0.21, "total_measure": 0.46, "share_within_group": 30.87248322147651}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ca7040efdfa7d2f5e5617f9c962cb8a6d5447f00 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/generated_sql.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_4dbd42b247679a3d +-- problem_id: v2p_n4_672c32a4a11f1f9a +-- realization_mode: agent +-- source_kind: agent +SELECT + CAST("feature_117" AS REAL) AS "feature_117", + CAST("feature_37" AS REAL) AS "feature_37", + SUM(CAST("feature_36" AS REAL)) AS "total_measure", + SUM(CAST("feature_36" AS REAL)) * 100.0 / SUM(SUM(CAST("feature_36" AS REAL))) OVER (PARTITION BY CAST("feature_117" AS REAL)) AS "share_within_group" +FROM "n4" +WHERE TRIM("feature_117") <> '' + AND TRIM("feature_37") <> '' + AND TRIM("feature_36") <> '' + AND TRIM("feature_117") <> '?' + AND TRIM("feature_37") <> '?' + AND TRIM("feature_36") <> '?' +GROUP BY CAST("feature_117" AS REAL), CAST("feature_37" AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..91939cbcb62ecef1673521022fb8b0015aa89b9f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n CAST(\"feature_117\" AS REAL) AS \"feature_117\",\n CAST(\"feature_37\" AS REAL) AS \"feature_37\",\n SUM(CAST(\"feature_36\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"feature_36\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"feature_36\" AS REAL))) OVER (PARTITION BY CAST(\"feature_117\" AS REAL)) AS \"share_within_group\"\nFROM \"n4\"\nWHERE TRIM(\"feature_117\") <> ''\n AND TRIM(\"feature_37\") <> ''\n AND TRIM(\"feature_36\") <> ''\n AND TRIM(\"feature_117\") <> '?'\n AND TRIM(\"feature_37\") <> '?'\n AND TRIM(\"feature_36\") <> '?'\nGROUP BY CAST(\"feature_117\" AS REAL), CAST(\"feature_37\" AS REAL)\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n CAST(\\\"feature_117\\\" AS REAL) AS \\\"feature_117\\\",\\n CAST(\\\"feature_37\\\" AS REAL) AS \\\"feature_37\\\",\\n SUM(CAST(\\\"feature_36\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"feature_36\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"feature_36\\\" AS REAL))) OVER (PARTITION BY CAST(\\\"feature_117\\\" AS REAL)) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE TRIM(\\\"feature_117\\\") <> ''\\n AND TRIM(\\\"feature_37\\\") <> ''\\n AND TRIM(\\\"feature_36\\\") <> ''\\n AND TRIM(\\\"feature_117\\\") <> '?'\\n AND TRIM(\\\"feature_37\\\") <> '?'\\n AND TRIM(\\\"feature_36\\\") <> '?'\\nGROUP BY CAST(\\\"feature_117\\\" AS REAL), CAST(\\\"feature_37\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"feature_117\", \"feature_37\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_117\": 0.0, \"feature_37\": 0.25, \"total_measure\": 0.43, \"share_within_group\": 72.88135593220339}, {\"feature_117\": 1.0, \"feature_37\": 0.39, \"total_measure\": 0.36, \"share_within_group\": 55.384615384615394}, {\"feature_117\": 1.0, \"feature_37\": 0.27, \"total_measure\": 0.29, \"share_within_group\": 44.61538461538461}, {\"feature_117\": 0.07, \"feature_37\": 0.34, \"total_measure\": 0.66, \"share_within_group\": 44.29530201342282}, {\"feature_117\": 0.07, \"feature_37\": 0.21, \"total_measure\": 0.46, \"share_within_group\": 30.87248322147651}, {\"feature_117\": 0.0, \"feature_37\": 0.77, \"total_measure\": 0.16, \"share_within_group\": 27.118644067796613}, {\"feature_117\": 0.21, \"feature_37\": 0.12, \"total_measure\": 0.95, \"share_within_group\": 25.956284153005463}, {\"feature_117\": 0.07, \"feature_37\": 0.31, \"total_measure\": 0.37, \"share_within_group\": 24.832214765100673}, {\"feature_117\": 0.86, \"feature_37\": 0.19, \"total_measure\": 1.6, \"share_within_group\": 24.464831804281346}, {\"feature_117\": 0.14, \"feature_37\": 0.18, \"total_measure\": 0.98, \"share_within_group\": 24.257425742574256}, {\"feature_117\": 0.14, \"feature_37\": 0.17, \"total_measure\": 0.91, \"share_within_group\": 22.524752475247524}, {\"feature_117\": 0.14, \"feature_37\": 0.14, \"total_measure\": 0.9, \"share_within_group\": 22.277227722772277}, {\"feature_117\": 0.79, \"feature_37\": 0.28, \"total_measure\": 1.6600000000000001, \"share_within_group\": 15.55763823805061}, {\"feature_117\": 0.29, \"feature_37\": 0.21, \"total_measure\": 1.3599999999999999, \"share_within_group\": 14.483493077742278}, {\"feature_117\": 0.21, \"feature_37\": 0.25, \"total_measure\": 0.52, \"share_within_group\": 14.207650273224044}, {\"feature_117\": 0.86, \"feature_37\": 0.26, \"total_measure\": 0.9199999999999999, \"share_within_group\": 14.067278287461773}, {\"feature_117\": 0.21, \"feature_37\": 0.35, \"total_measure\": 0.5, \"share_within_group\": 13.66120218579235}, {\"feature_117\": 0.21, \"feature_37\": 0.24, \"total_measure\": 0.47, \"share_within_group\": 12.841530054644808}, {\"feature_117\": 0.86, \"feature_37\": 0.34, \"total_measure\": 0.8, \"share_within_group\": 12.232415902140673}, {\"feature_117\": 0.36, \"feature_37\": 0.26, \"total_measure\": 1.43, \"share_within_group\": 12.067510548523208}, {\"feature_117\": 0.29, \"feature_37\": 0.19, \"total_measure\": 1.1300000000000001, \"share_within_group\": 12.034078807241748}, {\"feature_117\": 0.21, \"feature_37\": 0.26, \"total_measure\": 0.44, \"share_within_group\": 12.021857923497267}, {\"feature_117\": 0.93, \"feature_37\": 0.18, \"total_measure\": 1.04, \"share_within_group\": 11.620111731843576}, {\"feature_117\": 0.5, \"feature_37\": 0.33, \"total_measure\": 2.12, \"share_within_group\": 11.546840958605666}, {\"feature_117\": 0.21, \"feature_37\": 0.39, \"total_measure\": 0.41, \"share_within_group\": 11.202185792349727}, {\"feature_117\": 0.71, \"feature_37\": 0.34, \"total_measure\": 1.03, \"share_within_group\": 11.0752688172043}, {\"feature_117\": 0.43, \"feature_37\": 0.29, \"total_measure\": 1.54, \"share_within_group\": 11.063218390804598}, {\"feature_117\": 0.14, \"feature_37\": 0.34, \"total_measure\": 0.44, \"share_within_group\": 10.891089108910892}, {\"feature_117\": 0.86, \"feature_37\": 0.2, \"total_measure\": 0.71, \"share_within_group\": 10.856269113149848}, {\"feature_117\": 0.64, \"feature_37\": 0.31, \"total_measure\": 1.65, \"share_within_group\": 10.52295918367347}, {\"feature_117\": 0.93, \"feature_37\": 0.24, \"total_measure\": 0.91, \"share_within_group\": 10.16759776536313}, {\"feature_117\": 0.14, \"feature_37\": 0.51, \"total_measure\": 0.41, \"share_within_group\": 10.148514851485148}, {\"feature_117\": 0.43, \"feature_37\": 0.24, \"total_measure\": 1.39, \"share_within_group\": 9.985632183908047}, {\"feature_117\": 0.79, \"feature_37\": 0.24, \"total_measure\": 1.04, \"share_within_group\": 9.746954076850985}, {\"feature_117\": 0.36, \"feature_37\": 0.23, \"total_measure\": 1.13, \"share_within_group\": 9.535864978902953}, {\"feature_117\": 0.79, \"feature_37\": 0.07, \"total_measure\": 1.0, \"share_within_group\": 9.372071227741332}, {\"feature_117\": 0.29, \"feature_37\": 0.12, \"total_measure\": 0.87, \"share_within_group\": 9.26517571884984}, {\"feature_117\": 0.86, \"feature_37\": 0.36, \"total_measure\": 0.58, \"share_within_group\": 8.868501529051986}, {\"feature_117\": 0.93, \"feature_37\": 0.48, \"total_measure\": 0.78, \"share_within_group\": 8.715083798882683}, {\"feature_117\": 0.79, \"feature_37\": 0.27, \"total_measure\": 0.9199999999999999, \"share_within_group\": 8.622305529522025}, {\"feature_117\": 0.43, \"feature_37\": 0.22, \"total_measure\": 1.2, \"share_within_group\": 8.620689655172415}, {\"feature_117\": 0.71, \"feature_37\": 0.12, \"total_measure\": 0.8, \"share_within_group\": 8.602150537634408}, {\"feature_117\": 0.64, \"feature_37\": 0.43, \"total_measure\": 1.34, \"share_within_group\": 8.545918367346939}, {\"feature_117\": 0.79, \"feature_37\": 0.08, \"total_measure\": 0.9, \"share_within_group\": 8.434864104967199}, {\"feature_117\": 0.79, \"feature_37\": 0.11, \"total_measure\": 0.89, \"share_within_group\": 8.341143392689785}, {\"feature_117\": 0.93, \"feature_37\": 0.15, \"total_measure\": 0.74, \"share_within_group\": 8.268156424581006}, {\"feature_117\": 0.93, \"feature_37\": 0.17, \"total_measure\": 0.74, \"share_within_group\": 8.268156424581006}, {\"feature_117\": 0.29, \"feature_37\": 0.14, \"total_measure\": 0.76, \"share_within_group\": 8.093716719914802}, {\"feature_117\": 0.29, \"feature_37\": 0.08, \"total_measure\": 0.75, \"share_within_group\": 7.987220447284344}, {\"feature_117\": 0.29, \"feature_37\": 0.3, \"total_measure\": 0.75, \"share_within_group\": 7.987220447284344}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.84}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9d28c5d20f718f71629489b9ad62d15c2c6f413b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:07:32.027853+00:00", + "ended_at": "2026-05-26T01:08:46.044189+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_4dbd42b247679a3d", + "problem_id": "v2p_n4_672c32a4a11f1f9a", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_117, measure_col=feature_36.", + "bindings": { + "group_col": "feature_117", + "measure_col": "feature_36", + "item_col": "feature_37", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.1692, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=11", + "sql_variant_index=2/2", + "binding_index=34" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 11, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4dbd42b247679a3d.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_4dbd42b247679a3d", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 3934, + "total_tokens": 43170, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 304, + "estimated_total_tokens": 16245, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 73999.09, + "sql_execution_elapsed_ms_total": 2.84, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bb236ab97192a41503155a273220088b40435e1c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:08:46.038652+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 73999.09, "started_at": "2026-05-26T01:07:32.029904+00:00", "ended_at": "2026-05-26T01:08:46.029268+00:00", "prompt_metrics": {"chars": 51047, "bytes_utf8": 51047, "lines": 1634, "estimated_tokens": 15941}, "response_metrics": {"chars": 1027, "bytes_utf8": 1027, "lines": 1, "estimated_tokens": 304}, "usage": {"input_tokens": 39236, "cached_input_tokens": 38272, "output_tokens": 3934, "reasoning_output_tokens": 3624}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n CAST(\\\"feature_117\\\" AS REAL) AS \\\"feature_117\\\",\\n CAST(\\\"feature_37\\\" AS REAL) AS \\\"feature_37\\\",\\n SUM(CAST(\\\"feature_36\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"feature_36\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"feature_36\\\" AS REAL))) OVER (PARTITION BY CAST(\\\"feature_117\\\" AS REAL)) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE TRIM(\\\"feature_117\\\") <> ''\\n AND TRIM(\\\"feature_37\\\") <> ''\\n AND TRIM(\\\"feature_36\\\") <> ''\\n AND TRIM(\\\"feature_117\\\") <> '?'\\n AND TRIM(\\\"feature_37\\\") <> '?'\\n AND TRIM(\\\"feature_36\\\") <> '?'\\nGROUP BY CAST(\\\"feature_117\\\" AS REAL), CAST(\\\"feature_37\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiates the Within-Group Share of Total template with group_col=feature_117, item_col=feature_37, and measure_col=feature_36. Because these fields are stored as TEXT in SQLite, the query casts them to REAL and filters blank or '?' placeholders before computing within"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..88f590b4cc80680187b36170d943524ab66c9de3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_4dbd42b247679a3d", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 3934, + "total_tokens": 43170, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 304, + "estimated_total_tokens": 16245, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 73999.09, + "sql_execution_elapsed_ms_total": 2.84, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4dbd42b247679a3d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3f1bd3007eb6b71985c90bcafa016c61a86bb471 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50539, "bytes_utf8": 50539, "lines": 1630, "estimated_tokens": 15792}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 320, "bytes_utf8": 320, "lines": 1, "estimated_tokens": 77}, "usage": {"input_tokens": 39087, "cached_input_tokens": 38272, "output_tokens": 835, "reasoning_output_tokens": 752}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..683766ff44115c4929817ce23464714e91bc2c87 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_4de6a7ed95de308b", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 835, + "total_tokens": 39922, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 77, + "estimated_total_tokens": 15869, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19262.5, + "sql_execution_elapsed_ms_total": 0.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c05f7615931e4927aa3c7552d6eeee34926b435f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:08:46.046542+00:00", + "ended_at": "2026-05-26T01:09:05.309150+00:00", + "elapsed_ms": 19262.5, + "prompt_metrics": { + "chars": 50539, + "bytes_utf8": 50539, + "lines": 1630, + "estimated_tokens": 15792 + }, + "stdout_metrics": { + "chars": 674, + "bytes_utf8": 674, + "lines": 4, + "estimated_tokens": 185 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 320, + "bytes_utf8": 320, + "lines": 1, + "estimated_tokens": 77 + }, + "usage": { + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 835, + "reasoning_output_tokens": 752 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..352f0b636a918d6d67037402a3207849d8755bb2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1630 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_76.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "feature_76", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.49, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..87e310311bbafc7a2e5fe89225f14befba3e1f6b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d3-b983-7a60-a690-f939935e43b8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_76\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned grouped-count template directly on \\\"feature_76\\\" and preserved raw subgroup values without extra filtering or casting.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39087,"cached_input_tokens":38272,"output_tokens":835,"reasoning_output_tokens":752}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..29255bff8d0c42354e3399c2bf8c4a8fa4757893 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"feature_76\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nGROUP BY \"feature_76\"\nORDER BY \"row_count\" DESC;","notes":"Applied the planned grouped-count template directly on \"feature_76\" and preserved raw subgroup values without extra filtering or casting."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..63b8527be70a5b0a0ffd1b78b7acb88729e678dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_76. +Result preview: [{"feature_76": "0.5", "row_count": 1201}, {"feature_76": "0", "row_count": 766}, {"feature_76": "1", "row_count": 27}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7f96523eeb388859e162c32b655dd55edd21e25c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n4_4de6a7ed95de308b +-- problem_id: v2p_n4_070da533a3a58624 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", COUNT(*) AS "row_count" +FROM "n4" +GROUP BY "feature_76" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..032d5c197bcd2bf735263b7696da05f5053fe750 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"feature_76\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nGROUP BY \"feature_76\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_76\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"feature_76\", \"row_count\"], \"rows\": [{\"feature_76\": \"0.5\", \"row_count\": 1201}, {\"feature_76\": \"0\", \"row_count\": 766}, {\"feature_76\": \"1\", \"row_count\": 27}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 0.96}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..af3272d7a4baa916ee9f2e4bc9f3e00da7847336 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:08:46.044724+00:00", + "ended_at": "2026-05-26T01:09:05.320416+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_4de6a7ed95de308b", + "problem_id": "v2p_n4_070da533a3a58624", + "dataset_id": "n4", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_76.", + "bindings": { + "group_col": "feature_76", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.49, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=13" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4de6a7ed95de308b.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_4de6a7ed95de308b", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 835, + "total_tokens": 39922, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 77, + "estimated_total_tokens": 15869, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19262.5, + "sql_execution_elapsed_ms_total": 0.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..529583f4942626a5361b88a7e671ee5178b62a35 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:09:05.318332+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 19262.5, "started_at": "2026-05-26T01:08:46.046542+00:00", "ended_at": "2026-05-26T01:09:05.309150+00:00", "prompt_metrics": {"chars": 50539, "bytes_utf8": 50539, "lines": 1630, "estimated_tokens": 15792}, "response_metrics": {"chars": 320, "bytes_utf8": 320, "lines": 1, "estimated_tokens": 77}, "usage": {"input_tokens": 39087, "cached_input_tokens": 38272, "output_tokens": 835, "reasoning_output_tokens": 752}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_76\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned grouped-count template directly on \\\"feature_76\\\" and preserved raw subgroup values without extra filtering or casting.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..99a65e53c6a0d05eeccf7661346e04ca3c8f484d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_4de6a7ed95de308b", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 835, + "total_tokens": 39922, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 77, + "estimated_total_tokens": 15869, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19262.5, + "sql_execution_elapsed_ms_total": 0.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4de6a7ed95de308b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5470271174d4b357954c56d1d2bdcf819035b17a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50541, "bytes_utf8": 50541, "lines": 1630, "estimated_tokens": 15792}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 290, "bytes_utf8": 290, "lines": 1, "estimated_tokens": 78}, "usage": {"input_tokens": 39087, "cached_input_tokens": 38272, "output_tokens": 586, "reasoning_output_tokens": 502}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e4e4b7a71d70464896a68740d465fc8d19019c12 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_4f1fb3aae7cca961", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 586, + "total_tokens": 39673, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 78, + "estimated_total_tokens": 15870, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14325.56, + "sql_execution_elapsed_ms_total": 0.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d8c0f1ba1999f994ac7cfc67548e4231c82e5d54 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:09:05.322422+00:00", + "ended_at": "2026-05-26T01:09:19.648070+00:00", + "elapsed_ms": 14325.56, + "prompt_metrics": { + "chars": 50541, + "bytes_utf8": 50541, + "lines": 1630, + "estimated_tokens": 15792 + }, + "stdout_metrics": { + "chars": 648, + "bytes_utf8": 648, + "lines": 4, + "estimated_tokens": 194 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 290, + "bytes_utf8": 290, + "lines": 1, + "estimated_tokens": 78 + }, + "usage": { + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 586, + "reasoning_output_tokens": 502 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a3ff284a8c498e9e81d7bc0f704d54239b123830 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1630 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_125.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "feature_125", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.71, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..26a307a6e682f458216af1f0f52ae9d00a277ca0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d4-04cf-76b0-9792-7da7b3c1efb9"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_125\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_125\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template with group_col bound to \\\"feature_125\\\" on the single table \\\"n4\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39087,"cached_input_tokens":38272,"output_tokens":586,"reasoning_output_tokens":502}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..83e4741bad70b2e94f0fce08fa22633510fda1bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"feature_125\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nGROUP BY \"feature_125\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned grouped-count template with group_col bound to \"feature_125\" on the single table \"n4\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f83616eed9ccec4b63fe9054d606bbf1d15beaea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_125. +Result preview: [{"feature_125": "", "row_count": 1675}, {"feature_125": "0", "row_count": 126}, {"feature_125": "0.5", "row_count": 105}, {"feature_125": "1", "row_count": 88}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..82c3dddf0bc332f9b51e40c933261d800cced8c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n4_4f1fb3aae7cca961 +-- problem_id: v2p_n4_dfc3b8649cac7932 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_125", COUNT(*) AS "row_count" +FROM "n4" +GROUP BY "feature_125" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e847c14d4cc6c3d813b5252fc41955c43b622336 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"feature_125\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nGROUP BY \"feature_125\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_125\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_125\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"feature_125\", \"row_count\"], \"rows\": [{\"feature_125\": \"\", \"row_count\": 1675}, {\"feature_125\": \"0\", \"row_count\": 126}, {\"feature_125\": \"0.5\", \"row_count\": 105}, {\"feature_125\": \"1\", \"row_count\": 88}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 0.98}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..683816e7e8f69faa57e588d035e2b8261d80b7f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:09:05.320742+00:00", + "ended_at": "2026-05-26T01:09:19.659146+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_4f1fb3aae7cca961", + "problem_id": "v2p_n4_dfc3b8649cac7932", + "dataset_id": "n4", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_125.", + "bindings": { + "group_col": "feature_125", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.71, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=17" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4f1fb3aae7cca961.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_4f1fb3aae7cca961", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 586, + "total_tokens": 39673, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 78, + "estimated_total_tokens": 15870, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14325.56, + "sql_execution_elapsed_ms_total": 0.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..abaa1928e0fb2b9d38eaf7f4c101284e00ad87e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:09:19.657005+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14325.56, "started_at": "2026-05-26T01:09:05.322422+00:00", "ended_at": "2026-05-26T01:09:19.648070+00:00", "prompt_metrics": {"chars": 50541, "bytes_utf8": 50541, "lines": 1630, "estimated_tokens": 15792}, "response_metrics": {"chars": 290, "bytes_utf8": 290, "lines": 1, "estimated_tokens": 78}, "usage": {"input_tokens": 39087, "cached_input_tokens": 38272, "output_tokens": 586, "reasoning_output_tokens": 502}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_125\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_125\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template with group_col bound to \\\"feature_125\\\" on the single table \\\"n4\\\".\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..debcc7d39a778bfd21171c689ab7fc2145600d3c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_4f1fb3aae7cca961", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 586, + "total_tokens": 39673, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 78, + "estimated_total_tokens": 15870, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14325.56, + "sql_execution_elapsed_ms_total": 0.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_4f1fb3aae7cca961/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..35ae37cb1eab8234849ebf70a1fb4cd020e71685 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50879, "bytes_utf8": 50879, "lines": 1635, "estimated_tokens": 15884}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 418, "bytes_utf8": 418, "lines": 1, "estimated_tokens": 118}, "usage": {"input_tokens": 39179, "cached_input_tokens": 38784, "output_tokens": 849, "reasoning_output_tokens": 725}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..485e74f1a4ced9cc61a34fca08d6158beefedf19 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_587fbc116841bca2", + "api_calls": 0, + "input_tokens": 39179, + "cached_input_tokens": 38784, + "output_tokens": 849, + "total_tokens": 40028, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15884, + "estimated_output_tokens": 118, + "estimated_total_tokens": 16002, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18929.49, + "sql_execution_elapsed_ms_total": 1.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..088ac419d5af74a6020b346bf43308edbe73baf3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:09:19.662452+00:00", + "ended_at": "2026-05-26T01:09:38.592050+00:00", + "elapsed_ms": 18929.49, + "prompt_metrics": { + "chars": 50879, + "bytes_utf8": 50879, + "lines": 1635, + "estimated_tokens": 15884 + }, + "stdout_metrics": { + "chars": 782, + "bytes_utf8": 782, + "lines": 4, + "estimated_tokens": 234 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 418, + "bytes_utf8": 418, + "lines": 1, + "estimated_tokens": 118 + }, + "usage": { + "input_tokens": 39179, + "cached_input_tokens": 38784, + "output_tokens": 849, + "reasoning_output_tokens": 725 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..12e5e6280a8064640f0d47dd0c13da33148d3de2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: 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feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] 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"conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_5, condition_col=target.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "feature_5", + "condition_col": "target", + "condition_value": "0.03", + "positive_value": "0.2", + "negative_value": "0.03", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.54, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..076f6e6447367a90b6c85555ee65a006f1913167 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d4-3cd4-7531-bab5-7105468905e2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"feature_5\\\",\\n AVG(CASE WHEN \\\"target\\\" = '0.03' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_5\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the Grouped Condition Rate template with \\\"feature_5\\\" as the grouping column and \\\"target\\\" = '0.03' as the condition, using text comparison to match the SQLite schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39179,"cached_input_tokens":38784,"output_tokens":849,"reasoning_output_tokens":725}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d61acd012aa1de2644f24f1b0c3953cdb344d8f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT\n \"feature_5\",\n AVG(CASE WHEN \"target\" = '0.03' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_5\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the Grouped Condition Rate template with \"feature_5\" as the grouping column and \"target\" = '0.03' as the condition, using text comparison to match the SQLite schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b17edfa945c94217508a11bd13e1f66172109ba7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_5, condition_col=target. +Result preview: [{"feature_5": "8", "condition_rate": 0.08040201005025126}, {"feature_5": "2", "condition_rate": 0.065}, {"feature_5": "1", "condition_rate": 0.065}, {"feature_5": "5", "condition_rate": 0.06030150753768844}, {"feature_5": "7", "condition_rate": 0.05527638190954774}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..3188fffb0d47c3993d4f7b2e954e9b57851cbf8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_587fbc116841bca2 +-- problem_id: v2p_n4_408cce696b7a3d7a +-- realization_mode: agent +-- source_kind: agent +SELECT + "feature_5", + AVG(CASE WHEN "target" = '0.03' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_5" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..10c373e99907d7082a516ce3f24d74201848cc02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT\n \"feature_5\",\n AVG(CASE WHEN \"target\" = '0.03' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_5\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"feature_5\\\",\\n AVG(CASE WHEN \\\"target\\\" = '0.03' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_5\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"feature_5\", \"condition_rate\"], \"rows\": [{\"feature_5\": \"8\", \"condition_rate\": 0.08040201005025126}, {\"feature_5\": \"2\", \"condition_rate\": 0.065}, {\"feature_5\": \"1\", \"condition_rate\": 0.065}, {\"feature_5\": \"5\", \"condition_rate\": 0.06030150753768844}, {\"feature_5\": \"7\", \"condition_rate\": 0.05527638190954774}, {\"feature_5\": \"6\", \"condition_rate\": 0.05025125628140704}, {\"feature_5\": \"3\", \"condition_rate\": 0.04}, {\"feature_5\": \"9\", \"condition_rate\": 0.035175879396984924}, {\"feature_5\": \"10\", \"condition_rate\": 0.035175879396984924}, {\"feature_5\": \"4\", \"condition_rate\": 0.035}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.05}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e50f55ccf6c5ac640778dac8d88f3a1b65b2719b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:09:19.659471+00:00", + "ended_at": "2026-05-26T01:09:38.602963+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_587fbc116841bca2", + "problem_id": "v2p_n4_408cce696b7a3d7a", + "dataset_id": "n4", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_5, condition_col=target.", + "bindings": { + "group_col": "feature_5", + "condition_col": "target", + "condition_value": "0.03", + "positive_value": "0.2", + "negative_value": "0.03", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.54, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_587fbc116841bca2.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_587fbc116841bca2", + "api_calls": 0, + "input_tokens": 39179, + "cached_input_tokens": 38784, + "output_tokens": 849, + "total_tokens": 40028, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15884, + "estimated_output_tokens": 118, + "estimated_total_tokens": 16002, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18929.49, + "sql_execution_elapsed_ms_total": 1.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..025cc1f88ca76ad2efbc01a93678c4f2e83866f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:09:38.600699+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18929.49, "started_at": "2026-05-26T01:09:19.662452+00:00", "ended_at": "2026-05-26T01:09:38.592050+00:00", "prompt_metrics": {"chars": 50879, "bytes_utf8": 50879, "lines": 1635, "estimated_tokens": 15884}, "response_metrics": {"chars": 418, "bytes_utf8": 418, "lines": 1, "estimated_tokens": 118}, "usage": {"input_tokens": 39179, "cached_input_tokens": 38784, "output_tokens": 849, "reasoning_output_tokens": 725}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT\\n \\\"feature_5\\\",\\n AVG(CASE WHEN \\\"target\\\" = '0.03' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_5\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the Grouped Condition Rate template with \\\"feature_5\\\" as the grouping column and \\\"target\\\" = '0.03' as the condition, using text comparison to match the SQLite schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..097cc7f7e435ed496f1c645764842be0ae499d24 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_587fbc116841bca2", + "api_calls": 0, + "input_tokens": 39179, + "cached_input_tokens": 38784, + "output_tokens": 849, + "total_tokens": 40028, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15884, + "estimated_output_tokens": 118, + "estimated_total_tokens": 16002, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18929.49, + "sql_execution_elapsed_ms_total": 1.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_587fbc116841bca2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3d659ece5a5cd0ec226529844d9a2a878f19dcb3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50538, "bytes_utf8": 50538, "lines": 1630, "estimated_tokens": 15792}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 280, "bytes_utf8": 280, "lines": 1, "estimated_tokens": 76}, "usage": {"input_tokens": 39087, "cached_input_tokens": 38272, "output_tokens": 445, "reasoning_output_tokens": 363}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8804c1376fa0bb08cd6e21d708071e7224bf0f56 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_5a4245072a68f3cb", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 445, + "total_tokens": 39532, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 76, + "estimated_total_tokens": 15868, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12682.84, + "sql_execution_elapsed_ms_total": 0.77, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b1a587cf4d4c4b871d98cfaf050905b0064265ad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:09:38.604942+00:00", + "ended_at": "2026-05-26T01:09:51.287860+00:00", + "elapsed_ms": 12682.84, + "prompt_metrics": { + "chars": 50538, + "bytes_utf8": 50538, + "lines": 1630, + "estimated_tokens": 15792 + }, + "stdout_metrics": { + "chars": 638, + "bytes_utf8": 638, + "lines": 4, + "estimated_tokens": 187 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 1, + "estimated_tokens": 76 + }, + "usage": { + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 445, + "reasoning_output_tokens": 363 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3b8b2daf9eac0355bf5fb0637def6d7fc50c47c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1630 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_29", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_30", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_31", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_32", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_33", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_34", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_35", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_36", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_37", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_38", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_39", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_40", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_41", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_42", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_43", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_44", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_45", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_46", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_47", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_48", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_49", + "type": 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"subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_5.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "feature_5", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.34, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fecb8d83863b78f9c154353517667c187fc8f0fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d4-86d0-7080-af02-fec65845d29b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_5\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_5\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the grouped-count template using \\\"feature_5\\\" as the category column on single table \\\"n4\\\".\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39087,"cached_input_tokens":38272,"output_tokens":445,"reasoning_output_tokens":363}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4744d312b7c4a950d57dd1a42b0f93398e11dd47 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"feature_5\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nGROUP BY \"feature_5\"\nORDER BY \"row_count\" DESC;","notes":"Applied the grouped-count template using \"feature_5\" as the category column on single table \"n4\"."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2bbfeb53b45a51e14ad9b96e5dfe098489cc4088 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:09:50.192371Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61d4-86d0-7080-af02-fec65845d29b.1779757778640350000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..01a061941d3d6a0a57964c0a0349fa3a2c27a071 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_5. +Result preview: [{"feature_5": "4", "row_count": 200}, {"feature_5": "3", "row_count": 200}, {"feature_5": "2", "row_count": 200}, {"feature_5": "1", "row_count": 200}, {"feature_5": "9", "row_count": 199}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b0ba220004cf15cbca0c2de45d71acb0ca7136be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n4_5a4245072a68f3cb +-- problem_id: v2p_n4_d6594f79125cb26b +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_5", COUNT(*) AS "row_count" +FROM "n4" +GROUP BY "feature_5" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..32346e489719cbcac05e5ab32108e63223091f4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"feature_5\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nGROUP BY \"feature_5\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_5\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_5\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"feature_5\", \"row_count\"], \"rows\": [{\"feature_5\": \"4\", \"row_count\": 200}, {\"feature_5\": \"3\", \"row_count\": 200}, {\"feature_5\": \"2\", \"row_count\": 200}, {\"feature_5\": \"1\", \"row_count\": 200}, {\"feature_5\": \"9\", \"row_count\": 199}, {\"feature_5\": \"8\", \"row_count\": 199}, {\"feature_5\": \"7\", \"row_count\": 199}, {\"feature_5\": \"6\", \"row_count\": 199}, {\"feature_5\": \"5\", \"row_count\": 199}, {\"feature_5\": \"10\", \"row_count\": 199}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 0.77}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d4ec19aeb4f9ee73428853c19dcbd5175136f4e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:09:38.603327+00:00", + "ended_at": "2026-05-26T01:09:51.298206+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_5a4245072a68f3cb", + "problem_id": "v2p_n4_d6594f79125cb26b", + "dataset_id": "n4", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_5.", + "bindings": { + "group_col": "feature_5", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.34, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=18" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5a4245072a68f3cb.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_5a4245072a68f3cb", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 445, + "total_tokens": 39532, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 76, + "estimated_total_tokens": 15868, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12682.84, + "sql_execution_elapsed_ms_total": 0.77, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b4b2077af364776c56fbcf0db28afa8c4faf029f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:09:51.296192+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12682.84, "started_at": "2026-05-26T01:09:38.604942+00:00", "ended_at": "2026-05-26T01:09:51.287860+00:00", "prompt_metrics": {"chars": 50538, "bytes_utf8": 50538, "lines": 1630, "estimated_tokens": 15792}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 1, "estimated_tokens": 76}, "usage": {"input_tokens": 39087, "cached_input_tokens": 38272, "output_tokens": 445, "reasoning_output_tokens": 363}, "stderr_preview": "2026-05-26T01:09:50.192371Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61d4-86d0-7080-af02-fec65845d29b.1779757778640350000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_5\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_5\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the grouped-count template using \\\"feature_5\\\" as the category column on single table \\\"n4\\\".\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1872801daffba8bdec58bfa81c1e745b473130c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_5a4245072a68f3cb", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 445, + "total_tokens": 39532, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 76, + "estimated_total_tokens": 15868, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12682.84, + "sql_execution_elapsed_ms_total": 0.77, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5a4245072a68f3cb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..aaa2b8938d04524787188a64a91b97ea284beedb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50871, "bytes_utf8": 50871, "lines": 1635, "estimated_tokens": 15884}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 452, "bytes_utf8": 452, "lines": 1, "estimated_tokens": 115}, "usage": {"input_tokens": 39179, "cached_input_tokens": 38272, "output_tokens": 621, "reasoning_output_tokens": 500}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b071004109618d413cb6e13779736a3767af6102 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_5be6c80aee40abf8", + "api_calls": 0, + "input_tokens": 39179, + "cached_input_tokens": 38272, + "output_tokens": 621, + "total_tokens": 39800, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15884, + "estimated_output_tokens": 115, + "estimated_total_tokens": 15999, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14776.56, + "sql_execution_elapsed_ms_total": 1.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c09971786e4ec5804a336752fdfea2cf00e3ffca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:09:51.300117+00:00", + "ended_at": "2026-05-26T01:10:06.076752+00:00", + "elapsed_ms": 14776.56, + "prompt_metrics": { + "chars": 50871, + "bytes_utf8": 50871, + "lines": 1635, + "estimated_tokens": 15884 + }, + "stdout_metrics": { + "chars": 807, + "bytes_utf8": 807, + "lines": 4, + "estimated_tokens": 227 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 452, + "bytes_utf8": 452, + "lines": 1, + "estimated_tokens": 115 + }, + "usage": { + "input_tokens": 39179, + "cached_input_tokens": 38272, + "output_tokens": 621, + "reasoning_output_tokens": 500 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..54ed49cf02962af74d5cc25f8911865799c3f180 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- 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"conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=feature_116, condition_col=target.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "feature_116", + "condition_col": "target", + "condition_value": "0.2", + "positive_value": "0.2", + "negative_value": "0.03", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.56, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a00744c4de0318d64bbbc2deff31e659ec99ed06 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d4-b869-7662-b764-79fd4ee49c7d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_116\\\",\\n AVG(CASE WHEN \\\"target\\\" = '0.2' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_116\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col=\\\"feature_116\\\" and condition_col=\\\"target\\\". The bound condition value is compared as text ('0.2') because the schema snapshot shows TEXT storage.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39179,"cached_input_tokens":38272,"output_tokens":621,"reasoning_output_tokens":500}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6f83a40097995f45ceab1fb40c19372d799c0f1a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_116\",\n AVG(CASE WHEN \"target\" = '0.2' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n4\"\nGROUP BY \"feature_116\"\nORDER BY condition_rate DESC;","notes":"Applied the provided Grouped Condition Rate template with group_col=\"feature_116\" and condition_col=\"target\". The bound condition value is compared as text ('0.2') because the schema snapshot shows TEXT storage."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e2f3c0e16b8acf967aa8cb717595f2d4c017f3b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=feature_116, condition_col=target. +Result preview: [{"feature_116": "0.03", "condition_rate": 0.10416666666666667}, {"feature_116": "0.02", "condition_rate": 0.0425531914893617}, {"feature_116": "0.01", "condition_rate": 0.03225806451612903}, {"feature_116": "", "condition_rate": 0.018507462686567163}, {"feature_116": "1", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6172f2f176f645b3ada7ff2a9c10df6d57f51ff9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_5be6c80aee40abf8 +-- problem_id: v2p_n4_d4635e2e8a114801 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_116", + AVG(CASE WHEN "target" = '0.2' THEN 1 ELSE 0 END) AS condition_rate +FROM "n4" +GROUP BY "feature_116" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b86287c4e8945fbbe70c62a83b31e4b58817c64c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_116\",\n AVG(CASE WHEN \"target\" = '0.2' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n4\"\nGROUP BY \"feature_116\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_116\\\",\\n AVG(CASE WHEN \\\"target\\\" = '0.2' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_116\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"feature_116\", \"condition_rate\"], \"rows\": [{\"feature_116\": \"0.03\", \"condition_rate\": 0.10416666666666667}, {\"feature_116\": \"0.02\", \"condition_rate\": 0.0425531914893617}, {\"feature_116\": \"0.01\", \"condition_rate\": 0.03225806451612903}, {\"feature_116\": \"\", \"condition_rate\": 0.018507462686567163}, {\"feature_116\": \"1\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.73\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.49\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.45\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.44\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.4\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.37\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.33\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.26\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.22\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.19\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.18\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.17\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.16\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.15\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.14\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.13\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.12\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.11\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.1\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.09\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.08\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.07\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.06\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.05\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.04\", \"condition_rate\": 0.0}, {\"feature_116\": \"0\", \"condition_rate\": 0.0}], \"row_count_returned\": 31, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.1}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f41c7b89c735e593cfc01e0bb7167c9448e30989 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:09:51.298531+00:00", + "ended_at": "2026-05-26T01:10:06.088014+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_5be6c80aee40abf8", + "problem_id": "v2p_n4_d4635e2e8a114801", + "dataset_id": "n4", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=feature_116, condition_col=target.", + "bindings": { + "group_col": "feature_116", + "condition_col": "target", + "condition_value": "0.2", + "positive_value": "0.2", + "negative_value": "0.03", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.56, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=99" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5be6c80aee40abf8.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_5be6c80aee40abf8", + "api_calls": 0, + "input_tokens": 39179, + "cached_input_tokens": 38272, + "output_tokens": 621, + "total_tokens": 39800, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15884, + "estimated_output_tokens": 115, + "estimated_total_tokens": 15999, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14776.56, + "sql_execution_elapsed_ms_total": 1.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..239c84e057a6f269b0f77475b336428fb38b424f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:10:06.085733+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14776.56, "started_at": "2026-05-26T01:09:51.300117+00:00", "ended_at": "2026-05-26T01:10:06.076752+00:00", "prompt_metrics": {"chars": 50871, "bytes_utf8": 50871, "lines": 1635, "estimated_tokens": 15884}, "response_metrics": {"chars": 452, "bytes_utf8": 452, "lines": 1, "estimated_tokens": 115}, "usage": {"input_tokens": 39179, "cached_input_tokens": 38272, "output_tokens": 621, "reasoning_output_tokens": 500}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_116\\\",\\n AVG(CASE WHEN \\\"target\\\" = '0.2' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_116\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col=\\\"feature_116\\\" and condition_col=\\\"target\\\". The bound condition value is compared as text ('0.2') because the schema snapshot shows TEXT storage.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7932e401e7b50aa2fb2b18dc6be1bb7aca605d10 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_5be6c80aee40abf8", + "api_calls": 0, + "input_tokens": 39179, + "cached_input_tokens": 38272, + "output_tokens": 621, + "total_tokens": 39800, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15884, + "estimated_output_tokens": 115, + "estimated_total_tokens": 15999, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14776.56, + "sql_execution_elapsed_ms_total": 1.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5be6c80aee40abf8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..11f2d6c9a7681c3d7de61c015f09c3c0dab0d180 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50542, "bytes_utf8": 50542, "lines": 1630, "estimated_tokens": 15792}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 354, "bytes_utf8": 354, "lines": 1, "estimated_tokens": 89}, "usage": {"input_tokens": 39087, "cached_input_tokens": 38272, "output_tokens": 1330, "reasoning_output_tokens": 1235}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7d380ca618d25915b017a0ec3eb8b7ce77c05ae7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_5c3230731c3e767f", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 1330, + "total_tokens": 40417, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 89, + "estimated_total_tokens": 15881, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28719.43, + "sql_execution_elapsed_ms_total": 0.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e145a2d2f552463cc04a5c5585a6ea12fdd42234 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:10:06.090132+00:00", + "ended_at": "2026-05-26T01:10:34.809694+00:00", + "elapsed_ms": 28719.43, + "prompt_metrics": { + "chars": 50542, + "bytes_utf8": 50542, + "lines": 1630, + "estimated_tokens": 15792 + }, + "stdout_metrics": { + "chars": 710, + "bytes_utf8": 710, + "lines": 4, + "estimated_tokens": 201 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 354, + "bytes_utf8": 354, + "lines": 1, + "estimated_tokens": 89 + }, + "usage": { + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 1330, + "reasoning_output_tokens": 1235 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..79f26a2b7ee914929c4308ee8722f7173b7ef520 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1630 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_117.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "feature_117", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.65, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8f90b2a830dd0e0846e69ef7cb4d29487cbc4c3a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d4-f22c-7e80-9c05-a267be66faff"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"feature_117\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_117\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template on \\\"feature_117\\\". Because the column is stored as TEXT, counts are by raw text value and include empty-string groups if present.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39087,"cached_input_tokens":38272,"output_tokens":1330,"reasoning_output_tokens":1235}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..555df88acaf3926e1167b5853713ae0262daf91d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count.\nSELECT \"feature_117\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nGROUP BY \"feature_117\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned grouped-count template on \"feature_117\". Because the column is stored as TEXT, counts are by raw text value and include empty-string groups if present."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..10eb92add141185ffb8d8d26c346d1e9a4016b89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_117. +Result preview: [{"feature_117": "", "row_count": 1675}, {"feature_117": "0.57", "row_count": 54}, {"feature_117": "0.5", "row_count": 43}, {"feature_117": "0.64", "row_count": 41}, {"feature_117": "0.43", "row_count": 35}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b90cfa6d814189c9c6fc029c1e9b48aee738d55f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n4_5c3230731c3e767f +-- problem_id: v2p_n4_1db8018075225671 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_117", COUNT(*) AS "row_count" +FROM "n4" +GROUP BY "feature_117" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bd4bca7bb76653e7d5f3761c4a012582ea99b15a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count.\nSELECT \"feature_117\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nGROUP BY \"feature_117\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"feature_117\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_117\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"feature_117\", \"row_count\"], \"rows\": [{\"feature_117\": \"\", \"row_count\": 1675}, {\"feature_117\": \"0.57\", \"row_count\": 54}, {\"feature_117\": \"0.5\", \"row_count\": 43}, {\"feature_117\": \"0.64\", \"row_count\": 41}, {\"feature_117\": \"0.43\", \"row_count\": 35}, {\"feature_117\": \"0.36\", \"row_count\": 27}, {\"feature_117\": \"0.79\", \"row_count\": 22}, {\"feature_117\": \"0.71\", \"row_count\": 22}, {\"feature_117\": \"0.93\", \"row_count\": 21}, {\"feature_117\": \"0.29\", \"row_count\": 19}, {\"feature_117\": \"0.86\", \"row_count\": 13}, {\"feature_117\": \"0.21\", \"row_count\": 8}, {\"feature_117\": \"0.14\", \"row_count\": 7}, {\"feature_117\": \"0.07\", \"row_count\": 3}, {\"feature_117\": \"1\", \"row_count\": 2}, {\"feature_117\": \"0\", \"row_count\": 2}], \"row_count_returned\": 16, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 0.99}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..440145569d83bf10a7e25ea2cf2973a3e1293bc9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:10:06.088352+00:00", + "ended_at": "2026-05-26T01:10:34.820548+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_5c3230731c3e767f", + "problem_id": "v2p_n4_1db8018075225671", + "dataset_id": "n4", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_117.", + "bindings": { + "group_col": "feature_117", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.65, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=16" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5c3230731c3e767f.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_5c3230731c3e767f", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 1330, + "total_tokens": 40417, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 89, + "estimated_total_tokens": 15881, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28719.43, + "sql_execution_elapsed_ms_total": 0.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..045d908591fd142e2658059c9e2823fec7120e27 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:10:34.818381+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 28719.43, "started_at": "2026-05-26T01:10:06.090132+00:00", "ended_at": "2026-05-26T01:10:34.809694+00:00", "prompt_metrics": {"chars": 50542, "bytes_utf8": 50542, "lines": 1630, "estimated_tokens": 15792}, "response_metrics": {"chars": 354, "bytes_utf8": 354, "lines": 1, "estimated_tokens": 89}, "usage": {"input_tokens": 39087, "cached_input_tokens": 38272, "output_tokens": 1330, "reasoning_output_tokens": 1235}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"feature_117\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_117\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template on \\\"feature_117\\\". Because the column is stored as TEXT, counts are by raw text value and include empty-string groups if present.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..47f3047a95f70d45f5c8f704d82be3b1c718425c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_5c3230731c3e767f", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 1330, + "total_tokens": 40417, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 89, + "estimated_total_tokens": 15881, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28719.43, + "sql_execution_elapsed_ms_total": 0.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c3230731c3e767f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..326b7f2bfd4d3b52ab742480f12c723be04eea68 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51436, "bytes_utf8": 51436, "lines": 1635, "estimated_tokens": 16032}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 709, "bytes_utf8": 709, "lines": 1, "estimated_tokens": 195}, "usage": {"input_tokens": 39327, "cached_input_tokens": 38272, "output_tokens": 895, "reasoning_output_tokens": 694}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e1e90f969e5f9ad349e1b78cea368758b50edf67 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_5c89fe124b0179a4", + "api_calls": 0, + "input_tokens": 39327, + "cached_input_tokens": 38272, + "output_tokens": 895, + "total_tokens": 40222, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16032, + "estimated_output_tokens": 195, + "estimated_total_tokens": 16227, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 21939.75, + "sql_execution_elapsed_ms_total": 1.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..16eabfb1df54a80dbc9a9784a8817f7af9ac12f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:10:34.823478+00:00", + "ended_at": "2026-05-26T01:10:56.763341+00:00", + "elapsed_ms": 21939.75, + "prompt_metrics": { + "chars": 51436, + "bytes_utf8": 51436, + "lines": 1635, + "estimated_tokens": 16032 + }, + "stdout_metrics": { + "chars": 1078, + "bytes_utf8": 1078, + "lines": 4, + "estimated_tokens": 320 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 709, + "bytes_utf8": 709, + "lines": 1, + "estimated_tokens": 195 + }, + "usage": { + "input_tokens": 39327, + "cached_input_tokens": 38272, + "output_tokens": 895, + "reasoning_output_tokens": 694 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..815c1d8b3a482b80d444299fc89f1f3959dcb38a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_5, condition_col=target.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "feature_5", + "condition_col": "target", + "condition_value": "0.2", + "positive_value": "0.2", + "negative_value": "0.03", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3374e62e4d5322a8dfa9c45eba52ed105cd0b43c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d5-626b-7802-91d1-9c872fdb7a09"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"feature_5\\\",\\n SUM(CASE WHEN \\\"target\\\" = '0.2' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"target\\\" = '0.03' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_5\\\"\\n)\\nSELECT \\\"feature_5\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the requested grouped ratio template with group_col=\\\"feature_5\\\" and condition_col=\\\"target\\\", comparing the bound target values '0.2' and '0.03'. NULLIF prevents division-by-zero for groups with no '0.03' rows.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39327,"cached_input_tokens":38272,"output_tokens":895,"reasoning_output_tokens":694}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d2c258088aee7b6d268b0879f34e5634d3b35eca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"feature_5\",\n SUM(CASE WHEN \"target\" = '0.2' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"target\" = '0.03' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n4\"\n GROUP BY \"feature_5\"\n)\nSELECT \"feature_5\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Uses the requested grouped ratio template with group_col=\"feature_5\" and condition_col=\"target\", comparing the bound target values '0.2' and '0.03'. NULLIF prevents division-by-zero for groups with no '0.03' rows."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e7cc9f88903518625a6fd43af692069cb499106a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_5, condition_col=target. +Result preview: [{"feature_5": "3", "condition_ratio": 0.875}, {"feature_5": "6", "condition_ratio": 0.7}, {"feature_5": "10", "condition_ratio": 0.5714285714285714}, {"feature_5": "4", "condition_ratio": 0.42857142857142855}, {"feature_5": "1", "condition_ratio": 0.38461538461538464}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..57a51b5d7b57d7d3c76dc2b74447f02bd11500a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n4_5c89fe124b0179a4 +-- problem_id: v2p_n4_0f72970d698cd21e +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "feature_5", + SUM(CASE WHEN "target" = '0.2' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "target" = '0.03' THEN 1 ELSE 0 END) AS denominator_count + FROM "n4" + GROUP BY "feature_5" +) +SELECT "feature_5", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8a60db11d663a769fa669924f4ada4a2be9c0a4e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"feature_5\",\n SUM(CASE WHEN \"target\" = '0.2' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"target\" = '0.03' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n4\"\n GROUP BY \"feature_5\"\n)\nSELECT \"feature_5\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"feature_5\\\",\\n SUM(CASE WHEN \\\"target\\\" = '0.2' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"target\\\" = '0.03' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_5\\\"\\n)\\nSELECT \\\"feature_5\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"feature_5\", \"condition_ratio\"], \"rows\": [{\"feature_5\": \"3\", \"condition_ratio\": 0.875}, {\"feature_5\": \"6\", \"condition_ratio\": 0.7}, {\"feature_5\": \"10\", \"condition_ratio\": 0.5714285714285714}, {\"feature_5\": \"4\", \"condition_ratio\": 0.42857142857142855}, {\"feature_5\": \"1\", \"condition_ratio\": 0.38461538461538464}, {\"feature_5\": \"5\", \"condition_ratio\": 0.3333333333333333}, {\"feature_5\": \"9\", \"condition_ratio\": 0.2857142857142857}, {\"feature_5\": \"7\", \"condition_ratio\": 0.2727272727272727}, {\"feature_5\": \"2\", \"condition_ratio\": 0.15384615384615385}, {\"feature_5\": \"8\", \"condition_ratio\": 0.125}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.2}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..82675dbe91b95431159e932dd09e3c8189ed9db2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:10:34.820975+00:00", + "ended_at": "2026-05-26T01:10:56.775249+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_5c89fe124b0179a4", + "problem_id": "v2p_n4_0f72970d698cd21e", + "dataset_id": "n4", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_5, condition_col=target.", + "bindings": { + "group_col": "feature_5", + "condition_col": "target", + "condition_value": "0.2", + "positive_value": "0.2", + "negative_value": "0.03", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=42" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5c89fe124b0179a4.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_5c89fe124b0179a4", + "api_calls": 0, + "input_tokens": 39327, + "cached_input_tokens": 38272, + "output_tokens": 895, + "total_tokens": 40222, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16032, + "estimated_output_tokens": 195, + "estimated_total_tokens": 16227, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 21939.75, + "sql_execution_elapsed_ms_total": 1.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..06525b6f80928f01ba9e9ee18d7687a3621cc5a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:10:56.772454+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 21939.75, "started_at": "2026-05-26T01:10:34.823478+00:00", "ended_at": "2026-05-26T01:10:56.763341+00:00", "prompt_metrics": {"chars": 51436, "bytes_utf8": 51436, "lines": 1635, "estimated_tokens": 16032}, "response_metrics": {"chars": 709, "bytes_utf8": 709, "lines": 1, "estimated_tokens": 195}, "usage": {"input_tokens": 39327, "cached_input_tokens": 38272, "output_tokens": 895, "reasoning_output_tokens": 694}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"feature_5\\\",\\n SUM(CASE WHEN \\\"target\\\" = '0.2' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"target\\\" = '0.03' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_5\\\"\\n)\\nSELECT \\\"feature_5\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the requested grouped ratio template with group_col=\\\"feature_5\\\" and condition_col=\\\"target\\\", comparing the bound target values '0.2' and '0.03'. NULLIF prevents division-by-zero for groups with no '0.03' rows.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a6c5017943e95f56b54b893be5301e21a2d9655b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_5c89fe124b0179a4", + "api_calls": 0, + "input_tokens": 39327, + "cached_input_tokens": 38272, + "output_tokens": 895, + "total_tokens": 40222, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16032, + "estimated_output_tokens": 195, + "estimated_total_tokens": 16227, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 21939.75, + "sql_execution_elapsed_ms_total": 1.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5c89fe124b0179a4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..71ea437aee8b45d03df60e65aa0fa2ae19fe442d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51043, "bytes_utf8": 51043, "lines": 1634, "estimated_tokens": 15940}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 894, "bytes_utf8": 894, "lines": 1, "estimated_tokens": 261}, "usage": {"input_tokens": 39235, "cached_input_tokens": 38784, "output_tokens": 5445, "reasoning_output_tokens": 5178}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9f5784bfb8a7f27bc01689ff52e87a8d6ebf87d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_5cd3a88b4b3d4a51", + "api_calls": 0, + "input_tokens": 39235, + "cached_input_tokens": 38784, + "output_tokens": 5445, + "total_tokens": 44680, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15940, + "estimated_output_tokens": 261, + "estimated_total_tokens": 16201, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 102711.13, + "sql_execution_elapsed_ms_total": 3.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d65351f428e46ce173fdeca515fa78ee9936fad0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:10:56.777401+00:00", + "ended_at": "2026-05-26T01:12:39.465308+00:00", + "elapsed_ms": 102711.13, + "prompt_metrics": { + "chars": 51043, + "bytes_utf8": 51043, + "lines": 1634, + "estimated_tokens": 15940 + }, + "stdout_metrics": { + "chars": 1332, + "bytes_utf8": 1332, + "lines": 4, + "estimated_tokens": 428 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 894, + "bytes_utf8": 894, + "lines": 1, + "estimated_tokens": 261 + }, + "usage": { + "input_tokens": 39235, + "cached_input_tokens": 38784, + "output_tokens": 5445, + "reasoning_output_tokens": 5178 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..00be53452bf640d16513d4e821207363c813fb52 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_116, measure_col=feature_35.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_116", + "measure_col": "feature_35", + "item_col": "feature_36", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.17, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..95369e7ea83eb808bc754eaecd320db15526416b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d5-b835-78b3-afe0-0d7f8f7954ef"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"feature_116\\\",\\n \\\"feature_36\\\",\\n SUM(CAST(NULLIF(\\\"feature_35\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(\\\"feature_116\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_36\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_35\\\", '') IS NOT NULL\\n GROUP BY \\\"feature_116\\\", \\\"feature_36\\\"\\n)\\nSELECT\\n \\\"feature_116\\\",\\n \\\"feature_36\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_116\\\"), 0.0) AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Implements the requested within-group share template using \\\"feature_116\\\" as the group, \\\"feature_36\\\" as the item, and \\\"feature_35\\\" as the summed measure, casting the TEXT measure to REAL and excluding blank values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39235,"cached_input_tokens":38784,"output_tokens":5445,"reasoning_output_tokens":5178}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3f12bb28626dc734155daebec4f62806d6cd09df --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n \"feature_116\",\n \"feature_36\",\n SUM(CAST(NULLIF(\"feature_35\", '') AS REAL)) AS \"total_measure\"\n FROM \"n4\"\n WHERE NULLIF(\"feature_116\", '') IS NOT NULL\n AND NULLIF(\"feature_36\", '') IS NOT NULL\n AND NULLIF(\"feature_35\", '') IS NOT NULL\n GROUP BY \"feature_116\", \"feature_36\"\n)\nSELECT\n \"feature_116\",\n \"feature_36\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(SUM(\"total_measure\") OVER (PARTITION BY \"feature_116\"), 0.0) AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;","notes":"Implements the requested within-group share template using \"feature_116\" as the group, \"feature_36\" as the item, and \"feature_35\" as the summed measure, casting the TEXT measure to REAL and excluding blank values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..18a2e722edd7af001495c3463c6e6325346ac3ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_116, measure_col=feature_35. +Result preview: [{"feature_116": "0.14", "feature_36": "0.28", "total_measure": 0.19, "share_within_group": 100.0}, {"feature_116": "0.22", "feature_36": "0.73", "total_measure": 0.43, "share_within_group": 100.0}, {"feature_116": "0.33", "feature_36": "0.46", "total_measure": 0.42, "share_within_group": 100.0}, {"feature_116": "0.37", "feature_36": "0.69", "total_measure": 0.51, "share_within_group": 100.0}, {"feature_116": "0.4", "feature_36": "0.37", "total_measure": 0.39, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e03926bfd1b7ae458a9caa3f8ca9eb3afed128ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/generated_sql.sql @@ -0,0 +1,31 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_5cd3a88b4b3d4a51 +-- problem_id: v2p_n4_76690e770aa6abcc +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "feature_116", + "feature_36", + SUM(CAST(NULLIF("feature_35", '') AS REAL)) AS "total_measure" + FROM "n4" + WHERE NULLIF("feature_116", '') IS NOT NULL + AND NULLIF("feature_36", '') IS NOT NULL + AND NULLIF("feature_35", '') IS NOT NULL + GROUP BY "feature_116", "feature_36" +) +SELECT + "feature_116", + "feature_36", + "total_measure", + "total_measure" * 100.0 / NULLIF(SUM("total_measure") OVER (PARTITION BY "feature_116"), 0.0) AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e6135774c934f2cfd4cdfa7616735640b07a061d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n \"feature_116\",\n \"feature_36\",\n SUM(CAST(NULLIF(\"feature_35\", '') AS REAL)) AS \"total_measure\"\n FROM \"n4\"\n WHERE NULLIF(\"feature_116\", '') IS NOT NULL\n AND NULLIF(\"feature_36\", '') IS NOT NULL\n AND NULLIF(\"feature_35\", '') IS NOT NULL\n GROUP BY \"feature_116\", \"feature_36\"\n)\nSELECT\n \"feature_116\",\n \"feature_36\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(SUM(\"total_measure\") OVER (PARTITION BY \"feature_116\"), 0.0) AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"feature_116\\\",\\n \\\"feature_36\\\",\\n SUM(CAST(NULLIF(\\\"feature_35\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(\\\"feature_116\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_36\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_35\\\", '') IS NOT NULL\\n GROUP BY \\\"feature_116\\\", \\\"feature_36\\\"\\n)\\nSELECT\\n \\\"feature_116\\\",\\n \\\"feature_36\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_116\\\"), 0.0) AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"feature_116\", \"feature_36\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_116\": \"0.14\", \"feature_36\": \"0.28\", \"total_measure\": 0.19, \"share_within_group\": 100.0}, {\"feature_116\": \"0.22\", \"feature_36\": \"0.73\", \"total_measure\": 0.43, \"share_within_group\": 100.0}, {\"feature_116\": \"0.33\", \"feature_36\": \"0.46\", \"total_measure\": 0.42, \"share_within_group\": 100.0}, {\"feature_116\": \"0.37\", \"feature_36\": \"0.69\", \"total_measure\": 0.51, \"share_within_group\": 100.0}, {\"feature_116\": \"0.4\", \"feature_36\": \"0.37\", \"total_measure\": 0.39, \"share_within_group\": 100.0}, {\"feature_116\": \"0.44\", \"feature_36\": \"0.51\", \"total_measure\": 0.37, \"share_within_group\": 100.0}, {\"feature_116\": \"0.45\", \"feature_36\": \"0.47\", \"total_measure\": 0.38, \"share_within_group\": 100.0}, {\"feature_116\": \"0.49\", \"feature_36\": \"0.94\", \"total_measure\": 1.0, \"share_within_group\": 100.0}, {\"feature_116\": \"0.73\", \"feature_36\": \"0.46\", \"total_measure\": 0.33, \"share_within_group\": 100.0}, {\"feature_116\": \"0.09\", \"feature_36\": \"0.69\", \"total_measure\": 0.62, \"share_within_group\": 52.10084033613445}, {\"feature_116\": \"0.17\", \"feature_36\": \"0.53\", \"total_measure\": 0.35, \"share_within_group\": 44.303797468354425}, {\"feature_116\": \"0.13\", \"feature_36\": \"0.8\", \"total_measure\": 0.78, \"share_within_group\": 43.333333333333336}, {\"feature_116\": \"0.17\", \"feature_36\": \"0.44\", \"total_measure\": 0.34, \"share_within_group\": 43.0379746835443}, {\"feature_116\": \"0.13\", \"feature_36\": \"0.61\", \"total_measure\": 0.77, \"share_within_group\": 42.77777777777778}, {\"feature_116\": \"0.26\", \"feature_36\": \"0.56\", \"total_measure\": 0.45, \"share_within_group\": 42.45283018867924}, {\"feature_116\": \"1\", \"feature_36\": \"0.58\", \"total_measure\": 0.63, \"share_within_group\": 42.0}, {\"feature_116\": \"0.19\", \"feature_36\": \"0.72\", \"total_measure\": 0.62, \"share_within_group\": 40.52287581699346}, {\"feature_116\": \"0\", \"feature_36\": \"0.75\", \"total_measure\": 1.71, \"share_within_group\": 35.47717842323651}, {\"feature_116\": \"0.26\", \"feature_36\": \"0.41\", \"total_measure\": 0.35, \"share_within_group\": 33.0188679245283}, {\"feature_116\": \"1\", \"feature_36\": \"0.55\", \"total_measure\": 0.48, \"share_within_group\": 32.0}, {\"feature_116\": \"0.15\", \"feature_36\": \"0.54\", \"total_measure\": 0.55, \"share_within_group\": 26.190476190476193}, {\"feature_116\": \"1\", \"feature_36\": \"0.63\", \"total_measure\": 0.39, \"share_within_group\": 26.0}, {\"feature_116\": \"0.08\", \"feature_36\": \"0.9\", \"total_measure\": 1.0, \"share_within_group\": 25.062656641604008}, {\"feature_116\": \"0.16\", \"feature_36\": \"0.56\", \"total_measure\": 0.43, \"share_within_group\": 24.571428571428573}, {\"feature_116\": \"0.26\", \"feature_36\": \"0.37\", \"total_measure\": 0.26, \"share_within_group\": 24.528301886792452}, {\"feature_116\": \"0.19\", \"feature_36\": \"0.39\", \"total_measure\": 0.35, \"share_within_group\": 22.875816993464053}, {\"feature_116\": \"0.09\", \"feature_36\": \"0.38\", \"total_measure\": 0.27, \"share_within_group\": 22.689075630252102}, {\"feature_116\": \"0.18\", \"feature_36\": \"0.6\", \"total_measure\": 0.48, \"share_within_group\": 22.429906542056074}, {\"feature_116\": \"0.06\", \"feature_36\": \"0.68\", \"total_measure\": 0.57, \"share_within_group\": 21.75572519083969}, {\"feature_116\": \"0.18\", \"feature_36\": \"0.58\", \"total_measure\": 0.46, \"share_within_group\": 21.49532710280374}, {\"feature_116\": \"0.06\", \"feature_36\": \"0.39\", \"total_measure\": 0.56, \"share_within_group\": 21.37404580152672}, {\"feature_116\": \"0.1\", \"feature_36\": \"0.76\", \"total_measure\": 0.72, \"share_within_group\": 19.726027397260275}, {\"feature_116\": \"0.19\", \"feature_36\": \"0.47\", \"total_measure\": 0.3, \"share_within_group\": 19.607843137254903}, {\"feature_116\": \"0.12\", \"feature_36\": \"0.66\", \"total_measure\": 0.57, \"share_within_group\": 19.256756756756754}, {\"feature_116\": \"0.16\", \"feature_36\": \"0.49\", \"total_measure\": 0.33, \"share_within_group\": 18.857142857142858}, {\"feature_116\": \"0.15\", \"feature_36\": \"0.38\", \"total_measure\": 0.39, \"share_within_group\": 18.57142857142857}, {\"feature_116\": \"0.15\", \"feature_36\": \"0.51\", \"total_measure\": 0.39, \"share_within_group\": 18.57142857142857}, {\"feature_116\": \"0.08\", \"feature_36\": \"0.74\", \"total_measure\": 0.7, \"share_within_group\": 17.543859649122805}, {\"feature_116\": \"0.19\", \"feature_36\": \"0.35\", \"total_measure\": 0.26, \"share_within_group\": 16.99346405228758}, {\"feature_116\": \"0.1\", \"feature_36\": \"0.4\", \"total_measure\": 0.6000000000000001, \"share_within_group\": 16.438356164383563}, {\"feature_116\": \"0\", \"feature_36\": \"0.87\", \"total_measure\": 0.76, \"share_within_group\": 15.767634854771783}, {\"feature_116\": \"0.16\", \"feature_36\": \"0.34\", \"total_measure\": 0.27, \"share_within_group\": 15.428571428571429}, {\"feature_116\": \"0.06\", \"feature_36\": \"0.62\", \"total_measure\": 0.4, \"share_within_group\": 15.267175572519083}, {\"feature_116\": \"0.12\", \"feature_36\": \"0.57\", \"total_measure\": 0.43, \"share_within_group\": 14.527027027027028}, {\"feature_116\": \"0.18\", \"feature_36\": \"0.41\", \"total_measure\": 0.31, \"share_within_group\": 14.485981308411214}, {\"feature_116\": \"0.18\", \"feature_36\": \"0.44\", \"total_measure\": 0.31, \"share_within_group\": 14.485981308411214}, {\"feature_116\": \"0.1\", \"feature_36\": \"0.58\", \"total_measure\": 0.52, \"share_within_group\": 14.246575342465754}, {\"feature_116\": \"0.18\", \"feature_36\": \"0.36\", \"total_measure\": 0.3, \"share_within_group\": 14.018691588785046}, {\"feature_116\": \"0.13\", \"feature_36\": \"0.39\", \"total_measure\": 0.25, \"share_within_group\": 13.88888888888889}, {\"feature_116\": \"0.15\", \"feature_36\": \"0.41\", \"total_measure\": 0.29, \"share_within_group\": 13.809523809523807}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.04}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fb01c36ecf77bcee21e652321666d071270bde75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:10:56.775669+00:00", + "ended_at": "2026-05-26T01:12:39.479290+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_5cd3a88b4b3d4a51", + "problem_id": "v2p_n4_76690e770aa6abcc", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_116, measure_col=feature_35.", + "bindings": { + "group_col": "feature_116", + "measure_col": "feature_35", + "item_col": "feature_36", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.17, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=1/2", + "binding_index=33" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 10, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5cd3a88b4b3d4a51.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_5cd3a88b4b3d4a51", + "api_calls": 0, + "input_tokens": 39235, + "cached_input_tokens": 38784, + "output_tokens": 5445, + "total_tokens": 44680, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15940, + "estimated_output_tokens": 261, + "estimated_total_tokens": 16201, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 102711.13, + "sql_execution_elapsed_ms_total": 3.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..54738372b62ee1e79c118635a49f42f9fd90f619 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:12:39.474555+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 102711.13, "started_at": "2026-05-26T01:10:56.777401+00:00", "ended_at": "2026-05-26T01:12:39.465308+00:00", "prompt_metrics": {"chars": 51043, "bytes_utf8": 51043, "lines": 1634, "estimated_tokens": 15940}, "response_metrics": {"chars": 894, "bytes_utf8": 894, "lines": 1, "estimated_tokens": 261}, "usage": {"input_tokens": 39235, "cached_input_tokens": 38784, "output_tokens": 5445, "reasoning_output_tokens": 5178}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"feature_116\\\",\\n \\\"feature_36\\\",\\n SUM(CAST(NULLIF(\\\"feature_35\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(\\\"feature_116\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_36\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_35\\\", '') IS NOT NULL\\n GROUP BY \\\"feature_116\\\", \\\"feature_36\\\"\\n)\\nSELECT\\n \\\"feature_116\\\",\\n \\\"feature_36\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_116\\\"), 0.0) AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Implements the requested within-group share template using \\\"feature_116\\\" as the group, \\\"feature_36\\\" as the item, and \\\"feature_35\\\" as the summed measure, casting the TEXT measure to REAL and excluding blank values.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..283012884df2d8c00a4c353938cf21aaa6f7bb86 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_5cd3a88b4b3d4a51", + "api_calls": 0, + "input_tokens": 39235, + "cached_input_tokens": 38784, + "output_tokens": 5445, + "total_tokens": 44680, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15940, + "estimated_output_tokens": 261, + "estimated_total_tokens": 16201, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 102711.13, + "sql_execution_elapsed_ms_total": 3.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_5cd3a88b4b3d4a51/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d641760f3e579ccb9407790dcee5d060387601b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51040, "bytes_utf8": 51040, "lines": 1634, "estimated_tokens": 15940}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1072, "bytes_utf8": 1072, "lines": 1, "estimated_tokens": 308}, "usage": {"input_tokens": 39235, "cached_input_tokens": 22912, "output_tokens": 2219, "reasoning_output_tokens": 1905}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..533076151353417de2c00167cd50d2634aacc20c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_60e38ce6a2006b9f", + "api_calls": 0, + "input_tokens": 39235, + "cached_input_tokens": 22912, + "output_tokens": 2219, + "total_tokens": 41454, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15940, + "estimated_output_tokens": 308, + "estimated_total_tokens": 16248, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44662.89, + "sql_execution_elapsed_ms_total": 2.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f1a5629b4c8b12016aad82b47c9d1550baabac74 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:12:39.481548+00:00", + "ended_at": "2026-05-26T01:13:24.144049+00:00", + "elapsed_ms": 44662.89, + "prompt_metrics": { + "chars": 51040, + "bytes_utf8": 51040, + "lines": 1634, + "estimated_tokens": 15940 + }, + "stdout_metrics": { + "chars": 1509, + "bytes_utf8": 1509, + "lines": 4, + "estimated_tokens": 478 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1072, + "bytes_utf8": 1072, + "lines": 1, + "estimated_tokens": 308 + }, + "usage": { + "input_tokens": 39235, + "cached_input_tokens": 22912, + "output_tokens": 2219, + "reasoning_output_tokens": 1905 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..26f81e3c620ddd96090e2358c60a4c9d235985f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. 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feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] 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"conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_76, measure_col=feature_27.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_76", + "measure_col": "feature_27", + "item_col": "feature_28", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.7, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e8b45b126b13a7da307000772659ed84295c27b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d7-4963-7a73-8544-ecf65bde73ac"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n CAST(NULLIF(\\\"feature_76\\\", '') AS REAL) AS \\\"feature_76\\\",\\n CAST(NULLIF(\\\"feature_28\\\", '') AS REAL) AS \\\"feature_28\\\",\\n SUM(CAST(NULLIF(\\\"feature_27\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(\\\"feature_76\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_28\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_27\\\", '') IS NOT NULL\\n GROUP BY\\n CAST(NULLIF(\\\"feature_76\\\", '') AS REAL),\\n CAST(NULLIF(\\\"feature_28\\\", '') AS REAL)\\n)\\nSELECT\\n \\\"feature_76\\\",\\n \\\"feature_28\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_76\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 10;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=feature_76, item_col=feature_28, and measure_col=feature_27. Because these fields are stored as TEXT in SQLite, the query casts them to REAL and excludes blank values before aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39235,"cached_input_tokens":22912,"output_tokens":2219,"reasoning_output_tokens":1905}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..858a0a192874cfacf18208dafdcb7aeb3e7557f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n CAST(NULLIF(\"feature_76\", '') AS REAL) AS \"feature_76\",\n CAST(NULLIF(\"feature_28\", '') AS REAL) AS \"feature_28\",\n SUM(CAST(NULLIF(\"feature_27\", '') AS REAL)) AS \"total_measure\"\n FROM \"n4\"\n WHERE NULLIF(\"feature_76\", '') IS NOT NULL\n AND NULLIF(\"feature_28\", '') IS NOT NULL\n AND NULLIF(\"feature_27\", '') IS NOT NULL\n GROUP BY\n CAST(NULLIF(\"feature_76\", '') AS REAL),\n CAST(NULLIF(\"feature_28\", '') AS REAL)\n)\nSELECT\n \"feature_76\",\n \"feature_28\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"feature_76\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC\nLIMIT 10;","notes":"Uses the planned Within-Group Share of Total template with group_col=feature_76, item_col=feature_28, and measure_col=feature_27. Because these fields are stored as TEXT in SQLite, the query casts them to REAL and excludes blank values before aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f4d5bdc22fd8cce223206df1ed53e83f5f686008 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_76, measure_col=feature_27. +Result preview: [{"feature_76": 1.0, "feature_28": 1.0, "total_measure": 3.89, "share_within_group": 17.281208351843624}, {"feature_76": 1.0, "feature_28": 0.5, "total_measure": 2.89, "share_within_group": 12.838738338516213}, {"feature_76": 1.0, "feature_28": 0.62, "total_measure": 1.87, "share_within_group": 8.307418924922256}, {"feature_76": 0.0, "feature_28": 0.17, "total_measure": 13.74, "share_within_group": 5.582188998131144}, {"feature_76": 0.0, "feature_28": 0.19, "total_measure": 13.02, "share_within_group": 5.289672544080604}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5d5fd3e5ffb0d9dc0e44ddf222caa9394f3bf104 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/generated_sql.sql @@ -0,0 +1,34 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_60e38ce6a2006b9f +-- problem_id: v2p_n4_f90737195428bf32 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + CAST(NULLIF("feature_76", '') AS REAL) AS "feature_76", + CAST(NULLIF("feature_28", '') AS REAL) AS "feature_28", + SUM(CAST(NULLIF("feature_27", '') AS REAL)) AS "total_measure" + FROM "n4" + WHERE NULLIF("feature_76", '') IS NOT NULL + AND NULLIF("feature_28", '') IS NOT NULL + AND NULLIF("feature_27", '') IS NOT NULL + GROUP BY + CAST(NULLIF("feature_76", '') AS REAL), + CAST(NULLIF("feature_28", '') AS REAL) +) +SELECT + "feature_76", + "feature_28", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "feature_76") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC +LIMIT 10; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7cfcc40e0d9c2712b3da43c2c9b41fc6b0cc5dc3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n CAST(NULLIF(\"feature_76\", '') AS REAL) AS \"feature_76\",\n CAST(NULLIF(\"feature_28\", '') AS REAL) AS \"feature_28\",\n SUM(CAST(NULLIF(\"feature_27\", '') AS REAL)) AS \"total_measure\"\n FROM \"n4\"\n WHERE NULLIF(\"feature_76\", '') IS NOT NULL\n AND NULLIF(\"feature_28\", '') IS NOT NULL\n AND NULLIF(\"feature_27\", '') IS NOT NULL\n GROUP BY\n CAST(NULLIF(\"feature_76\", '') AS REAL),\n CAST(NULLIF(\"feature_28\", '') AS REAL)\n)\nSELECT\n \"feature_76\",\n \"feature_28\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"feature_76\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC\nLIMIT 10;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n CAST(NULLIF(\\\"feature_76\\\", '') AS REAL) AS \\\"feature_76\\\",\\n CAST(NULLIF(\\\"feature_28\\\", '') AS REAL) AS \\\"feature_28\\\",\\n SUM(CAST(NULLIF(\\\"feature_27\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(\\\"feature_76\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_28\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_27\\\", '') IS NOT NULL\\n GROUP BY\\n CAST(NULLIF(\\\"feature_76\\\", '') AS REAL),\\n CAST(NULLIF(\\\"feature_28\\\", '') AS REAL)\\n)\\nSELECT\\n \\\"feature_76\\\",\\n \\\"feature_28\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_76\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 10;\", \"columns\": [\"feature_76\", \"feature_28\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_76\": 1.0, \"feature_28\": 1.0, \"total_measure\": 3.89, \"share_within_group\": 17.281208351843624}, {\"feature_76\": 1.0, \"feature_28\": 0.5, \"total_measure\": 2.89, \"share_within_group\": 12.838738338516213}, {\"feature_76\": 1.0, \"feature_28\": 0.62, \"total_measure\": 1.87, \"share_within_group\": 8.307418924922256}, {\"feature_76\": 0.0, \"feature_28\": 0.17, \"total_measure\": 13.74, \"share_within_group\": 5.582188998131144}, {\"feature_76\": 0.0, \"feature_28\": 0.19, \"total_measure\": 13.02, \"share_within_group\": 5.289672544080604}, {\"feature_76\": 1.0, \"feature_28\": 0.37, \"total_measure\": 1.17, \"share_within_group\": 5.197689915593069}, {\"feature_76\": 0.0, \"feature_28\": 0.18, \"total_measure\": 12.55, \"share_within_group\": 5.098724303242057}, {\"feature_76\": 1.0, \"feature_28\": 0.36, \"total_measure\": 1.0, \"share_within_group\": 4.4424700133274095}, {\"feature_76\": 1.0, \"feature_28\": 0.43, \"total_measure\": 1.0, \"share_within_group\": 4.4424700133274095}, {\"feature_76\": 1.0, \"feature_28\": 0.69, \"total_measure\": 1.0, \"share_within_group\": 4.4424700133274095}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.18}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1ad820d8ae43fb701aec0316423667556c620980 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:12:39.479775+00:00", + "ended_at": "2026-05-26T01:13:24.156550+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_60e38ce6a2006b9f", + "problem_id": "v2p_n4_f90737195428bf32", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_76, measure_col=feature_27.", + "bindings": { + "group_col": "feature_76", + "measure_col": "feature_27", + "item_col": "feature_28", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.7, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=25" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_60e38ce6a2006b9f.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_60e38ce6a2006b9f", + "api_calls": 0, + "input_tokens": 39235, + "cached_input_tokens": 22912, + "output_tokens": 2219, + "total_tokens": 41454, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15940, + "estimated_output_tokens": 308, + "estimated_total_tokens": 16248, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44662.89, + "sql_execution_elapsed_ms_total": 2.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e11e58619b15ad9067cf484016c411454d8564e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:13:24.153080+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 44662.89, "started_at": "2026-05-26T01:12:39.481548+00:00", "ended_at": "2026-05-26T01:13:24.144049+00:00", "prompt_metrics": {"chars": 51040, "bytes_utf8": 51040, "lines": 1634, "estimated_tokens": 15940}, "response_metrics": {"chars": 1072, "bytes_utf8": 1072, "lines": 1, "estimated_tokens": 308}, "usage": {"input_tokens": 39235, "cached_input_tokens": 22912, "output_tokens": 2219, "reasoning_output_tokens": 1905}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n CAST(NULLIF(\\\"feature_76\\\", '') AS REAL) AS \\\"feature_76\\\",\\n CAST(NULLIF(\\\"feature_28\\\", '') AS REAL) AS \\\"feature_28\\\",\\n SUM(CAST(NULLIF(\\\"feature_27\\\", '') AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(\\\"feature_76\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_28\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_27\\\", '') IS NOT NULL\\n GROUP BY\\n CAST(NULLIF(\\\"feature_76\\\", '') AS REAL),\\n CAST(NULLIF(\\\"feature_28\\\", '') AS REAL)\\n)\\nSELECT\\n \\\"feature_76\\\",\\n \\\"feature_28\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_76\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 10;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=feature_76, item_col=feature_28, and measure_col=feature_27. Because these fields are stored as TEXT in SQLite, the "} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5a5765af993b7001d642c20b3538fca7a7163270 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_60e38ce6a2006b9f", + "api_calls": 0, + "input_tokens": 39235, + "cached_input_tokens": 22912, + "output_tokens": 2219, + "total_tokens": 41454, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15940, + "estimated_output_tokens": 308, + "estimated_total_tokens": 16248, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44662.89, + "sql_execution_elapsed_ms_total": 2.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_60e38ce6a2006b9f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..92b8bc06e24646defac0cc025b4e5a2a86069437 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50541, "bytes_utf8": 50541, "lines": 1630, "estimated_tokens": 15792}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 309, "bytes_utf8": 309, "lines": 1, "estimated_tokens": 77}, "usage": {"input_tokens": 39087, "cached_input_tokens": 38272, "output_tokens": 599, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b27f191869e9b23736c654d83ba54b856c5fd07e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_6329d09833e33818", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 599, + "total_tokens": 39686, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 77, + "estimated_total_tokens": 15869, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14594.56, + "sql_execution_elapsed_ms_total": 1.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..62de3f44128f293ea4afc346fbc21775b71c61f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:13:24.159893+00:00", + "ended_at": "2026-05-26T01:13:38.754472+00:00", + "elapsed_ms": 14594.56, + "prompt_metrics": { + "chars": 50541, + "bytes_utf8": 50541, + "lines": 1630, + "estimated_tokens": 15792 + }, + "stdout_metrics": { + "chars": 663, + "bytes_utf8": 663, + "lines": 4, + "estimated_tokens": 188 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 309, + "bytes_utf8": 309, + "lines": 1, + "estimated_tokens": 77 + }, + "usage": { + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 599, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e595b8cf119d240b02f3e2d72092881d4d55ce6f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1630 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_116.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "feature_116", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.99, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f3e7554ad72101290126a3ae80d0066d77ec10d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d7-f7e4-77d3-a5da-c62ec727a1ed"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_116\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_116\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template on \\\"feature_116\\\" and preserves all groups, including empty-string values if present.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39087,"cached_input_tokens":38272,"output_tokens":599,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8d290683e5a1d7525115c2216cede808f9e529ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"feature_116\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nGROUP BY \"feature_116\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned grouped-count template on \"feature_116\" and preserves all groups, including empty-string values if present."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..18b9d2b0d38d8911c32937f56c12b31750d3feaa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_116. +Result preview: [{"feature_116": "", "row_count": 1675}, {"feature_116": "0.03", "row_count": 48}, {"feature_116": "0.02", "row_count": 47}, {"feature_116": "0.04", "row_count": 38}, {"feature_116": "0.01", "row_count": 31}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d745a39c3cf44ecb146d713e1958ab409045f99d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n4_6329d09833e33818 +-- problem_id: v2p_n4_5182d931abdd691c +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_116", COUNT(*) AS "row_count" +FROM "n4" +GROUP BY "feature_116" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..388c7570a8890c2370caf74fe543460f6c0a333f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"feature_116\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nGROUP BY \"feature_116\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_116\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_116\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"feature_116\", \"row_count\"], \"rows\": [{\"feature_116\": \"\", \"row_count\": 1675}, {\"feature_116\": \"0.03\", \"row_count\": 48}, {\"feature_116\": \"0.02\", \"row_count\": 47}, {\"feature_116\": \"0.04\", \"row_count\": 38}, {\"feature_116\": \"0.01\", \"row_count\": 31}, {\"feature_116\": \"0.05\", \"row_count\": 25}, {\"feature_116\": \"0.07\", \"row_count\": 22}, {\"feature_116\": \"0.11\", \"row_count\": 13}, {\"feature_116\": \"0.1\", \"row_count\": 10}, {\"feature_116\": \"0.08\", \"row_count\": 10}, {\"feature_116\": \"0.06\", \"row_count\": 10}, {\"feature_116\": \"0\", \"row_count\": 10}, {\"feature_116\": \"0.12\", \"row_count\": 8}, {\"feature_116\": \"0.18\", \"row_count\": 6}, {\"feature_116\": \"0.16\", \"row_count\": 6}, {\"feature_116\": \"0.15\", \"row_count\": 6}, {\"feature_116\": \"0.19\", \"row_count\": 4}, {\"feature_116\": \"0.09\", \"row_count\": 4}, {\"feature_116\": \"1\", \"row_count\": 3}, {\"feature_116\": \"0.26\", \"row_count\": 3}, {\"feature_116\": \"0.17\", \"row_count\": 3}, {\"feature_116\": \"0.13\", \"row_count\": 3}, {\"feature_116\": \"0.73\", \"row_count\": 1}, {\"feature_116\": \"0.49\", \"row_count\": 1}, {\"feature_116\": \"0.45\", \"row_count\": 1}, {\"feature_116\": \"0.44\", \"row_count\": 1}, {\"feature_116\": \"0.4\", \"row_count\": 1}, {\"feature_116\": \"0.37\", \"row_count\": 1}, {\"feature_116\": \"0.33\", \"row_count\": 1}, {\"feature_116\": \"0.22\", \"row_count\": 1}, {\"feature_116\": \"0.14\", \"row_count\": 1}], \"row_count_returned\": 31, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.23}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..cc4106658592775f1e7ea8569abbf4862ab0eabc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:13:24.156927+00:00", + "ended_at": "2026-05-26T01:13:38.766288+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_6329d09833e33818", + "problem_id": "v2p_n4_5182d931abdd691c", + "dataset_id": "n4", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_116.", + "bindings": { + "group_col": "feature_116", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.99, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=15" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_6329d09833e33818.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_6329d09833e33818", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 599, + "total_tokens": 39686, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 77, + "estimated_total_tokens": 15869, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14594.56, + "sql_execution_elapsed_ms_total": 1.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6bce746dba97d85367a7309c733771d6f3fa748b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:13:38.763261+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14594.56, "started_at": "2026-05-26T01:13:24.159893+00:00", "ended_at": "2026-05-26T01:13:38.754472+00:00", "prompt_metrics": {"chars": 50541, "bytes_utf8": 50541, "lines": 1630, "estimated_tokens": 15792}, "response_metrics": {"chars": 309, "bytes_utf8": 309, "lines": 1, "estimated_tokens": 77}, "usage": {"input_tokens": 39087, "cached_input_tokens": 38272, "output_tokens": 599, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_116\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_116\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned grouped-count template on \\\"feature_116\\\" and preserves all groups, including empty-string values if present.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d9791696f80fa5b7a62e338a14532591bbe50ff2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_6329d09833e33818", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 38272, + "output_tokens": 599, + "total_tokens": 39686, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 77, + "estimated_total_tokens": 15869, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14594.56, + "sql_execution_elapsed_ms_total": 1.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_6329d09833e33818/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ed7766b1633280805e2c770a7517f37a1610472e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50947, "bytes_utf8": 50947, "lines": 1636, "estimated_tokens": 15917}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 487, "bytes_utf8": 487, "lines": 1, "estimated_tokens": 130}, "usage": {"input_tokens": 39212, "cached_input_tokens": 22912, "output_tokens": 1828, "reasoning_output_tokens": 1692}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9310247e76a1d30c045f684629301bea4a70bf08 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_66ed5ab441b50bfd", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 1828, + "total_tokens": 41040, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 130, + "estimated_total_tokens": 16047, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36669.26, + "sql_execution_elapsed_ms_total": 2.53, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7b9772652156cabb85f98fe1f3dd0051bdc1e734 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:13:38.768526+00:00", + "ended_at": "2026-05-26T01:14:15.437748+00:00", + "elapsed_ms": 36669.26, + "prompt_metrics": { + "chars": 50947, + "bytes_utf8": 50947, + "lines": 1636, + "estimated_tokens": 15917 + }, + "stdout_metrics": { + "chars": 864, + "bytes_utf8": 864, + "lines": 4, + "estimated_tokens": 254 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 487, + "bytes_utf8": 487, + "lines": 1, + "estimated_tokens": 130 + }, + "usage": { + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 1828, + "reasoning_output_tokens": 1692 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1f6ad4555a66cb5b566eed6463a8dedf2058cb1a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1636 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_76, group_col_2=feature_125.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "feature_76", + "group_col_2": "feature_125", + "predicate_col": "feature_54", + "predicate_op": ">=", + "predicate_value": 0.7, + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.26, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2fdd87f30d34aa21cebd6da4b5ada64a0ff87c56 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d8-30f7-79e3-aa30-aae3295c62ee"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"feature_76\\\", \\\"feature_125\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_54\\\", '') AS REAL) >= 0.7\\nGROUP BY \\\"feature_76\\\", \\\"feature_125\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group-count template with group columns \\\"feature_76\\\" and \\\"feature_125\\\". \\\"feature_54\\\" is cast to REAL because the SQLite schema stores numeric-looking fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39212,"cached_input_tokens":22912,"output_tokens":1828,"reasoning_output_tokens":1692}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0be2b745e0b8359a2a52a25b3881ce0175e6eab8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"feature_76\", \"feature_125\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nWHERE CAST(NULLIF(\"feature_54\", '') AS REAL) >= 0.7\nGROUP BY \"feature_76\", \"feature_125\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned filtered two-dimensional group-count template with group columns \"feature_76\" and \"feature_125\". \"feature_54\" is cast to REAL because the SQLite schema stores numeric-looking fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..305e1d725c9a8ee45ccda78e6880fb65437ef769 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_76, group_col_2=feature_125. +Result preview: [{"feature_76": "0.5", "feature_125": "", "row_count": 192}, {"feature_76": "0", "feature_125": "", "row_count": 105}, {"feature_76": "0", "feature_125": "0", "row_count": 4}, {"feature_76": "0", "feature_125": "1", "row_count": 4}, {"feature_76": "0.5", "feature_125": "0", "row_count": 4}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..98c07e7e7998bedf484c48463b05b178ff8d6193 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n4_66ed5ab441b50bfd +-- problem_id: v2p_n4_b9d3d3241d26b08c +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", "feature_125", COUNT(*) AS "row_count" +FROM "n4" +WHERE CAST(NULLIF("feature_54", '') AS REAL) >= 0.7 +GROUP BY "feature_76", "feature_125" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..524e60d4651abe618d710a3b1fdbf4fa0f3b0667 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"feature_76\", \"feature_125\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nWHERE CAST(NULLIF(\"feature_54\", '') AS REAL) >= 0.7\nGROUP BY \"feature_76\", \"feature_125\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"feature_76\\\", \\\"feature_125\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_54\\\", '') AS REAL) >= 0.7\\nGROUP BY \\\"feature_76\\\", \\\"feature_125\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"feature_76\", \"feature_125\", \"row_count\"], \"rows\": [{\"feature_76\": \"0.5\", \"feature_125\": \"\", \"row_count\": 192}, {\"feature_76\": \"0\", \"feature_125\": \"\", \"row_count\": 105}, {\"feature_76\": \"0\", \"feature_125\": \"0\", \"row_count\": 4}, {\"feature_76\": \"0\", \"feature_125\": \"1\", \"row_count\": 4}, {\"feature_76\": \"0.5\", \"feature_125\": \"0\", \"row_count\": 4}, {\"feature_76\": \"0\", \"feature_125\": \"0.5\", \"row_count\": 3}, {\"feature_76\": \"0.5\", \"feature_125\": \"0.5\", \"row_count\": 3}, {\"feature_76\": \"0.5\", \"feature_125\": \"1\", \"row_count\": 2}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.53}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b9bc18550a554e9ba4d0129dab83255ed6d45dae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:13:38.766673+00:00", + "ended_at": "2026-05-26T01:14:15.450985+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_66ed5ab441b50bfd", + "problem_id": "v2p_n4_b9d3d3241d26b08c", + "dataset_id": "n4", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_76, group_col_2=feature_125.", + "bindings": { + "group_col": "feature_76", + "group_col_2": "feature_125", + "predicate_col": "feature_54", + "predicate_op": ">=", + "predicate_value": 0.7, + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.26, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=53" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_66ed5ab441b50bfd.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_66ed5ab441b50bfd", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 1828, + "total_tokens": 41040, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 130, + "estimated_total_tokens": 16047, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36669.26, + "sql_execution_elapsed_ms_total": 2.53, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1249db950285f70e9eddedf6f98d275b82c04161 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:14:15.446628+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 36669.26, "started_at": "2026-05-26T01:13:38.768526+00:00", "ended_at": "2026-05-26T01:14:15.437748+00:00", "prompt_metrics": {"chars": 50947, "bytes_utf8": 50947, "lines": 1636, "estimated_tokens": 15917}, "response_metrics": {"chars": 487, "bytes_utf8": 487, "lines": 1, "estimated_tokens": 130}, "usage": {"input_tokens": 39212, "cached_input_tokens": 22912, "output_tokens": 1828, "reasoning_output_tokens": 1692}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"feature_76\\\", \\\"feature_125\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_54\\\", '') AS REAL) >= 0.7\\nGROUP BY \\\"feature_76\\\", \\\"feature_125\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group-count template with group columns \\\"feature_76\\\" and \\\"feature_125\\\". \\\"feature_54\\\" is cast to REAL because the SQLite schema stores numeric-looking fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f9abcc58acfb0d511b24d4f409c56fd86df290e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_66ed5ab441b50bfd", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 1828, + "total_tokens": 41040, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 130, + "estimated_total_tokens": 16047, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36669.26, + "sql_execution_elapsed_ms_total": 2.53, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_66ed5ab441b50bfd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dedf4aa46a143b7bb3e730dc668046ab4e365d07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51448, "bytes_utf8": 51448, "lines": 1635, "estimated_tokens": 16034}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 833, "bytes_utf8": 833, "lines": 1, "estimated_tokens": 234}, "usage": {"input_tokens": 39329, "cached_input_tokens": 38272, "output_tokens": 3846, "reasoning_output_tokens": 3606}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e72043c2d687f4032b16c91a8280af97838afec6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_687d0b99a7da7aef", + "api_calls": 0, + "input_tokens": 39329, + "cached_input_tokens": 38272, + "output_tokens": 3846, + "total_tokens": 43175, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16034, + "estimated_output_tokens": 234, + "estimated_total_tokens": 16268, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 72226.39, + "sql_execution_elapsed_ms_total": 3.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2a5fc03e9e6ed83ef2bc1cbc4d39f19e16c232fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:14:15.453370+00:00", + "ended_at": "2026-05-26T01:15:27.679648+00:00", + "elapsed_ms": 72226.39, + "prompt_metrics": { + "chars": 51448, + "bytes_utf8": 51448, + "lines": 1635, + "estimated_tokens": 16034 + }, + "stdout_metrics": { + "chars": 1242, + "bytes_utf8": 1242, + "lines": 4, + "estimated_tokens": 382 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 833, + "bytes_utf8": 833, + "lines": 1, + "estimated_tokens": 234 + }, + "usage": { + "input_tokens": 39329, + "cached_input_tokens": 38272, + "output_tokens": 3846, + "reasoning_output_tokens": 3606 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0e32d2fb70503e0f6743d5ec03105f6a06f0b2b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_91": "0.89", + "feature_92": "0.63", + "feature_93": "0.51", + "feature_94": "0.47", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.19", + "feature_98": "0.3", + "feature_99": "0.73", + "feature_100": "0.64", + "feature_101": "0.65", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.02", + "feature_120": "0.39", + "feature_121": "0.28", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.12" + }, + { + "feature_1": "42", + "feature_2": "95", + "feature_3": "6096", + "feature_4": "Bethlehemtownship", + "feature_5": "1", + "feature_6": "0.01", + "feature_7": "0.55", + "feature_8": "0.02", + "feature_9": "0.95", + "feature_10": "0.09", + "feature_11": "0.05", + "feature_12": "0.38", + "feature_13": "0.38", + "feature_14": "0.23", + "feature_15": "0.36", + "feature_16": "0.02", + "feature_17": "0.9", + "feature_18": "0.5", + "feature_19": "0.72", + "feature_20": "0.16", + "feature_21": "0.68", + "feature_22": "0.44", + "feature_23": "0.11", + "feature_24": "0.71", + "feature_25": "0.46", + "feature_26": "0.43", + "feature_27": "0.41", + "feature_28": "0.28", + "feature_29": "0", + "feature_30": "0.74", + "feature_31": "0.51", + "feature_32": "0.48", + "feature_33": "0", + "feature_34": "0.06", + "feature_35": "0.25", + "feature_36": "0.3", + "feature_37": "0.33", + "feature_38": "0.12", + "feature_39": "0.65", + "feature_40": "0.67", + "feature_41": "0.38", + "feature_42": "0.42", + "feature_43": "0.46", + "feature_44": "0.22", + "feature_45": "0.27", + "feature_46": "0.2", + "feature_47": "0.21", + "feature_48": "0.51", + "feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_104, condition_col=feature_125.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "feature_104", + "condition_col": "feature_125", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.38, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..825616d1016e82abf3f6eb3f85d788cbce3ceff2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d8-c040-7e91-9fc9-f2d55ae76bc4"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"feature_104\\\",\\n SUM(CASE WHEN \\\"feature_125\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"feature_125\\\" = '0' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_104\\\"\\n)\\nSELECT\\n \\\"feature_104\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Follows the provided grouped-ratio template, grouping by \\\"feature_104\\\" and computing count(\\\"feature_125\\\"='0.5') divided by count(\\\"feature_125\\\"='0'). Text literals are used because the SQLite schema stores these columns as TEXT; groups with zero '0' rows return NULL ratios via NULLIF.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39329,"cached_input_tokens":38272,"output_tokens":3846,"reasoning_output_tokens":3606}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0b04daf835136228cbeb31055572dfb8d9bd90b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT\n \"feature_104\",\n SUM(CASE WHEN \"feature_125\" = '0.5' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"feature_125\" = '0' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n4\"\n GROUP BY \"feature_104\"\n)\nSELECT\n \"feature_104\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Follows the provided grouped-ratio template, grouping by \"feature_104\" and computing count(\"feature_125\"='0.5') divided by count(\"feature_125\"='0'). Text literals are used because the SQLite schema stores these columns as TEXT; groups with zero '0' rows return NULL ratios via NULLIF."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a3e1e7ec68a2537b6c095293be2967b96ba32749 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_104, condition_col=feature_125. +Result preview: [{"feature_104": "0.85", "condition_ratio": 4.0}, {"feature_104": "0.91", "condition_ratio": 4.0}, {"feature_104": "0.83", "condition_ratio": 3.0}, {"feature_104": "0.92", "condition_ratio": 3.0}, {"feature_104": "0.96", "condition_ratio": 1.2727272727272727}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0440a1d5cac5840dc7c93d616ce257eb36735004 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/generated_sql.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n4_687d0b99a7da7aef +-- problem_id: v2p_n4_ddc04cf3e04540f3 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "feature_104", + SUM(CASE WHEN "feature_125" = '0.5' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "feature_125" = '0' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n4" + GROUP BY "feature_104" +) +SELECT + "feature_104", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..274ce66c7698efd098f5a0179b8bf027b007c4cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT\n \"feature_104\",\n SUM(CASE WHEN \"feature_125\" = '0.5' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"feature_125\" = '0' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n4\"\n GROUP BY \"feature_104\"\n)\nSELECT\n \"feature_104\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"feature_104\\\",\\n SUM(CASE WHEN \\\"feature_125\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"feature_125\\\" = '0' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_104\\\"\\n)\\nSELECT\\n \\\"feature_104\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"feature_104\", \"condition_ratio\"], \"rows\": [{\"feature_104\": \"0.85\", \"condition_ratio\": 4.0}, {\"feature_104\": \"0.91\", \"condition_ratio\": 4.0}, {\"feature_104\": \"0.83\", \"condition_ratio\": 3.0}, {\"feature_104\": \"0.92\", \"condition_ratio\": 3.0}, {\"feature_104\": \"0.96\", \"condition_ratio\": 1.2727272727272727}, {\"feature_104\": \"0\", \"condition_ratio\": 1.0}, {\"feature_104\": \"0.67\", \"condition_ratio\": 1.0}, {\"feature_104\": \"0.94\", \"condition_ratio\": 1.0}, {\"feature_104\": \"0.99\", \"condition_ratio\": 1.0}, {\"feature_104\": \"0.93\", \"condition_ratio\": 0.8}, {\"feature_104\": \"0.95\", \"condition_ratio\": 0.75}, {\"feature_104\": \"0.97\", \"condition_ratio\": 0.38461538461538464}, {\"feature_104\": \"0.98\", \"condition_ratio\": 0.2608695652173913}, {\"feature_104\": \"0.37\", \"condition_ratio\": 0.0}, {\"feature_104\": \"0.75\", \"condition_ratio\": 0.0}, {\"feature_104\": \"1\", \"condition_ratio\": 0.0}, {\"feature_104\": \"\", \"condition_ratio\": null}, {\"feature_104\": \"0.49\", \"condition_ratio\": null}, {\"feature_104\": \"0.53\", \"condition_ratio\": null}, {\"feature_104\": \"0.55\", \"condition_ratio\": null}, {\"feature_104\": \"0.61\", \"condition_ratio\": null}, {\"feature_104\": \"0.63\", \"condition_ratio\": null}, {\"feature_104\": \"0.64\", \"condition_ratio\": null}, {\"feature_104\": \"0.72\", \"condition_ratio\": null}, {\"feature_104\": \"0.73\", \"condition_ratio\": null}, {\"feature_104\": \"0.76\", \"condition_ratio\": null}, {\"feature_104\": \"0.8\", \"condition_ratio\": null}, {\"feature_104\": \"0.81\", \"condition_ratio\": null}, {\"feature_104\": \"0.82\", \"condition_ratio\": null}, {\"feature_104\": \"0.84\", \"condition_ratio\": null}, {\"feature_104\": \"0.86\", \"condition_ratio\": null}, {\"feature_104\": \"0.87\", \"condition_ratio\": null}, {\"feature_104\": \"0.88\", \"condition_ratio\": null}, {\"feature_104\": \"0.89\", \"condition_ratio\": null}, {\"feature_104\": \"0.9\", \"condition_ratio\": null}], \"row_count_returned\": 35, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.18}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6b04751e7970e38c75c750d0048da947f699e591 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:14:15.451454+00:00", + "ended_at": "2026-05-26T01:15:27.693183+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_687d0b99a7da7aef", + "problem_id": "v2p_n4_ddc04cf3e04540f3", + "dataset_id": "n4", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_104, condition_col=feature_125.", + "bindings": { + "group_col": "feature_104", + "condition_col": "feature_125", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.38, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=38" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_687d0b99a7da7aef.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_687d0b99a7da7aef", + "api_calls": 0, + "input_tokens": 39329, + "cached_input_tokens": 38272, + "output_tokens": 3846, + "total_tokens": 43175, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16034, + "estimated_output_tokens": 234, + "estimated_total_tokens": 16268, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 72226.39, + "sql_execution_elapsed_ms_total": 3.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..48cdb2e6207afa7e61d44ce2ff9bbac622f8bf3e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:15:27.688621+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 72226.39, "started_at": "2026-05-26T01:14:15.453370+00:00", "ended_at": "2026-05-26T01:15:27.679648+00:00", "prompt_metrics": {"chars": 51448, "bytes_utf8": 51448, "lines": 1635, "estimated_tokens": 16034}, "response_metrics": {"chars": 833, "bytes_utf8": 833, "lines": 1, "estimated_tokens": 234}, "usage": {"input_tokens": 39329, "cached_input_tokens": 38272, "output_tokens": 3846, "reasoning_output_tokens": 3606}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"feature_104\\\",\\n SUM(CASE WHEN \\\"feature_125\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"feature_125\\\" = '0' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_104\\\"\\n)\\nSELECT\\n \\\"feature_104\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Follows the provided grouped-ratio template, grouping by \\\"feature_104\\\" and computing count(\\\"feature_125\\\"='0.5') divided by count(\\\"feature_125\\\"='0'). Text literals are used because the SQLite schema stores these columns as TEXT; groups with zero '0' rows return NULL ratios via NULLIF.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3601afc86283bdf86e0bbebbaaa36a2cb39ee94b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_687d0b99a7da7aef/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_687d0b99a7da7aef", + "api_calls": 0, + "input_tokens": 39329, + "cached_input_tokens": 38272, + "output_tokens": 3846, + "total_tokens": 43175, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16034, + "estimated_output_tokens": 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50881, "bytes_utf8": 50881, "lines": 1635, "estimated_tokens": 15885}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 328, "bytes_utf8": 328, "lines": 1, "estimated_tokens": 99}, "usage": {"input_tokens": 39180, "cached_input_tokens": 6528, "output_tokens": 621, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..51c2d487bcd0557ce5eb089a881a99f6126b1a2d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_70a019eccecea9fa", + "api_calls": 0, + "input_tokens": 39180, + "cached_input_tokens": 6528, + "output_tokens": 621, + "total_tokens": 39801, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15885, + "estimated_output_tokens": 99, + "estimated_total_tokens": 15984, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15010.92, + "sql_execution_elapsed_ms_total": 1.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..121b2cddb07b9a781d4a1593bea7bb7817310f6d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:15:27.695412+00:00", + "ended_at": "2026-05-26T01:15:42.706336+00:00", + "elapsed_ms": 15010.92, + "prompt_metrics": { + "chars": 50881, + "bytes_utf8": 50881, + "lines": 1635, + "estimated_tokens": 15885 + }, + "stdout_metrics": { + "chars": 690, + "bytes_utf8": 690, + "lines": 4, + "estimated_tokens": 216 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 328, + "bytes_utf8": 328, + "lines": 1, + "estimated_tokens": 99 + }, + "usage": { + "input_tokens": 39180, + "cached_input_tokens": 6528, + "output_tokens": 621, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d03b5460f02d6acb067012ed8ee5c4bae6bfe212 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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Focus on group_col=feature_5, condition_col=target.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "feature_5", + "condition_col": "target", + "condition_value": "0.2", + "positive_value": "0.2", + "negative_value": "0.03", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.97, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9aae37d66a458d0145ad9f11a4c0cd57012eff8a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d9-da85-7ec1-8f74-c3450f2e90a6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"feature_5\\\",\\n AVG(CASE WHEN \\\"target\\\" = '0.2' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_5\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Grouped condition rate by \\\"feature_5\\\", using the bound condition \\\"target\\\" = '0.2'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39180,"cached_input_tokens":6528,"output_tokens":621,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5e2f200eed016a4c07c44fe50196125a69f4b534 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"feature_5\",\n AVG(CASE WHEN \"target\" = '0.2' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_5\"\nORDER BY \"condition_rate\" DESC;","notes":"Grouped condition rate by \"feature_5\", using the bound condition \"target\" = '0.2'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..30b5123ae835ea3e958d34b405a4d4bf36b189ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_5, condition_col=target. +Result preview: [{"feature_5": "6", "condition_rate": 0.035175879396984924}, {"feature_5": "3", "condition_rate": 0.035}, {"feature_5": "1", "condition_rate": 0.025}, {"feature_5": "5", "condition_rate": 0.020100502512562814}, {"feature_5": "10", "condition_rate": 0.020100502512562814}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2831e78c9da63283016e0c2b01d48b8dea05c9ad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_70a019eccecea9fa +-- problem_id: v2p_n4_5b583b5eaaee57cb +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_5", + AVG(CASE WHEN "target" = '0.2' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_5" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c7943bae4bcdb950abeb733830cb530c0d5ce8de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"feature_5\",\n AVG(CASE WHEN \"target\" = '0.2' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_5\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"feature_5\\\",\\n AVG(CASE WHEN \\\"target\\\" = '0.2' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_5\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"feature_5\", \"condition_rate\"], \"rows\": [{\"feature_5\": \"6\", \"condition_rate\": 0.035175879396984924}, {\"feature_5\": \"3\", \"condition_rate\": 0.035}, {\"feature_5\": \"1\", \"condition_rate\": 0.025}, {\"feature_5\": \"5\", \"condition_rate\": 0.020100502512562814}, {\"feature_5\": \"10\", \"condition_rate\": 0.020100502512562814}, {\"feature_5\": \"7\", \"condition_rate\": 0.01507537688442211}, {\"feature_5\": \"4\", \"condition_rate\": 0.015}, {\"feature_5\": \"9\", \"condition_rate\": 0.010050251256281407}, {\"feature_5\": \"8\", \"condition_rate\": 0.010050251256281407}, {\"feature_5\": \"2\", \"condition_rate\": 0.01}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.05}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bd7fe50b26c7f089b1d5da17fb59150cb6df0e23 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:15:27.693680+00:00", + "ended_at": "2026-05-26T01:15:42.717657+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_70a019eccecea9fa", + "problem_id": "v2p_n4_5b583b5eaaee57cb", + "dataset_id": "n4", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_5, condition_col=target.", + "bindings": { + "group_col": "feature_5", + "condition_col": "target", + "condition_value": "0.2", + "positive_value": "0.2", + "negative_value": "0.03", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.97, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_70a019eccecea9fa.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_70a019eccecea9fa", + "api_calls": 0, + "input_tokens": 39180, + "cached_input_tokens": 6528, + "output_tokens": 621, + "total_tokens": 39801, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15885, + "estimated_output_tokens": 99, + "estimated_total_tokens": 15984, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15010.92, + "sql_execution_elapsed_ms_total": 1.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_70a019eccecea9fa/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cd208e4d2218e45af644173ea150fb4e145fab75 --- /dev/null +++ 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a7e3feb27c776d43684307ccf4f14a27b5a3aa4d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_74105e46e3811ead", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 4498, + "total_tokens": 43734, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 256, + "estimated_total_tokens": 16197, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 84399.55, + "sql_execution_elapsed_ms_total": 2.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5965304284a171aa0153b712944df500a0279c48 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:15:42.719706+00:00", + "ended_at": "2026-05-26T01:17:07.119134+00:00", + "elapsed_ms": 84399.55, + "prompt_metrics": { + "chars": 51047, + "bytes_utf8": 51047, + "lines": 1634, + "estimated_tokens": 15941 + }, + "stdout_metrics": { + "chars": 1264, + "bytes_utf8": 1264, + "lines": 4, + "estimated_tokens": 403 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 860, + "bytes_utf8": 860, + "lines": 1, + "estimated_tokens": 256 + }, + "usage": { + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 4498, + "reasoning_output_tokens": 4236 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..58d23b1480e4ed8e7bc5382138c7a244c79ebaf9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_25", + "type": "TEXT", + "notnull": false, + "pk": false 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"feature_49": "0.65", + "feature_50": "0.54", + "feature_51": "0.83", + "feature_52": "0.65", + "feature_53": "0.85", + "feature_54": "0.86", + "feature_55": "0.03", + "feature_56": "0.33", + "feature_57": "0.02", + "feature_58": "0.11", + "feature_59": "0.2", + "feature_60": "0.3", + "feature_61": "0.31", + "feature_62": "0.05", + "feature_63": "0.08", + "feature_64": "0.11", + "feature_65": "0.11", + "feature_66": "0.81", + "feature_67": "0.08", + "feature_68": "0.56", + "feature_69": "0.62", + "feature_70": "0.85", + "feature_71": "0.77", + "feature_72": "1", + "feature_73": "0.94", + "feature_74": "0.12", + "feature_75": "0.01", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.97", + "feature_79": "0.96", + "feature_80": "0.6", + "feature_81": "0.47", + "feature_82": "0.52", + "feature_83": "0.11", + "feature_84": "0.11", + "feature_85": "0.24", + "feature_86": "0.21", + "feature_87": "0.19", + "feature_88": "0.75", + "feature_89": "0.7", + "feature_90": "0.77", + "feature_91": "0.89", + "feature_92": "0.63", + "feature_93": "0.51", + "feature_94": "0.47", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.19", + "feature_98": "0.3", + "feature_99": "0.73", + "feature_100": "0.64", + "feature_101": "0.65", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.02", + "feature_120": "0.39", + "feature_121": "0.28", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.12" + }, + { + "feature_1": "42", + "feature_2": "95", + "feature_3": "6096", + "feature_4": "Bethlehemtownship", + "feature_5": "1", + "feature_6": "0.01", + "feature_7": "0.55", + "feature_8": "0.02", + "feature_9": "0.95", + "feature_10": "0.09", + "feature_11": "0.05", + "feature_12": "0.38", + "feature_13": "0.38", + "feature_14": "0.23", + "feature_15": "0.36", + "feature_16": "0.02", + "feature_17": "0.9", + "feature_18": "0.5", + "feature_19": "0.72", + "feature_20": "0.16", + "feature_21": "0.68", + "feature_22": "0.44", + "feature_23": "0.11", + "feature_24": "0.71", + "feature_25": "0.46", + "feature_26": "0.43", + "feature_27": "0.41", + "feature_28": "0.28", + "feature_29": "0", + "feature_30": "0.74", + "feature_31": "0.51", + "feature_32": "0.48", + "feature_33": "0", + "feature_34": "0.06", + "feature_35": "0.25", + "feature_36": "0.3", + "feature_37": "0.33", + "feature_38": "0.12", + "feature_39": "0.65", + "feature_40": "0.67", + "feature_41": "0.38", + "feature_42": "0.42", + "feature_43": "0.46", + "feature_44": "0.22", + "feature_45": "0.27", + "feature_46": "0.2", + "feature_47": "0.21", + "feature_48": "0.51", + "feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_117, measure_col=feature_30.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_117", + "measure_col": "feature_30", + "item_col": "feature_31", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.4364, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..058192475bf152247fc79eb9c4feff166beaa56f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61da-1524-70d2-b4c4-f402b51470e0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"feature_117\\\",\\n \\\"feature_31\\\",\\n SUM(CAST(NULLIF(\\\"feature_30\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"feature_30\\\", '') AS REAL)) * 100.0 / NULLIF(\\n SUM(SUM(CAST(NULLIF(\\\"feature_30\\\", '') AS REAL))) OVER (PARTITION BY \\\"feature_117\\\"),\\n 0.0\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_117\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_31\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_30\\\", '') IS NOT NULL\\nGROUP BY\\n \\\"feature_117\\\",\\n \\\"feature_31\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the planned Within-Group Share of Total template with group_col=feature_117, item_col=feature_31, and measure_col=feature_30; cast the TEXT measure to REAL, excluded blank values, and guarded the within-group denominator with NULLIF.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39236,"cached_input_tokens":38272,"output_tokens":4498,"reasoning_output_tokens":4236}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d568bebb91a57d2c06d5e3c37410032682810321 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"feature_117\",\n \"feature_31\",\n SUM(CAST(NULLIF(\"feature_30\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"feature_30\", '') AS REAL)) * 100.0 / NULLIF(\n SUM(SUM(CAST(NULLIF(\"feature_30\", '') AS REAL))) OVER (PARTITION BY \"feature_117\"),\n 0.0\n ) AS \"share_within_group\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_117\", '') IS NOT NULL\n AND NULLIF(\"feature_31\", '') IS NOT NULL\n AND NULLIF(\"feature_30\", '') IS NOT NULL\nGROUP BY\n \"feature_117\",\n \"feature_31\"\nORDER BY \"share_within_group\" DESC;","notes":"Used the planned Within-Group Share of Total template with group_col=feature_117, item_col=feature_31, and measure_col=feature_30; cast the TEXT measure to REAL, excluded blank values, and guarded the within-group denominator with NULLIF."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..98875c403b34d3192e722fa72b2f668d34975707 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_117, measure_col=feature_30. +Result preview: [{"feature_117": "0", "feature_31": "0.86", "total_measure": 0.91, "share_within_group": 81.24999999999999}, {"feature_117": "0.07", "feature_31": "0.2", "total_measure": 0.35, "share_within_group": 57.37704918032787}, {"feature_117": "1", "feature_31": "0.24", "total_measure": 0.27, "share_within_group": 52.94117647058823}, {"feature_117": "1", "feature_31": "0.22", "total_measure": 0.24, "share_within_group": 47.05882352941176}, {"feature_117": "0.07", "feature_31": "0.29", "total_measure": 0.26, "share_within_group": 42.622950819672134}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e8cb8128fbe7dd99cc37445d49317b239d15c948 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/generated_sql.sql @@ -0,0 +1,29 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_74105e46e3811ead +-- problem_id: v2p_n4_015cabdccd28a8e9 +-- realization_mode: agent +-- source_kind: agent +SELECT + "feature_117", + "feature_31", + SUM(CAST(NULLIF("feature_30", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("feature_30", '') AS REAL)) * 100.0 / NULLIF( + SUM(SUM(CAST(NULLIF("feature_30", '') AS REAL))) OVER (PARTITION BY "feature_117"), + 0.0 + ) AS "share_within_group" +FROM "n4" +WHERE NULLIF("feature_117", '') IS NOT NULL + AND NULLIF("feature_31", '') IS NOT NULL + AND NULLIF("feature_30", '') IS NOT NULL +GROUP BY + "feature_117", + "feature_31" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fc8df4a3b5e4eccc4e2b95b32e58df47c0640afc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"feature_117\",\n \"feature_31\",\n SUM(CAST(NULLIF(\"feature_30\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"feature_30\", '') AS REAL)) * 100.0 / NULLIF(\n SUM(SUM(CAST(NULLIF(\"feature_30\", '') AS REAL))) OVER (PARTITION BY \"feature_117\"),\n 0.0\n ) AS \"share_within_group\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_117\", '') IS NOT NULL\n AND NULLIF(\"feature_31\", '') IS NOT NULL\n AND NULLIF(\"feature_30\", '') IS NOT NULL\nGROUP BY\n \"feature_117\",\n \"feature_31\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"feature_117\\\",\\n \\\"feature_31\\\",\\n SUM(CAST(NULLIF(\\\"feature_30\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"feature_30\\\", '') AS REAL)) * 100.0 / NULLIF(\\n SUM(SUM(CAST(NULLIF(\\\"feature_30\\\", '') AS REAL))) OVER (PARTITION BY \\\"feature_117\\\"),\\n 0.0\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_117\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_31\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_30\\\", '') IS NOT NULL\\nGROUP BY\\n \\\"feature_117\\\",\\n \\\"feature_31\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"feature_117\", \"feature_31\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_117\": \"0\", \"feature_31\": \"0.86\", \"total_measure\": 0.91, \"share_within_group\": 81.24999999999999}, {\"feature_117\": \"0.07\", \"feature_31\": \"0.2\", \"total_measure\": 0.35, \"share_within_group\": 57.37704918032787}, {\"feature_117\": \"1\", \"feature_31\": \"0.24\", \"total_measure\": 0.27, \"share_within_group\": 52.94117647058823}, {\"feature_117\": \"1\", \"feature_31\": \"0.22\", \"total_measure\": 0.24, \"share_within_group\": 47.05882352941176}, {\"feature_117\": \"0.07\", \"feature_31\": \"0.29\", \"total_measure\": 0.26, \"share_within_group\": 42.622950819672134}, {\"feature_117\": \"0.21\", \"feature_31\": \"0.3\", \"total_measure\": 0.82, \"share_within_group\": 30.82706766917293}, {\"feature_117\": \"0.14\", \"feature_31\": \"0.53\", \"total_measure\": 0.69, \"share_within_group\": 29.87012987012987}, {\"feature_117\": \"0.21\", \"feature_31\": \"0.39\", \"total_measure\": 0.67, \"share_within_group\": 25.18796992481203}, {\"feature_117\": \"0.14\", \"feature_31\": \"0.26\", \"total_measure\": 0.53, \"share_within_group\": 22.943722943722943}, {\"feature_117\": \"0.86\", \"feature_31\": \"0.2\", \"total_measure\": 0.74, \"share_within_group\": 21.38728323699422}, {\"feature_117\": \"0.14\", \"feature_31\": \"0.18\", \"total_measure\": 0.44, \"share_within_group\": 19.047619047619047}, {\"feature_117\": \"0\", \"feature_31\": \"0.21\", \"total_measure\": 0.21, \"share_within_group\": 18.749999999999996}, {\"feature_117\": \"0.79\", \"feature_31\": \"0.28\", \"total_measure\": 1.0, \"share_within_group\": 15.527950310559007}, {\"feature_117\": \"0.93\", \"feature_31\": \"0.22\", \"total_measure\": 0.8899999999999999, \"share_within_group\": 14.983164983164983}, {\"feature_117\": \"0.57\", \"feature_31\": \"0.33\", \"total_measure\": 2.25, \"share_within_group\": 14.9402390438247}, {\"feature_117\": \"0.14\", \"feature_31\": \"0.22\", \"total_measure\": 0.33999999999999997, \"share_within_group\": 14.718614718614718}, {\"feature_117\": \"0.86\", \"feature_31\": \"0.19\", \"total_measure\": 0.49, \"share_within_group\": 14.16184971098266}, {\"feature_117\": \"0.79\", \"feature_31\": \"0.52\", \"total_measure\": 0.88, \"share_within_group\": 13.664596273291927}, {\"feature_117\": \"0.14\", \"feature_31\": \"0.16\", \"total_measure\": 0.31, \"share_within_group\": 13.419913419913419}, {\"feature_117\": \"0.93\", \"feature_31\": \"0.24\", \"total_measure\": 0.77, \"share_within_group\": 12.962962962962964}, {\"feature_117\": \"0.71\", \"feature_31\": \"0.24\", \"total_measure\": 0.72, \"share_within_group\": 12.47833622183709}, {\"feature_117\": \"0.93\", \"feature_31\": \"0.28\", \"total_measure\": 0.72, \"share_within_group\": 12.121212121212123}, {\"feature_117\": \"0.5\", \"feature_31\": \"0.31\", \"total_measure\": 1.72, \"share_within_group\": 12.104152005629837}, {\"feature_117\": \"0.29\", \"feature_31\": \"0.17\", \"total_measure\": 0.76, \"share_within_group\": 11.930926216640502}, {\"feature_117\": \"0.86\", \"feature_31\": \"0.33\", \"total_measure\": 0.38, \"share_within_group\": 10.982658959537572}, {\"feature_117\": \"0.36\", \"feature_31\": \"0.2\", \"total_measure\": 0.97, \"share_within_group\": 10.948081264108353}, {\"feature_117\": \"0.43\", \"feature_31\": \"0.21\", \"total_measure\": 0.96, \"share_within_group\": 10.798650168728908}, {\"feature_117\": \"0.64\", \"feature_31\": \"0.21\", \"total_measure\": 1.34, \"share_within_group\": 10.789049919484702}, {\"feature_117\": \"0.57\", \"feature_31\": \"0.27\", \"total_measure\": 1.6, \"share_within_group\": 10.624169986719787}, {\"feature_117\": \"0.64\", \"feature_31\": \"0.25\", \"total_measure\": 1.28, \"share_within_group\": 10.305958132045088}, {\"feature_117\": \"0.64\", \"feature_31\": \"0.27\", \"total_measure\": 1.27, \"share_within_group\": 10.225442834138486}, {\"feature_117\": \"0.71\", \"feature_31\": \"0.26\", \"total_measure\": 0.58, \"share_within_group\": 10.051993067590987}, {\"feature_117\": \"0.29\", \"feature_31\": \"0.07\", \"total_measure\": 0.64, \"share_within_group\": 10.047095761381476}, {\"feature_117\": \"0.36\", \"feature_31\": \"0.17\", \"total_measure\": 0.87, \"share_within_group\": 9.819413092550791}, {\"feature_117\": \"0.21\", \"feature_31\": \"0.36\", \"total_measure\": 0.26, \"share_within_group\": 9.774436090225564}, {\"feature_117\": \"0.79\", \"feature_31\": \"0.31\", \"total_measure\": 0.62, \"share_within_group\": 9.627329192546584}, {\"feature_117\": \"0.5\", \"feature_31\": \"0.25\", \"total_measure\": 1.34, \"share_within_group\": 9.429978888106966}, {\"feature_117\": \"0.86\", \"feature_31\": \"0.29\", \"total_measure\": 0.32, \"share_within_group\": 9.248554913294798}, {\"feature_117\": \"0.43\", \"feature_31\": \"0.36\", \"total_measure\": 0.81, \"share_within_group\": 9.111361079865016}, {\"feature_117\": \"0.93\", \"feature_31\": \"0.25\", \"total_measure\": 0.53, \"share_within_group\": 8.922558922558924}, {\"feature_117\": \"0.86\", \"feature_31\": \"0.18\", \"total_measure\": 0.3, \"share_within_group\": 8.670520231213873}, {\"feature_117\": \"0.21\", \"feature_31\": \"0.23\", \"total_measure\": 0.23, \"share_within_group\": 8.646616541353383}, {\"feature_117\": \"0.29\", \"feature_31\": \"0.48\", \"total_measure\": 0.54, \"share_within_group\": 8.47723704866562}, {\"feature_117\": \"0.36\", \"feature_31\": \"0.26\", \"total_measure\": 0.75, \"share_within_group\": 8.465011286681715}, {\"feature_117\": \"0.57\", \"feature_31\": \"0.23\", \"total_measure\": 1.27, \"share_within_group\": 8.432934926958831}, {\"feature_117\": \"0.57\", \"feature_31\": \"0.24\", \"total_measure\": 1.26, \"share_within_group\": 8.366533864541832}, {\"feature_117\": \"0.57\", \"feature_31\": \"0.36\", \"total_measure\": 1.26, \"share_within_group\": 8.366533864541832}, {\"feature_117\": \"0.29\", \"feature_31\": \"0.37\", \"total_measure\": 0.52, \"share_within_group\": 8.16326530612245}, {\"feature_117\": \"0.36\", \"feature_31\": \"0.51\", \"total_measure\": 0.7, \"share_within_group\": 7.900677200902935}, {\"feature_117\": \"0.86\", \"feature_31\": \"0.21\", \"total_measure\": 0.27, \"share_within_group\": 7.803468208092486}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.72}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..eb205ff2c14702a2761d89d5cd404cf84388a418 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:15:42.717989+00:00", + "ended_at": "2026-05-26T01:17:07.132579+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_74105e46e3811ead", + "problem_id": "v2p_n4_015cabdccd28a8e9", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_117, measure_col=feature_30.", + "bindings": { + "group_col": "feature_117", + "measure_col": "feature_30", + "item_col": "feature_31", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.4364, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=28" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_74105e46e3811ead.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_74105e46e3811ead", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 4498, + "total_tokens": 43734, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 256, + "estimated_total_tokens": 16197, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 84399.55, + "sql_execution_elapsed_ms_total": 2.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1ec6e6dec6e4c31cc3b55c771f0c73668925f413 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:17:07.128458+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 84399.55, "started_at": "2026-05-26T01:15:42.719706+00:00", "ended_at": "2026-05-26T01:17:07.119134+00:00", "prompt_metrics": {"chars": 51047, "bytes_utf8": 51047, "lines": 1634, "estimated_tokens": 15941}, "response_metrics": {"chars": 860, "bytes_utf8": 860, "lines": 1, "estimated_tokens": 256}, "usage": {"input_tokens": 39236, "cached_input_tokens": 38272, "output_tokens": 4498, "reasoning_output_tokens": 4236}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"feature_117\\\",\\n \\\"feature_31\\\",\\n SUM(CAST(NULLIF(\\\"feature_30\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"feature_30\\\", '') AS REAL)) * 100.0 / NULLIF(\\n SUM(SUM(CAST(NULLIF(\\\"feature_30\\\", '') AS REAL))) OVER (PARTITION BY \\\"feature_117\\\"),\\n 0.0\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_117\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_31\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_30\\\", '') IS NOT NULL\\nGROUP BY\\n \\\"feature_117\\\",\\n \\\"feature_31\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the planned Within-Group Share of Total template with group_col=feature_117, item_col=feature_31, and measure_col=feature_30; cast the TEXT measure to REAL, excluded blank values, and guarded the within-group denominator with NULLIF.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2dd3ec2571d597bb2e9a070e981fa2f73b125d40 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_74105e46e3811ead/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_74105e46e3811ead", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 4498, + "total_tokens": 43734, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 256, + "estimated_total_tokens": 16197, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 84399.55, + "sql_execution_elapsed_ms_total": 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"cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50890, "bytes_utf8": 50890, "lines": 1635, "estimated_tokens": 15887}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 479, "bytes_utf8": 479, "lines": 1, "estimated_tokens": 128}, "usage": {"input_tokens": 39182, "cached_input_tokens": 22912, "output_tokens": 643, "reasoning_output_tokens": 509}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bc80fe314535ac7689abfe879a01753edc3d3a14 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_77d7150bdfbbeb89", + "api_calls": 0, + "input_tokens": 39182, + "cached_input_tokens": 22912, + "output_tokens": 643, + "total_tokens": 39825, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15887, + "estimated_output_tokens": 128, + "estimated_total_tokens": 16015, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15225.08, + "sql_execution_elapsed_ms_total": 1.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c11cd9fb205186aa848af0e48da16ed0bfbc7e77 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:17:07.134700+00:00", + "ended_at": "2026-05-26T01:17:22.359794+00:00", + "elapsed_ms": 15225.08, + "prompt_metrics": { + "chars": 50890, + "bytes_utf8": 50890, + "lines": 1635, + "estimated_tokens": 15887 + }, + "stdout_metrics": { + "chars": 842, + "bytes_utf8": 842, + "lines": 4, + "estimated_tokens": 249 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 479, + "bytes_utf8": 479, + "lines": 1, + "estimated_tokens": 128 + }, + "usage": { + "input_tokens": 39182, + "cached_input_tokens": 22912, + "output_tokens": 643, + "reasoning_output_tokens": 509 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5f90f60da69f9d508038b195222ef70cf71b2278 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_117, condition_col=feature_76.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "feature_117", + "condition_col": "feature_76", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.09, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7dea4bb1592514a29a597a40af4df0279efba88b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61db-5ef5-7ba3-8a7d-34b306baf7f7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"feature_117\\\",\\n AVG(CASE WHEN \\\"feature_76\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_117\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the requested Grouped Condition Rate template with group_col=\\\"feature_117\\\" and condition_col=\\\"feature_76\\\". Since the SQLite schema stores these fields as TEXT, the condition value is compared as the string literal '0.5'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39182,"cached_input_tokens":22912,"output_tokens":643,"reasoning_output_tokens":509}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7da3c4ce1289d3bfd0459d85ec32f3efb7d2c505 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"feature_117\",\n AVG(CASE WHEN \"feature_76\" = '0.5' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_117\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the requested Grouped Condition Rate template with group_col=\"feature_117\" and condition_col=\"feature_76\". Since the SQLite schema stores these fields as TEXT, the condition value is compared as the string literal '0.5'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a84401b0f7a3718ee78f2781410a20792fc6cae5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_117, condition_col=feature_76. +Result preview: [{"feature_117": "", "condition_rate": 0.6513432835820896}, {"feature_117": "0.36", "condition_rate": 0.5185185185185185}, {"feature_117": "1", "condition_rate": 0.5}, {"feature_117": "0.64", "condition_rate": 0.4634146341463415}, {"feature_117": "0.21", "condition_rate": 0.375}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b8c99969f375d43209e67044a15cdbeb16f312e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_77d7150bdfbbeb89 +-- problem_id: v2p_n4_58176ef756924e74 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_117", + AVG(CASE WHEN "feature_76" = '0.5' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_117" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5a06b8789750e3e88913add6773b90728fb04ffd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"feature_117\",\n AVG(CASE WHEN \"feature_76\" = '0.5' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_117\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"feature_117\\\",\\n AVG(CASE WHEN \\\"feature_76\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_117\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"feature_117\", \"condition_rate\"], \"rows\": [{\"feature_117\": \"\", \"condition_rate\": 0.6513432835820896}, {\"feature_117\": \"0.36\", \"condition_rate\": 0.5185185185185185}, {\"feature_117\": \"1\", \"condition_rate\": 0.5}, {\"feature_117\": \"0.64\", \"condition_rate\": 0.4634146341463415}, {\"feature_117\": \"0.21\", \"condition_rate\": 0.375}, {\"feature_117\": \"0.5\", \"condition_rate\": 0.37209302325581395}, {\"feature_117\": \"0.79\", \"condition_rate\": 0.36363636363636365}, {\"feature_117\": \"0.43\", \"condition_rate\": 0.34285714285714286}, {\"feature_117\": \"0.57\", \"condition_rate\": 0.3333333333333333}, {\"feature_117\": \"0.29\", \"condition_rate\": 0.3157894736842105}, {\"feature_117\": \"0.14\", \"condition_rate\": 0.2857142857142857}, {\"feature_117\": \"0.71\", \"condition_rate\": 0.22727272727272727}, {\"feature_117\": \"0.93\", \"condition_rate\": 0.19047619047619047}, {\"feature_117\": \"0.86\", \"condition_rate\": 0.15384615384615385}, {\"feature_117\": \"0.07\", \"condition_rate\": 0.0}, {\"feature_117\": \"0\", \"condition_rate\": 0.0}], \"row_count_returned\": 16, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.24}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6860bdd2c1d684a2c78ab39d708e4e0efa977fe1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:17:07.132982+00:00", + "ended_at": "2026-05-26T01:17:22.371320+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_77d7150bdfbbeb89", + "problem_id": "v2p_n4_58176ef756924e74", + "dataset_id": "n4", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_117, condition_col=feature_76.", + "bindings": { + "group_col": "feature_117", + "condition_col": "feature_76", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.09, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=100" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_77d7150bdfbbeb89.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_77d7150bdfbbeb89", + "api_calls": 0, + "input_tokens": 39182, + "cached_input_tokens": 22912, + "output_tokens": 643, + "total_tokens": 39825, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15887, + "estimated_output_tokens": 128, + "estimated_total_tokens": 16015, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15225.08, + "sql_execution_elapsed_ms_total": 1.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..00663f4a541638a6fa78dd0ee3da340815974da7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:17:22.368580+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15225.08, "started_at": "2026-05-26T01:17:07.134700+00:00", "ended_at": "2026-05-26T01:17:22.359794+00:00", "prompt_metrics": {"chars": 50890, "bytes_utf8": 50890, "lines": 1635, "estimated_tokens": 15887}, "response_metrics": {"chars": 479, "bytes_utf8": 479, "lines": 1, "estimated_tokens": 128}, "usage": {"input_tokens": 39182, "cached_input_tokens": 22912, "output_tokens": 643, "reasoning_output_tokens": 509}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"feature_117\\\",\\n AVG(CASE WHEN \\\"feature_76\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_117\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the requested Grouped Condition Rate template with group_col=\\\"feature_117\\\" and condition_col=\\\"feature_76\\\". Since the SQLite schema stores these fields as TEXT, the condition value is compared as the string literal '0.5'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..53834d883536654c6787a534559e06046ae5a603 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_77d7150bdfbbeb89", + "api_calls": 0, + "input_tokens": 39182, + "cached_input_tokens": 22912, + "output_tokens": 643, + "total_tokens": 39825, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15887, + "estimated_output_tokens": 128, + "estimated_total_tokens": 16015, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15225.08, + "sql_execution_elapsed_ms_total": 1.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_77d7150bdfbbeb89/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e92cf21f421753eaf2b8d29503185397e30e7a81 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50950, "bytes_utf8": 50950, "lines": 1636, "estimated_tokens": 15917}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 506, "bytes_utf8": 506, "lines": 1, "estimated_tokens": 135}, "usage": {"input_tokens": 39212, "cached_input_tokens": 22912, "output_tokens": 1901, "reasoning_output_tokens": 1760}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..73f694f0758e10919adc2bdef33a74827e6ebafe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_7a71a60c4ed7dfd2", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 1901, + "total_tokens": 41113, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 135, + "estimated_total_tokens": 16052, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39026.04, + "sql_execution_elapsed_ms_total": 2.61, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f2e039110a59a0e145429ef111ab7e50d91b666e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:17:22.374017+00:00", + "ended_at": "2026-05-26T01:18:01.400010+00:00", + "elapsed_ms": 39026.04, + "prompt_metrics": { + "chars": 50950, + "bytes_utf8": 50950, + "lines": 1636, + "estimated_tokens": 15917 + }, + "stdout_metrics": { + "chars": 883, + "bytes_utf8": 883, + "lines": 4, + "estimated_tokens": 260 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 506, + "bytes_utf8": 506, + "lines": 1, + "estimated_tokens": 135 + }, + "usage": { + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 1901, + "reasoning_output_tokens": 1760 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..12de0c098b09f89be900f9c812c7f1ffca5222de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1636 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_104, group_col_2=feature_117.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "feature_104", + "group_col_2": "feature_117", + "predicate_col": "feature_56", + "predicate_op": ">=", + "predicate_value": 0.13, + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.03, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..36434b457a65605c1b5e16f780faa973d3cacb4c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61db-9a69-74a3-b0f1-00746ef0e364"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"feature_104\\\", \\\"feature_117\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_56\\\", '') AS REAL) >= 0.13\\nGROUP BY \\\"feature_104\\\", \\\"feature_117\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the planned filtered two-dimensional group count template with \\\"feature_104\\\" and \\\"feature_117\\\" as the grouping columns. \\\"feature_56\\\" is cast from TEXT to REAL, with empty strings treated as NULL for the numeric filter.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39212,"cached_input_tokens":22912,"output_tokens":1901,"reasoning_output_tokens":1760}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4024f18a3587a8af42cd717ffe4ba8525bbd8315 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"feature_104\", \"feature_117\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nWHERE CAST(NULLIF(\"feature_56\", '') AS REAL) >= 0.13\nGROUP BY \"feature_104\", \"feature_117\"\nORDER BY \"row_count\" DESC;","notes":"Used the planned filtered two-dimensional group count template with \"feature_104\" and \"feature_117\" as the grouping columns. \"feature_56\" is cast from TEXT to REAL, with empty strings treated as NULL for the numeric filter."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..26d8b4b0933dedf2768d28df4731300c086c5f78 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_104, group_col_2=feature_117. +Result preview: [{"feature_104": "", "feature_117": "", "row_count": 964}, {"feature_104": "0.97", "feature_117": "0.57", "row_count": 15}, {"feature_104": "0.97", "feature_117": "0.5", "row_count": 11}, {"feature_104": "0.98", "feature_117": "0.64", "row_count": 11}, {"feature_104": "0.98", "feature_117": "0.36", "row_count": 10}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1c889a8ba97e11493132e46a6bee874791a3585b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n4_7a71a60c4ed7dfd2 +-- problem_id: v2p_n4_063d5765d2d74711 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_104", "feature_117", COUNT(*) AS "row_count" +FROM "n4" +WHERE CAST(NULLIF("feature_56", '') AS REAL) >= 0.13 +GROUP BY "feature_104", "feature_117" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cb6a38e2745e4eb1fd7eac1c11d8dd40c1d79238 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"feature_104\", \"feature_117\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nWHERE CAST(NULLIF(\"feature_56\", '') AS REAL) >= 0.13\nGROUP BY \"feature_104\", \"feature_117\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"feature_104\\\", \\\"feature_117\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_56\\\", '') AS REAL) >= 0.13\\nGROUP BY \\\"feature_104\\\", \\\"feature_117\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"feature_104\", \"feature_117\", \"row_count\"], \"rows\": [{\"feature_104\": \"\", \"feature_117\": \"\", \"row_count\": 964}, {\"feature_104\": \"0.97\", \"feature_117\": \"0.57\", \"row_count\": 15}, {\"feature_104\": \"0.97\", \"feature_117\": \"0.5\", \"row_count\": 11}, {\"feature_104\": \"0.98\", \"feature_117\": \"0.64\", \"row_count\": 11}, {\"feature_104\": \"0.98\", \"feature_117\": \"0.36\", \"row_count\": 10}, {\"feature_104\": \"0.98\", \"feature_117\": \"0.43\", \"row_count\": 9}, {\"feature_104\": \"0.95\", \"feature_117\": \"0.57\", \"row_count\": 8}, {\"feature_104\": \"0.97\", \"feature_117\": \"0.43\", \"row_count\": 8}, {\"feature_104\": \"0.98\", \"feature_117\": \"0.5\", \"row_count\": 8}, {\"feature_104\": \"0.97\", \"feature_117\": \"0.29\", \"row_count\": 7}, {\"feature_104\": \"0.97\", \"feature_117\": \"0.36\", \"row_count\": 7}, {\"feature_104\": \"0.97\", \"feature_117\": \"0.64\", \"row_count\": 7}, {\"feature_104\": \"0.98\", \"feature_117\": \"0.57\", \"row_count\": 7}, {\"feature_104\": \"0.98\", \"feature_117\": \"0.29\", \"row_count\": 6}, {\"feature_104\": \"0.98\", \"feature_117\": \"0.71\", \"row_count\": 6}, {\"feature_104\": \"0.96\", \"feature_117\": \"0.57\", \"row_count\": 5}, {\"feature_104\": \"0.96\", \"feature_117\": \"0.64\", \"row_count\": 5}, {\"feature_104\": \"0.98\", \"feature_117\": \"0.21\", \"row_count\": 5}, {\"feature_104\": \"0.94\", \"feature_117\": \"0.5\", \"row_count\": 4}, {\"feature_104\": \"0.96\", \"feature_117\": \"0.36\", \"row_count\": 4}, {\"feature_104\": \"0.96\", \"feature_117\": \"0.43\", \"row_count\": 4}, {\"feature_104\": \"0.97\", \"feature_117\": \"0.93\", \"row_count\": 4}, {\"feature_104\": \"0.92\", \"feature_117\": \"0.64\", \"row_count\": 3}, {\"feature_104\": \"0.95\", \"feature_117\": \"0.79\", \"row_count\": 3}, {\"feature_104\": \"0.95\", \"feature_117\": \"0.93\", \"row_count\": 3}, {\"feature_104\": \"0.96\", \"feature_117\": \"0.5\", \"row_count\": 3}, {\"feature_104\": \"0.97\", \"feature_117\": \"0.71\", \"row_count\": 3}, {\"feature_104\": \"0.97\", \"feature_117\": \"0.86\", \"row_count\": 3}, {\"feature_104\": \"0\", \"feature_117\": \"0.86\", \"row_count\": 2}, {\"feature_104\": \"0.83\", \"feature_117\": \"0.57\", \"row_count\": 2}, {\"feature_104\": \"0.85\", \"feature_117\": \"0.57\", \"row_count\": 2}, {\"feature_104\": \"0.87\", \"feature_117\": \"0.79\", \"row_count\": 2}, {\"feature_104\": \"0.91\", \"feature_117\": \"0.79\", \"row_count\": 2}, {\"feature_104\": \"0.91\", \"feature_117\": \"0.86\", \"row_count\": 2}, {\"feature_104\": \"0.92\", \"feature_117\": \"0.57\", \"row_count\": 2}, {\"feature_104\": \"0.93\", \"feature_117\": \"0.5\", \"row_count\": 2}, {\"feature_104\": \"0.93\", \"feature_117\": \"0.57\", \"row_count\": 2}, {\"feature_104\": \"0.93\", \"feature_117\": \"0.71\", \"row_count\": 2}, {\"feature_104\": \"0.94\", \"feature_117\": \"0.93\", \"row_count\": 2}, {\"feature_104\": \"0.95\", \"feature_117\": \"0.14\", \"row_count\": 2}, {\"feature_104\": \"0.95\", \"feature_117\": \"0.5\", \"row_count\": 2}, {\"feature_104\": \"0.95\", \"feature_117\": \"0.64\", \"row_count\": 2}, {\"feature_104\": \"0.96\", \"feature_117\": \"0.29\", \"row_count\": 2}, {\"feature_104\": \"0.96\", \"feature_117\": \"0.71\", \"row_count\": 2}, {\"feature_104\": \"0.96\", \"feature_117\": \"0.93\", \"row_count\": 2}, {\"feature_104\": \"0.98\", \"feature_117\": \"0.79\", \"row_count\": 2}, {\"feature_104\": \"0.99\", \"feature_117\": \"0.64\", \"row_count\": 2}, {\"feature_104\": \"0\", \"feature_117\": \"0.64\", \"row_count\": 1}, {\"feature_104\": \"0\", \"feature_117\": \"0.93\", \"row_count\": 1}, {\"feature_104\": \"0.37\", \"feature_117\": \"0.64\", \"row_count\": 1}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.61}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fec50f83b893c79807b30acd95b1092ee564bbb4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:17:22.371694+00:00", + "ended_at": "2026-05-26T01:18:01.412842+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_7a71a60c4ed7dfd2", + "problem_id": "v2p_n4_063d5765d2d74711", + "dataset_id": "n4", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_104, group_col_2=feature_117.", + "bindings": { + "group_col": "feature_104", + "group_col_2": "feature_117", + "predicate_col": "feature_56", + "predicate_op": ">=", + "predicate_value": 0.13, + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.03, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=55" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_7a71a60c4ed7dfd2.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_7a71a60c4ed7dfd2", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 1901, + "total_tokens": 41113, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 135, + "estimated_total_tokens": 16052, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39026.04, + "sql_execution_elapsed_ms_total": 2.61, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..18b62b421ac2609b809123f308d201e11fb7a38b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:18:01.408871+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 39026.04, "started_at": "2026-05-26T01:17:22.374017+00:00", "ended_at": "2026-05-26T01:18:01.400010+00:00", "prompt_metrics": {"chars": 50950, "bytes_utf8": 50950, "lines": 1636, "estimated_tokens": 15917}, "response_metrics": {"chars": 506, "bytes_utf8": 506, "lines": 1, "estimated_tokens": 135}, "usage": {"input_tokens": 39212, "cached_input_tokens": 22912, "output_tokens": 1901, "reasoning_output_tokens": 1760}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"feature_104\\\", \\\"feature_117\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_56\\\", '') AS REAL) >= 0.13\\nGROUP BY \\\"feature_104\\\", \\\"feature_117\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the planned filtered two-dimensional group count template with \\\"feature_104\\\" and \\\"feature_117\\\" as the grouping columns. \\\"feature_56\\\" is cast from TEXT to REAL, with empty strings treated as NULL for the numeric filter.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bbbb8759a921340bd8b65252428ca55d4bcec537 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_7a71a60c4ed7dfd2", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 1901, + "total_tokens": 41113, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 135, + "estimated_total_tokens": 16052, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39026.04, + "sql_execution_elapsed_ms_total": 2.61, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7a71a60c4ed7dfd2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..aa687e13d1bccea9afa87ca12e012aa3c78a16c2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50717, "bytes_utf8": 50717, "lines": 1632, "estimated_tokens": 15831}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 585, "bytes_utf8": 585, "lines": 1, "estimated_tokens": 148}, "usage": {"input_tokens": 39126, "cached_input_tokens": 22912, "output_tokens": 1990, "reasoning_output_tokens": 1836}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a379c658aff096518858ef9767545b939674eddb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_7e3165ba6ed10029", + "api_calls": 0, + "input_tokens": 39126, + "cached_input_tokens": 22912, + "output_tokens": 1990, + "total_tokens": 41116, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15831, + "estimated_output_tokens": 148, + "estimated_total_tokens": 15979, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39398.7, + "sql_execution_elapsed_ms_total": 2.56, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5119da69bf166b11e18076889e9cf4e6f2fc747a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:18:01.414839+00:00", + "ended_at": "2026-05-26T01:18:40.813496+00:00", + "elapsed_ms": 39398.7, + "prompt_metrics": { + "chars": 50717, + "bytes_utf8": 50717, + "lines": 1632, + "estimated_tokens": 15831 + }, + "stdout_metrics": { + "chars": 963, + "bytes_utf8": 963, + "lines": 4, + "estimated_tokens": 276 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 585, + "bytes_utf8": 585, + "lines": 1, + "estimated_tokens": 148 + }, + "usage": { + "input_tokens": 39126, + "cached_input_tokens": 22912, + "output_tokens": 1990, + "reasoning_output_tokens": 1836 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5bbd98566fc86205d52e8dc9cc5057765ad68e1c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1632 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=feature_125, measure_col=feature_13.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "feature_125", + "measure_col": "feature_13", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.61, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..977379fef8ddffbacd2b2e835e5cc7d97a48a9bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61dc-32f3-7190-bc05-0ca3eb200d5e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"feature_125\\\",\\n AVG(CAST(NULLIF(\\\"feature_13\\\", '') AS REAL)) OVER (PARTITION BY \\\"feature_125\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_125\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_13\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the requested Window Partition Average template with \\\"feature_125\\\" as the partition/group column and \\\"feature_13\\\" as the averaged measure. \\\"feature_13\\\" is cast from TEXT to REAL, and blank values in either column are excluded.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39126,"cached_input_tokens":22912,"output_tokens":1990,"reasoning_output_tokens":1836}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d351d678b714d16384c7027e82c9da6f155e8abe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"feature_125\",\n AVG(CAST(NULLIF(\"feature_13\", '') AS REAL)) OVER (PARTITION BY \"feature_125\") AS \"avg_measure\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_125\", '') IS NOT NULL\n AND NULLIF(\"feature_13\", '') IS NOT NULL\nORDER BY \"avg_measure\" DESC;","notes":"Applied the requested Window Partition Average template with \"feature_125\" as the partition/group column and \"feature_13\" as the averaged measure. \"feature_13\" is cast from TEXT to REAL, and blank values in either column are excluded."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1feccc8851eefcab361918cbc076f7711d4b9dc0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=feature_125, measure_col=feature_13. +Result preview: [{"feature_125": "0.5", "avg_measure": 0.5491428571428572}, {"feature_125": "1", "avg_measure": 0.5257954545454546}, {"feature_125": "0", "avg_measure": 0.5241269841269842}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..069a16bfc7569c85fc8eda9075c513f03c26cac6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_7e3165ba6ed10029 +-- problem_id: v2p_n4_5f5b90a6bbd4045f +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "feature_125", + AVG(CAST(NULLIF("feature_13", '') AS REAL)) OVER (PARTITION BY "feature_125") AS "avg_measure" +FROM "n4" +WHERE NULLIF("feature_125", '') IS NOT NULL + AND NULLIF("feature_13", '') IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..41fb0c542fd7ce14a76ba17b833f9f43b388a52d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"feature_125\",\n AVG(CAST(NULLIF(\"feature_13\", '') AS REAL)) OVER (PARTITION BY \"feature_125\") AS \"avg_measure\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_125\", '') IS NOT NULL\n AND NULLIF(\"feature_13\", '') IS NOT NULL\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"feature_125\\\",\\n AVG(CAST(NULLIF(\\\"feature_13\\\", '') AS REAL)) OVER (PARTITION BY \\\"feature_125\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_125\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_13\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"feature_125\", \"avg_measure\"], \"rows\": [{\"feature_125\": \"0.5\", \"avg_measure\": 0.5491428571428572}, {\"feature_125\": \"1\", \"avg_measure\": 0.5257954545454546}, {\"feature_125\": \"0\", \"avg_measure\": 0.5241269841269842}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.56}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..82c39757d404e9bdba16ee25e5051d4234fe78f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:18:01.413189+00:00", + "ended_at": "2026-05-26T01:18:40.826594+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_7e3165ba6ed10029", + "problem_id": "v2p_n4_5f5b90a6bbd4045f", + "dataset_id": "n4", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=feature_125, measure_col=feature_13.", + "bindings": { + "group_col": "feature_125", + "measure_col": "feature_13", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.61, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=137" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_7e3165ba6ed10029.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_7e3165ba6ed10029", + "api_calls": 0, + "input_tokens": 39126, + "cached_input_tokens": 22912, + "output_tokens": 1990, + "total_tokens": 41116, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15831, + "estimated_output_tokens": 148, + "estimated_total_tokens": 15979, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39398.7, + "sql_execution_elapsed_ms_total": 2.56, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b5cb2551208be0263707a760a8c9d264f89e356a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:18:40.822737+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 39398.7, "started_at": "2026-05-26T01:18:01.414839+00:00", "ended_at": "2026-05-26T01:18:40.813496+00:00", "prompt_metrics": {"chars": 50717, "bytes_utf8": 50717, "lines": 1632, "estimated_tokens": 15831}, "response_metrics": {"chars": 585, "bytes_utf8": 585, "lines": 1, "estimated_tokens": 148}, "usage": {"input_tokens": 39126, "cached_input_tokens": 22912, "output_tokens": 1990, "reasoning_output_tokens": 1836}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"feature_125\\\",\\n AVG(CAST(NULLIF(\\\"feature_13\\\", '') AS REAL)) OVER (PARTITION BY \\\"feature_125\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_125\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_13\\\", '') IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the requested Window Partition Average template with \\\"feature_125\\\" as the partition/group column and \\\"feature_13\\\" as the averaged measure. \\\"feature_13\\\" is cast from TEXT to REAL, and blank values in either column are excluded.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..28700258e2b8b6676a35851bc2c5e3ca8cf7f310 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_7e3165ba6ed10029", + "api_calls": 0, + "input_tokens": 39126, + "cached_input_tokens": 22912, + "output_tokens": 1990, + "total_tokens": 41116, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15831, + "estimated_output_tokens": 148, + "estimated_total_tokens": 15979, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 39398.7, + "sql_execution_elapsed_ms_total": 2.56, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_7e3165ba6ed10029/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b2345c80179f569be106f0206ae52900b0169da9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51447, "bytes_utf8": 51447, "lines": 1635, "estimated_tokens": 16034}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 707, "bytes_utf8": 707, "lines": 1, "estimated_tokens": 191}, "usage": {"input_tokens": 39329, "cached_input_tokens": 38784, "output_tokens": 713, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bceb4a2a73b3095cf4876c5c9a229b9634684fcc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_8112f4f10a5aab86", + "api_calls": 0, + "input_tokens": 39329, + "cached_input_tokens": 38784, + "output_tokens": 713, + "total_tokens": 40042, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16034, + "estimated_output_tokens": 191, + "estimated_total_tokens": 16225, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17481.4, + "sql_execution_elapsed_ms_total": 1.15, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8967bb94aa692e4af3681eb266a62288df6b294f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:18:40.828668+00:00", + "ended_at": "2026-05-26T01:18:58.310077+00:00", + "elapsed_ms": 17481.4, + "prompt_metrics": { + "chars": 51447, + "bytes_utf8": 51447, + "lines": 1635, + "estimated_tokens": 16034 + }, + "stdout_metrics": { + "chars": 1072, + "bytes_utf8": 1072, + "lines": 4, + "estimated_tokens": 313 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 707, + "bytes_utf8": 707, + "lines": 1, + "estimated_tokens": 191 + }, + "usage": { + "input_tokens": 39329, + "cached_input_tokens": 38784, + "output_tokens": 713, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d99a43557022208ed26eb55dfdac17c8d3af65a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": 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"feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_125, condition_col=feature_125.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "feature_125", + "condition_col": "feature_125", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.71, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d9cfb253c8b3db8d455e99f9827a45a53dc68221 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61dc-cce0-7a30-97f4-9c28a87d04e8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"feature_125\\\",\\n SUM(CASE WHEN \\\"feature_125\\\" = '0.5' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"feature_125\\\" = '0' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_125\\\"\\n)\\nSELECT \\\"feature_125\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Filled the provided grouped-ratio template exactly with group_col and condition_col both bound to \\\"feature_125\\\". Since the column is stored as TEXT, the condition values are compared as '0.5' and '0'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39329,"cached_input_tokens":38784,"output_tokens":713,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..10c5ee6e13c78e1d5d9baff43329423d42f9d261 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"feature_125\",\n SUM(CASE WHEN \"feature_125\" = '0.5' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"feature_125\" = '0' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n4\"\n GROUP BY \"feature_125\"\n)\nSELECT \"feature_125\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Filled the provided grouped-ratio template exactly with group_col and condition_col both bound to \"feature_125\". Since the column is stored as TEXT, the condition values are compared as '0.5' and '0'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b268d500f59e42cc8c7639fb7b31e8a99467b3ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_125, condition_col=feature_125. +Result preview: [{"feature_125": "0", "condition_ratio": 0.0}, {"feature_125": "", "condition_ratio": null}, {"feature_125": "0.5", "condition_ratio": null}, {"feature_125": "1", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7bf8e251893bb5aef6bfa1e5b72e59b4b3629e25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n4_8112f4f10a5aab86 +-- problem_id: v2p_n4_d19fc755111c702a +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "feature_125", + SUM(CASE WHEN "feature_125" = '0.5' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "feature_125" = '0' THEN 1 ELSE 0 END) AS denominator_count + FROM "n4" + GROUP BY "feature_125" +) +SELECT "feature_125", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f8235410b3efb9e8e960b540a7dcbad43ac97cdb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"feature_125\",\n SUM(CASE WHEN \"feature_125\" = '0.5' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"feature_125\" = '0' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n4\"\n GROUP BY \"feature_125\"\n)\nSELECT \"feature_125\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"feature_125\\\",\\n SUM(CASE WHEN \\\"feature_125\\\" = '0.5' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"feature_125\\\" = '0' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_125\\\"\\n)\\nSELECT \\\"feature_125\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"feature_125\", \"condition_ratio\"], \"rows\": [{\"feature_125\": \"0\", \"condition_ratio\": 0.0}, {\"feature_125\": \"\", \"condition_ratio\": null}, {\"feature_125\": \"0.5\", \"condition_ratio\": null}, {\"feature_125\": \"1\", \"condition_ratio\": null}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.15}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..94f8e667b87071a324aeb0dde973b573077a5c6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:18:40.826957+00:00", + "ended_at": "2026-05-26T01:18:58.323004+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_8112f4f10a5aab86", + "problem_id": "v2p_n4_d19fc755111c702a", + "dataset_id": "n4", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_125, condition_col=feature_125.", + "bindings": { + "group_col": "feature_125", + "condition_col": "feature_125", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.71, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=41" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_8112f4f10a5aab86.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_8112f4f10a5aab86", + "api_calls": 0, + "input_tokens": 39329, + "cached_input_tokens": 38784, + "output_tokens": 713, + "total_tokens": 40042, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16034, + "estimated_output_tokens": 191, + "estimated_total_tokens": 16225, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17481.4, + "sql_execution_elapsed_ms_total": 1.15, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4b4e2b497734a036a5e40204c8b85c5f0410a664 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:18:58.320284+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17481.4, "started_at": "2026-05-26T01:18:40.828668+00:00", "ended_at": "2026-05-26T01:18:58.310077+00:00", "prompt_metrics": {"chars": 51447, "bytes_utf8": 51447, "lines": 1635, "estimated_tokens": 16034}, "response_metrics": {"chars": 707, "bytes_utf8": 707, "lines": 1, "estimated_tokens": 191}, "usage": {"input_tokens": 39329, "cached_input_tokens": 38784, "output_tokens": 713, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"feature_125\\\",\\n SUM(CASE WHEN \\\"feature_125\\\" = '0.5' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"feature_125\\\" = '0' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_125\\\"\\n)\\nSELECT \\\"feature_125\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Filled the provided grouped-ratio template exactly with group_col and condition_col both bound to \\\"feature_125\\\". Since the column is stored as TEXT, the condition values are compared as '0.5' and '0'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..636df7533bea7d70ebb82d0d07aa33c46f44a683 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_8112f4f10a5aab86", + "api_calls": 0, + "input_tokens": 39329, + "cached_input_tokens": 38784, + "output_tokens": 713, + "total_tokens": 40042, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16034, + "estimated_output_tokens": 191, + "estimated_total_tokens": 16225, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17481.4, + "sql_execution_elapsed_ms_total": 1.15, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_8112f4f10a5aab86/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..85ed1d60ae721c881eb52554079efa81ea3ca816 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51443, "bytes_utf8": 51443, "lines": 1635, "estimated_tokens": 16034}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 709, "bytes_utf8": 709, "lines": 1, "estimated_tokens": 203}, "usage": {"input_tokens": 39329, "cached_input_tokens": 38272, "output_tokens": 1693, "reasoning_output_tokens": 1484}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..43e83505fb150a16ccb32d9c6f249aa855cc9f82 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_86245e93eeb7b127", + "api_calls": 0, + "input_tokens": 39329, + "cached_input_tokens": 38272, + "output_tokens": 1693, + "total_tokens": 41022, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16034, + "estimated_output_tokens": 203, + "estimated_total_tokens": 16237, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35356.31, + "sql_execution_elapsed_ms_total": 2.59, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..25890bdba5e271685ba731c14592a4ed3f8b03fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:18:58.325418+00:00", + "ended_at": "2026-05-26T01:19:33.681688+00:00", + "elapsed_ms": 35356.31, + "prompt_metrics": { + "chars": 51443, + "bytes_utf8": 51443, + "lines": 1635, + "estimated_tokens": 16034 + }, + "stdout_metrics": { + "chars": 1108, + "bytes_utf8": 1108, + "lines": 4, + "estimated_tokens": 340 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 709, + "bytes_utf8": 709, + "lines": 1, + "estimated_tokens": 203 + }, + "usage": { + "input_tokens": 39329, + "cached_input_tokens": 38272, + "output_tokens": 1693, + "reasoning_output_tokens": 1484 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7b1a02af7dbfeb74d731551715f20a049e4c2faa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_76, condition_col=feature_76.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "feature_76", + "condition_col": "feature_76", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.66, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..65b9ba3abde5794d7a9ee7cead4aec920bc7941b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61dd-1138-7391-92fc-75538872adf3"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"feature_76\\\",\\n SUM(CASE WHEN \\\"feature_76\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"feature_76\\\" = '0' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_76\\\"\\n)\\nSELECT \\\"feature_76\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Applied tpl_m4_group_ratio_two_conditions exactly with both group_col and condition_col bound to \\\"feature_76\\\", using '0.5' as the positive value and '0' as the negative value.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39329,"cached_input_tokens":38272,"output_tokens":1693,"reasoning_output_tokens":1484}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..df61a7e25192695b5043e5e231515d52668174ab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT \"feature_76\",\n SUM(CASE WHEN \"feature_76\" = '0.5' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"feature_76\" = '0' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n4\"\n GROUP BY \"feature_76\"\n)\nSELECT \"feature_76\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Applied tpl_m4_group_ratio_two_conditions exactly with both group_col and condition_col bound to \"feature_76\", using '0.5' as the positive value and '0' as the negative value."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9480b46f2104f2b7a24b7a16afd6826756be4eec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_76, condition_col=feature_76. +Result preview: [{"feature_76": "0", "condition_ratio": 0.0}, {"feature_76": "0.5", "condition_ratio": null}, {"feature_76": "1", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1e17bcffa1ba70d5f073516c21fc49591aa09db2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n4_86245e93eeb7b127 +-- problem_id: v2p_n4_baa576778136791e +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "feature_76", + SUM(CASE WHEN "feature_76" = '0.5' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "feature_76" = '0' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n4" + GROUP BY "feature_76" +) +SELECT "feature_76", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c37c12fd84766a240d6ef9ee48324a3d78418ec2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT \"feature_76\",\n SUM(CASE WHEN \"feature_76\" = '0.5' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"feature_76\" = '0' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n4\"\n GROUP BY \"feature_76\"\n)\nSELECT \"feature_76\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"feature_76\\\",\\n SUM(CASE WHEN \\\"feature_76\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"feature_76\\\" = '0' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_76\\\"\\n)\\nSELECT \\\"feature_76\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"feature_76\", \"condition_ratio\"], \"rows\": [{\"feature_76\": \"0\", \"condition_ratio\": 0.0}, {\"feature_76\": \"0.5\", \"condition_ratio\": null}, {\"feature_76\": \"1\", \"condition_ratio\": null}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.59}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..be48290cbc974ebc164c7d7a669f94a0f72cd713 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:18:58.323538+00:00", + "ended_at": "2026-05-26T01:19:33.696071+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_86245e93eeb7b127", + "problem_id": "v2p_n4_baa576778136791e", + "dataset_id": "n4", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_76, condition_col=feature_76.", + "bindings": { + "group_col": "feature_76", + "condition_col": "feature_76", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.66, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=37" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_86245e93eeb7b127.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_86245e93eeb7b127", + "api_calls": 0, + "input_tokens": 39329, + "cached_input_tokens": 38272, + "output_tokens": 1693, + "total_tokens": 41022, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16034, + "estimated_output_tokens": 203, + "estimated_total_tokens": 16237, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35356.31, + "sql_execution_elapsed_ms_total": 2.59, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e12f240875ea9c8abd5af9708df75fdc351be212 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:19:33.691247+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 35356.31, "started_at": "2026-05-26T01:18:58.325418+00:00", "ended_at": "2026-05-26T01:19:33.681688+00:00", "prompt_metrics": {"chars": 51443, "bytes_utf8": 51443, "lines": 1635, "estimated_tokens": 16034}, "response_metrics": {"chars": 709, "bytes_utf8": 709, "lines": 1, "estimated_tokens": 203}, "usage": {"input_tokens": 39329, "cached_input_tokens": 38272, "output_tokens": 1693, "reasoning_output_tokens": 1484}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"feature_76\\\",\\n SUM(CASE WHEN \\\"feature_76\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"feature_76\\\" = '0' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_76\\\"\\n)\\nSELECT \\\"feature_76\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Applied tpl_m4_group_ratio_two_conditions exactly with both group_col and condition_col bound to \\\"feature_76\\\", using '0.5' as the positive value and '0' as the negative value.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9efb90493c0868e7a2151154833592ccebb8d674 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_86245e93eeb7b127", + "api_calls": 0, + "input_tokens": 39329, + "cached_input_tokens": 38272, + "output_tokens": 1693, + "total_tokens": 41022, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16034, + "estimated_output_tokens": 203, + "estimated_total_tokens": 16237, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 35356.31, + "sql_execution_elapsed_ms_total": 2.59, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_86245e93eeb7b127/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b9c833483a0e20e246edae2314c014e05a1b42fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50949, "bytes_utf8": 50949, "lines": 1636, "estimated_tokens": 15917}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 539, "bytes_utf8": 539, "lines": 1, "estimated_tokens": 143}, "usage": {"input_tokens": 39212, "cached_input_tokens": 22912, "output_tokens": 915, "reasoning_output_tokens": 766}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..452c1c980cf8c33c6bdcd661763bec5e3ce2ace7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_870ed03efed913c7", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 915, + "total_tokens": 40127, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 143, + "estimated_total_tokens": 16060, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20284.02, + "sql_execution_elapsed_ms_total": 1.37, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7fb31366d9bd2eb988423fbe0308959f429f76f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:19:33.698313+00:00", + "ended_at": "2026-05-26T01:19:53.982368+00:00", + "elapsed_ms": 20284.02, + "prompt_metrics": { + "chars": 50949, + "bytes_utf8": 50949, + "lines": 1636, + "estimated_tokens": 15917 + }, + "stdout_metrics": { + "chars": 914, + "bytes_utf8": 914, + "lines": 4, + "estimated_tokens": 266 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 539, + "bytes_utf8": 539, + "lines": 1, + "estimated_tokens": 143 + }, + "usage": { + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 915, + "reasoning_output_tokens": 766 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..69700fca52f7d683d29c5c2fddf7684f4802aed0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1636 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_7": "0.55", + "feature_8": "0.02", + "feature_9": "0.95", + "feature_10": "0.09", + "feature_11": "0.05", + "feature_12": "0.38", + "feature_13": "0.38", + "feature_14": "0.23", + "feature_15": "0.36", + "feature_16": "0.02", + "feature_17": "0.9", + "feature_18": "0.5", + "feature_19": "0.72", + "feature_20": "0.16", + "feature_21": "0.68", + "feature_22": "0.44", + "feature_23": "0.11", + "feature_24": "0.71", + "feature_25": "0.46", + "feature_26": "0.43", + "feature_27": "0.41", + "feature_28": "0.28", + "feature_29": "0", + "feature_30": "0.74", + "feature_31": "0.51", + "feature_32": "0.48", + "feature_33": "0", + "feature_34": "0.06", + "feature_35": "0.25", + "feature_36": "0.3", + "feature_37": "0.33", + "feature_38": "0.12", + "feature_39": "0.65", + "feature_40": "0.67", + "feature_41": "0.38", + "feature_42": "0.42", + "feature_43": "0.46", + "feature_44": "0.22", + "feature_45": "0.27", + "feature_46": "0.2", + "feature_47": "0.21", + "feature_48": "0.51", + "feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_76, group_col_2=feature_104.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "feature_76", + "group_col_2": "feature_104", + "predicate_col": "feature_51", + "predicate_op": ">=", + "predicate_value": 0.84, + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.77, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..69bb5ac1a6f2cc61543604a6891e7a5b0e2046a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61dd-9b66-72c1-9b28-c234e08ec95a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"feature_76\\\", \\\"feature_104\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_51\\\", '') AS REAL) >= 0.84\\nGROUP BY \\\"feature_76\\\", \\\"feature_104\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the requested filtered two-dimensional group-count template with \\\"feature_76\\\" and \\\"feature_104\\\" as the grouping columns. \\\"feature_51\\\" is stored as TEXT in SQLite, so it is converted to REAL with NULLIF to avoid treating blank strings as numeric values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39212,"cached_input_tokens":22912,"output_tokens":915,"reasoning_output_tokens":766}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f3c2c6ca8ad4e4b91a8661c0c2f4923b5aa53967 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"feature_76\", \"feature_104\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nWHERE CAST(NULLIF(\"feature_51\", '') AS REAL) >= 0.84\nGROUP BY \"feature_76\", \"feature_104\"\nORDER BY \"row_count\" DESC;","notes":"Uses the requested filtered two-dimensional group-count template with \"feature_76\" and \"feature_104\" as the grouping columns. \"feature_51\" is stored as TEXT in SQLite, so it is converted to REAL with NULLIF to avoid treating blank strings as numeric values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6e1f5e79f165d148dae8eaae60688a7ee28bb492 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_76, group_col_2=feature_104. +Result preview: [{"feature_76": "0.5", "feature_104": "", "row_count": 435}, {"feature_76": "0", "feature_104": "", "row_count": 41}, {"feature_76": "1", "feature_104": "", "row_count": 26}, {"feature_76": "0.5", "feature_104": "0.98", "row_count": 10}, {"feature_76": "0.5", "feature_104": "0.97", "row_count": 6}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..be51d8be8a5f5bae6c1382feec7a74a303e00ea7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n4_870ed03efed913c7 +-- problem_id: v2p_n4_cd4d3c666e35ebfd +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", "feature_104", COUNT(*) AS "row_count" +FROM "n4" +WHERE CAST(NULLIF("feature_51", '') AS REAL) >= 0.84 +GROUP BY "feature_76", "feature_104" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..28d5ec74864bdb6f213e9a2636de6890270a3312 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"feature_76\", \"feature_104\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nWHERE CAST(NULLIF(\"feature_51\", '') AS REAL) >= 0.84\nGROUP BY \"feature_76\", \"feature_104\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"feature_76\\\", \\\"feature_104\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_51\\\", '') AS REAL) >= 0.84\\nGROUP BY \\\"feature_76\\\", \\\"feature_104\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"feature_76\", \"feature_104\", \"row_count\"], \"rows\": [{\"feature_76\": \"0.5\", \"feature_104\": \"\", \"row_count\": 435}, {\"feature_76\": \"0\", \"feature_104\": \"\", \"row_count\": 41}, {\"feature_76\": \"1\", \"feature_104\": \"\", \"row_count\": 26}, {\"feature_76\": \"0.5\", \"feature_104\": \"0.98\", \"row_count\": 10}, {\"feature_76\": \"0.5\", \"feature_104\": \"0.97\", \"row_count\": 6}, {\"feature_76\": \"0\", \"feature_104\": \"0.98\", \"row_count\": 3}, {\"feature_76\": \"0.5\", \"feature_104\": \"0.96\", \"row_count\": 3}, {\"feature_76\": \"0\", \"feature_104\": \"0.97\", \"row_count\": 2}, {\"feature_76\": \"0\", \"feature_104\": \"0.96\", \"row_count\": 1}, {\"feature_76\": \"1\", \"feature_104\": \"0.99\", \"row_count\": 1}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.37}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..26ff333530060e61cd40817d5fb1a37fd5d6fe9e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:19:33.696534+00:00", + "ended_at": "2026-05-26T01:19:53.994465+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_870ed03efed913c7", + "problem_id": "v2p_n4_cd4d3c666e35ebfd", + "dataset_id": "n4", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_76, group_col_2=feature_104.", + "bindings": { + "group_col": "feature_76", + "group_col_2": "feature_104", + "predicate_col": "feature_51", + "predicate_op": ">=", + "predicate_value": 0.84, + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.77, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=50" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_870ed03efed913c7.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_870ed03efed913c7", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 915, + "total_tokens": 40127, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 143, + "estimated_total_tokens": 16060, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20284.02, + "sql_execution_elapsed_ms_total": 1.37, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..17e9f557b7e85833f43999d0fc27750bee0c31c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:19:53.991389+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 20284.02, "started_at": "2026-05-26T01:19:33.698313+00:00", "ended_at": "2026-05-26T01:19:53.982368+00:00", "prompt_metrics": {"chars": 50949, "bytes_utf8": 50949, "lines": 1636, "estimated_tokens": 15917}, "response_metrics": {"chars": 539, "bytes_utf8": 539, "lines": 1, "estimated_tokens": 143}, "usage": {"input_tokens": 39212, "cached_input_tokens": 22912, "output_tokens": 915, "reasoning_output_tokens": 766}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"feature_76\\\", \\\"feature_104\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE CAST(NULLIF(\\\"feature_51\\\", '') AS REAL) >= 0.84\\nGROUP BY \\\"feature_76\\\", \\\"feature_104\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the requested filtered two-dimensional group-count template with \\\"feature_76\\\" and \\\"feature_104\\\" as the grouping columns. \\\"feature_51\\\" is stored as TEXT in SQLite, so it is converted to REAL with NULLIF to avoid treating blank strings as numeric values.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4717e4f44f62fe20d47770cc6a8bd42db0f200dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_870ed03efed913c7", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 22912, + "output_tokens": 915, + "total_tokens": 40127, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 143, + "estimated_total_tokens": 16060, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20284.02, + "sql_execution_elapsed_ms_total": 1.37, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_870ed03efed913c7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..36eb8529a600d0559c2d54dcec34b286d4988412 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50539, "bytes_utf8": 50539, "lines": 1630, "estimated_tokens": 15792}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 291, "bytes_utf8": 291, "lines": 1, "estimated_tokens": 78}, "usage": {"input_tokens": 39087, "cached_input_tokens": 22912, "output_tokens": 522, "reasoning_output_tokens": 438}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..24337ebe8f93f2a43bc9e25899ac9d820cab9d3b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_87747ddb19747365", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 22912, + "output_tokens": 522, + "total_tokens": 39609, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 78, + "estimated_total_tokens": 15870, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13346.4, + "sql_execution_elapsed_ms_total": 0.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fe5f13c31e9c9bd9ae6f79eee0a2b21519264006 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:19:53.996764+00:00", + "ended_at": "2026-05-26T01:20:07.343168+00:00", + "elapsed_ms": 13346.4, + "prompt_metrics": { + "chars": 50539, + "bytes_utf8": 50539, + "lines": 1630, + "estimated_tokens": 15792 + }, + "stdout_metrics": { + "chars": 649, + "bytes_utf8": 649, + "lines": 4, + "estimated_tokens": 189 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 291, + "bytes_utf8": 291, + "lines": 1, + "estimated_tokens": 78 + }, + "usage": { + "input_tokens": 39087, + "cached_input_tokens": 22912, + "output_tokens": 522, + "reasoning_output_tokens": 438 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..75fd95f3ccb1c6c4afeaf677e49a19f8203c94c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1630 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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Focus on group_col=feature_76.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "feature_76", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.74, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..dbe2fb9c5d18beb05f990f9277c550ffe929d536 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61dd-eab1-7583-9322-65f3072bf29c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_76\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned grouped-count template on \\\"feature_76\\\" in the single table \\\"n4\\\" with no extra filters.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39087,"cached_input_tokens":22912,"output_tokens":522,"reasoning_output_tokens":438}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b05f05d87648ada1be543eefba12e6e28f9c7b2c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"feature_76\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nGROUP BY \"feature_76\"\nORDER BY \"row_count\" DESC;","notes":"Applied the planned grouped-count template on \"feature_76\" in the single table \"n4\" with no extra filters."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..63b8527be70a5b0a0ffd1b78b7acb88729e678dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_76. +Result preview: [{"feature_76": "0.5", "row_count": 1201}, {"feature_76": "0", "row_count": 766}, {"feature_76": "1", "row_count": 27}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e15450fd7e2824372774cb30388b9eea4b0d5a81 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n4_87747ddb19747365 +-- problem_id: v2p_n4_637e4f2c247875e3 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", COUNT(*) AS "row_count" +FROM "n4" +GROUP BY "feature_76" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..076d24507d9f6cb8efb46f276a08e3b3c85b98e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"feature_76\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nGROUP BY \"feature_76\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_76\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"feature_76\", \"row_count\"], \"rows\": [{\"feature_76\": \"0.5\", \"row_count\": 1201}, {\"feature_76\": \"0\", \"row_count\": 766}, {\"feature_76\": \"1\", \"row_count\": 27}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 0.99}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f6709aaad2c0ac57f693aac5ce9ebefc0153ab7e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:19:53.994871+00:00", + "ended_at": "2026-05-26T01:20:07.354270+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_87747ddb19747365", + "problem_id": "v2p_n4_637e4f2c247875e3", + "dataset_id": "n4", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_76.", + "bindings": { + "group_col": "feature_76", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.74, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=19" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_87747ddb19747365.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_87747ddb19747365", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 22912, + "output_tokens": 522, + "total_tokens": 39609, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 78, + "estimated_total_tokens": 15870, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13346.4, + "sql_execution_elapsed_ms_total": 0.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..13e433c11362284a931ab1c540ee57461841e511 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:20:07.351981+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13346.4, "started_at": "2026-05-26T01:19:53.996764+00:00", "ended_at": "2026-05-26T01:20:07.343168+00:00", "prompt_metrics": {"chars": 50539, "bytes_utf8": 50539, "lines": 1630, "estimated_tokens": 15792}, "response_metrics": {"chars": 291, "bytes_utf8": 291, "lines": 1, "estimated_tokens": 78}, "usage": {"input_tokens": 39087, "cached_input_tokens": 22912, "output_tokens": 522, "reasoning_output_tokens": 438}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_76\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned grouped-count template on \\\"feature_76\\\" in the single table \\\"n4\\\" with no extra filters.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..522bbedaf4c14922ee0eb79b3ac75bdd929ef157 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_87747ddb19747365", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 22912, + "output_tokens": 522, + "total_tokens": 39609, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 78, + "estimated_total_tokens": 15870, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13346.4, + "sql_execution_elapsed_ms_total": 0.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87747ddb19747365/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e1341b9ddcb017008f3ef173ee4b66f81826c4c2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50724, "bytes_utf8": 50724, "lines": 1632, "estimated_tokens": 15833}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 633, "bytes_utf8": 633, "lines": 1, "estimated_tokens": 164}, "usage": {"input_tokens": 39128, "cached_input_tokens": 38272, "output_tokens": 686, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..269ef19edceb8c40b636b0056133982dc82d1b9e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_87b96da102f54429", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 686, + "total_tokens": 39814, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 164, + "estimated_total_tokens": 15997, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16978.29, + "sql_execution_elapsed_ms_total": 1.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..756a5f3e3cf4e9814990a49f5be10c635a3bbc60 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:20:07.357419+00:00", + "ended_at": "2026-05-26T01:20:24.335716+00:00", + "elapsed_ms": 16978.29, + "prompt_metrics": { + "chars": 50724, + "bytes_utf8": 50724, + "lines": 1632, + "estimated_tokens": 15833 + }, + "stdout_metrics": { + "chars": 1008, + "bytes_utf8": 1008, + "lines": 4, + "estimated_tokens": 288 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 633, + "bytes_utf8": 633, + "lines": 1, + "estimated_tokens": 164 + }, + "usage": { + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 686, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9d87e04d22670b82234389f0f62216316307f58d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1632 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_29", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_30", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_31", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_32", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_33", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_34", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_35", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_36", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_37", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_38", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_39", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_40", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_41", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_42", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_43", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_44", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_45", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_46", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_47", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_48", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_49", + "type": 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"conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=feature_125, measure_col=feature_13.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "feature_125", + "measure_col": "feature_13", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.5596, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..984fdec4aebe7b639fb996408cfcaaaa24e43ace --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61de-1ee3-79f0-afdf-4e49516b5f2c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_125\\\",\\n AVG(CAST(\\\"feature_13\\\" AS REAL)) OVER (PARTITION BY \\\"feature_125\\\") AS avg_measure\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_125\\\" IS NOT NULL\\n AND \\\"feature_125\\\" <> ''\\n AND \\\"feature_13\\\" IS NOT NULL\\n AND \\\"feature_13\\\" <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the planned Window Partition Average template with \\\"feature_125\\\" as the group column and \\\"feature_13\\\" as the measure. CAST to REAL is needed because the SQLite snapshot stores these fields as TEXT, and empty values are filtered out to keep the grouped averages stable.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39128,"cached_input_tokens":38272,"output_tokens":686,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..81393c342ce5fd66429dd06f4e924b369e1f25c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"feature_125\",\n AVG(CAST(\"feature_13\" AS REAL)) OVER (PARTITION BY \"feature_125\") AS avg_measure\nFROM \"n4\"\nWHERE \"feature_125\" IS NOT NULL\n AND \"feature_125\" <> ''\n AND \"feature_13\" IS NOT NULL\n AND \"feature_13\" <> ''\nORDER BY avg_measure DESC;","notes":"Uses the planned Window Partition Average template with \"feature_125\" as the group column and \"feature_13\" as the measure. CAST to REAL is needed because the SQLite snapshot stores these fields as TEXT, and empty values are filtered out to keep the grouped averages stable."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ce73de1a17567369610e5c1e57c09feb580061f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=feature_125, measure_col=feature_13. +Result preview: [{"feature_125": "0.5", "avg_measure": 0.5491428571428572}, {"feature_125": "1", "avg_measure": 0.5257954545454546}, {"feature_125": "0", "avg_measure": 0.5241269841269842}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..51aa9784c44bfa8c990a49172561414182974f51 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_87b96da102f54429 +-- problem_id: v2p_n4_324d55c982e4f037 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "feature_125", + AVG(CAST("feature_13" AS REAL)) OVER (PARTITION BY "feature_125") AS avg_measure +FROM "n4" +WHERE "feature_125" IS NOT NULL + AND "feature_125" <> '' + AND "feature_13" IS NOT NULL + AND "feature_13" <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c6c1e0bef39a9091e080d775322ba4cda289ff41 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"feature_125\",\n AVG(CAST(\"feature_13\" AS REAL)) OVER (PARTITION BY \"feature_125\") AS avg_measure\nFROM \"n4\"\nWHERE \"feature_125\" IS NOT NULL\n AND \"feature_125\" <> ''\n AND \"feature_13\" IS NOT NULL\n AND \"feature_13\" <> ''\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_125\\\",\\n AVG(CAST(\\\"feature_13\\\" AS REAL)) OVER (PARTITION BY \\\"feature_125\\\") AS avg_measure\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_125\\\" IS NOT NULL\\n AND \\\"feature_125\\\" <> ''\\n AND \\\"feature_13\\\" IS NOT NULL\\n AND \\\"feature_13\\\" <> ''\\nORDER BY avg_measure DESC;\", \"columns\": [\"feature_125\", \"avg_measure\"], \"rows\": [{\"feature_125\": \"0.5\", \"avg_measure\": 0.5491428571428572}, {\"feature_125\": \"1\", \"avg_measure\": 0.5257954545454546}, {\"feature_125\": \"0\", \"avg_measure\": 0.5241269841269842}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.65}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6ea714d90ef17f8ba0b8526761a759fa32448b6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:20:07.354640+00:00", + "ended_at": "2026-05-26T01:20:24.347878+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_87b96da102f54429", + "problem_id": "v2p_n4_324d55c982e4f037", + "dataset_id": "n4", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=feature_125, measure_col=feature_13.", + "bindings": { + "group_col": "feature_125", + "measure_col": "feature_13", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.5596, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=137" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_87b96da102f54429.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_87b96da102f54429", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 686, + "total_tokens": 39814, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 164, + "estimated_total_tokens": 15997, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16978.29, + "sql_execution_elapsed_ms_total": 1.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..82a0e826fce80013d8a32ee2034a78d582f1c7dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:20:24.344516+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16978.29, "started_at": "2026-05-26T01:20:07.357419+00:00", "ended_at": "2026-05-26T01:20:24.335716+00:00", "prompt_metrics": {"chars": 50724, "bytes_utf8": 50724, "lines": 1632, "estimated_tokens": 15833}, "response_metrics": {"chars": 633, "bytes_utf8": 633, "lines": 1, "estimated_tokens": 164}, "usage": {"input_tokens": 39128, "cached_input_tokens": 38272, "output_tokens": 686, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_125\\\",\\n AVG(CAST(\\\"feature_13\\\" AS REAL)) OVER (PARTITION BY \\\"feature_125\\\") AS avg_measure\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_125\\\" IS NOT NULL\\n AND \\\"feature_125\\\" <> ''\\n AND \\\"feature_13\\\" IS NOT NULL\\n AND \\\"feature_13\\\" <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Uses the planned Window Partition Average template with \\\"feature_125\\\" as the group column and \\\"feature_13\\\" as the measure. CAST to REAL is needed because the SQLite snapshot stores these fields as TEXT, and empty values are filtered out to keep the grouped averages stable.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8012eccee7f39d58c2d3b156d53fbb46771aaa54 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_87b96da102f54429", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 686, + "total_tokens": 39814, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 164, + "estimated_total_tokens": 15997, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16978.29, + "sql_execution_elapsed_ms_total": 1.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_87b96da102f54429/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a1b9c656c81db1202e2b999a607fb8a242922a2a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50878, "bytes_utf8": 50878, "lines": 1635, "estimated_tokens": 15886}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 415, "bytes_utf8": 415, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 39181, "cached_input_tokens": 38272, "output_tokens": 1104, "reasoning_output_tokens": 987}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..69417e35b43c7ec59d75da0ec955beeb71cf0e8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_898641be7989e149", + "api_calls": 0, + "input_tokens": 39181, + "cached_input_tokens": 38272, + "output_tokens": 1104, + "total_tokens": 40285, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15886, + "estimated_output_tokens": 111, + "estimated_total_tokens": 15997, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23922.47, + "sql_execution_elapsed_ms_total": 2.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6ab733cfafabdf75101524b349a97d342e7148f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:20:24.350124+00:00", + "ended_at": "2026-05-26T01:20:48.272585+00:00", + "elapsed_ms": 23922.47, + "prompt_metrics": { + "chars": 50878, + "bytes_utf8": 50878, + "lines": 1635, + "estimated_tokens": 15886 + }, + "stdout_metrics": { + "chars": 775, + "bytes_utf8": 775, + "lines": 4, + "estimated_tokens": 225 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 415, + "bytes_utf8": 415, + "lines": 1, + "estimated_tokens": 111 + }, + "usage": { + "input_tokens": 39181, + "cached_input_tokens": 38272, + "output_tokens": 1104, + "reasoning_output_tokens": 987 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..459d80efb172e8820d1ba11f620b4801d0ec1b7e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 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feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] 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"conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=feature_125, condition_col=feature_125.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "feature_125", + "condition_col": "feature_125", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.16, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1113a537a29f2bfd0d5302e753c7c6437399efc0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61de-6145-7970-a52a-7b5953d9c712"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_125\\\",\\n AVG(CASE WHEN \\\"feature_125\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_125\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Used the planned grouped condition rate template with \\\"feature_125\\\" as both the grouping column and condition column, comparing against the bound text value '0.5'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39181,"cached_input_tokens":38272,"output_tokens":1104,"reasoning_output_tokens":987}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..92b1d7852c7a4d706371d1ade7dbd420b131720d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_125\",\n AVG(CASE WHEN \"feature_125\" = '0.5' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_125\"\nORDER BY \"condition_rate\" DESC;","notes":"Used the planned grouped condition rate template with \"feature_125\" as both the grouping column and condition column, comparing against the bound text value '0.5'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..cca84207a4e65c6068867111a5d183a20df280ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=feature_125, condition_col=feature_125. +Result preview: [{"feature_125": "0.5", "condition_rate": 1.0}, {"feature_125": "1", "condition_rate": 0.0}, {"feature_125": "0", "condition_rate": 0.0}, {"feature_125": "", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..3b51ae3e173e4d606aee6aaa7f422cf5b6e68961 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_898641be7989e149 +-- problem_id: v2p_n4_88afe93efac3dd35 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_125", + AVG(CASE WHEN "feature_125" = '0.5' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_125" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6b8167c559ec6c490a6a5b5c62aaf9830b795ab0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_125\",\n AVG(CASE WHEN \"feature_125\" = '0.5' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_125\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_125\\\",\\n AVG(CASE WHEN \\\"feature_125\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_125\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"feature_125\", \"condition_rate\"], \"rows\": [{\"feature_125\": \"0.5\", \"condition_rate\": 1.0}, {\"feature_125\": \"1\", \"condition_rate\": 0.0}, {\"feature_125\": \"0\", \"condition_rate\": 0.0}, {\"feature_125\": \"\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.7}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..81f5e12ff8587071cfd8a5394e32bbdc30f0f223 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:20:24.348350+00:00", + "ended_at": "2026-05-26T01:20:48.285865+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_898641be7989e149", + "problem_id": "v2p_n4_88afe93efac3dd35", + "dataset_id": "n4", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=feature_125, condition_col=feature_125.", + "bindings": { + "group_col": "feature_125", + "condition_col": "feature_125", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.16, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=101" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_898641be7989e149.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_898641be7989e149", + "api_calls": 0, + "input_tokens": 39181, + "cached_input_tokens": 38272, + "output_tokens": 1104, + "total_tokens": 40285, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15886, + "estimated_output_tokens": 111, + "estimated_total_tokens": 15997, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23922.47, + "sql_execution_elapsed_ms_total": 2.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ab225ecbf4924034a995d6c59618fb2939fc4283 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:20:48.281624+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 23922.47, "started_at": "2026-05-26T01:20:24.350124+00:00", "ended_at": "2026-05-26T01:20:48.272585+00:00", "prompt_metrics": {"chars": 50878, "bytes_utf8": 50878, "lines": 1635, "estimated_tokens": 15886}, "response_metrics": {"chars": 415, "bytes_utf8": 415, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 39181, "cached_input_tokens": 38272, "output_tokens": 1104, "reasoning_output_tokens": 987}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_125\\\",\\n AVG(CASE WHEN \\\"feature_125\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_125\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Used the planned grouped condition rate template with \\\"feature_125\\\" as both the grouping column and condition column, comparing against the bound text value '0.5'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f6cc10d7946160f57761e1a1ab2bf219f001dd8d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_898641be7989e149", + "api_calls": 0, + "input_tokens": 39181, + "cached_input_tokens": 38272, + "output_tokens": 1104, + "total_tokens": 40285, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15886, + "estimated_output_tokens": 111, + "estimated_total_tokens": 15997, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23922.47, + "sql_execution_elapsed_ms_total": 2.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_898641be7989e149/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e4ab03218fa24f98be2b84b4512ea02691489bc0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50879, "bytes_utf8": 50879, "lines": 1635, "estimated_tokens": 15885}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 605, "bytes_utf8": 605, "lines": 1, "estimated_tokens": 151}, "usage": {"input_tokens": 39180, "cached_input_tokens": 38272, "output_tokens": 638, "reasoning_output_tokens": 481}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..558bef7c78096db5843887601ccfdf22992bf136 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_90545b2670b14e27", + "api_calls": 0, + "input_tokens": 39180, + "cached_input_tokens": 38272, + "output_tokens": 638, + "total_tokens": 39818, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15885, + "estimated_output_tokens": 151, + "estimated_total_tokens": 16036, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14677.42, + "sql_execution_elapsed_ms_total": 1.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1bc162cdc8f9588252cc0e1f0d4c302eced5e901 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:20:48.288020+00:00", + "ended_at": "2026-05-26T01:21:02.965444+00:00", + "elapsed_ms": 14677.42, + "prompt_metrics": { + "chars": 50879, + "bytes_utf8": 50879, + "lines": 1635, + "estimated_tokens": 15885 + }, + "stdout_metrics": { + "chars": 964, + "bytes_utf8": 964, + "lines": 4, + "estimated_tokens": 264 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 605, + "bytes_utf8": 605, + "lines": 1, + "estimated_tokens": 151 + }, + "usage": { + "input_tokens": 39180, + "cached_input_tokens": 38272, + "output_tokens": 638, + "reasoning_output_tokens": 481 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..836361fbdf9c9e0230428538e0405e762125f9d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_25", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_26", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_27", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_28", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_29", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_30", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_31", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_32", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_33", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_34", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_35", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_36", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_37", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_38", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_39", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_40", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_41", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_42", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_43", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_44", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_45", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_46", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_47", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_48", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_49", + "type": 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"conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=feature_76, condition_col=feature_76.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "feature_76", + "condition_col": "feature_76", + "condition_value": "0", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.61, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..61c320efe7d6b3b7785c4ef1ccbbd42068de1a94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61de-becd-7861-9de6-3d2f025938a6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_76\\\",\\n AVG(CASE WHEN \\\"feature_76\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Used the requested grouped-condition-rate template on the single table. Because \\\"feature_76\\\" is both the grouping column and the condition column, the rate is deterministic: the group with value '0' will have condition_rate 1, and all other groups will have condition_rate 0. The bound condition value was treated as the TEXT literal '0' to match the schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39180,"cached_input_tokens":38272,"output_tokens":638,"reasoning_output_tokens":481}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bc6e4446157ae191c4adb1b25a0929f8d02b3e75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_76\",\n AVG(CASE WHEN \"feature_76\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_76\"\nORDER BY \"condition_rate\" DESC;","notes":"Used the requested grouped-condition-rate template on the single table. Because \"feature_76\" is both the grouping column and the condition column, the rate is deterministic: the group with value '0' will have condition_rate 1, and all other groups will have condition_rate 0. The bound condition value was treated as the TEXT literal '0' to match the schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d86860e40313e94ff16801a8fe6a9cb112bccf63 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=feature_76, condition_col=feature_76. +Result preview: [{"feature_76": "0", "condition_rate": 1.0}, {"feature_76": "1", "condition_rate": 0.0}, {"feature_76": "0.5", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6e7f3e216b92ab0d3d0cad463fc9a52dc4e43f6a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_90545b2670b14e27 +-- problem_id: v2p_n4_4be5864dc9560413 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", + AVG(CASE WHEN "feature_76" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_76" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4b66140308e93dd17ca4b72d5c88351dc5eed823 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_76\",\n AVG(CASE WHEN \"feature_76\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_76\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_76\\\",\\n AVG(CASE WHEN \\\"feature_76\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"feature_76\", \"condition_rate\"], \"rows\": [{\"feature_76\": \"0\", \"condition_rate\": 1.0}, {\"feature_76\": \"1\", \"condition_rate\": 0.0}, {\"feature_76\": \"0.5\", \"condition_rate\": 0.0}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.05}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..37441b4b385627c84766ea3d9bee2d4cd69ec940 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:20:48.286227+00:00", + "ended_at": "2026-05-26T01:21:02.977099+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_90545b2670b14e27", + "problem_id": "v2p_n4_4be5864dc9560413", + "dataset_id": "n4", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=feature_76, condition_col=feature_76.", + "bindings": { + "group_col": "feature_76", + "condition_col": "feature_76", + "condition_value": "0", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.61, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=97" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_90545b2670b14e27.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_90545b2670b14e27", + "api_calls": 0, + "input_tokens": 39180, + "cached_input_tokens": 38272, + "output_tokens": 638, + "total_tokens": 39818, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15885, + "estimated_output_tokens": 151, + "estimated_total_tokens": 16036, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14677.42, + "sql_execution_elapsed_ms_total": 1.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e519315cc52854dbb48e9b50b70f86eb0841a79e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:21:02.974607+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14677.42, "started_at": "2026-05-26T01:20:48.288020+00:00", "ended_at": "2026-05-26T01:21:02.965444+00:00", "prompt_metrics": {"chars": 50879, "bytes_utf8": 50879, "lines": 1635, "estimated_tokens": 15885}, "response_metrics": {"chars": 605, "bytes_utf8": 605, "lines": 1, "estimated_tokens": 151}, "usage": {"input_tokens": 39180, "cached_input_tokens": 38272, "output_tokens": 638, "reasoning_output_tokens": 481}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_76\\\",\\n AVG(CASE WHEN \\\"feature_76\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Used the requested grouped-condition-rate template on the single table. Because \\\"feature_76\\\" is both the grouping column and the condition column, the rate is deterministic: the group with value '0' will have condition_rate 1, and all other groups will have condition_rate 0. The bound condition value was treated as the TEXT literal '0' to match the schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a5808a00cb72f33d7217aa896f3a22dbd88a3c24 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_90545b2670b14e27", + "api_calls": 0, + "input_tokens": 39180, + "cached_input_tokens": 38272, + "output_tokens": 638, + "total_tokens": 39818, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15885, + "estimated_output_tokens": 151, + "estimated_total_tokens": 16036, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14677.42, + "sql_execution_elapsed_ms_total": 1.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_90545b2670b14e27/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..14d437103604a79472c69f72f722e0906b1bfdcc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50716, "bytes_utf8": 50716, "lines": 1632, "estimated_tokens": 15833}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 565, "bytes_utf8": 565, "lines": 1, "estimated_tokens": 148}, "usage": {"input_tokens": 39128, "cached_input_tokens": 38272, "output_tokens": 1078, "reasoning_output_tokens": 924}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..afc96e6d281ad41541ad5c0b1318a18dbe0eb2ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_937a8093bb13e9f3", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 1078, + "total_tokens": 40206, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 148, + "estimated_total_tokens": 15981, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23523.13, + "sql_execution_elapsed_ms_total": 2.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f8b48839c91770ec5184b475571dd2675a55a5a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:21:02.979135+00:00", + "ended_at": "2026-05-26T01:21:26.502258+00:00", + "elapsed_ms": 23523.13, + "prompt_metrics": { + "chars": 50716, + "bytes_utf8": 50716, + "lines": 1632, + "estimated_tokens": 15833 + }, + "stdout_metrics": { + "chars": 938, + "bytes_utf8": 938, + "lines": 4, + "estimated_tokens": 273 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 565, + "bytes_utf8": 565, + "lines": 1, + "estimated_tokens": 148 + }, + "usage": { + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 1078, + "reasoning_output_tokens": 924 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5a1823ced395335b2d51fd6dae9d531b1bbaf85a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1632 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=feature_5, measure_col=feature_8.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "feature_5", + "measure_col": "feature_8", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.23, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..86de6036295d64c2f6c6c84cce35920628687c92 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61de-f829-76c0-9a97-5c2c80ead0cf"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"feature_5\\\",\\n AVG(CAST(\\\"feature_8\\\" AS REAL)) OVER (PARTITION BY \\\"feature_5\\\") AS avg_measure\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_5\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_8\\\", '') IS NOT NULL\\nORDER BY avg_measure DESC, \\\"feature_5\\\";\",\"notes\":\"Applied the Window Partition Average template with \\\"feature_5\\\" as the partition key and \\\"feature_8\\\" as the measure. Blank TEXT values are filtered out, and \\\"feature_8\\\" is cast to REAL so SQLite computes the average numerically.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39128,"cached_input_tokens":38272,"output_tokens":1078,"reasoning_output_tokens":924}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..59c2b44797b2dd2ab60eaef687cb590d82e88e71 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"feature_5\",\n AVG(CAST(\"feature_8\" AS REAL)) OVER (PARTITION BY \"feature_5\") AS avg_measure\nFROM \"n4\"\nWHERE NULLIF(\"feature_5\", '') IS NOT NULL\n AND NULLIF(\"feature_8\", '') IS NOT NULL\nORDER BY avg_measure DESC, \"feature_5\";","notes":"Applied the Window Partition Average template with \"feature_5\" as the partition key and \"feature_8\" as the measure. Blank TEXT values are filtered out, and \"feature_8\" is cast to REAL so SQLite computes the average numerically."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..04f909274d35a7b8847f3695ec6fa751e28c18a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=feature_5, measure_col=feature_8. +Result preview: [{"feature_5": "4", "avg_measure": 0.19644999999999999}, {"feature_5": "3", "avg_measure": 0.19574999999999998}, {"feature_5": "7", "avg_measure": 0.18854271356783922}, {"feature_5": "5", "avg_measure": 0.18462311557788946}, {"feature_5": "10", "avg_measure": 0.18090452261306533}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..937e82345ee8d45f6620aa41e63f846c535be346 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_937a8093bb13e9f3 +-- problem_id: v2p_n4_8f6c75a08683abca +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "feature_5", + AVG(CAST("feature_8" AS REAL)) OVER (PARTITION BY "feature_5") AS avg_measure +FROM "n4" +WHERE NULLIF("feature_5", '') IS NOT NULL + AND NULLIF("feature_8", '') IS NOT NULL +ORDER BY avg_measure DESC, "feature_5"; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9b663680fc44ab55699c84e693d033bf6537bc3a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"feature_5\",\n AVG(CAST(\"feature_8\" AS REAL)) OVER (PARTITION BY \"feature_5\") AS avg_measure\nFROM \"n4\"\nWHERE NULLIF(\"feature_5\", '') IS NOT NULL\n AND NULLIF(\"feature_8\", '') IS NOT NULL\nORDER BY avg_measure DESC, \"feature_5\";", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"feature_5\\\",\\n AVG(CAST(\\\"feature_8\\\" AS REAL)) OVER (PARTITION BY \\\"feature_5\\\") AS avg_measure\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_5\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_8\\\", '') IS NOT NULL\\nORDER BY avg_measure DESC, \\\"feature_5\\\";\", \"columns\": [\"feature_5\", \"avg_measure\"], \"rows\": [{\"feature_5\": \"4\", \"avg_measure\": 0.19644999999999999}, {\"feature_5\": \"3\", \"avg_measure\": 0.19574999999999998}, {\"feature_5\": \"7\", \"avg_measure\": 0.18854271356783922}, {\"feature_5\": \"5\", \"avg_measure\": 0.18462311557788946}, {\"feature_5\": \"10\", \"avg_measure\": 0.18090452261306533}, {\"feature_5\": \"8\", \"avg_measure\": 0.17698492462311557}, {\"feature_5\": \"2\", \"avg_measure\": 0.17559999999999998}, {\"feature_5\": \"9\", \"avg_measure\": 0.17271356783919597}, {\"feature_5\": \"6\", \"avg_measure\": 0.16673366834170855}, {\"feature_5\": \"1\", \"avg_measure\": 0.15795}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.65}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f1fb8980f8256b397b4568223151688ecae65187 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:21:02.977449+00:00", + "ended_at": "2026-05-26T01:21:26.515972+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_937a8093bb13e9f3", + "problem_id": "v2p_n4_8f6c75a08683abca", + "dataset_id": "n4", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=feature_5, measure_col=feature_8.", + "bindings": { + "group_col": "feature_5", + "measure_col": "feature_8", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.23, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_937a8093bb13e9f3.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_937a8093bb13e9f3", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 1078, + "total_tokens": 40206, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 148, + "estimated_total_tokens": 15981, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23523.13, + "sql_execution_elapsed_ms_total": 2.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8769ba662ec5347ef187b49bedcf25dce667799d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:21:26.511061+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 23523.13, "started_at": "2026-05-26T01:21:02.979135+00:00", "ended_at": "2026-05-26T01:21:26.502258+00:00", "prompt_metrics": {"chars": 50716, "bytes_utf8": 50716, "lines": 1632, "estimated_tokens": 15833}, "response_metrics": {"chars": 565, "bytes_utf8": 565, "lines": 1, "estimated_tokens": 148}, "usage": {"input_tokens": 39128, "cached_input_tokens": 38272, "output_tokens": 1078, "reasoning_output_tokens": 924}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"feature_5\\\",\\n AVG(CAST(\\\"feature_8\\\" AS REAL)) OVER (PARTITION BY \\\"feature_5\\\") AS avg_measure\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_5\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_8\\\", '') IS NOT NULL\\nORDER BY avg_measure DESC, \\\"feature_5\\\";\",\"notes\":\"Applied the Window Partition Average template with \\\"feature_5\\\" as the partition key and \\\"feature_8\\\" as the measure. Blank TEXT values are filtered out, and \\\"feature_8\\\" is cast to REAL so SQLite computes the average numerically.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..88317c2d0968fc97185d184a661899aabf96212b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_937a8093bb13e9f3", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 1078, + "total_tokens": 40206, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 148, + "estimated_total_tokens": 15981, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23523.13, + "sql_execution_elapsed_ms_total": 2.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_937a8093bb13e9f3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..21b4b4135b9af5261b7cac181ba80d83ae69ec1d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50885, "bytes_utf8": 50885, "lines": 1635, "estimated_tokens": 15884}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 482, "bytes_utf8": 482, "lines": 1, "estimated_tokens": 123}, "usage": {"input_tokens": 39179, "cached_input_tokens": 22912, "output_tokens": 645, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..996c145f7e3bf557c897522e5b84c1ba2f81099a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_9522a394ade449d8", + "api_calls": 0, + "input_tokens": 39179, + "cached_input_tokens": 22912, + "output_tokens": 645, + "total_tokens": 39824, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15884, + "estimated_output_tokens": 123, + "estimated_total_tokens": 16007, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15557.81, + "sql_execution_elapsed_ms_total": 2.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..70a2abc6cb3bbb3a39d3caffff0e4a136da286a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:21:26.518176+00:00", + "ended_at": "2026-05-26T01:21:42.076011+00:00", + "elapsed_ms": 15557.81, + "prompt_metrics": { + "chars": 50885, + "bytes_utf8": 50885, + "lines": 1635, + "estimated_tokens": 15884 + }, + "stdout_metrics": { + "chars": 845, + "bytes_utf8": 845, + "lines": 4, + "estimated_tokens": 239 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 482, + "bytes_utf8": 482, + "lines": 1, + "estimated_tokens": 123 + }, + "usage": { + "input_tokens": 39179, + "cached_input_tokens": 22912, + "output_tokens": 645, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9fc7ff0b9c19a36bf688812003ef53f02cb6876e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_117, condition_col=feature_76.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "feature_117", + "condition_col": "feature_76", + "condition_value": "0", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.09, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f8d31dbe302188534ecc52a4d0752942d4a98934 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61df-5420-7fb1-987e-ffd709029d8c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_117\\\",\\n AVG(CASE WHEN \\\"feature_76\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_117\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Used the provided Grouped Condition Rate template with group_col=\\\"feature_117\\\" and condition_col=\\\"feature_76\\\". Compared against the bound condition value '0' as a text literal because the SQLite schema stores these columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39179,"cached_input_tokens":22912,"output_tokens":645,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d340b0af38f43ff2faef969696fec188c37547f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_117\",\n AVG(CASE WHEN \"feature_76\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_117\"\nORDER BY \"condition_rate\" DESC;","notes":"Used the provided Grouped Condition Rate template with group_col=\"feature_117\" and condition_col=\"feature_76\". Compared against the bound condition value '0' as a text literal because the SQLite schema stores these columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..60d6b21c5c15f6f2494e37a8c67120c8031f25fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_117, condition_col=feature_76. +Result preview: [{"feature_117": "0.07", "condition_rate": 1.0}, {"feature_117": "0", "condition_rate": 1.0}, {"feature_117": "0.86", "condition_rate": 0.8461538461538461}, {"feature_117": "0.93", "condition_rate": 0.8095238095238095}, {"feature_117": "0.71", "condition_rate": 0.7727272727272727}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0723fe0a67b2821f3c3abc498310b148e169b180 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_9522a394ade449d8 +-- problem_id: v2p_n4_8ec9893a7693a04b +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_117", + AVG(CASE WHEN "feature_76" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_117" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ce4a39b260371d2480ea4cd260132e5b2f009c42 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_117\",\n AVG(CASE WHEN \"feature_76\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_117\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_117\\\",\\n AVG(CASE WHEN \\\"feature_76\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_117\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"feature_117\", \"condition_rate\"], \"rows\": [{\"feature_117\": \"0.07\", \"condition_rate\": 1.0}, {\"feature_117\": \"0\", \"condition_rate\": 1.0}, {\"feature_117\": \"0.86\", \"condition_rate\": 0.8461538461538461}, {\"feature_117\": \"0.93\", \"condition_rate\": 0.8095238095238095}, {\"feature_117\": \"0.71\", \"condition_rate\": 0.7727272727272727}, {\"feature_117\": \"0.14\", \"condition_rate\": 0.7142857142857143}, {\"feature_117\": \"0.57\", \"condition_rate\": 0.6666666666666666}, {\"feature_117\": \"0.43\", \"condition_rate\": 0.6571428571428571}, {\"feature_117\": \"0.79\", \"condition_rate\": 0.6363636363636364}, {\"feature_117\": \"0.29\", \"condition_rate\": 0.631578947368421}, {\"feature_117\": \"0.5\", \"condition_rate\": 0.627906976744186}, {\"feature_117\": \"0.21\", \"condition_rate\": 0.625}, {\"feature_117\": \"0.64\", \"condition_rate\": 0.5365853658536586}, {\"feature_117\": \"1\", \"condition_rate\": 0.5}, {\"feature_117\": \"0.36\", \"condition_rate\": 0.48148148148148145}, {\"feature_117\": \"\", \"condition_rate\": 0.33313432835820894}], \"row_count_returned\": 16, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.83}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ff34e160472c81cde1fad24c8c4750be531b8f37 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:21:26.516378+00:00", + "ended_at": "2026-05-26T01:21:42.092318+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_9522a394ade449d8", + "problem_id": "v2p_n4_8ec9893a7693a04b", + "dataset_id": "n4", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_117, condition_col=feature_76.", + "bindings": { + "group_col": "feature_117", + "condition_col": "feature_76", + "condition_value": "0", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.09, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=100" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_9522a394ade449d8.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_9522a394ade449d8", + "api_calls": 0, + "input_tokens": 39179, + "cached_input_tokens": 22912, + "output_tokens": 645, + "total_tokens": 39824, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15884, + "estimated_output_tokens": 123, + "estimated_total_tokens": 16007, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15557.81, + "sql_execution_elapsed_ms_total": 2.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..897f81ae1d5ad86936179459c7e92d8b7e72611f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:21:42.087231+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15557.81, "started_at": "2026-05-26T01:21:26.518176+00:00", "ended_at": "2026-05-26T01:21:42.076011+00:00", "prompt_metrics": {"chars": 50885, "bytes_utf8": 50885, "lines": 1635, "estimated_tokens": 15884}, "response_metrics": {"chars": 482, "bytes_utf8": 482, "lines": 1, "estimated_tokens": 123}, "usage": {"input_tokens": 39179, "cached_input_tokens": 22912, "output_tokens": 645, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_117\\\",\\n AVG(CASE WHEN \\\"feature_76\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_117\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Used the provided Grouped Condition Rate template with group_col=\\\"feature_117\\\" and condition_col=\\\"feature_76\\\". Compared against the bound condition value '0' as a text literal because the SQLite schema stores these columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3c45c5e72067cc89f92b7c8f94d7efdbf6746c46 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_9522a394ade449d8/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_9522a394ade449d8", + "api_calls": 0, + "input_tokens": 39179, + "cached_input_tokens": 22912, + "output_tokens": 645, + "total_tokens": 39824, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15884, + "estimated_output_tokens": 123, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51046, "bytes_utf8": 51046, "lines": 1634, "estimated_tokens": 15940}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1521, "bytes_utf8": 1521, "lines": 1, "estimated_tokens": 454}, "usage": {"input_tokens": 39235, "cached_input_tokens": 38272, "output_tokens": 5925, "reasoning_output_tokens": 5465}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fe297ca1274afe4eae9d27bb8073cedaabea696b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_982f6b2793936702", + "api_calls": 0, + "input_tokens": 39235, + "cached_input_tokens": 38272, + "output_tokens": 5925, + "total_tokens": 45160, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15940, + "estimated_output_tokens": 454, + "estimated_total_tokens": 16394, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 110515.49, + "sql_execution_elapsed_ms_total": 2.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4e852511c6cb4972a7cf61ea5d2c04450c1a406e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:21:42.094887+00:00", + "ended_at": "2026-05-26T01:23:32.610188+00:00", + "elapsed_ms": 110515.49, + "prompt_metrics": { + "chars": 51046, + "bytes_utf8": 51046, + "lines": 1634, + "estimated_tokens": 15940 + }, + "stdout_metrics": { + "chars": 2064, + "bytes_utf8": 2064, + "lines": 4, + "estimated_tokens": 683 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1521, + "bytes_utf8": 1521, + "lines": 1, + "estimated_tokens": 454 + }, + "usage": { + "input_tokens": 39235, + "cached_input_tokens": 38272, + "output_tokens": 5925, + "reasoning_output_tokens": 5465 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1c135d9b3e93a213c5135212f76afa937274d8c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_7": "0.77", + "feature_8": "1", + "feature_9": "0.08", + "feature_10": "0.12", + "feature_11": "0.1", + "feature_12": "0.51", + "feature_13": "0.5", + "feature_14": "0.34", + "feature_15": "0.21", + "feature_16": "0.06", + "feature_17": "1", + "feature_18": "0.58", + "feature_19": "0.89", + "feature_20": "0.21", + "feature_21": "0.43", + "feature_22": "0.36", + "feature_23": "0.2", + "feature_24": "0.82", + "feature_25": "0.51", + "feature_26": "0.36", + "feature_27": "0.4", + "feature_28": "0.39", + "feature_29": "0.16", + "feature_30": "0.25", + "feature_31": "0.36", + "feature_32": "0.44", + "feature_33": "0.01", + "feature_34": "0.1", + "feature_35": "0.09", + "feature_36": "0.25", + "feature_37": "0.31", + "feature_38": "0.33", + "feature_39": "0.71", + "feature_40": "0.36", + "feature_41": "0.45", + "feature_42": "0.37", + "feature_43": "0.39", + "feature_44": "0.34", + "feature_45": "0.45", + "feature_46": "0.49", + "feature_47": "0.44", + "feature_48": "0.75", + "feature_49": "0.65", + "feature_50": "0.54", + "feature_51": "0.83", + "feature_52": "0.65", + "feature_53": "0.85", + "feature_54": "0.86", + "feature_55": "0.03", + "feature_56": "0.33", + "feature_57": "0.02", + "feature_58": "0.11", + "feature_59": "0.2", + "feature_60": "0.3", + "feature_61": "0.31", + "feature_62": "0.05", + "feature_63": "0.08", + "feature_64": "0.11", + "feature_65": "0.11", + "feature_66": "0.81", + "feature_67": "0.08", + "feature_68": "0.56", + "feature_69": "0.62", + "feature_70": "0.85", + "feature_71": "0.77", + "feature_72": "1", + "feature_73": "0.94", + "feature_74": "0.12", + "feature_75": "0.01", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.97", + "feature_79": "0.96", + "feature_80": "0.6", + "feature_81": "0.47", + "feature_82": "0.52", + "feature_83": "0.11", + "feature_84": "0.11", + "feature_85": "0.24", + "feature_86": "0.21", + "feature_87": "0.19", + "feature_88": "0.75", + "feature_89": "0.7", + "feature_90": "0.77", + "feature_91": "0.89", + "feature_92": "0.63", + "feature_93": "0.51", + "feature_94": "0.47", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.19", + "feature_98": "0.3", + "feature_99": "0.73", + "feature_100": "0.64", + "feature_101": "0.65", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.02", + "feature_120": "0.39", + "feature_121": "0.28", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.12" + }, + { + "feature_1": "42", + "feature_2": "95", + "feature_3": "6096", + "feature_4": "Bethlehemtownship", + "feature_5": "1", + "feature_6": "0.01", + "feature_7": "0.55", + "feature_8": "0.02", + "feature_9": "0.95", + "feature_10": "0.09", + "feature_11": "0.05", + "feature_12": "0.38", + "feature_13": "0.38", + "feature_14": "0.23", + "feature_15": "0.36", + "feature_16": "0.02", + "feature_17": "0.9", + "feature_18": "0.5", + "feature_19": "0.72", + "feature_20": "0.16", + "feature_21": "0.68", + "feature_22": "0.44", + "feature_23": "0.11", + "feature_24": "0.71", + "feature_25": "0.46", + "feature_26": "0.43", + "feature_27": "0.41", + "feature_28": "0.28", + "feature_29": "0", + "feature_30": "0.74", + "feature_31": "0.51", + "feature_32": "0.48", + "feature_33": "0", + "feature_34": "0.06", + "feature_35": "0.25", + "feature_36": "0.3", + "feature_37": "0.33", + "feature_38": "0.12", + "feature_39": "0.65", + "feature_40": "0.67", + "feature_41": "0.38", + "feature_42": "0.42", + "feature_43": "0.46", + "feature_44": "0.22", + "feature_45": "0.27", + "feature_46": "0.2", + "feature_47": "0.21", + "feature_48": "0.51", + "feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_104, measure_col=feature_34.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_104", + "measure_col": "feature_34", + "item_col": "feature_35", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.172, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ac22f07a5ecb29d056ad6fdb5f84326803dfe8aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61df-90fe-7af2-98f4-d01565956842"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"base\\\" AS (\\n SELECT\\n CAST(NULLIF(\\\"feature_104\\\", '') AS REAL) AS \\\"feature_104\\\",\\n CAST(NULLIF(\\\"feature_35\\\", '') AS REAL) AS \\\"feature_35\\\",\\n CAST(NULLIF(\\\"feature_34\\\", '') AS REAL) AS \\\"feature_34\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(\\\"feature_104\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_35\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_34\\\", '') IS NOT NULL\\n),\\n\\\"grouped\\\" AS (\\n SELECT\\n \\\"feature_104\\\",\\n \\\"feature_35\\\",\\n SUM(\\\"feature_34\\\") AS \\\"total_measure\\\",\\n COUNT(*) AS \\\"support\\\"\\n FROM \\\"base\\\"\\n GROUP BY \\\"feature_104\\\", \\\"feature_35\\\"\\n),\\n\\\"scored\\\" AS (\\n SELECT\\n \\\"feature_104\\\",\\n \\\"feature_35\\\",\\n \\\"total_measure\\\",\\n \\\"support\\\",\\n SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_104\\\") AS \\\"group_total_measure\\\",\\n SUM(\\\"support\\\") OVER (PARTITION BY \\\"feature_104\\\") AS \\\"group_size\\\"\\n FROM \\\"grouped\\\"\\n)\\nSELECT\\n \\\"feature_104\\\",\\n \\\"feature_35\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(\\\"group_total_measure\\\", 0) AS \\\"share_within_group\\\"\\nFROM \\\"scored\\\"\\nWHERE \\\"support\\\" >= 4\\n AND \\\"group_size\\\" >= 5\\nORDER BY \\\"share_within_group\\\" DESC, \\\"feature_104\\\", \\\"feature_35\\\"\\nLIMIT 17;\",\"notes\":\"Uses the planned template with group_col=feature_104, item_col=feature_35, and measure_col=feature_34; casts TEXT-stored numeric fields to REAL, filters blank values, and applies the provided min_support, min_group_size, and top_k bindings.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39235,"cached_input_tokens":38272,"output_tokens":5925,"reasoning_output_tokens":5465}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..98a2d45edf169848feabebb7996ef732574dd6c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nWITH \"base\" AS (\n SELECT\n CAST(NULLIF(\"feature_104\", '') AS REAL) AS \"feature_104\",\n CAST(NULLIF(\"feature_35\", '') AS REAL) AS \"feature_35\",\n CAST(NULLIF(\"feature_34\", '') AS REAL) AS \"feature_34\"\n FROM \"n4\"\n WHERE NULLIF(\"feature_104\", '') IS NOT NULL\n AND NULLIF(\"feature_35\", '') IS NOT NULL\n AND NULLIF(\"feature_34\", '') IS NOT NULL\n),\n\"grouped\" AS (\n SELECT\n \"feature_104\",\n \"feature_35\",\n SUM(\"feature_34\") AS \"total_measure\",\n COUNT(*) AS \"support\"\n FROM \"base\"\n GROUP BY \"feature_104\", \"feature_35\"\n),\n\"scored\" AS (\n SELECT\n \"feature_104\",\n \"feature_35\",\n \"total_measure\",\n \"support\",\n SUM(\"total_measure\") OVER (PARTITION BY \"feature_104\") AS \"group_total_measure\",\n SUM(\"support\") OVER (PARTITION BY \"feature_104\") AS \"group_size\"\n FROM \"grouped\"\n)\nSELECT\n \"feature_104\",\n \"feature_35\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(\"group_total_measure\", 0) AS \"share_within_group\"\nFROM \"scored\"\nWHERE \"support\" >= 4\n AND \"group_size\" >= 5\nORDER BY \"share_within_group\" DESC, \"feature_104\", \"feature_35\"\nLIMIT 17;","notes":"Uses the planned template with group_col=feature_104, item_col=feature_35, and measure_col=feature_34; casts TEXT-stored numeric fields to REAL, filters blank values, and applies the provided min_support, min_group_size, and top_k bindings."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c41106db47d02f55da90ac07e50cdaaf0c24b5db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_104, measure_col=feature_34. +Result preview: [{"feature_104": 0.98, "feature_35": 0.26, "total_measure": 1.34, "share_within_group": 4.88338192419825}, {"feature_104": 0.98, "feature_35": 0.17, "total_measure": 1.1099999999999999, "share_within_group": 4.045189504373177}, {"feature_104": 0.97, "feature_35": 0.27, "total_measure": 0.8, "share_within_group": 2.8715003589375447}, {"feature_104": 0.98, "feature_35": 0.14, "total_measure": 0.6900000000000001, "share_within_group": 2.5145772594752187}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ea935b9778e61829b8534666d39b41a475bf05ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/generated_sql.sql @@ -0,0 +1,52 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_982f6b2793936702 +-- problem_id: v2p_n4_61f521de001791d9 +-- realization_mode: agent +-- source_kind: agent +WITH "base" AS ( + SELECT + CAST(NULLIF("feature_104", '') AS REAL) AS "feature_104", + CAST(NULLIF("feature_35", '') AS REAL) AS "feature_35", + CAST(NULLIF("feature_34", '') AS REAL) AS "feature_34" + FROM "n4" + WHERE NULLIF("feature_104", '') IS NOT NULL + AND NULLIF("feature_35", '') IS NOT NULL + AND NULLIF("feature_34", '') IS NOT NULL +), +"grouped" AS ( + SELECT + "feature_104", + "feature_35", + SUM("feature_34") AS "total_measure", + COUNT(*) AS "support" + FROM "base" + GROUP BY "feature_104", "feature_35" +), +"scored" AS ( + SELECT + "feature_104", + "feature_35", + "total_measure", + "support", + SUM("total_measure") OVER (PARTITION BY "feature_104") AS "group_total_measure", + SUM("support") OVER (PARTITION BY "feature_104") AS "group_size" + FROM "grouped" +) +SELECT + "feature_104", + "feature_35", + "total_measure", + "total_measure" * 100.0 / NULLIF("group_total_measure", 0) AS "share_within_group" +FROM "scored" +WHERE "support" >= 4 + AND "group_size" >= 5 +ORDER BY "share_within_group" DESC, "feature_104", "feature_35" +LIMIT 17; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1b5c0fc8889fcc6baa4339b1c94a601efb652b69 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nWITH \"base\" AS (\n SELECT\n CAST(NULLIF(\"feature_104\", '') AS REAL) AS \"feature_104\",\n CAST(NULLIF(\"feature_35\", '') AS REAL) AS \"feature_35\",\n CAST(NULLIF(\"feature_34\", '') AS REAL) AS \"feature_34\"\n FROM \"n4\"\n WHERE NULLIF(\"feature_104\", '') IS NOT NULL\n AND NULLIF(\"feature_35\", '') IS NOT NULL\n AND NULLIF(\"feature_34\", '') IS NOT NULL\n),\n\"grouped\" AS (\n SELECT\n \"feature_104\",\n \"feature_35\",\n SUM(\"feature_34\") AS \"total_measure\",\n COUNT(*) AS \"support\"\n FROM \"base\"\n GROUP BY \"feature_104\", \"feature_35\"\n),\n\"scored\" AS (\n SELECT\n \"feature_104\",\n \"feature_35\",\n \"total_measure\",\n \"support\",\n SUM(\"total_measure\") OVER (PARTITION BY \"feature_104\") AS \"group_total_measure\",\n SUM(\"support\") OVER (PARTITION BY \"feature_104\") AS \"group_size\"\n FROM \"grouped\"\n)\nSELECT\n \"feature_104\",\n \"feature_35\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(\"group_total_measure\", 0) AS \"share_within_group\"\nFROM \"scored\"\nWHERE \"support\" >= 4\n AND \"group_size\" >= 5\nORDER BY \"share_within_group\" DESC, \"feature_104\", \"feature_35\"\nLIMIT 17;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"base\\\" AS (\\n SELECT\\n CAST(NULLIF(\\\"feature_104\\\", '') AS REAL) AS \\\"feature_104\\\",\\n CAST(NULLIF(\\\"feature_35\\\", '') AS REAL) AS \\\"feature_35\\\",\\n CAST(NULLIF(\\\"feature_34\\\", '') AS REAL) AS \\\"feature_34\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(\\\"feature_104\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_35\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_34\\\", '') IS NOT NULL\\n),\\n\\\"grouped\\\" AS (\\n SELECT\\n \\\"feature_104\\\",\\n \\\"feature_35\\\",\\n SUM(\\\"feature_34\\\") AS \\\"total_measure\\\",\\n COUNT(*) AS \\\"support\\\"\\n FROM \\\"base\\\"\\n GROUP BY \\\"feature_104\\\", \\\"feature_35\\\"\\n),\\n\\\"scored\\\" AS (\\n SELECT\\n \\\"feature_104\\\",\\n \\\"feature_35\\\",\\n \\\"total_measure\\\",\\n \\\"support\\\",\\n SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_104\\\") AS \\\"group_total_measure\\\",\\n SUM(\\\"support\\\") OVER (PARTITION BY \\\"feature_104\\\") AS \\\"group_size\\\"\\n FROM \\\"grouped\\\"\\n)\\nSELECT\\n \\\"feature_104\\\",\\n \\\"feature_35\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(\\\"group_total_measure\\\", 0) AS \\\"share_within_group\\\"\\nFROM \\\"scored\\\"\\nWHERE \\\"support\\\" >= 4\\n AND \\\"group_size\\\" >= 5\\nORDER BY \\\"share_within_group\\\" DESC, \\\"feature_104\\\", \\\"feature_35\\\"\\nLIMIT 17;\", \"columns\": [\"feature_104\", \"feature_35\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_104\": 0.98, \"feature_35\": 0.26, \"total_measure\": 1.34, \"share_within_group\": 4.88338192419825}, {\"feature_104\": 0.98, \"feature_35\": 0.17, \"total_measure\": 1.1099999999999999, \"share_within_group\": 4.045189504373177}, {\"feature_104\": 0.97, \"feature_35\": 0.27, \"total_measure\": 0.8, \"share_within_group\": 2.8715003589375447}, {\"feature_104\": 0.98, \"feature_35\": 0.14, \"total_measure\": 0.6900000000000001, \"share_within_group\": 2.5145772594752187}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.96}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1218370bc6442c9e4fd75cfd3ab84f5311124558 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:21:42.092813+00:00", + "ended_at": "2026-05-26T01:23:32.624785+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_982f6b2793936702", + "problem_id": "v2p_n4_61f521de001791d9", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_104, measure_col=feature_34.", + "bindings": { + "group_col": "feature_104", + "measure_col": "feature_34", + "item_col": "feature_35", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.172, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=32" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_982f6b2793936702.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_982f6b2793936702", + "api_calls": 0, + "input_tokens": 39235, + "cached_input_tokens": 38272, + "output_tokens": 5925, + "total_tokens": 45160, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15940, + "estimated_output_tokens": 454, + "estimated_total_tokens": 16394, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 110515.49, + "sql_execution_elapsed_ms_total": 2.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..453640986944424f1eaeb493377c9a939749bba6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:23:32.620341+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 110515.49, "started_at": "2026-05-26T01:21:42.094887+00:00", "ended_at": "2026-05-26T01:23:32.610188+00:00", "prompt_metrics": {"chars": 51046, "bytes_utf8": 51046, "lines": 1634, "estimated_tokens": 15940}, "response_metrics": {"chars": 1521, "bytes_utf8": 1521, "lines": 1, "estimated_tokens": 454}, "usage": {"input_tokens": 39235, "cached_input_tokens": 38272, "output_tokens": 5925, "reasoning_output_tokens": 5465}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"base\\\" AS (\\n SELECT\\n CAST(NULLIF(\\\"feature_104\\\", '') AS REAL) AS \\\"feature_104\\\",\\n CAST(NULLIF(\\\"feature_35\\\", '') AS REAL) AS \\\"feature_35\\\",\\n CAST(NULLIF(\\\"feature_34\\\", '') AS REAL) AS \\\"feature_34\\\"\\n FROM \\\"n4\\\"\\n WHERE NULLIF(\\\"feature_104\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_35\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_34\\\", '') IS NOT NULL\\n),\\n\\\"grouped\\\" AS (\\n SELECT\\n \\\"feature_104\\\",\\n \\\"feature_35\\\",\\n SUM(\\\"feature_34\\\") AS \\\"total_measure\\\",\\n COUNT(*) AS \\\"support\\\"\\n FROM \\\"base\\\"\\n GROUP BY \\\"feature_104\\\", \\\"feature_35\\\"\\n),\\n\\\"scored\\\" AS (\\n SELECT\\n \\\"feature_104\\\",\\n \\\"feature_35\\\",\\n \\\"total_measure\\\",\\n \\\"support\\\",\\n SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"feature_104\\\") AS \\\"group_total_measure\\\",\\n SUM(\\\"support\\\") OVER (PARTITION BY \\\"feature_104\\\") AS \\\"group_size\\\"\\n FROM \\\"grouped\\\"\\n)\\nSELECT\\n \\\"feature_104\\\",\\n \\\"feature_3"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..497e12ed597da24c86762f77005a1e8bc59d1f9e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_982f6b2793936702", + "api_calls": 0, + "input_tokens": 39235, + "cached_input_tokens": 38272, + "output_tokens": 5925, + "total_tokens": 45160, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15940, + "estimated_output_tokens": 454, + "estimated_total_tokens": 16394, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 110515.49, + "sql_execution_elapsed_ms_total": 2.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_982f6b2793936702/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..df2a42b72b326dea83d2202fa93ead0854f79edc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50718, "bytes_utf8": 50718, "lines": 1632, "estimated_tokens": 15833}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 566, "bytes_utf8": 566, "lines": 1, "estimated_tokens": 156}, "usage": {"input_tokens": 39128, "cached_input_tokens": 22912, "output_tokens": 1663, "reasoning_output_tokens": 1501}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/session_summary.json new file mode 100644 index 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"conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3b5ffbb014237ec24b92ffd347b5992301209191 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:23:32.627032+00:00", + "ended_at": "2026-05-26T01:24:05.974678+00:00", + "elapsed_ms": 33347.66, + "prompt_metrics": { + "chars": 50718, + "bytes_utf8": 50718, + "lines": 1632, + "estimated_tokens": 15833 + }, + "stdout_metrics": { + "chars": 951, + "bytes_utf8": 951, + "lines": 4, + "estimated_tokens": 286 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 566, + "bytes_utf8": 566, + "lines": 1, + "estimated_tokens": 156 + }, + "usage": { + "input_tokens": 39128, + "cached_input_tokens": 22912, + "output_tokens": 1663, + "reasoning_output_tokens": 1501 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d11f4b67889e54579b347f1acab1e4943c24e3ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1632 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=feature_5, measure_col=feature_14.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "feature_5", + "measure_col": "feature_14", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.44, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d5d9ba64c038663f6619179fb5bfc2f513f442a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e1-40c5-77f0-801f-9547894d76c4"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_5\\\",\\n AVG(CAST(\\\"feature_14\\\" AS REAL)) OVER (PARTITION BY \\\"feature_5\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_5\\\" IS NOT NULL\\n AND \\\"feature_5\\\" <> ''\\n AND \\\"feature_14\\\" IS NOT NULL\\n AND \\\"feature_14\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the Window Partition Average template with \\\"feature_5\\\" as the group column and \\\"feature_14\\\" as the measure; filters blank values and casts the measure to REAL because numeric fields are stored as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39128,"cached_input_tokens":22912,"output_tokens":1663,"reasoning_output_tokens":1501}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ee8fc96bcfb04b7ec7f3f70a11b414e9b0ea1e3e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"feature_5\",\n AVG(CAST(\"feature_14\" AS REAL)) OVER (PARTITION BY \"feature_5\") AS \"avg_measure\"\nFROM \"n4\"\nWHERE \"feature_5\" IS NOT NULL\n AND \"feature_5\" <> ''\n AND \"feature_14\" IS NOT NULL\n AND \"feature_14\" <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Uses the Window Partition Average template with \"feature_5\" as the group column and \"feature_14\" as the measure; filters blank values and casts the measure to REAL because numeric fields are stored as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..78b23d8f6be9a896a3335090907764917b61beb9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=feature_5, measure_col=feature_14. +Result preview: [{"feature_5": "5", "avg_measure": 0.35753768844221107}, {"feature_5": "9", "avg_measure": 0.3512562814070352}, {"feature_5": "2", "avg_measure": 0.35085}, {"feature_5": "4", "avg_measure": 0.34255}, {"feature_5": "10", "avg_measure": 0.331608040201005}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e8694402018ac2646273d33a5473b1b610f92c41 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_a77a6916de2c7bbf +-- problem_id: v2p_n4_ba79d4353c84d34b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "feature_5", + AVG(CAST("feature_14" AS REAL)) OVER (PARTITION BY "feature_5") AS "avg_measure" +FROM "n4" +WHERE "feature_5" IS NOT NULL + AND "feature_5" <> '' + AND "feature_14" IS NOT NULL + AND "feature_14" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..66d10f6e0b44283e984d511ed1ea4331be0248b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"feature_5\",\n AVG(CAST(\"feature_14\" AS REAL)) OVER (PARTITION BY \"feature_5\") AS \"avg_measure\"\nFROM \"n4\"\nWHERE \"feature_5\" IS NOT NULL\n AND \"feature_5\" <> ''\n AND \"feature_14\" IS NOT NULL\n AND \"feature_14\" <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_5\\\",\\n AVG(CAST(\\\"feature_14\\\" AS REAL)) OVER (PARTITION BY \\\"feature_5\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_5\\\" IS NOT NULL\\n AND \\\"feature_5\\\" <> ''\\n AND \\\"feature_14\\\" IS NOT NULL\\n AND \\\"feature_14\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"feature_5\", \"avg_measure\"], \"rows\": [{\"feature_5\": \"5\", \"avg_measure\": 0.35753768844221107}, {\"feature_5\": \"9\", \"avg_measure\": 0.3512562814070352}, {\"feature_5\": \"2\", \"avg_measure\": 0.35085}, {\"feature_5\": \"4\", \"avg_measure\": 0.34255}, {\"feature_5\": \"10\", \"avg_measure\": 0.331608040201005}, {\"feature_5\": \"1\", \"avg_measure\": 0.33104999999999996}, {\"feature_5\": \"7\", \"avg_measure\": 0.3268341708542714}, {\"feature_5\": \"6\", \"avg_measure\": 0.32603015075376884}, {\"feature_5\": \"8\", \"avg_measure\": 0.322964824120603}, {\"feature_5\": \"3\", \"avg_measure\": 0.32195}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.65}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d578beb4b6c7dd664d7f90ddce51d3d18242714f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:23:32.625201+00:00", + "ended_at": "2026-05-26T01:24:05.989797+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_a77a6916de2c7bbf", + "problem_id": "v2p_n4_ba79d4353c84d34b", + "dataset_id": "n4", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=feature_5, measure_col=feature_14.", + "bindings": { + "group_col": "feature_5", + "measure_col": "feature_14", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.44, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=138" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_a77a6916de2c7bbf.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_a77a6916de2c7bbf", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 22912, + "output_tokens": 1663, + "total_tokens": 40791, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 156, + "estimated_total_tokens": 15989, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33347.66, + "sql_execution_elapsed_ms_total": 3.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..06f720a82f18cd54ee93967a4736c7ee6fcda407 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:24:05.984422+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 33347.66, "started_at": "2026-05-26T01:23:32.627032+00:00", "ended_at": "2026-05-26T01:24:05.974678+00:00", "prompt_metrics": {"chars": 50718, "bytes_utf8": 50718, "lines": 1632, "estimated_tokens": 15833}, "response_metrics": {"chars": 566, "bytes_utf8": 566, "lines": 1, "estimated_tokens": 156}, "usage": {"input_tokens": 39128, "cached_input_tokens": 22912, "output_tokens": 1663, "reasoning_output_tokens": 1501}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_5\\\",\\n AVG(CAST(\\\"feature_14\\\" AS REAL)) OVER (PARTITION BY \\\"feature_5\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_5\\\" IS NOT NULL\\n AND \\\"feature_5\\\" <> ''\\n AND \\\"feature_14\\\" IS NOT NULL\\n AND \\\"feature_14\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the Window Partition Average template with \\\"feature_5\\\" as the group column and \\\"feature_14\\\" as the measure; filters blank values and casts the measure to REAL because numeric fields are stored as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bb8880e5357c67b721f181116322da528c20fd14 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_a77a6916de2c7bbf", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 22912, + "output_tokens": 1663, + "total_tokens": 40791, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 156, + "estimated_total_tokens": 15989, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33347.66, + "sql_execution_elapsed_ms_total": 3.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_a77a6916de2c7bbf/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e11a59b41e1d89eee3203dfb05934701f80be163 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50892, "bytes_utf8": 50892, "lines": 1635, "estimated_tokens": 15887}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 522, "bytes_utf8": 522, "lines": 1, "estimated_tokens": 137}, "usage": {"input_tokens": 39182, "cached_input_tokens": 38272, "output_tokens": 1397, "reasoning_output_tokens": 1254}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8bda9cbc5f20fb97ee984d9d7160465fecbcc38c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_b14bfe6fa74c5a5c", + "api_calls": 0, + "input_tokens": 39182, + "cached_input_tokens": 38272, + "output_tokens": 1397, + "total_tokens": 40579, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15887, + "estimated_output_tokens": 137, + "estimated_total_tokens": 16024, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30064.41, + "sql_execution_elapsed_ms_total": 3.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b38d26c9a4d64def6d87465adaffbe174b92f31d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:24:05.992229+00:00", + "ended_at": "2026-05-26T01:24:36.056615+00:00", + "elapsed_ms": 30064.41, + "prompt_metrics": { + "chars": 50892, + "bytes_utf8": 50892, + "lines": 1635, + "estimated_tokens": 15887 + }, + "stdout_metrics": { + "chars": 887, + "bytes_utf8": 887, + "lines": 4, + "estimated_tokens": 253 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 522, + "bytes_utf8": 522, + "lines": 1, + "estimated_tokens": 137 + }, + "usage": { + "input_tokens": 39182, + "cached_input_tokens": 38272, + "output_tokens": 1397, + "reasoning_output_tokens": 1254 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b3f819ff609b11e018bd5138050fff95586f7272 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_104, condition_col=feature_125.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "feature_104", + "condition_col": "feature_125", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.51, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..dbf2f62a840965bbee3c4662583d17e7019c5448 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e1-c313-7451-95d2-bc5fc0009759"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_104\\\",\\n AVG(CASE WHEN \\\"feature_125\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_104\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template using \\\"feature_104\\\" as the group and computes each group's proportion of rows where \\\"feature_125\\\" equals '0.5'; values are compared as TEXT per the SQLite schema, and non-matching or empty values contribute 0 to the average.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39182,"cached_input_tokens":38272,"output_tokens":1397,"reasoning_output_tokens":1254}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..14a9b2b9efee177fcbe5a35baf8352bf0fb4767c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_104\",\n AVG(CASE WHEN \"feature_125\" = '0.5' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_104\"\nORDER BY \"condition_rate\" DESC;","notes":"Applies the Grouped Condition Rate template using \"feature_104\" as the group and computes each group's proportion of rows where \"feature_125\" equals '0.5'; values are compared as TEXT per the SQLite schema, and non-matching or empty values contribute 0 to the average."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1dcf2e05522b3f15969ae65e73d042bb234f9314 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_104, condition_col=feature_125. +Result preview: [{"feature_104": "0.89", "condition_rate": 1.0}, {"feature_104": "0.88", "condition_rate": 1.0}, {"feature_104": "0.86", "condition_rate": 1.0}, {"feature_104": "0.84", "condition_rate": 1.0}, {"feature_104": "0.81", "condition_rate": 1.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c9fbe7fb04658b36d8ed30e86c0601406e7332ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_b14bfe6fa74c5a5c +-- problem_id: v2p_n4_20ac8ef45c4995d3 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_104", + AVG(CASE WHEN "feature_125" = '0.5' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_104" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9846b1fad4b865a621806f59013e2ea26d8903a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_104\",\n AVG(CASE WHEN \"feature_125\" = '0.5' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_104\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_104\\\",\\n AVG(CASE WHEN \\\"feature_125\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_104\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"feature_104\", \"condition_rate\"], \"rows\": [{\"feature_104\": \"0.89\", \"condition_rate\": 1.0}, {\"feature_104\": \"0.88\", \"condition_rate\": 1.0}, {\"feature_104\": \"0.86\", \"condition_rate\": 1.0}, {\"feature_104\": \"0.84\", \"condition_rate\": 1.0}, {\"feature_104\": \"0.81\", \"condition_rate\": 1.0}, {\"feature_104\": \"0.76\", \"condition_rate\": 1.0}, {\"feature_104\": \"0.73\", \"condition_rate\": 1.0}, {\"feature_104\": \"0.72\", \"condition_rate\": 1.0}, {\"feature_104\": \"0.64\", \"condition_rate\": 1.0}, {\"feature_104\": \"0.63\", \"condition_rate\": 1.0}, {\"feature_104\": \"0.61\", \"condition_rate\": 1.0}, {\"feature_104\": \"0.55\", \"condition_rate\": 1.0}, {\"feature_104\": \"0.53\", \"condition_rate\": 1.0}, {\"feature_104\": \"0.49\", \"condition_rate\": 1.0}, {\"feature_104\": \"0.85\", \"condition_rate\": 0.8}, {\"feature_104\": \"0.83\", \"condition_rate\": 0.75}, {\"feature_104\": \"0.9\", \"condition_rate\": 0.6666666666666666}, {\"feature_104\": \"0.92\", \"condition_rate\": 0.6}, {\"feature_104\": \"0.91\", \"condition_rate\": 0.5714285714285714}, {\"feature_104\": \"0.87\", \"condition_rate\": 0.5}, {\"feature_104\": \"0.82\", \"condition_rate\": 0.5}, {\"feature_104\": \"0.8\", \"condition_rate\": 0.5}, {\"feature_104\": \"0.67\", \"condition_rate\": 0.5}, {\"feature_104\": \"0\", \"condition_rate\": 0.5}, {\"feature_104\": \"0.99\", \"condition_rate\": 0.4}, {\"feature_104\": \"0.96\", \"condition_rate\": 0.4}, {\"feature_104\": \"0.94\", \"condition_rate\": 0.36363636363636365}, {\"feature_104\": \"0.93\", \"condition_rate\": 0.3333333333333333}, {\"feature_104\": \"0.95\", \"condition_rate\": 0.23076923076923078}, {\"feature_104\": \"0.97\", \"condition_rate\": 0.189873417721519}, {\"feature_104\": \"0.98\", \"condition_rate\": 0.14814814814814814}, {\"feature_104\": \"1\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.75\", \"condition_rate\": 0.0}, {\"feature_104\": \"0.37\", \"condition_rate\": 0.0}, {\"feature_104\": \"\", \"condition_rate\": 0.0}], \"row_count_returned\": 35, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.05}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..35a7fb56229227afdf47585bce728894eabcfebe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:24:05.990133+00:00", + "ended_at": "2026-05-26T01:24:36.071526+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_b14bfe6fa74c5a5c", + "problem_id": "v2p_n4_20ac8ef45c4995d3", + "dataset_id": "n4", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_104, condition_col=feature_125.", + "bindings": { + "group_col": "feature_104", + "condition_col": "feature_125", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.51, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=98" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_b14bfe6fa74c5a5c.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_b14bfe6fa74c5a5c", + "api_calls": 0, + "input_tokens": 39182, + "cached_input_tokens": 38272, + "output_tokens": 1397, + "total_tokens": 40579, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15887, + "estimated_output_tokens": 137, + "estimated_total_tokens": 16024, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30064.41, + "sql_execution_elapsed_ms_total": 3.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c999ea48c987e8f8bf622e98b156fb72f7e49b4a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:24:36.066548+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 30064.41, "started_at": "2026-05-26T01:24:05.992229+00:00", "ended_at": "2026-05-26T01:24:36.056615+00:00", "prompt_metrics": {"chars": 50892, "bytes_utf8": 50892, "lines": 1635, "estimated_tokens": 15887}, "response_metrics": {"chars": 522, "bytes_utf8": 522, "lines": 1, "estimated_tokens": 137}, "usage": {"input_tokens": 39182, "cached_input_tokens": 38272, "output_tokens": 1397, "reasoning_output_tokens": 1254}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_104\\\",\\n AVG(CASE WHEN \\\"feature_125\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_104\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the Grouped Condition Rate template using \\\"feature_104\\\" as the group and computes each group's proportion of rows where \\\"feature_125\\\" equals '0.5'; values are compared as TEXT per the SQLite schema, and non-matching or empty values contribute 0 to the average.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f1a08e346dcc60751e4bdc6fc3f3f3a47f17c8d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_b14bfe6fa74c5a5c", + "api_calls": 0, + "input_tokens": 39182, + "cached_input_tokens": 38272, + "output_tokens": 1397, + "total_tokens": 40579, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15887, + "estimated_output_tokens": 137, + "estimated_total_tokens": 16024, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30064.41, + "sql_execution_elapsed_ms_total": 3.05, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b14bfe6fa74c5a5c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4893a2eebb289fc417bf3caa25010a9d676f7142 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50718, "bytes_utf8": 50718, "lines": 1632, "estimated_tokens": 15832}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 549, "bytes_utf8": 549, "lines": 1, "estimated_tokens": 153}, "usage": {"input_tokens": 39127, "cached_input_tokens": 38272, "output_tokens": 782, "reasoning_output_tokens": 623}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3cf5c0cbbca05bfe963ec8838b1df200b0c9433a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_b8d615e7cca68c8c", + "api_calls": 0, + "input_tokens": 39127, + "cached_input_tokens": 38272, + "output_tokens": 782, + "total_tokens": 39909, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15832, + "estimated_output_tokens": 153, + "estimated_total_tokens": 15985, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18609.41, + "sql_execution_elapsed_ms_total": 3.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..21dbdcc1763718f92cfd281465e826c9842f6e57 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:24:36.074029+00:00", + "ended_at": "2026-05-26T01:24:54.683430+00:00", + "elapsed_ms": 18609.41, + "prompt_metrics": { + "chars": 50718, + "bytes_utf8": 50718, + "lines": 1632, + "estimated_tokens": 15832 + }, + "stdout_metrics": { + "chars": 932, + "bytes_utf8": 932, + "lines": 4, + "estimated_tokens": 280 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 549, + "bytes_utf8": 549, + "lines": 1, + "estimated_tokens": 153 + }, + "usage": { + "input_tokens": 39127, + "cached_input_tokens": 38272, + "output_tokens": 782, + "reasoning_output_tokens": 623 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6ef3548bc0410d74b95ef67535ce197df97483dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1632 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=feature_5, measure_col=feature_14.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "feature_5", + "measure_col": "feature_14", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.386, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..82bcc5851589122b495bb1ca24bad33777385215 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e2-389e-79f0-868c-587c7adf7dbc"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_5\\\",\\n AVG(CAST(\\\"feature_14\\\" AS REAL)) OVER (PARTITION BY \\\"feature_5\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_5\\\" IS NOT NULL\\n AND \\\"feature_5\\\" <> ''\\n AND \\\"feature_14\\\" IS NOT NULL\\n AND \\\"feature_14\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the requested window-partition-average template with \\\"feature_5\\\" as the partition key and cast \\\"feature_14\\\" from TEXT to REAL for SQLite-safe averaging; blank/null values are excluded.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39127,"cached_input_tokens":38272,"output_tokens":782,"reasoning_output_tokens":623}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a903656fc27cba3ffd2c0045ec9cd82afe0a5da --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"feature_5\",\n AVG(CAST(\"feature_14\" AS REAL)) OVER (PARTITION BY \"feature_5\") AS \"avg_measure\"\nFROM \"n4\"\nWHERE \"feature_5\" IS NOT NULL\n AND \"feature_5\" <> ''\n AND \"feature_14\" IS NOT NULL\n AND \"feature_14\" <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Used the requested window-partition-average template with \"feature_5\" as the partition key and cast \"feature_14\" from TEXT to REAL for SQLite-safe averaging; blank/null values are excluded."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4a835d98c6621bb09b065f23e3f035a3a726b369 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=feature_5, measure_col=feature_14. +Result preview: [{"feature_5": "5", "avg_measure": 0.35753768844221107}, {"feature_5": "9", "avg_measure": 0.3512562814070352}, {"feature_5": "2", "avg_measure": 0.35085}, {"feature_5": "4", "avg_measure": 0.34255}, {"feature_5": "10", "avg_measure": 0.331608040201005}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..573213e93c9ebfbcb3c258882dd8fa35f69251c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_b8d615e7cca68c8c +-- problem_id: v2p_n4_b87eb784e3bfc69e +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "feature_5", + AVG(CAST("feature_14" AS REAL)) OVER (PARTITION BY "feature_5") AS "avg_measure" +FROM "n4" +WHERE "feature_5" IS NOT NULL + AND "feature_5" <> '' + AND "feature_14" IS NOT NULL + AND "feature_14" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..25e826ed43c17c4904b029fc19c4529c82cf523b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"feature_5\",\n AVG(CAST(\"feature_14\" AS REAL)) OVER (PARTITION BY \"feature_5\") AS \"avg_measure\"\nFROM \"n4\"\nWHERE \"feature_5\" IS NOT NULL\n AND \"feature_5\" <> ''\n AND \"feature_14\" IS NOT NULL\n AND \"feature_14\" <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_5\\\",\\n AVG(CAST(\\\"feature_14\\\" AS REAL)) OVER (PARTITION BY \\\"feature_5\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_5\\\" IS NOT NULL\\n AND \\\"feature_5\\\" <> ''\\n AND \\\"feature_14\\\" IS NOT NULL\\n AND \\\"feature_14\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"feature_5\", \"avg_measure\"], \"rows\": [{\"feature_5\": \"5\", \"avg_measure\": 0.35753768844221107}, {\"feature_5\": \"9\", \"avg_measure\": 0.3512562814070352}, {\"feature_5\": \"2\", \"avg_measure\": 0.35085}, {\"feature_5\": \"4\", \"avg_measure\": 0.34255}, {\"feature_5\": \"10\", \"avg_measure\": 0.331608040201005}, {\"feature_5\": \"1\", \"avg_measure\": 0.33104999999999996}, {\"feature_5\": \"7\", \"avg_measure\": 0.3268341708542714}, {\"feature_5\": \"6\", \"avg_measure\": 0.32603015075376884}, {\"feature_5\": \"8\", \"avg_measure\": 0.322964824120603}, {\"feature_5\": \"3\", \"avg_measure\": 0.32195}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.98}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..df456eb6719e02ec3cd6d0ed8e27ae51ef612b12 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:24:36.071984+00:00", + "ended_at": "2026-05-26T01:24:54.697322+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_b8d615e7cca68c8c", + "problem_id": "v2p_n4_b87eb784e3bfc69e", + "dataset_id": "n4", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=feature_5, measure_col=feature_14.", + "bindings": { + "group_col": "feature_5", + "measure_col": "feature_14", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.386, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=138" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_b8d615e7cca68c8c.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_b8d615e7cca68c8c", + "api_calls": 0, + "input_tokens": 39127, + "cached_input_tokens": 38272, + "output_tokens": 782, + "total_tokens": 39909, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15832, + "estimated_output_tokens": 153, + "estimated_total_tokens": 15985, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18609.41, + "sql_execution_elapsed_ms_total": 3.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3a6d73d6b9bf37787ce4638f7123dc749662d5d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:24:54.692015+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18609.41, "started_at": "2026-05-26T01:24:36.074029+00:00", "ended_at": "2026-05-26T01:24:54.683430+00:00", "prompt_metrics": {"chars": 50718, "bytes_utf8": 50718, "lines": 1632, "estimated_tokens": 15832}, "response_metrics": {"chars": 549, "bytes_utf8": 549, "lines": 1, "estimated_tokens": 153}, "usage": {"input_tokens": 39127, "cached_input_tokens": 38272, "output_tokens": 782, "reasoning_output_tokens": 623}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_5\\\",\\n AVG(CAST(\\\"feature_14\\\" AS REAL)) OVER (PARTITION BY \\\"feature_5\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_5\\\" IS NOT NULL\\n AND \\\"feature_5\\\" <> ''\\n AND \\\"feature_14\\\" IS NOT NULL\\n AND \\\"feature_14\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the requested window-partition-average template with \\\"feature_5\\\" as the partition key and cast \\\"feature_14\\\" from TEXT to REAL for SQLite-safe averaging; blank/null values are excluded.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..49de79f24734d8ff3902222d2c24a2e8a40d1802 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_b8d615e7cca68c8c", + "api_calls": 0, + "input_tokens": 39127, + "cached_input_tokens": 38272, + "output_tokens": 782, + "total_tokens": 39909, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15832, + "estimated_output_tokens": 153, + "estimated_total_tokens": 15985, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18609.41, + "sql_execution_elapsed_ms_total": 3.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_b8d615e7cca68c8c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cfae7e19d0acd12e65175d60f844ffc46ca74399 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50951, "bytes_utf8": 50951, "lines": 1636, "estimated_tokens": 15917}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 507, "bytes_utf8": 507, "lines": 1, "estimated_tokens": 133}, "usage": {"input_tokens": 39212, "cached_input_tokens": 38784, "output_tokens": 2209, "reasoning_output_tokens": 2070}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5f8b305d4dd8eb0dcb9be03e90ce451d9e5002bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_c3a654696edc40ad", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 38784, + "output_tokens": 2209, + "total_tokens": 41421, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 133, + "estimated_total_tokens": 16050, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 43555.14, + "sql_execution_elapsed_ms_total": 2.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f55a691bb7bb7e3bf06f6515915df03826885e9e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:24:54.699456+00:00", + "ended_at": "2026-05-26T01:25:38.254546+00:00", + "elapsed_ms": 43555.14, + "prompt_metrics": { + "chars": 50951, + "bytes_utf8": 50951, + "lines": 1636, + "estimated_tokens": 15917 + }, + "stdout_metrics": { + "chars": 876, + "bytes_utf8": 876, + "lines": 4, + "estimated_tokens": 253 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 507, + "bytes_utf8": 507, + "lines": 1, + "estimated_tokens": 133 + }, + "usage": { + "input_tokens": 39212, + "cached_input_tokens": 38784, + "output_tokens": 2209, + "reasoning_output_tokens": 2070 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a31d8b5bbe369c394c95232f5b07b27ef46f11e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1636 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_49": "0.65", + "feature_50": "0.54", + "feature_51": "0.83", + "feature_52": "0.65", + "feature_53": "0.85", + "feature_54": "0.86", + "feature_55": "0.03", + "feature_56": "0.33", + "feature_57": "0.02", + "feature_58": "0.11", + "feature_59": "0.2", + "feature_60": "0.3", + "feature_61": "0.31", + "feature_62": "0.05", + "feature_63": "0.08", + "feature_64": "0.11", + "feature_65": "0.11", + "feature_66": "0.81", + "feature_67": "0.08", + "feature_68": "0.56", + "feature_69": "0.62", + "feature_70": "0.85", + "feature_71": "0.77", + "feature_72": "1", + "feature_73": "0.94", + "feature_74": "0.12", + "feature_75": "0.01", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.97", + "feature_79": "0.96", + "feature_80": "0.6", + "feature_81": "0.47", + "feature_82": "0.52", + "feature_83": "0.11", + "feature_84": "0.11", + "feature_85": "0.24", + "feature_86": "0.21", + "feature_87": "0.19", + "feature_88": "0.75", + "feature_89": "0.7", + "feature_90": "0.77", + "feature_91": "0.89", + "feature_92": "0.63", + "feature_93": "0.51", + "feature_94": "0.47", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.19", + "feature_98": "0.3", + "feature_99": "0.73", + "feature_100": "0.64", + "feature_101": "0.65", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.02", + "feature_120": "0.39", + "feature_121": "0.28", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.12" + }, + { + "feature_1": "42", + "feature_2": "95", + "feature_3": "6096", + "feature_4": "Bethlehemtownship", + "feature_5": "1", + "feature_6": "0.01", + "feature_7": "0.55", + "feature_8": "0.02", + "feature_9": "0.95", + "feature_10": "0.09", + "feature_11": "0.05", + "feature_12": "0.38", + "feature_13": "0.38", + "feature_14": "0.23", + "feature_15": "0.36", + "feature_16": "0.02", + "feature_17": "0.9", + "feature_18": "0.5", + "feature_19": "0.72", + "feature_20": "0.16", + "feature_21": "0.68", + "feature_22": "0.44", + "feature_23": "0.11", + "feature_24": "0.71", + "feature_25": "0.46", + "feature_26": "0.43", + "feature_27": "0.41", + "feature_28": "0.28", + "feature_29": "0", + "feature_30": "0.74", + "feature_31": "0.51", + "feature_32": "0.48", + "feature_33": "0", + "feature_34": "0.06", + "feature_35": "0.25", + "feature_36": "0.3", + "feature_37": "0.33", + "feature_38": "0.12", + "feature_39": "0.65", + "feature_40": "0.67", + "feature_41": "0.38", + "feature_42": "0.42", + "feature_43": "0.46", + "feature_44": "0.22", + "feature_45": "0.27", + "feature_46": "0.2", + "feature_47": "0.21", + "feature_48": "0.51", + "feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_104, group_col_2=feature_116.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "feature_104", + "group_col_2": "feature_116", + "predicate_col": "feature_55", + "predicate_op": ">=", + "predicate_value": 0.26, + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.13, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..48d29d0332a64fa95e46d61e1a6fa6a3d8279765 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e2-8150-7103-bbb0-7399db51f00b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"feature_104\\\", \\\"feature_116\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_55\\\" <> '' AND CAST(\\\"feature_55\\\" AS REAL) >= 0.26\\nGROUP BY \\\"feature_104\\\", \\\"feature_116\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the requested two-dimensional group count template with feature_104 and feature_116 as grouping keys, and casts text-stored feature_55 to REAL for a correct numeric filter while excluding blank predicate values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39212,"cached_input_tokens":38784,"output_tokens":2209,"reasoning_output_tokens":2070}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7d98cfa27850d0b5e71625b4025c66f44523d5d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"feature_104\", \"feature_116\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nWHERE \"feature_55\" <> '' AND CAST(\"feature_55\" AS REAL) >= 0.26\nGROUP BY \"feature_104\", \"feature_116\"\nORDER BY \"row_count\" DESC;","notes":"Uses the requested two-dimensional group count template with feature_104 and feature_116 as grouping keys, and casts text-stored feature_55 to REAL for a correct numeric filter while excluding blank predicate values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8485d96e850c531d9922bb833766c1b5df9f452e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_104, group_col_2=feature_116. +Result preview: [{"feature_104": "0", "feature_116": "1", "row_count": 3}, {"feature_104": "", "feature_116": "", "row_count": 1}, {"feature_104": "0", "feature_116": "0.73", "row_count": 1}, {"feature_104": "0.37", "feature_116": "0.37", "row_count": 1}, {"feature_104": "0.49", "feature_116": "0.33", "row_count": 1}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b84515e5fd4127cdb5e314d4627e6613b923fdb1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n4_c3a654696edc40ad +-- problem_id: v2p_n4_93dfba964cb30061 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_104", "feature_116", COUNT(*) AS "row_count" +FROM "n4" +WHERE "feature_55" <> '' AND CAST("feature_55" AS REAL) >= 0.26 +GROUP BY "feature_104", "feature_116" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..90e7167b973998077d1395bc602b884a06bb5215 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"feature_104\", \"feature_116\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nWHERE \"feature_55\" <> '' AND CAST(\"feature_55\" AS REAL) >= 0.26\nGROUP BY \"feature_104\", \"feature_116\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"feature_104\\\", \\\"feature_116\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_55\\\" <> '' AND CAST(\\\"feature_55\\\" AS REAL) >= 0.26\\nGROUP BY \\\"feature_104\\\", \\\"feature_116\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"feature_104\", \"feature_116\", \"row_count\"], \"rows\": [{\"feature_104\": \"0\", \"feature_116\": \"1\", \"row_count\": 3}, {\"feature_104\": \"\", \"feature_116\": \"\", \"row_count\": 1}, {\"feature_104\": \"0\", \"feature_116\": \"0.73\", \"row_count\": 1}, {\"feature_104\": \"0.37\", \"feature_116\": \"0.37\", \"row_count\": 1}, {\"feature_104\": \"0.49\", \"feature_116\": \"0.33\", \"row_count\": 1}, {\"feature_104\": \"0.53\", \"feature_116\": \"0.26\", \"row_count\": 1}, {\"feature_104\": \"0.55\", \"feature_116\": \"0.18\", \"row_count\": 1}, {\"feature_104\": \"0.61\", \"feature_116\": \"0.49\", \"row_count\": 1}, {\"feature_104\": \"0.63\", \"feature_116\": \"0.16\", \"row_count\": 1}, {\"feature_104\": \"0.63\", \"feature_116\": \"0.4\", \"row_count\": 1}, {\"feature_104\": \"0.64\", \"feature_116\": \"0.22\", \"row_count\": 1}, {\"feature_104\": \"0.67\", \"feature_116\": \"0.11\", \"row_count\": 1}, {\"feature_104\": \"0.67\", \"feature_116\": \"0.15\", \"row_count\": 1}, {\"feature_104\": \"0.72\", \"feature_116\": \"0.26\", \"row_count\": 1}, {\"feature_104\": \"0.73\", \"feature_116\": \"0.19\", \"row_count\": 1}, {\"feature_104\": \"0.75\", \"feature_116\": \"0.13\", \"row_count\": 1}, {\"feature_104\": \"0.75\", \"feature_116\": \"0.16\", \"row_count\": 1}, {\"feature_104\": \"0.76\", \"feature_116\": \"0.12\", \"row_count\": 1}, {\"feature_104\": \"0.8\", \"feature_116\": \"0.17\", \"row_count\": 1}, {\"feature_104\": \"0.81\", \"feature_116\": \"0.16\", \"row_count\": 1}, {\"feature_104\": \"0.81\", \"feature_116\": \"0.44\", \"row_count\": 1}, {\"feature_104\": \"0.82\", \"feature_116\": \"0.11\", \"row_count\": 1}, {\"feature_104\": \"0.82\", \"feature_116\": \"0.15\", \"row_count\": 1}, {\"feature_104\": \"0.83\", \"feature_116\": \"0.11\", \"row_count\": 1}, {\"feature_104\": \"0.83\", \"feature_116\": \"0.14\", \"row_count\": 1}, {\"feature_104\": \"0.83\", \"feature_116\": \"0.18\", \"row_count\": 1}, {\"feature_104\": \"0.84\", \"feature_116\": \"0.13\", \"row_count\": 1}, {\"feature_104\": \"0.85\", \"feature_116\": \"0.1\", \"row_count\": 1}, {\"feature_104\": \"0.85\", \"feature_116\": \"0.19\", \"row_count\": 1}, {\"feature_104\": \"0.86\", \"feature_116\": \"0.08\", \"row_count\": 1}, {\"feature_104\": \"0.86\", \"feature_116\": \"0.1\", \"row_count\": 1}, {\"feature_104\": \"0.86\", \"feature_116\": \"0.11\", \"row_count\": 1}, {\"feature_104\": \"0.87\", \"feature_116\": \"0.07\", \"row_count\": 1}, {\"feature_104\": \"0.87\", \"feature_116\": \"0.08\", \"row_count\": 1}, {\"feature_104\": \"0.87\", \"feature_116\": \"0.11\", \"row_count\": 1}, {\"feature_104\": \"0.87\", \"feature_116\": \"0.12\", \"row_count\": 1}, {\"feature_104\": \"0.87\", \"feature_116\": \"0.19\", \"row_count\": 1}, {\"feature_104\": \"0.88\", \"feature_116\": \"0.06\", \"row_count\": 1}, {\"feature_104\": \"0.89\", \"feature_116\": \"0.07\", \"row_count\": 1}, {\"feature_104\": \"0.89\", \"feature_116\": \"0.18\", \"row_count\": 1}, {\"feature_104\": \"0.9\", \"feature_116\": \"0.15\", \"row_count\": 1}, {\"feature_104\": \"0.9\", \"feature_116\": \"0.19\", \"row_count\": 1}, {\"feature_104\": \"0.91\", \"feature_116\": \"0.01\", \"row_count\": 1}, {\"feature_104\": \"0.91\", \"feature_116\": \"0.04\", \"row_count\": 1}, {\"feature_104\": \"0.92\", \"feature_116\": \"0.04\", \"row_count\": 1}, {\"feature_104\": \"0.92\", \"feature_116\": \"0.08\", \"row_count\": 1}, {\"feature_104\": \"0.92\", \"feature_116\": \"0.12\", \"row_count\": 1}, {\"feature_104\": \"0.92\", \"feature_116\": \"0.17\", \"row_count\": 1}, {\"feature_104\": \"0.93\", \"feature_116\": \"0.07\", \"row_count\": 1}, {\"feature_104\": \"0.93\", \"feature_116\": \"0.13\", \"row_count\": 1}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 2.31}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..97d660f50392c77a0f17e7aaa61c861d44e51b3d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:24:54.697703+00:00", + "ended_at": "2026-05-26T01:25:38.268390+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_c3a654696edc40ad", + "problem_id": "v2p_n4_93dfba964cb30061", + "dataset_id": "n4", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=feature_104, group_col_2=feature_116.", + "bindings": { + "group_col": "feature_104", + "group_col_2": "feature_116", + "predicate_col": "feature_55", + "predicate_op": ">=", + "predicate_value": 0.26, + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.13, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=54" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_c3a654696edc40ad.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_c3a654696edc40ad", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 38784, + "output_tokens": 2209, + "total_tokens": 41421, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 133, + "estimated_total_tokens": 16050, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 43555.14, + "sql_execution_elapsed_ms_total": 2.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3f71fec10457b68b041570b880cb5a5d29974e52 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:25:38.264589+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 43555.14, "started_at": "2026-05-26T01:24:54.699456+00:00", "ended_at": "2026-05-26T01:25:38.254546+00:00", "prompt_metrics": {"chars": 50951, "bytes_utf8": 50951, "lines": 1636, "estimated_tokens": 15917}, "response_metrics": {"chars": 507, "bytes_utf8": 507, "lines": 1, "estimated_tokens": 133}, "usage": {"input_tokens": 39212, "cached_input_tokens": 38784, "output_tokens": 2209, "reasoning_output_tokens": 2070}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"feature_104\\\", \\\"feature_116\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_55\\\" <> '' AND CAST(\\\"feature_55\\\" AS REAL) >= 0.26\\nGROUP BY \\\"feature_104\\\", \\\"feature_116\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the requested two-dimensional group count template with feature_104 and feature_116 as grouping keys, and casts text-stored feature_55 to REAL for a correct numeric filter while excluding blank predicate values.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4bd7e38cea7d5a91476795a48ac164c275207c27 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_c3a654696edc40ad", + "api_calls": 0, + "input_tokens": 39212, + "cached_input_tokens": 38784, + "output_tokens": 2209, + "total_tokens": 41421, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15917, + "estimated_output_tokens": 133, + "estimated_total_tokens": 16050, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 43555.14, + "sql_execution_elapsed_ms_total": 2.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c3a654696edc40ad/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f9743efcb8747a7b744e370acc92a5513285da71 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50879, "bytes_utf8": 50879, "lines": 1635, "estimated_tokens": 15885}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 409, "bytes_utf8": 409, "lines": 1, "estimated_tokens": 113}, "usage": {"input_tokens": 39180, "cached_input_tokens": 6528, "output_tokens": 1436, "reasoning_output_tokens": 1317}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..453ad37bb94c5238b4302d352ee3123fe38c93cd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_c7afec650dec1004", + "api_calls": 0, + "input_tokens": 39180, + "cached_input_tokens": 6528, + "output_tokens": 1436, + "total_tokens": 40616, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15885, + "estimated_output_tokens": 113, + "estimated_total_tokens": 15998, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 29749.02, + "sql_execution_elapsed_ms_total": 1.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b0530636694c7e0358a77d3bfd9fae9ab81d009e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:25:38.270944+00:00", + "ended_at": "2026-05-26T01:26:08.019932+00:00", + "elapsed_ms": 29749.02, + "prompt_metrics": { + "chars": 50879, + "bytes_utf8": 50879, + "lines": 1635, + "estimated_tokens": 15885 + }, + "stdout_metrics": { + "chars": 765, + "bytes_utf8": 765, + "lines": 4, + "estimated_tokens": 227 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 409, + "bytes_utf8": 409, + "lines": 1, + "estimated_tokens": 113 + }, + "usage": { + "input_tokens": 39180, + "cached_input_tokens": 6528, + "output_tokens": 1436, + "reasoning_output_tokens": 1317 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..776732f41fece1c1dca023d930bb1917ab9860f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=feature_116, condition_col=target.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "feature_116", + "condition_col": "target", + "condition_value": "0.03", + "positive_value": "0.2", + "negative_value": "0.03", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.56, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..09a97626e95900f680867e9941071103c3d0309e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e3-2b84-73b2-9280-e4a31ad71802"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_116\\\",\\n AVG(CASE WHEN \\\"target\\\" = '0.03' THEN 1.0 ELSE 0.0 END) AS condition_rate\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_116\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Computes the within-group proportion of rows where \\\"target\\\" equals '0.03' for each \\\"feature_116\\\" value, using exact text matching as stored in the SQLite snapshot.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39180,"cached_input_tokens":6528,"output_tokens":1436,"reasoning_output_tokens":1317}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..aeb6259eeca9fa69bc8d394930519624d35c01db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_116\",\n AVG(CASE WHEN \"target\" = '0.03' THEN 1.0 ELSE 0.0 END) AS condition_rate\nFROM \"n4\"\nGROUP BY \"feature_116\"\nORDER BY condition_rate DESC;","notes":"Computes the within-group proportion of rows where \"target\" equals '0.03' for each \"feature_116\" value, using exact text matching as stored in the SQLite snapshot."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c8814a59538d97e426d1a9053fb81d04137061b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=feature_116, condition_col=target. +Result preview: [{"feature_116": "", "condition_rate": 0.061492537313432835}, {"feature_116": "0.03", "condition_rate": 0.020833333333333332}, {"feature_116": "1", "condition_rate": 0.0}, {"feature_116": "0.73", "condition_rate": 0.0}, {"feature_116": "0.49", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..cd219085cfdb41f8fd5d4fe7a9369f21297f0fd2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_c7afec650dec1004 +-- problem_id: v2p_n4_a420f2c138fdca97 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_116", + AVG(CASE WHEN "target" = '0.03' THEN 1.0 ELSE 0.0 END) AS condition_rate +FROM "n4" +GROUP BY "feature_116" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7f61b353066a5b81d0b570f6ac7aa86fa79da9ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_116\",\n AVG(CASE WHEN \"target\" = '0.03' THEN 1.0 ELSE 0.0 END) AS condition_rate\nFROM \"n4\"\nGROUP BY \"feature_116\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_116\\\",\\n AVG(CASE WHEN \\\"target\\\" = '0.03' THEN 1.0 ELSE 0.0 END) AS condition_rate\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_116\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"feature_116\", \"condition_rate\"], \"rows\": [{\"feature_116\": \"\", \"condition_rate\": 0.061492537313432835}, {\"feature_116\": \"0.03\", \"condition_rate\": 0.020833333333333332}, {\"feature_116\": \"1\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.73\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.49\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.45\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.44\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.4\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.37\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.33\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.26\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.22\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.19\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.18\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.17\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.16\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.15\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.14\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.13\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.12\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.11\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.1\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.09\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.08\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.07\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.06\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.05\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.04\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.02\", \"condition_rate\": 0.0}, {\"feature_116\": \"0.01\", \"condition_rate\": 0.0}, {\"feature_116\": \"0\", \"condition_rate\": 0.0}], \"row_count_returned\": 31, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.18}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fd862cc59fcae9876c3e30340040af929ca5b6eb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:25:38.268732+00:00", + "ended_at": "2026-05-26T01:26:08.032292+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_c7afec650dec1004", + "problem_id": "v2p_n4_a420f2c138fdca97", + "dataset_id": "n4", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=feature_116, condition_col=target.", + "bindings": { + "group_col": "feature_116", + "condition_col": "target", + "condition_value": "0.03", + "positive_value": "0.2", + "negative_value": "0.03", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.56, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=99" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_c7afec650dec1004.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_c7afec650dec1004", + "api_calls": 0, + "input_tokens": 39180, + "cached_input_tokens": 6528, + "output_tokens": 1436, + "total_tokens": 40616, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15885, + "estimated_output_tokens": 113, + "estimated_total_tokens": 15998, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 29749.02, + "sql_execution_elapsed_ms_total": 1.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ce8551c09fa7b72eb807cb64718d3d5a363b870a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:26:08.028819+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 29749.02, "started_at": "2026-05-26T01:25:38.270944+00:00", "ended_at": "2026-05-26T01:26:08.019932+00:00", "prompt_metrics": {"chars": 50879, "bytes_utf8": 50879, "lines": 1635, "estimated_tokens": 15885}, "response_metrics": {"chars": 409, "bytes_utf8": 409, "lines": 1, "estimated_tokens": 113}, "usage": {"input_tokens": 39180, "cached_input_tokens": 6528, "output_tokens": 1436, "reasoning_output_tokens": 1317}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_116\\\",\\n AVG(CASE WHEN \\\"target\\\" = '0.03' THEN 1.0 ELSE 0.0 END) AS condition_rate\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_116\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Computes the within-group proportion of rows where \\\"target\\\" equals '0.03' for each \\\"feature_116\\\" value, using exact text matching as stored in the SQLite snapshot.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..df9922aa2650279821734b69bae434fcc88ca926 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_c7afec650dec1004", + "api_calls": 0, + "input_tokens": 39180, + "cached_input_tokens": 6528, + "output_tokens": 1436, + "total_tokens": 40616, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15885, + "estimated_output_tokens": 113, + "estimated_total_tokens": 15998, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 29749.02, + "sql_execution_elapsed_ms_total": 1.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c7afec650dec1004/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f6cdc140c68bddd786fac7d7312926df74e58758 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51044, "bytes_utf8": 51044, "lines": 1634, "estimated_tokens": 15941}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 853, "bytes_utf8": 853, "lines": 1, "estimated_tokens": 242}, "usage": {"input_tokens": 39236, "cached_input_tokens": 6528, "output_tokens": 764, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3def605ebd136d9fc2703f9b71f544a20a851c0f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_c8c259f9a9de70fb", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 6528, + "output_tokens": 764, + "total_tokens": 40000, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 242, + "estimated_total_tokens": 16183, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17224.28, + "sql_execution_elapsed_ms_total": 4.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..30d4367c4c6e691e4300a78ef47961a3e2957a04 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:26:08.034588+00:00", + "ended_at": "2026-05-26T01:26:25.258871+00:00", + "elapsed_ms": 17224.28, + "prompt_metrics": { + "chars": 51044, + "bytes_utf8": 51044, + "lines": 1634, + "estimated_tokens": 15941 + }, + "stdout_metrics": { + "chars": 1245, + "bytes_utf8": 1245, + "lines": 4, + "estimated_tokens": 382 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 853, + "bytes_utf8": 853, + "lines": 1, + "estimated_tokens": 242 + }, + "usage": { + "input_tokens": 39236, + "cached_input_tokens": 6528, + "output_tokens": 764, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f41a171fbcb2f0f0d1ed441804bf6934f9acba4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_5, measure_col=feature_32.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_5", + "measure_col": "feature_32", + "item_col": "feature_33", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.49, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a5770a5fcf80ac5cccd1e1da97912000d13b486a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e3-9fd1-7c31-8d20-23647c8ae648"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT CAST(\\\"feature_5\\\" AS INTEGER) AS \\\"feature_5\\\",\\n CAST(\\\"feature_33\\\" AS REAL) AS \\\"feature_33\\\",\\n SUM(CAST(\\\"feature_32\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"feature_32\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"feature_32\\\" AS REAL))) OVER (PARTITION BY CAST(\\\"feature_5\\\" AS INTEGER)) AS share_within_group\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_5\\\" <> ''\\n AND \\\"feature_32\\\" <> ''\\n AND \\\"feature_33\\\" <> ''\\nGROUP BY CAST(\\\"feature_5\\\" AS INTEGER), CAST(\\\"feature_33\\\" AS REAL)\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the requested template with group_col=feature_5, item_col=feature_33, and measure_col=feature_32. Added CASTs because the schema stores these numeric fields as TEXT, and filtered out empty strings to avoid invalid numeric aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39236,"cached_input_tokens":6528,"output_tokens":764,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..236556f7e52b3f002a3a8f72440e27670971560b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT CAST(\"feature_5\" AS INTEGER) AS \"feature_5\",\n CAST(\"feature_33\" AS REAL) AS \"feature_33\",\n SUM(CAST(\"feature_32\" AS REAL)) AS total_measure,\n SUM(CAST(\"feature_32\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"feature_32\" AS REAL))) OVER (PARTITION BY CAST(\"feature_5\" AS INTEGER)) AS share_within_group\nFROM \"n4\"\nWHERE \"feature_5\" <> ''\n AND \"feature_32\" <> ''\n AND \"feature_33\" <> ''\nGROUP BY CAST(\"feature_5\" AS INTEGER), CAST(\"feature_33\" AS REAL)\nORDER BY share_within_group DESC;","notes":"Used the requested template with group_col=feature_5, item_col=feature_33, and measure_col=feature_32. Added CASTs because the schema stores these numeric fields as TEXT, and filtered out empty strings to avoid invalid numeric aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..bb37809a8d7f92eceb01bdbd9ef255b1fabe4c0f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_5, measure_col=feature_32. +Result preview: [{"feature_5": 9, "feature_33": 0.01, "total_measure": 29.08, "share_within_group": 37.90406673618352}, {"feature_5": 6, "feature_33": 0.01, "total_measure": 25.33, "share_within_group": 31.86564347716694}, {"feature_5": 10, "feature_33": 0.01, "total_measure": 24.04, "share_within_group": 31.681602530311018}, {"feature_5": 8, "feature_33": 0.01, "total_measure": 24.55, "share_within_group": 31.170644997460638}, {"feature_5": 7, "feature_33": 0.01, "total_measure": 23.67, "share_within_group": 30.118335666115282}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a9b5b00bdc7283c590f570c14d3f5b5684ca19ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_c8c259f9a9de70fb +-- problem_id: v2p_n4_54ec202365803d33 +-- realization_mode: agent +-- source_kind: agent +SELECT CAST("feature_5" AS INTEGER) AS "feature_5", + CAST("feature_33" AS REAL) AS "feature_33", + SUM(CAST("feature_32" AS REAL)) AS total_measure, + SUM(CAST("feature_32" AS REAL)) * 100.0 + / SUM(SUM(CAST("feature_32" AS REAL))) OVER (PARTITION BY CAST("feature_5" AS INTEGER)) AS share_within_group +FROM "n4" +WHERE "feature_5" <> '' + AND "feature_32" <> '' + AND "feature_33" <> '' +GROUP BY CAST("feature_5" AS INTEGER), CAST("feature_33" AS REAL) +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9e3cf78b987a1c37b1a0526bdc813b7c291e44de --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT CAST(\"feature_5\" AS INTEGER) AS \"feature_5\",\n CAST(\"feature_33\" AS REAL) AS \"feature_33\",\n SUM(CAST(\"feature_32\" AS REAL)) AS total_measure,\n SUM(CAST(\"feature_32\" AS REAL)) * 100.0\n / SUM(SUM(CAST(\"feature_32\" AS REAL))) OVER (PARTITION BY CAST(\"feature_5\" AS INTEGER)) AS share_within_group\nFROM \"n4\"\nWHERE \"feature_5\" <> ''\n AND \"feature_32\" <> ''\n AND \"feature_33\" <> ''\nGROUP BY CAST(\"feature_5\" AS INTEGER), CAST(\"feature_33\" AS REAL)\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT CAST(\\\"feature_5\\\" AS INTEGER) AS \\\"feature_5\\\",\\n CAST(\\\"feature_33\\\" AS REAL) AS \\\"feature_33\\\",\\n SUM(CAST(\\\"feature_32\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"feature_32\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"feature_32\\\" AS REAL))) OVER (PARTITION BY CAST(\\\"feature_5\\\" AS INTEGER)) AS share_within_group\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_5\\\" <> ''\\n AND \\\"feature_32\\\" <> ''\\n AND \\\"feature_33\\\" <> ''\\nGROUP BY CAST(\\\"feature_5\\\" AS INTEGER), CAST(\\\"feature_33\\\" AS REAL)\\nORDER BY share_within_group DESC;\", \"columns\": [\"feature_5\", \"feature_33\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_5\": 9, \"feature_33\": 0.01, \"total_measure\": 29.08, \"share_within_group\": 37.90406673618352}, {\"feature_5\": 6, \"feature_33\": 0.01, \"total_measure\": 25.33, \"share_within_group\": 31.86564347716694}, {\"feature_5\": 10, \"feature_33\": 0.01, \"total_measure\": 24.04, \"share_within_group\": 31.681602530311018}, {\"feature_5\": 8, \"feature_33\": 0.01, \"total_measure\": 24.55, \"share_within_group\": 31.170644997460638}, {\"feature_5\": 7, \"feature_33\": 0.01, \"total_measure\": 23.67, \"share_within_group\": 30.118335666115282}, {\"feature_5\": 4, \"feature_33\": 0.01, \"total_measure\": 21.12, \"share_within_group\": 27.73473407747866}, {\"feature_5\": 3, \"feature_33\": 0.01, \"total_measure\": 18.97, \"share_within_group\": 26.4870148003351}, {\"feature_5\": 5, \"feature_33\": 0.01, \"total_measure\": 20.99, \"share_within_group\": 26.439098123189318}, {\"feature_5\": 7, \"feature_33\": 0.0, \"total_measure\": 20.75, \"share_within_group\": 26.402850235398905}, {\"feature_5\": 2, \"feature_33\": 0.01, \"total_measure\": 19.51, \"share_within_group\": 26.311530681051924}, {\"feature_5\": 5, \"feature_33\": 0.0, \"total_measure\": 20.75, \"share_within_group\": 26.136793046983247}, {\"feature_5\": 1, \"feature_33\": 0.01, \"total_measure\": 20.11, \"share_within_group\": 25.29877972071959}, {\"feature_5\": 1, \"feature_33\": 0.0, \"total_measure\": 19.68, \"share_within_group\": 24.757831173732548}, {\"feature_5\": 6, \"feature_33\": 0.0, \"total_measure\": 19.29, \"share_within_group\": 24.267203421814067}, {\"feature_5\": 8, \"feature_33\": 0.0, \"total_measure\": 18.49, \"share_within_group\": 23.476383951244284}, {\"feature_5\": 9, \"feature_33\": 0.0, \"total_measure\": 17.5, \"share_within_group\": 22.81021897810219}, {\"feature_5\": 4, \"feature_33\": 0.0, \"total_measure\": 15.68, \"share_within_group\": 20.590938936309914}, {\"feature_5\": 2, \"feature_33\": 0.0, \"total_measure\": 14.34, \"share_within_group\": 19.339177343223195}, {\"feature_5\": 3, \"feature_33\": 0.0, \"total_measure\": 13.68, \"share_within_group\": 19.10080982965652}, {\"feature_5\": 2, \"feature_33\": 0.02, \"total_measure\": 13.78, \"share_within_group\": 18.58395144976399}, {\"feature_5\": 10, \"feature_33\": 0.0, \"total_measure\": 14.04, \"share_within_group\": 18.502899314707435}, {\"feature_5\": 5, \"feature_33\": 0.02, \"total_measure\": 13.86, \"share_within_group\": 17.458118150900617}, {\"feature_5\": 1, \"feature_33\": 0.02, \"total_measure\": 13.44, \"share_within_group\": 16.90778714303686}, {\"feature_5\": 3, \"feature_33\": 0.02, \"total_measure\": 10.38, \"share_within_group\": 14.493158335660429}, {\"feature_5\": 10, \"feature_33\": 0.02, \"total_measure\": 10.82, \"share_within_group\": 14.259356879283079}, {\"feature_5\": 7, \"feature_33\": 0.02, \"total_measure\": 11.08, \"share_within_group\": 14.09848581244433}, {\"feature_5\": 4, \"feature_33\": 0.02, \"total_measure\": 9.6, \"share_within_group\": 12.606697307944845}, {\"feature_5\": 6, \"feature_33\": 0.02, \"total_measure\": 9.9, \"share_within_group\": 12.454396779469116}, {\"feature_5\": 8, \"feature_33\": 0.02, \"total_measure\": 9.1, \"share_within_group\": 11.554088369730827}, {\"feature_5\": 2, \"feature_33\": 0.03, \"total_measure\": 8.05, \"share_within_group\": 10.856372218476062}, {\"feature_5\": 3, \"feature_33\": 0.03, \"total_measure\": 7.69, \"share_within_group\": 10.737224239039374}, {\"feature_5\": 4, \"feature_33\": 0.03, \"total_measure\": 8.0, \"share_within_group\": 10.505581089954036}, {\"feature_5\": 9, \"feature_33\": 0.02, \"total_measure\": 6.62, \"share_within_group\": 8.628779979144943}, {\"feature_5\": 6, \"feature_33\": 0.03, \"total_measure\": 6.7, \"share_within_group\": 8.42873317398415}, {\"feature_5\": 5, \"feature_33\": 0.03, \"total_measure\": 6.08, \"share_within_group\": 7.658395263887139}, {\"feature_5\": 10, \"feature_33\": 0.04, \"total_measure\": 5.54, \"share_within_group\": 7.301001581444386}, {\"feature_5\": 3, \"feature_33\": 0.04, \"total_measure\": 5.0600000000000005, \"share_within_group\": 7.065065624127339}, {\"feature_5\": 8, \"feature_33\": 0.04, \"total_measure\": 5.5600000000000005, \"share_within_group\": 7.0594210259014725}, {\"feature_5\": 7, \"feature_33\": 0.03, \"total_measure\": 5.54, \"share_within_group\": 7.049242906222165}, {\"feature_5\": 1, \"feature_33\": 0.03, \"total_measure\": 5.58, \"share_within_group\": 7.019750912064411}, {\"feature_5\": 10, \"feature_33\": 0.03, \"total_measure\": 5.25, \"share_within_group\": 6.918819188191883}, {\"feature_5\": 9, \"feature_33\": 0.03, \"total_measure\": 5.0, \"share_within_group\": 6.517205422314912}, {\"feature_5\": 8, \"feature_33\": 0.03, \"total_measure\": 5.11, \"share_within_group\": 6.48806500761808}, {\"feature_5\": 4, \"feature_33\": 0.04, \"total_measure\": 4.07, \"share_within_group\": 5.344714379514117}, {\"feature_5\": 2, \"feature_33\": 0.05, \"total_measure\": 3.7800000000000002, \"share_within_group\": 5.097774780849629}, {\"feature_5\": 7, \"feature_33\": 0.05, \"total_measure\": 3.97, \"share_within_group\": 5.051533273953429}, {\"feature_5\": 6, \"feature_33\": 0.04, \"total_measure\": 3.72, \"share_within_group\": 4.679833941376274}, {\"feature_5\": 1, \"feature_33\": 0.04, \"total_measure\": 3.71, \"share_within_group\": 4.667253742609134}, {\"feature_5\": 5, \"feature_33\": 0.04, \"total_measure\": 3.5900000000000003, \"share_within_group\": 4.52198009824915}, {\"feature_5\": 3, \"feature_33\": 0.05, \"total_measure\": 3.18, \"share_within_group\": 4.440100530578051}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.18}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..55359474750d1bd6dee01e650e72db5c1b027aad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:26:08.032710+00:00", + "ended_at": "2026-05-26T01:26:25.273341+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_c8c259f9a9de70fb", + "problem_id": "v2p_n4_54ec202365803d33", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_5, measure_col=feature_32.", + "bindings": { + "group_col": "feature_5", + "measure_col": "feature_32", + "item_col": "feature_33", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.49, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=30" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_c8c259f9a9de70fb.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_c8c259f9a9de70fb", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 6528, + "output_tokens": 764, + "total_tokens": 40000, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 242, + "estimated_total_tokens": 16183, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17224.28, + "sql_execution_elapsed_ms_total": 4.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7ec070ee29bc70668ede63b33635084f2a2cec28 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:26:25.267714+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17224.28, "started_at": "2026-05-26T01:26:08.034588+00:00", "ended_at": "2026-05-26T01:26:25.258871+00:00", "prompt_metrics": {"chars": 51044, "bytes_utf8": 51044, "lines": 1634, "estimated_tokens": 15941}, "response_metrics": {"chars": 853, "bytes_utf8": 853, "lines": 1, "estimated_tokens": 242}, "usage": {"input_tokens": 39236, "cached_input_tokens": 6528, "output_tokens": 764, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT CAST(\\\"feature_5\\\" AS INTEGER) AS \\\"feature_5\\\",\\n CAST(\\\"feature_33\\\" AS REAL) AS \\\"feature_33\\\",\\n SUM(CAST(\\\"feature_32\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"feature_32\\\" AS REAL)) * 100.0\\n / SUM(SUM(CAST(\\\"feature_32\\\" AS REAL))) OVER (PARTITION BY CAST(\\\"feature_5\\\" AS INTEGER)) AS share_within_group\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_5\\\" <> ''\\n AND \\\"feature_32\\\" <> ''\\n AND \\\"feature_33\\\" <> ''\\nGROUP BY CAST(\\\"feature_5\\\" AS INTEGER), CAST(\\\"feature_33\\\" AS REAL)\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the requested template with group_col=feature_5, item_col=feature_33, and measure_col=feature_32. Added CASTs because the schema stores these numeric fields as TEXT, and filtered out empty strings to avoid invalid numeric aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6ef8b172a04bfaf3fb1a78a1d4b4ce075638f90c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_c8c259f9a9de70fb", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 6528, + "output_tokens": 764, + "total_tokens": 40000, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 242, + "estimated_total_tokens": 16183, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17224.28, + "sql_execution_elapsed_ms_total": 4.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_c8c259f9a9de70fb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3136c60a9a837f71c692756217791051577449b6 --- /dev/null +++ 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7fe52ebc8c2d68eaea3c5ffb62d97518b98b9274 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_cc4cdd9ba78f37d1", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 5354, + "total_tokens": 44482, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 279, + "estimated_total_tokens": 16112, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 99581.91, + "sql_execution_elapsed_ms_total": 3.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..237fd2f5bf0385e6d4ec32a1e95902bc2c6462c5 --- /dev/null +++ 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"input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 5354, + "reasoning_output_tokens": 5069 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6cee19f9ff798cd0cef51eda00c1fcbf63cb8a13 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1632 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=feature_104, measure_col=feature_10.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "feature_104", + "measure_col": "feature_10", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e5cc2861b5c321807576f4ee9ce9222e3a1f52d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e3-e31c-7902-bcaa-9a2df7f17e97"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nWITH \\\"filtered\\\" AS (\\n SELECT\\n CAST(\\\"feature_104\\\" AS REAL) AS \\\"feature_104\\\",\\n CAST(\\\"feature_10\\\" AS REAL) AS \\\"feature_10\\\"\\n FROM \\\"n4\\\"\\n WHERE TRIM(COALESCE(\\\"feature_104\\\", '')) NOT IN ('', '?')\\n AND TRIM(COALESCE(\\\"feature_10\\\", '')) NOT IN ('', '?')\\n),\\n\\\"scored\\\" AS (\\n SELECT\\n \\\"feature_104\\\",\\n AVG(\\\"feature_10\\\") OVER (PARTITION BY \\\"feature_104\\\") AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY \\\"feature_104\\\") AS \\\"group_size\\\"\\n FROM \\\"filtered\\\"\\n)\\nSELECT DISTINCT\\n \\\"feature_104\\\",\\n \\\"avg_measure\\\"\\nFROM \\\"scored\\\"\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the Window Partition Average template with feature_104 as the partition key and feature_10 as the measure, filtering out blank/? values, casting text-stored numerics to REAL, and keeping only groups with at least 5 rows for a more stable slice view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39128,"cached_input_tokens":38272,"output_tokens":5354,"reasoning_output_tokens":5069}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1942ec72a7b1c4b1b7aa0bce0730cd692f6e2590 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nWITH \"filtered\" AS (\n SELECT\n CAST(\"feature_104\" AS REAL) AS \"feature_104\",\n CAST(\"feature_10\" AS REAL) AS \"feature_10\"\n FROM \"n4\"\n WHERE TRIM(COALESCE(\"feature_104\", '')) NOT IN ('', '?')\n AND TRIM(COALESCE(\"feature_10\", '')) NOT IN ('', '?')\n),\n\"scored\" AS (\n SELECT\n \"feature_104\",\n AVG(\"feature_10\") OVER (PARTITION BY \"feature_104\") AS \"avg_measure\",\n COUNT(*) OVER (PARTITION BY \"feature_104\") AS \"group_size\"\n FROM \"filtered\"\n)\nSELECT DISTINCT\n \"feature_104\",\n \"avg_measure\"\nFROM \"scored\"\nWHERE \"group_size\" >= 5\nORDER BY \"avg_measure\" DESC;","notes":"Uses the Window Partition Average template with feature_104 as the partition key and feature_10 as the measure, filtering out blank/? values, casting text-stored numerics to REAL, and keeping only groups with at least 5 rows for a more stable slice view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..77651101cec6ed71087663785f340da451fa7fe4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=feature_104, measure_col=feature_10. +Result preview: [{"feature_104": 0.87, "avg_measure": 0.49666666666666665}, {"feature_104": 0.99, "avg_measure": 0.248}, {"feature_104": 0.96, "avg_measure": 0.23228571428571432}, {"feature_104": 0.97, "avg_measure": 0.22531645569620254}, {"feature_104": 0.95, "avg_measure": 0.20961538461538462}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..db044259d18197bb92480a2dd947d22b16ce92bb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/generated_sql.sql @@ -0,0 +1,34 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_cc4cdd9ba78f37d1 +-- problem_id: v2p_n4_c33760e840675ace +-- realization_mode: agent +-- source_kind: agent +WITH "filtered" AS ( + SELECT + CAST("feature_104" AS REAL) AS "feature_104", + CAST("feature_10" AS REAL) AS "feature_10" + FROM "n4" + WHERE TRIM(COALESCE("feature_104", '')) NOT IN ('', '?') + AND TRIM(COALESCE("feature_10", '')) NOT IN ('', '?') +), +"scored" AS ( + SELECT + "feature_104", + AVG("feature_10") OVER (PARTITION BY "feature_104") AS "avg_measure", + COUNT(*) OVER (PARTITION BY "feature_104") AS "group_size" + FROM "filtered" +) +SELECT DISTINCT + "feature_104", + "avg_measure" +FROM "scored" +WHERE "group_size" >= 5 +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1985be48a02ee2ee223a9cdb0fb9fe98b61fbaf3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nWITH \"filtered\" AS (\n SELECT\n CAST(\"feature_104\" AS REAL) AS \"feature_104\",\n CAST(\"feature_10\" AS REAL) AS \"feature_10\"\n FROM \"n4\"\n WHERE TRIM(COALESCE(\"feature_104\", '')) NOT IN ('', '?')\n AND TRIM(COALESCE(\"feature_10\", '')) NOT IN ('', '?')\n),\n\"scored\" AS (\n SELECT\n \"feature_104\",\n AVG(\"feature_10\") OVER (PARTITION BY \"feature_104\") AS \"avg_measure\",\n COUNT(*) OVER (PARTITION BY \"feature_104\") AS \"group_size\"\n FROM \"filtered\"\n)\nSELECT DISTINCT\n \"feature_104\",\n \"avg_measure\"\nFROM \"scored\"\nWHERE \"group_size\" >= 5\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nWITH \\\"filtered\\\" AS (\\n SELECT\\n CAST(\\\"feature_104\\\" AS REAL) AS \\\"feature_104\\\",\\n CAST(\\\"feature_10\\\" AS REAL) AS \\\"feature_10\\\"\\n FROM \\\"n4\\\"\\n WHERE TRIM(COALESCE(\\\"feature_104\\\", '')) NOT IN ('', '?')\\n AND TRIM(COALESCE(\\\"feature_10\\\", '')) NOT IN ('', '?')\\n),\\n\\\"scored\\\" AS (\\n SELECT\\n \\\"feature_104\\\",\\n AVG(\\\"feature_10\\\") OVER (PARTITION BY \\\"feature_104\\\") AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY \\\"feature_104\\\") AS \\\"group_size\\\"\\n FROM \\\"filtered\\\"\\n)\\nSELECT DISTINCT\\n \\\"feature_104\\\",\\n \\\"avg_measure\\\"\\nFROM \\\"scored\\\"\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"feature_104\", \"avg_measure\"], \"rows\": [{\"feature_104\": 0.87, \"avg_measure\": 0.49666666666666665}, {\"feature_104\": 0.99, \"avg_measure\": 0.248}, {\"feature_104\": 0.96, \"avg_measure\": 0.23228571428571432}, {\"feature_104\": 0.97, \"avg_measure\": 0.22531645569620254}, {\"feature_104\": 0.95, \"avg_measure\": 0.20961538461538462}, {\"feature_104\": 0.98, \"avg_measure\": 0.20148148148148148}, {\"feature_104\": 0.92, \"avg_measure\": 0.16799999999999998}, {\"feature_104\": 0.91, \"avg_measure\": 0.15285714285714286}, {\"feature_104\": 0.85, \"avg_measure\": 0.128}, {\"feature_104\": 0.94, \"avg_measure\": 0.10454545454545454}, {\"feature_104\": 0.93, \"avg_measure\": 0.08916666666666667}], \"row_count_returned\": 11, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.03}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9fce4b00f36d98c54e8695be9baf3cef1d1d395c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:26:25.273710+00:00", + "ended_at": "2026-05-26T01:28:04.877172+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_cc4cdd9ba78f37d1", + "problem_id": "v2p_n4_c33760e840675ace", + "dataset_id": "n4", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=feature_104, measure_col=feature_10.", + "bindings": { + "group_col": "feature_104", + "measure_col": "feature_10", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.32, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=134" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_cc4cdd9ba78f37d1.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_cc4cdd9ba78f37d1", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 5354, + "total_tokens": 44482, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 279, + "estimated_total_tokens": 16112, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 99581.91, + "sql_execution_elapsed_ms_total": 3.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..87a8eb31a3131dbf4383d1d8cc83cf59904c9672 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:28:04.870498+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 99581.91, "started_at": "2026-05-26T01:26:25.275409+00:00", "ended_at": "2026-05-26T01:28:04.860949+00:00", "prompt_metrics": {"chars": 50722, "bytes_utf8": 50722, "lines": 1632, "estimated_tokens": 15833}, "response_metrics": {"chars": 956, "bytes_utf8": 956, "lines": 1, "estimated_tokens": 279}, "usage": {"input_tokens": 39128, "cached_input_tokens": 38272, "output_tokens": 5354, "reasoning_output_tokens": 5069}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nWITH \\\"filtered\\\" AS (\\n SELECT\\n CAST(\\\"feature_104\\\" AS REAL) AS \\\"feature_104\\\",\\n CAST(\\\"feature_10\\\" AS REAL) AS \\\"feature_10\\\"\\n FROM \\\"n4\\\"\\n WHERE TRIM(COALESCE(\\\"feature_104\\\", '')) NOT IN ('', '?')\\n AND TRIM(COALESCE(\\\"feature_10\\\", '')) NOT IN ('', '?')\\n),\\n\\\"scored\\\" AS (\\n SELECT\\n \\\"feature_104\\\",\\n AVG(\\\"feature_10\\\") OVER (PARTITION BY \\\"feature_104\\\") AS \\\"avg_measure\\\",\\n COUNT(*) OVER (PARTITION BY \\\"feature_104\\\") AS \\\"group_size\\\"\\n FROM \\\"filtered\\\"\\n)\\nSELECT DISTINCT\\n \\\"feature_104\\\",\\n \\\"avg_measure\\\"\\nFROM \\\"scored\\\"\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the Window Partition Average template with feature_104 as the partition key and feature_10 as the measure, filtering out blank/? values, casting text-stored numerics to REAL, and keeping only groups with at least 5 rows for a more stable slice view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4ad31915d6002999411d63b79b7484c225746d2d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_cc4cdd9ba78f37d1", + "api_calls": 0, + "input_tokens": 39128, + "cached_input_tokens": 38272, + "output_tokens": 5354, + "total_tokens": 44482, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15833, + "estimated_output_tokens": 279, + "estimated_total_tokens": 16112, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 99581.91, + "sql_execution_elapsed_ms_total": 3.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_cc4cdd9ba78f37d1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0e035f8495a6b4d741f11337d272155c6fa951ab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51043, "bytes_utf8": 51043, "lines": 1634, "estimated_tokens": 15941}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 736, "bytes_utf8": 736, "lines": 1, "estimated_tokens": 208}, "usage": {"input_tokens": 39236, "cached_input_tokens": 38272, "output_tokens": 3215, "reasoning_output_tokens": 3001}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b5ba1877a76aa6e870bc0ccc9ba84d7db27896f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_d65aad4978b71ccb", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 3215, + "total_tokens": 42451, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 208, + "estimated_total_tokens": 16149, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 60858.76, + "sql_execution_elapsed_ms_total": 4.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8116058bd4e05c9964470f5a2aee251d63e89fea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:28:04.879855+00:00", + "ended_at": "2026-05-26T01:29:05.738614+00:00", + "elapsed_ms": 60858.76, + "prompt_metrics": { + "chars": 51043, + "bytes_utf8": 51043, + "lines": 1634, + "estimated_tokens": 15941 + }, + "stdout_metrics": { + "chars": 1125, + "bytes_utf8": 1125, + "lines": 4, + "estimated_tokens": 344 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 736, + "bytes_utf8": 736, + "lines": 1, + "estimated_tokens": 208 + }, + "usage": { + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 3215, + "reasoning_output_tokens": 3001 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1835fb84c4f5749c5cbab959adacd7c23d253c49 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: 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feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] 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"conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_5, measure_col=feature_26.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_5", + "measure_col": "feature_26", + "item_col": "feature_27", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.6048, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..03635be9603bd3e7b4150de879ed02208ffae68d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e5-6849-7df0-af3d-a4a077c212b8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"feature_5\\\",\\n \\\"feature_27\\\",\\n SUM(CAST(NULLIF(\\\"feature_26\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"feature_26\\\", '') AS REAL)) * 100.0 / SUM(SUM(CAST(NULLIF(\\\"feature_26\\\", '') AS REAL))) OVER (PARTITION BY \\\"feature_5\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_26\\\", '') IS NOT NULL\\nGROUP BY \\\"feature_5\\\", \\\"feature_27\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned template with group_col=feature_5, item_col=feature_27, and measure_col=feature_26. Since the schema stores numeric values as TEXT, the measure is wrapped with NULLIF/CAST so empty strings are excluded from numeric aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39236,"cached_input_tokens":38272,"output_tokens":3215,"reasoning_output_tokens":3001}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..438866eb0d29d6c306800cbaa22b5e03514e8f48 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"feature_5\",\n \"feature_27\",\n SUM(CAST(NULLIF(\"feature_26\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"feature_26\", '') AS REAL)) * 100.0 / SUM(SUM(CAST(NULLIF(\"feature_26\", '') AS REAL))) OVER (PARTITION BY \"feature_5\") AS \"share_within_group\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_26\", '') IS NOT NULL\nGROUP BY \"feature_5\", \"feature_27\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the planned template with group_col=feature_5, item_col=feature_27, and measure_col=feature_26. Since the schema stores numeric values as TEXT, the measure is wrapped with NULLIF/CAST so empty strings are excluded from numeric aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b8677d80b6651e5e52f6b96c61bad5556f968d89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_5, measure_col=feature_26. +Result preview: [{"feature_5": "8", "feature_27": "1", "total_measure": 6.82, "share_within_group": 9.507876760072493}, {"feature_5": "6", "feature_27": "1", "total_measure": 6.95, "share_within_group": 9.240792447812792}, {"feature_5": "7", "feature_27": "1", "total_measure": 5.0, "share_within_group": 6.97350069735007}, {"feature_5": "2", "feature_27": "1", "total_measure": 3.71, "share_within_group": 5.735044056268357}, {"feature_5": "1", "feature_27": "0.46", "total_measure": 3.61, "share_within_group": 5.0097141271162915}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5cb334456a72664f800d8af2be439b14e3bd1191 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_d65aad4978b71ccb +-- problem_id: v2p_n4_c3cef71305a8019b +-- realization_mode: agent +-- source_kind: agent +SELECT + "feature_5", + "feature_27", + SUM(CAST(NULLIF("feature_26", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("feature_26", '') AS REAL)) * 100.0 / SUM(SUM(CAST(NULLIF("feature_26", '') AS REAL))) OVER (PARTITION BY "feature_5") AS "share_within_group" +FROM "n4" +WHERE NULLIF("feature_26", '') IS NOT NULL +GROUP BY "feature_5", "feature_27" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7425ff6c36b40687a1d662dc2293d91be75c161b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"feature_5\",\n \"feature_27\",\n SUM(CAST(NULLIF(\"feature_26\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"feature_26\", '') AS REAL)) * 100.0 / SUM(SUM(CAST(NULLIF(\"feature_26\", '') AS REAL))) OVER (PARTITION BY \"feature_5\") AS \"share_within_group\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_26\", '') IS NOT NULL\nGROUP BY \"feature_5\", \"feature_27\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"feature_5\\\",\\n \\\"feature_27\\\",\\n SUM(CAST(NULLIF(\\\"feature_26\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"feature_26\\\", '') AS REAL)) * 100.0 / SUM(SUM(CAST(NULLIF(\\\"feature_26\\\", '') AS REAL))) OVER (PARTITION BY \\\"feature_5\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_26\\\", '') IS NOT NULL\\nGROUP BY \\\"feature_5\\\", \\\"feature_27\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"feature_5\", \"feature_27\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_5\": \"8\", \"feature_27\": \"1\", \"total_measure\": 6.82, \"share_within_group\": 9.507876760072493}, {\"feature_5\": \"6\", \"feature_27\": \"1\", \"total_measure\": 6.95, \"share_within_group\": 9.240792447812792}, {\"feature_5\": \"7\", \"feature_27\": \"1\", \"total_measure\": 5.0, \"share_within_group\": 6.97350069735007}, {\"feature_5\": \"2\", \"feature_27\": \"1\", \"total_measure\": 3.71, \"share_within_group\": 5.735044056268357}, {\"feature_5\": \"1\", \"feature_27\": \"0.46\", \"total_measure\": 3.61, \"share_within_group\": 5.0097141271162915}, {\"feature_5\": \"6\", \"feature_27\": \"0.3\", \"total_measure\": 3.7, \"share_within_group\": 4.919558569339184}, {\"feature_5\": \"7\", \"feature_27\": \"0.58\", \"total_measure\": 3.4299999999999997, \"share_within_group\": 4.783821478382148}, {\"feature_5\": \"3\", \"feature_27\": \"0.3\", \"total_measure\": 3.0, \"share_within_group\": 4.570383912248629}, {\"feature_5\": \"3\", \"feature_27\": \"0.35\", \"total_measure\": 2.95, \"share_within_group\": 4.494210847044485}, {\"feature_5\": \"4\", \"feature_27\": \"1\", \"total_measure\": 3.0, \"share_within_group\": 4.455666122085252}, {\"feature_5\": \"2\", \"feature_27\": \"0.3\", \"total_measure\": 2.85, \"share_within_group\": 4.4056268356778485}, {\"feature_5\": \"4\", \"feature_27\": \"0.26\", \"total_measure\": 2.95, \"share_within_group\": 4.381405020050497}, {\"feature_5\": \"5\", \"feature_27\": \"1\", \"total_measure\": 3.0, \"share_within_group\": 4.288164665523157}, {\"feature_5\": \"7\", \"feature_27\": \"0.34\", \"total_measure\": 3.03, \"share_within_group\": 4.2259414225941425}, {\"feature_5\": \"2\", \"feature_27\": \"0.32\", \"total_measure\": 2.72, \"share_within_group\": 4.204668418611841}, {\"feature_5\": \"9\", \"feature_27\": \"1\", \"total_measure\": 3.0, \"share_within_group\": 4.200504060487258}, {\"feature_5\": \"8\", \"feature_27\": \"0.43\", \"total_measure\": 3.01, \"share_within_group\": 4.196291649240206}, {\"feature_5\": \"1\", \"feature_27\": \"1\", \"total_measure\": 3.0, \"share_within_group\": 4.163197335553705}, {\"feature_5\": \"5\", \"feature_27\": \"0.42\", \"total_measure\": 2.87, \"share_within_group\": 4.10234419668382}, {\"feature_5\": \"2\", \"feature_27\": \"0.34\", \"total_measure\": 2.64, \"share_within_group\": 4.081001700417375}, {\"feature_5\": \"5\", \"feature_27\": \"0.43\", \"total_measure\": 2.85, \"share_within_group\": 4.073756432246999}, {\"feature_5\": \"4\", \"feature_27\": \"0.28\", \"total_measure\": 2.7199999999999998, \"share_within_group\": 4.0398039506906285}, {\"feature_5\": \"3\", \"feature_27\": \"0.25\", \"total_measure\": 2.58, \"share_within_group\": 3.930530164533821}, {\"feature_5\": \"9\", \"feature_27\": \"0.29\", \"total_measure\": 2.79, \"share_within_group\": 3.9064687762531505}, {\"feature_5\": \"2\", \"feature_27\": \"0.27\", \"total_measure\": 2.52, \"share_within_group\": 3.8955016231256763}, {\"feature_5\": \"9\", \"feature_27\": \"0.37\", \"total_measure\": 2.76, \"share_within_group\": 3.8644637356482776}, {\"feature_5\": \"8\", \"feature_27\": \"0.39\", \"total_measure\": 2.71, \"share_within_group\": 3.7780566011431755}, {\"feature_5\": \"9\", \"feature_27\": \"0.28\", \"total_measure\": 2.67, \"share_within_group\": 3.73844861383366}, {\"feature_5\": \"9\", \"feature_27\": \"0.53\", \"total_measure\": 2.64, \"share_within_group\": 3.6964435732287875}, {\"feature_5\": \"4\", \"feature_27\": \"0.37\", \"total_measure\": 2.48, \"share_within_group\": 3.683350660923808}, {\"feature_5\": \"9\", \"feature_27\": \"0.32\", \"total_measure\": 2.5700000000000003, \"share_within_group\": 3.598431811817418}, {\"feature_5\": \"10\", \"feature_27\": \"0.33\", \"total_measure\": 2.46, \"share_within_group\": 3.5828721235071366}, {\"feature_5\": \"10\", \"feature_27\": \"0.23\", \"total_measure\": 2.41, \"share_within_group\": 3.510049519370813}, {\"feature_5\": \"10\", \"feature_27\": \"0.32\", \"total_measure\": 2.41, \"share_within_group\": 3.510049519370813}, {\"feature_5\": \"6\", \"feature_27\": \"0.46\", \"total_measure\": 2.61, \"share_within_group\": 3.4702832070203433}, {\"feature_5\": \"4\", \"feature_27\": \"0.3\", \"total_measure\": 2.32, \"share_within_group\": 3.4457151344125942}, {\"feature_5\": \"10\", \"feature_27\": \"0.4\", \"total_measure\": 2.36, \"share_within_group\": 3.437226915234489}, {\"feature_5\": \"7\", \"feature_27\": \"0.32\", \"total_measure\": 2.46, \"share_within_group\": 3.430962343096234}, {\"feature_5\": \"3\", \"feature_27\": \"0.55\", \"total_measure\": 2.24, \"share_within_group\": 3.4125533211456434}, {\"feature_5\": \"3\", \"feature_27\": \"0.2\", \"total_measure\": 2.22, \"share_within_group\": 3.382084095063986}, {\"feature_5\": \"10\", \"feature_27\": \"0.31\", \"total_measure\": 2.32, \"share_within_group\": 3.3789688319254294}, {\"feature_5\": \"3\", \"feature_27\": \"0.43\", \"total_measure\": 2.21, \"share_within_group\": 3.3668494820231567}, {\"feature_5\": \"1\", \"feature_27\": \"0.3\", \"total_measure\": 2.42, \"share_within_group\": 3.3583125173466555}, {\"feature_5\": \"9\", \"feature_27\": \"0.35\", \"total_measure\": 2.37, \"share_within_group\": 3.3183982077849343}, {\"feature_5\": \"1\", \"feature_27\": \"0.37\", \"total_measure\": 2.38, \"share_within_group\": 3.302803219539273}, {\"feature_5\": \"1\", \"feature_27\": \"0.4\", \"total_measure\": 2.38, \"share_within_group\": 3.302803219539273}, {\"feature_5\": \"4\", \"feature_27\": \"0.29\", \"total_measure\": 2.21, \"share_within_group\": 3.2823407099361357}, {\"feature_5\": \"10\", \"feature_27\": \"0.56\", \"total_measure\": 2.23, \"share_within_group\": 3.2478881444800467}, {\"feature_5\": \"1\", \"feature_27\": \"0.36\", \"total_measure\": 2.3, \"share_within_group\": 3.191784623924507}, {\"feature_5\": \"8\", \"feature_27\": \"0.46\", \"total_measure\": 2.28, \"share_within_group\": 3.1785863655374316}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.04}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8159cbd5a50eab2c94d16e65efd05429ab4e964e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:28:04.878030+00:00", + "ended_at": "2026-05-26T01:29:05.754090+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_d65aad4978b71ccb", + "problem_id": "v2p_n4_c3cef71305a8019b", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_5, measure_col=feature_26.", + "bindings": { + "group_col": "feature_5", + "measure_col": "feature_26", + "item_col": "feature_27", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.6048, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=24" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_d65aad4978b71ccb.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_d65aad4978b71ccb", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 3215, + "total_tokens": 42451, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 208, + "estimated_total_tokens": 16149, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 60858.76, + "sql_execution_elapsed_ms_total": 4.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..24ea3f6ed1100707b2af0614ddc78c34a79434cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:29:05.748095+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 60858.76, "started_at": "2026-05-26T01:28:04.879855+00:00", "ended_at": "2026-05-26T01:29:05.738614+00:00", "prompt_metrics": {"chars": 51043, "bytes_utf8": 51043, "lines": 1634, "estimated_tokens": 15941}, "response_metrics": {"chars": 736, "bytes_utf8": 736, "lines": 1, "estimated_tokens": 208}, "usage": {"input_tokens": 39236, "cached_input_tokens": 38272, "output_tokens": 3215, "reasoning_output_tokens": 3001}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"feature_5\\\",\\n \\\"feature_27\\\",\\n SUM(CAST(NULLIF(\\\"feature_26\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"feature_26\\\", '') AS REAL)) * 100.0 / SUM(SUM(CAST(NULLIF(\\\"feature_26\\\", '') AS REAL))) OVER (PARTITION BY \\\"feature_5\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_26\\\", '') IS NOT NULL\\nGROUP BY \\\"feature_5\\\", \\\"feature_27\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned template with group_col=feature_5, item_col=feature_27, and measure_col=feature_26. Since the schema stores numeric values as TEXT, the measure is wrapped with NULLIF/CAST so empty strings are excluded from numeric aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0b352a5425d777a81351b7849665a2a795dca1e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_d65aad4978b71ccb", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 38272, + "output_tokens": 3215, + "total_tokens": 42451, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 208, + "estimated_total_tokens": 16149, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 60858.76, + "sql_execution_elapsed_ms_total": 4.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d65aad4978b71ccb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b7408e456d95d27921ea781ef9d3e1f921e1fdbd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51043, "bytes_utf8": 51043, "lines": 1634, "estimated_tokens": 15940}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1067, "bytes_utf8": 1067, "lines": 1, "estimated_tokens": 306}, "usage": {"input_tokens": 39235, "cached_input_tokens": 38272, "output_tokens": 4388, "reasoning_output_tokens": 4076}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9dc90b2fc52879674b3bab9ccb1090059a3f267d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_d7bae8757c36b0ba", + "api_calls": 0, + "input_tokens": 39235, + "cached_input_tokens": 38272, + "output_tokens": 4388, + "total_tokens": 43623, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15940, + "estimated_output_tokens": 306, + "estimated_total_tokens": 16246, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 82229.45, + "sql_execution_elapsed_ms_total": 4.62, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..636c5e5a278892d48a6979ae989b6543e93addb0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:29:05.757365+00:00", + "ended_at": "2026-05-26T01:30:27.986768+00:00", + "elapsed_ms": 82229.45, + "prompt_metrics": { + "chars": 51043, + "bytes_utf8": 51043, + "lines": 1634, + "estimated_tokens": 15940 + }, + "stdout_metrics": { + "chars": 1482, + "bytes_utf8": 1482, + "lines": 4, + "estimated_tokens": 462 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 1067, + "bytes_utf8": 1067, + "lines": 1, + "estimated_tokens": 306 + }, + "usage": { + "input_tokens": 39235, + "cached_input_tokens": 38272, + "output_tokens": 4388, + "reasoning_output_tokens": 4076 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2723e0986d411e7dec8e637bcf2c20bf47b66ca2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_125, measure_col=feature_31.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_125", + "measure_col": "feature_31", + "item_col": "feature_32", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.34, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..aa623b0c7181668df7f1663ffa36db2863f8a110 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e6-5608-7890-a577-ab6f753b5843"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n CAST(NULLIF(\\\"feature_125\\\", '') AS REAL) AS \\\"feature_125\\\",\\n CAST(NULLIF(\\\"feature_32\\\", '') AS REAL) AS \\\"feature_32\\\",\\n SUM(CAST(NULLIF(\\\"feature_31\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"feature_31\\\", '') AS REAL)) * 100.0 /\\n NULLIF(\\n SUM(SUM(CAST(NULLIF(\\\"feature_31\\\", '') AS REAL))) OVER (\\n PARTITION BY CAST(NULLIF(\\\"feature_125\\\", '') AS REAL)\\n ),\\n 0.0\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_125\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_32\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_31\\\", '') IS NOT NULL\\nGROUP BY\\n CAST(NULLIF(\\\"feature_125\\\", '') AS REAL),\\n CAST(NULLIF(\\\"feature_32\\\", '') AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned within-group share template using feature_125 as the group, feature_32 as the item, and feature_31 as the measure. Blank string values are excluded and numeric-text fields are cast to REAL for SQLite aggregation and partitioning.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39235,"cached_input_tokens":38272,"output_tokens":4388,"reasoning_output_tokens":4076}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..598451c6846a68e541e0a70270ee6e731853d22e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n CAST(NULLIF(\"feature_125\", '') AS REAL) AS \"feature_125\",\n CAST(NULLIF(\"feature_32\", '') AS REAL) AS \"feature_32\",\n SUM(CAST(NULLIF(\"feature_31\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"feature_31\", '') AS REAL)) * 100.0 /\n NULLIF(\n SUM(SUM(CAST(NULLIF(\"feature_31\", '') AS REAL))) OVER (\n PARTITION BY CAST(NULLIF(\"feature_125\", '') AS REAL)\n ),\n 0.0\n ) AS \"share_within_group\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_125\", '') IS NOT NULL\n AND NULLIF(\"feature_32\", '') IS NOT NULL\n AND NULLIF(\"feature_31\", '') IS NOT NULL\nGROUP BY\n CAST(NULLIF(\"feature_125\", '') AS REAL),\n CAST(NULLIF(\"feature_32\", '') AS REAL)\nORDER BY \"share_within_group\" DESC;","notes":"Applied the planned within-group share template using feature_125 as the group, feature_32 as the item, and feature_31 as the measure. Blank string values are excluded and numeric-text fields are cast to REAL for SQLite aggregation and partitioning."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f95bab25d96fa0330cdcc12ddd616b0c1d27082 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_125, measure_col=feature_31. +Result preview: [{"feature_125": 0.5, "feature_32": 0.41, "total_measure": 2.01, "share_within_group": 7.550713749060855}, {"feature_125": 1.0, "feature_32": 0.38, "total_measure": 1.6, "share_within_group": 6.477732793522267}, {"feature_125": 0.5, "feature_32": 0.3, "total_measure": 1.65, "share_within_group": 6.198347107438016}, {"feature_125": 0.5, "feature_32": 0.23, "total_measure": 1.6400000000000001, "share_within_group": 6.1607813673929375}, {"feature_125": 0.5, "feature_32": 0.26, "total_measure": 1.56, "share_within_group": 5.860255447032307}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7eff27e009b7de3695bcf05bdf84fdabae48f098 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/generated_sql.sql @@ -0,0 +1,32 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_d7bae8757c36b0ba +-- problem_id: v2p_n4_45fd65a3195e3f1a +-- realization_mode: agent +-- source_kind: agent +SELECT + CAST(NULLIF("feature_125", '') AS REAL) AS "feature_125", + CAST(NULLIF("feature_32", '') AS REAL) AS "feature_32", + SUM(CAST(NULLIF("feature_31", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("feature_31", '') AS REAL)) * 100.0 / + NULLIF( + SUM(SUM(CAST(NULLIF("feature_31", '') AS REAL))) OVER ( + PARTITION BY CAST(NULLIF("feature_125", '') AS REAL) + ), + 0.0 + ) AS "share_within_group" +FROM "n4" +WHERE NULLIF("feature_125", '') IS NOT NULL + AND NULLIF("feature_32", '') IS NOT NULL + AND NULLIF("feature_31", '') IS NOT NULL +GROUP BY + CAST(NULLIF("feature_125", '') AS REAL), + CAST(NULLIF("feature_32", '') AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f020aca98457839e60badf818749070afb105257 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n CAST(NULLIF(\"feature_125\", '') AS REAL) AS \"feature_125\",\n CAST(NULLIF(\"feature_32\", '') AS REAL) AS \"feature_32\",\n SUM(CAST(NULLIF(\"feature_31\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"feature_31\", '') AS REAL)) * 100.0 /\n NULLIF(\n SUM(SUM(CAST(NULLIF(\"feature_31\", '') AS REAL))) OVER (\n PARTITION BY CAST(NULLIF(\"feature_125\", '') AS REAL)\n ),\n 0.0\n ) AS \"share_within_group\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_125\", '') IS NOT NULL\n AND NULLIF(\"feature_32\", '') IS NOT NULL\n AND NULLIF(\"feature_31\", '') IS NOT NULL\nGROUP BY\n CAST(NULLIF(\"feature_125\", '') AS REAL),\n CAST(NULLIF(\"feature_32\", '') AS REAL)\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n CAST(NULLIF(\\\"feature_125\\\", '') AS REAL) AS \\\"feature_125\\\",\\n CAST(NULLIF(\\\"feature_32\\\", '') AS REAL) AS \\\"feature_32\\\",\\n SUM(CAST(NULLIF(\\\"feature_31\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"feature_31\\\", '') AS REAL)) * 100.0 /\\n NULLIF(\\n SUM(SUM(CAST(NULLIF(\\\"feature_31\\\", '') AS REAL))) OVER (\\n PARTITION BY CAST(NULLIF(\\\"feature_125\\\", '') AS REAL)\\n ),\\n 0.0\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_125\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_32\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_31\\\", '') IS NOT NULL\\nGROUP BY\\n CAST(NULLIF(\\\"feature_125\\\", '') AS REAL),\\n CAST(NULLIF(\\\"feature_32\\\", '') AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"feature_125\", \"feature_32\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_125\": 0.5, \"feature_32\": 0.41, \"total_measure\": 2.01, \"share_within_group\": 7.550713749060855}, {\"feature_125\": 1.0, \"feature_32\": 0.38, \"total_measure\": 1.6, \"share_within_group\": 6.477732793522267}, {\"feature_125\": 0.5, \"feature_32\": 0.3, \"total_measure\": 1.65, \"share_within_group\": 6.198347107438016}, {\"feature_125\": 0.5, \"feature_32\": 0.23, \"total_measure\": 1.6400000000000001, \"share_within_group\": 6.1607813673929375}, {\"feature_125\": 0.5, \"feature_32\": 0.26, \"total_measure\": 1.56, \"share_within_group\": 5.860255447032307}, {\"feature_125\": 0.5, \"feature_32\": 0.33, \"total_measure\": 1.51, \"share_within_group\": 5.672426746806912}, {\"feature_125\": 1.0, \"feature_32\": 0.36, \"total_measure\": 1.38, \"share_within_group\": 5.587044534412955}, {\"feature_125\": 0.5, \"feature_32\": 0.31, \"total_measure\": 1.45, \"share_within_group\": 5.447032306536439}, {\"feature_125\": 0.0, \"feature_32\": 0.3, \"total_measure\": 1.9300000000000002, \"share_within_group\": 5.297831457589899}, {\"feature_125\": 0.5, \"feature_32\": 0.29, \"total_measure\": 1.41, \"share_within_group\": 5.296769346356123}, {\"feature_125\": 0.5, \"feature_32\": 0.34, \"total_measure\": 1.4100000000000001, \"share_within_group\": 5.296769346356123}, {\"feature_125\": 1.0, \"feature_32\": 0.43, \"total_measure\": 1.26, \"share_within_group\": 5.101214574898785}, {\"feature_125\": 1.0, \"feature_32\": 0.37, \"total_measure\": 1.25, \"share_within_group\": 5.060728744939271}, {\"feature_125\": 1.0, \"feature_32\": 0.39, \"total_measure\": 1.25, \"share_within_group\": 5.060728744939271}, {\"feature_125\": 1.0, \"feature_32\": 0.45, \"total_measure\": 1.21, \"share_within_group\": 4.898785425101215}, {\"feature_125\": 0.0, \"feature_32\": 0.37, \"total_measure\": 1.71, \"share_within_group\": 4.693933571232501}, {\"feature_125\": 1.0, \"feature_32\": 0.3, \"total_measure\": 1.1400000000000001, \"share_within_group\": 4.615384615384616}, {\"feature_125\": 0.0, \"feature_32\": 0.41, \"total_measure\": 1.67, \"share_within_group\": 4.584133955531156}, {\"feature_125\": 0.5, \"feature_32\": 0.28, \"total_measure\": 1.17, \"share_within_group\": 4.39519158527423}, {\"feature_125\": 0.0, \"feature_32\": 0.32, \"total_measure\": 1.55, \"share_within_group\": 4.254735108427121}, {\"feature_125\": 0.5, \"feature_32\": 0.37, \"total_measure\": 1.1, \"share_within_group\": 4.132231404958678}, {\"feature_125\": 0.0, \"feature_32\": 0.57, \"total_measure\": 1.49, \"share_within_group\": 4.090035684875103}, {\"feature_125\": 0.0, \"feature_32\": 0.46, \"total_measure\": 1.47, \"share_within_group\": 4.03513587702443}, {\"feature_125\": 1.0, \"feature_32\": 0.24, \"total_measure\": 0.95, \"share_within_group\": 3.8461538461538463}, {\"feature_125\": 1.0, \"feature_32\": 0.28, \"total_measure\": 0.94, \"share_within_group\": 3.805668016194332}, {\"feature_125\": 1.0, \"feature_32\": 0.68, \"total_measure\": 0.93, \"share_within_group\": 3.765182186234818}, {\"feature_125\": 0.0, \"feature_32\": 0.58, \"total_measure\": 1.37, \"share_within_group\": 3.760636837771068}, {\"feature_125\": 0.5, \"feature_32\": 0.47, \"total_measure\": 1.0, \"share_within_group\": 3.756574004507889}, {\"feature_125\": 0.5, \"feature_32\": 0.32, \"total_measure\": 0.96, \"share_within_group\": 3.606311044327573}, {\"feature_125\": 0.5, \"feature_32\": 0.43, \"total_measure\": 0.94, \"share_within_group\": 3.5311795642374153}, {\"feature_125\": 1.0, \"feature_32\": 0.55, \"total_measure\": 0.8700000000000001, \"share_within_group\": 3.5222672064777334}, {\"feature_125\": 1.0, \"feature_32\": 0.49, \"total_measure\": 0.8200000000000001, \"share_within_group\": 3.319838056680162}, {\"feature_125\": 1.0, \"feature_32\": 0.32, \"total_measure\": 0.78, \"share_within_group\": 3.1578947368421053}, {\"feature_125\": 0.0, \"feature_32\": 0.48, \"total_measure\": 1.1400000000000001, \"share_within_group\": 3.129289047488334}, {\"feature_125\": 0.5, \"feature_32\": 0.25, \"total_measure\": 0.8300000000000001, \"share_within_group\": 3.1179564237415476}, {\"feature_125\": 0.0, \"feature_32\": 0.33, \"total_measure\": 1.09, \"share_within_group\": 2.9920395278616527}, {\"feature_125\": 1.0, \"feature_32\": 0.34, \"total_measure\": 0.73, \"share_within_group\": 2.9554655870445345}, {\"feature_125\": 0.0, \"feature_32\": 0.36, \"total_measure\": 1.07, \"share_within_group\": 2.93713972001098}, {\"feature_125\": 0.0, \"feature_32\": 0.27, \"total_measure\": 1.06, \"share_within_group\": 2.9096898160856437}, {\"feature_125\": 0.0, \"feature_32\": 0.28, \"total_measure\": 1.05, \"share_within_group\": 2.8822399121603075}, {\"feature_125\": 1.0, \"feature_32\": 0.27, \"total_measure\": 0.71, \"share_within_group\": 2.8744939271255063}, {\"feature_125\": 1.0, \"feature_32\": 0.23, \"total_measure\": 0.7, \"share_within_group\": 2.834008097165992}, {\"feature_125\": 0.0, \"feature_32\": 0.34, \"total_measure\": 1.03, \"share_within_group\": 2.827340104309635}, {\"feature_125\": 0.5, \"feature_32\": 0.38, \"total_measure\": 0.75, \"share_within_group\": 2.8174305033809164}, {\"feature_125\": 0.0, \"feature_32\": 0.47, \"total_measure\": 1.02, \"share_within_group\": 2.7998902003842985}, {\"feature_125\": 0.0, \"feature_32\": 0.35, \"total_measure\": 1.01, \"share_within_group\": 2.7724402964589623}, {\"feature_125\": 0.0, \"feature_32\": 0.76, \"total_measure\": 1.0, \"share_within_group\": 2.744990392533626}, {\"feature_125\": 0.5, \"feature_32\": 0.52, \"total_measure\": 0.73, \"share_within_group\": 2.7422990232907587}, {\"feature_125\": 0.0, \"feature_32\": 0.38, \"total_measure\": 0.97, \"share_within_group\": 2.6626406807576175}, {\"feature_125\": 1.0, \"feature_32\": 0.25, \"total_measure\": 0.64, \"share_within_group\": 2.591093117408907}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.62}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a606785840830b69b4894134e0eebb4a98c7223c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:29:05.754619+00:00", + "ended_at": "2026-05-26T01:30:28.002701+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_d7bae8757c36b0ba", + "problem_id": "v2p_n4_45fd65a3195e3f1a", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_125, measure_col=feature_31.", + "bindings": { + "group_col": "feature_125", + "measure_col": "feature_31", + "item_col": "feature_32", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.34, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=29" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_d7bae8757c36b0ba.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_d7bae8757c36b0ba", + "api_calls": 0, + "input_tokens": 39235, + "cached_input_tokens": 38272, + "output_tokens": 4388, + "total_tokens": 43623, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15940, + "estimated_output_tokens": 306, + "estimated_total_tokens": 16246, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 82229.45, + "sql_execution_elapsed_ms_total": 4.62, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..72f2dd0ede76b65c76a93bb19919f7441307e9bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:30:27.996132+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 82229.45, "started_at": "2026-05-26T01:29:05.757365+00:00", "ended_at": "2026-05-26T01:30:27.986768+00:00", "prompt_metrics": {"chars": 51043, "bytes_utf8": 51043, "lines": 1634, "estimated_tokens": 15940}, "response_metrics": {"chars": 1067, "bytes_utf8": 1067, "lines": 1, "estimated_tokens": 306}, "usage": {"input_tokens": 39235, "cached_input_tokens": 38272, "output_tokens": 4388, "reasoning_output_tokens": 4076}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n CAST(NULLIF(\\\"feature_125\\\", '') AS REAL) AS \\\"feature_125\\\",\\n CAST(NULLIF(\\\"feature_32\\\", '') AS REAL) AS \\\"feature_32\\\",\\n SUM(CAST(NULLIF(\\\"feature_31\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"feature_31\\\", '') AS REAL)) * 100.0 /\\n NULLIF(\\n SUM(SUM(CAST(NULLIF(\\\"feature_31\\\", '') AS REAL))) OVER (\\n PARTITION BY CAST(NULLIF(\\\"feature_125\\\", '') AS REAL)\\n ),\\n 0.0\\n ) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_125\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_32\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_31\\\", '') IS NOT NULL\\nGROUP BY\\n CAST(NULLIF(\\\"feature_125\\\", '') AS REAL),\\n CAST(NULLIF(\\\"feature_32\\\", '') AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned within-group share template using feature_125 as the group, feature_32 as the item, and feature_31 as the measure. Blank string values are excluded and numeric-text"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fddfbe94d2afe9caa54fb8442552043da7a1eceb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_d7bae8757c36b0ba/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_d7bae8757c36b0ba", + "api_calls": 0, + "input_tokens": 39235, + "cached_input_tokens": 38272, + "output_tokens": 4388, + "total_tokens": 43623, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15940, + "estimated_output_tokens": 306, + "estimated_total_tokens": 16246, + "usage_source": "ai_cli_json_usage", + 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"sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50538, "bytes_utf8": 50538, "lines": 1630, "estimated_tokens": 15792}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 293, "bytes_utf8": 293, "lines": 1, "estimated_tokens": 74}, "usage": {"input_tokens": 39087, "cached_input_tokens": 6528, "output_tokens": 506, "reasoning_output_tokens": 426}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b2a7fd676ef8fb874b558eadb37a40e9c638ae6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_de8b0c0818d8f5eb", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 6528, + "output_tokens": 506, + "total_tokens": 39593, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 74, + "estimated_total_tokens": 15866, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12902.21, + "sql_execution_elapsed_ms_total": 2.57, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..50587b4f05719908cbe149ee726f336bdbe84874 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:30:28.005115+00:00", + "ended_at": "2026-05-26T01:30:40.907347+00:00", + "elapsed_ms": 12902.21, + "prompt_metrics": { + "chars": 50538, + "bytes_utf8": 50538, + "lines": 1630, + "estimated_tokens": 15792 + }, + "stdout_metrics": { + "chars": 646, + "bytes_utf8": 646, + "lines": 4, + "estimated_tokens": 184 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 293, + "bytes_utf8": 293, + "lines": 1, + "estimated_tokens": 74 + }, + "usage": { + "input_tokens": 39087, + "cached_input_tokens": 6528, + "output_tokens": 506, + "reasoning_output_tokens": 426 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9fd10d0fe4505b39b3c6948b463f62636d746c7e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1630 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_5.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "feature_5", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.44, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b676755050ae51a7bf00d4fbb9e1cc23af6202a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e7-9764-7553-adac-f5ff4cfd9acb"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_5\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_5\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applies the grouped-count template directly to \\\"feature_5\\\" and returns subgroup frequencies in descending order.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39087,"cached_input_tokens":6528,"output_tokens":506,"reasoning_output_tokens":426}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..021705714bebf8f41a0ecd2fe58caae3f40b8697 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"feature_5\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nGROUP BY \"feature_5\"\nORDER BY \"row_count\" DESC;","notes":"Applies the grouped-count template directly to \"feature_5\" and returns subgroup frequencies in descending order."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..01a061941d3d6a0a57964c0a0349fa3a2c27a071 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_5. +Result preview: [{"feature_5": "4", "row_count": 200}, {"feature_5": "3", "row_count": 200}, {"feature_5": "2", "row_count": 200}, {"feature_5": "1", "row_count": 200}, {"feature_5": "9", "row_count": 199}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..8935a706b0d98b40d287974e5c0a3eeac53270ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n4_de8b0c0818d8f5eb +-- problem_id: v2p_n4_b6083055c665dd17 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_5", COUNT(*) AS "row_count" +FROM "n4" +GROUP BY "feature_5" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4c1eeff5ca985db6797554ad89a63c0d9bed1c3e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"feature_5\", COUNT(*) AS \"row_count\"\nFROM \"n4\"\nGROUP BY \"feature_5\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_5\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_5\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"feature_5\", \"row_count\"], \"rows\": [{\"feature_5\": \"4\", \"row_count\": 200}, {\"feature_5\": \"3\", \"row_count\": 200}, {\"feature_5\": \"2\", \"row_count\": 200}, {\"feature_5\": \"1\", \"row_count\": 200}, {\"feature_5\": \"9\", \"row_count\": 199}, {\"feature_5\": \"8\", \"row_count\": 199}, {\"feature_5\": \"7\", \"row_count\": 199}, {\"feature_5\": \"6\", \"row_count\": 199}, {\"feature_5\": \"5\", \"row_count\": 199}, {\"feature_5\": \"10\", \"row_count\": 199}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.57}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..12d78eaf8fb568561b781bb0be51c6834c67c3c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:30:28.003337+00:00", + "ended_at": "2026-05-26T01:30:40.920284+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_de8b0c0818d8f5eb", + "problem_id": "v2p_n4_b6083055c665dd17", + "dataset_id": "n4", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=feature_5.", + "bindings": { + "group_col": "feature_5", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.44, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=12" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_de8b0c0818d8f5eb.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_de8b0c0818d8f5eb", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 6528, + "output_tokens": 506, + "total_tokens": 39593, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 74, + "estimated_total_tokens": 15866, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12902.21, + "sql_execution_elapsed_ms_total": 2.57, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..94c8a8b637ebe88ea5a844848037feab0cdeab1a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:30:40.916310+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12902.21, "started_at": "2026-05-26T01:30:28.005115+00:00", "ended_at": "2026-05-26T01:30:40.907347+00:00", "prompt_metrics": {"chars": 50538, "bytes_utf8": 50538, "lines": 1630, "estimated_tokens": 15792}, "response_metrics": {"chars": 293, "bytes_utf8": 293, "lines": 1, "estimated_tokens": 74}, "usage": {"input_tokens": 39087, "cached_input_tokens": 6528, "output_tokens": 506, "reasoning_output_tokens": 426}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"feature_5\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_5\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applies the grouped-count template directly to \\\"feature_5\\\" and returns subgroup frequencies in descending order.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..03ffbd070583530d2bb77c6efff45afe4c14eb1b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_de8b0c0818d8f5eb", + "api_calls": 0, + "input_tokens": 39087, + "cached_input_tokens": 6528, + "output_tokens": 506, + "total_tokens": 39593, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15792, + "estimated_output_tokens": 74, + "estimated_total_tokens": 15866, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12902.21, + "sql_execution_elapsed_ms_total": 2.57, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_de8b0c0818d8f5eb/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..37a0be7188ce7e2a744f2918054c649887643147 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50883, "bytes_utf8": 50883, "lines": 1635, "estimated_tokens": 15885}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 489, "bytes_utf8": 489, "lines": 1, "estimated_tokens": 125}, "usage": {"input_tokens": 39180, "cached_input_tokens": 38272, "output_tokens": 2444, "reasoning_output_tokens": 2313}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fb4b110b8e916096ebbf71aef9df8b80c31b10c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_e1e888e84cbb3632", + "api_calls": 0, + "input_tokens": 39180, + "cached_input_tokens": 38272, + "output_tokens": 2444, + "total_tokens": 41624, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15885, + "estimated_output_tokens": 125, + "estimated_total_tokens": 16010, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 47163.24, + "sql_execution_elapsed_ms_total": 1.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..65d5fc3619835ad3b774c2728ec791c563fae83f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:30:40.923536+00:00", + "ended_at": "2026-05-26T01:31:28.086751+00:00", + "elapsed_ms": 47163.24, + "prompt_metrics": { + "chars": 50883, + "bytes_utf8": 50883, + "lines": 1635, + "estimated_tokens": 15885 + }, + "stdout_metrics": { + "chars": 850, + "bytes_utf8": 850, + "lines": 4, + "estimated_tokens": 241 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 489, + "bytes_utf8": 489, + "lines": 1, + "estimated_tokens": 125 + }, + "usage": { + "input_tokens": 39180, + "cached_input_tokens": 38272, + "output_tokens": 2444, + "reasoning_output_tokens": 2313 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..079457b1489e7c70cfafa1254e11edc947dd6d27 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 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feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] 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"conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=feature_125, condition_col=feature_125.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "feature_125", + "condition_col": "feature_125", + "condition_value": "0", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.16, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8a4d3a416c6c53fde5b851f4f1d228a8071981ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e7-c9ca-75a3-9f10-073ca088e662"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_125\\\",\\n AVG(CASE WHEN \\\"feature_125\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_125\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Direct instantiation of the provided Grouped Condition Rate template with group_col=condition_col=\\\"feature_125\\\" and condition_value='0'. Since the column is stored as TEXT in the schema snapshot, the comparison uses the string literal '0'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39180,"cached_input_tokens":38272,"output_tokens":2444,"reasoning_output_tokens":2313}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1747d23fb22144d67297d8f5f558e33160434f7b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_125\",\n AVG(CASE WHEN \"feature_125\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_125\"\nORDER BY \"condition_rate\" DESC;","notes":"Direct instantiation of the provided Grouped Condition Rate template with group_col=condition_col=\"feature_125\" and condition_value='0'. Since the column is stored as TEXT in the schema snapshot, the comparison uses the string literal '0'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f9e18d75b6f1d7fa2cd7d06cee727d12eeece70e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=feature_125, condition_col=feature_125. +Result preview: [{"feature_125": "0", "condition_rate": 1.0}, {"feature_125": "1", "condition_rate": 0.0}, {"feature_125": "0.5", "condition_rate": 0.0}, {"feature_125": "", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e7b5c324d784fd8748a412cbad59962b680e54e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_e1e888e84cbb3632 +-- problem_id: v2p_n4_e0daefae8b751c9b +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_125", + AVG(CASE WHEN "feature_125" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_125" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d08ca9f579bf9261de4ed4b2eb76c20576711f61 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"feature_125\",\n AVG(CASE WHEN \"feature_125\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_125\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_125\\\",\\n AVG(CASE WHEN \\\"feature_125\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_125\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"feature_125\", \"condition_rate\"], \"rows\": [{\"feature_125\": \"0\", \"condition_rate\": 1.0}, {\"feature_125\": \"1\", \"condition_rate\": 0.0}, {\"feature_125\": \"0.5\", \"condition_rate\": 0.0}, {\"feature_125\": \"\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.28}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fce7031c624410121bfcbfa5977a4329210118a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:30:40.920738+00:00", + "ended_at": "2026-05-26T01:31:28.098083+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_e1e888e84cbb3632", + "problem_id": "v2p_n4_e0daefae8b751c9b", + "dataset_id": "n4", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=feature_125, condition_col=feature_125.", + "bindings": { + "group_col": "feature_125", + "condition_col": "feature_125", + "condition_value": "0", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.16, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=101" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_e1e888e84cbb3632.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_e1e888e84cbb3632", + "api_calls": 0, + "input_tokens": 39180, + "cached_input_tokens": 38272, + "output_tokens": 2444, + "total_tokens": 41624, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15885, + "estimated_output_tokens": 125, + "estimated_total_tokens": 16010, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 47163.24, + "sql_execution_elapsed_ms_total": 1.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..714a0fb27f02195fe44c109eb4506906d3bff083 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:31:28.095635+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 47163.24, "started_at": "2026-05-26T01:30:40.923536+00:00", "ended_at": "2026-05-26T01:31:28.086751+00:00", "prompt_metrics": {"chars": 50883, "bytes_utf8": 50883, "lines": 1635, "estimated_tokens": 15885}, "response_metrics": {"chars": 489, "bytes_utf8": 489, "lines": 1, "estimated_tokens": 125}, "usage": {"input_tokens": 39180, "cached_input_tokens": 38272, "output_tokens": 2444, "reasoning_output_tokens": 2313}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"feature_125\\\",\\n AVG(CASE WHEN \\\"feature_125\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_125\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Direct instantiation of the provided Grouped Condition Rate template with group_col=condition_col=\\\"feature_125\\\" and condition_value='0'. Since the column is stored as TEXT in the schema snapshot, the comparison uses the string literal '0'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f958d3a641968e6160a41f15d5ffce09f9c527b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_e1e888e84cbb3632", + "api_calls": 0, + "input_tokens": 39180, + "cached_input_tokens": 38272, + "output_tokens": 2444, + "total_tokens": 41624, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15885, + "estimated_output_tokens": 125, + "estimated_total_tokens": 16010, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 47163.24, + "sql_execution_elapsed_ms_total": 1.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e1e888e84cbb3632/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bb312c373d9a7ade0ab8bbbe7bc360e0e4346d1c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51440, "bytes_utf8": 51440, "lines": 1635, "estimated_tokens": 16032}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 640, "bytes_utf8": 640, "lines": 1, "estimated_tokens": 180}, "usage": {"input_tokens": 39327, "cached_input_tokens": 6528, "output_tokens": 1835, "reasoning_output_tokens": 1649}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..46ad3d712858959089024eaf52f9ef52b66a6e50 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_e519f427ae3bc55d", + "api_calls": 0, + "input_tokens": 39327, + "cached_input_tokens": 6528, + "output_tokens": 1835, + "total_tokens": 41162, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16032, + "estimated_output_tokens": 180, + "estimated_total_tokens": 16212, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36913.05, + "sql_execution_elapsed_ms_total": 2.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4b5622c7d89585e10ca4f6fc2e0bb0b08275b322 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:31:28.101051+00:00", + "ended_at": "2026-05-26T01:32:05.014106+00:00", + "elapsed_ms": 36913.05, + "prompt_metrics": { + "chars": 51440, + "bytes_utf8": 51440, + "lines": 1635, + "estimated_tokens": 16032 + }, + "stdout_metrics": { + "chars": 1010, + "bytes_utf8": 1010, + "lines": 4, + "estimated_tokens": 304 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 640, + "bytes_utf8": 640, + "lines": 1, + "estimated_tokens": 180 + }, + "usage": { + "input_tokens": 39327, + "cached_input_tokens": 6528, + "output_tokens": 1835, + "reasoning_output_tokens": 1649 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fe7871aea759769880fb7ef568321337091b2845 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_116, condition_col=target.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "feature_116", + "condition_col": "target", + "condition_value": "0.2", + "positive_value": "0.2", + "negative_value": "0.03", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.69, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cd1e9a8bc2e1a409c098d09ba36b83818dc0bbc2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e8-821e-7c60-bcb6-9329d219f5ba"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"feature_116\\\",\\n SUM(CASE WHEN \\\"target\\\" = '0.2' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"target\\\" = '0.03' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_116\\\"\\n)\\nSELECT \\\"feature_116\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped-ratio template with \\\"feature_116\\\" as the group column and exact TEXT matches on \\\"target\\\" values '0.2' and '0.03'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39327,"cached_input_tokens":6528,"output_tokens":1835,"reasoning_output_tokens":1649}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c355696fa3274cbe9fd94913ac115fdec1d523e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"feature_116\",\n SUM(CASE WHEN \"target\" = '0.2' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"target\" = '0.03' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n4\"\n GROUP BY \"feature_116\"\n)\nSELECT \"feature_116\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Uses the planned grouped-ratio template with \"feature_116\" as the group column and exact TEXT matches on \"target\" values '0.2' and '0.03'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c1dee4af536a5475c0e2c8ea98b41b410eb4652f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_116, condition_col=target. +Result preview: [{"feature_116": "0.03", "condition_ratio": 5.0}, {"feature_116": "", "condition_ratio": 0.30097087378640774}, {"feature_116": "0", "condition_ratio": null}, {"feature_116": "0.01", "condition_ratio": null}, {"feature_116": "0.02", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..62cd64015e87e4baacfb72614fb85f978aeccb6c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n4_e519f427ae3bc55d +-- problem_id: v2p_n4_fb67b9951372abf7 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "feature_116", + SUM(CASE WHEN "target" = '0.2' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "target" = '0.03' THEN 1 ELSE 0 END) AS denominator_count + FROM "n4" + GROUP BY "feature_116" +) +SELECT "feature_116", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5cfd0ba1baa7eb4d101db1eadb384fa4d3bcf6e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"feature_116\",\n SUM(CASE WHEN \"target\" = '0.2' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"target\" = '0.03' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n4\"\n GROUP BY \"feature_116\"\n)\nSELECT \"feature_116\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"feature_116\\\",\\n SUM(CASE WHEN \\\"target\\\" = '0.2' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"target\\\" = '0.03' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_116\\\"\\n)\\nSELECT \\\"feature_116\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"feature_116\", \"condition_ratio\"], \"rows\": [{\"feature_116\": \"0.03\", \"condition_ratio\": 5.0}, {\"feature_116\": \"\", \"condition_ratio\": 0.30097087378640774}, {\"feature_116\": \"0\", \"condition_ratio\": null}, {\"feature_116\": \"0.01\", \"condition_ratio\": null}, {\"feature_116\": \"0.02\", \"condition_ratio\": null}, {\"feature_116\": \"0.04\", \"condition_ratio\": null}, {\"feature_116\": \"0.05\", \"condition_ratio\": null}, {\"feature_116\": \"0.06\", \"condition_ratio\": null}, {\"feature_116\": \"0.07\", \"condition_ratio\": null}, {\"feature_116\": \"0.08\", \"condition_ratio\": null}, {\"feature_116\": \"0.09\", \"condition_ratio\": null}, {\"feature_116\": \"0.1\", \"condition_ratio\": null}, {\"feature_116\": \"0.11\", \"condition_ratio\": null}, {\"feature_116\": \"0.12\", \"condition_ratio\": null}, {\"feature_116\": \"0.13\", \"condition_ratio\": null}, {\"feature_116\": \"0.14\", \"condition_ratio\": null}, {\"feature_116\": \"0.15\", \"condition_ratio\": null}, {\"feature_116\": \"0.16\", \"condition_ratio\": null}, {\"feature_116\": \"0.17\", \"condition_ratio\": null}, {\"feature_116\": \"0.18\", \"condition_ratio\": null}, {\"feature_116\": \"0.19\", \"condition_ratio\": null}, {\"feature_116\": \"0.22\", \"condition_ratio\": null}, {\"feature_116\": \"0.26\", \"condition_ratio\": null}, {\"feature_116\": \"0.33\", \"condition_ratio\": null}, {\"feature_116\": \"0.37\", \"condition_ratio\": null}, {\"feature_116\": \"0.4\", \"condition_ratio\": null}, {\"feature_116\": \"0.44\", \"condition_ratio\": null}, {\"feature_116\": \"0.45\", \"condition_ratio\": null}, {\"feature_116\": \"0.49\", \"condition_ratio\": null}, {\"feature_116\": \"0.73\", \"condition_ratio\": null}, {\"feature_116\": \"1\", \"condition_ratio\": null}], \"row_count_returned\": 31, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.42}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f017af8ff1a370ab86ed611ef9233aca48c9b4cd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:31:28.098448+00:00", + "ended_at": "2026-05-26T01:32:05.026251+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_e519f427ae3bc55d", + "problem_id": "v2p_n4_fb67b9951372abf7", + "dataset_id": "n4", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=feature_116, condition_col=target.", + "bindings": { + "group_col": "feature_116", + "condition_col": "target", + "condition_value": "0.2", + "positive_value": "0.2", + "negative_value": "0.03", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.69, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=39" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_e519f427ae3bc55d.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_e519f427ae3bc55d", + "api_calls": 0, + "input_tokens": 39327, + "cached_input_tokens": 6528, + "output_tokens": 1835, + "total_tokens": 41162, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16032, + "estimated_output_tokens": 180, + "estimated_total_tokens": 16212, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36913.05, + "sql_execution_elapsed_ms_total": 2.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6209b6a8ed01d8e045b4786668bff796e1e85e90 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:32:05.022404+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 36913.05, "started_at": "2026-05-26T01:31:28.101051+00:00", "ended_at": "2026-05-26T01:32:05.014106+00:00", "prompt_metrics": {"chars": 51440, "bytes_utf8": 51440, "lines": 1635, "estimated_tokens": 16032}, "response_metrics": {"chars": 640, "bytes_utf8": 640, "lines": 1, "estimated_tokens": 180}, "usage": {"input_tokens": 39327, "cached_input_tokens": 6528, "output_tokens": 1835, "reasoning_output_tokens": 1649}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"feature_116\\\",\\n SUM(CASE WHEN \\\"target\\\" = '0.2' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"target\\\" = '0.03' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n4\\\"\\n GROUP BY \\\"feature_116\\\"\\n)\\nSELECT \\\"feature_116\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped-ratio template with \\\"feature_116\\\" as the group column and exact TEXT matches on \\\"target\\\" values '0.2' and '0.03'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a6e86ea7d267ba8d86467d9584eec1a58b5566f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_e519f427ae3bc55d", + "api_calls": 0, + "input_tokens": 39327, + "cached_input_tokens": 6528, + "output_tokens": 1835, + "total_tokens": 41162, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 16032, + "estimated_output_tokens": 180, + "estimated_total_tokens": 16212, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 36913.05, + "sql_execution_elapsed_ms_total": 2.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e519f427ae3bc55d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..91e56ab0d10463f72f2b98a3160f6c5a0acf307f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50717, "bytes_utf8": 50717, "lines": 1632, "estimated_tokens": 15831}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 580, "bytes_utf8": 580, "lines": 1, "estimated_tokens": 145}, "usage": {"input_tokens": 39126, "cached_input_tokens": 38272, "output_tokens": 667, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..06262c1e1614a370e8cd112b07a245e3fb6446aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_e8dd021f5719cfb3", + "api_calls": 0, + "input_tokens": 39126, + "cached_input_tokens": 38272, + "output_tokens": 667, + "total_tokens": 39793, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15831, + "estimated_output_tokens": 145, + "estimated_total_tokens": 15976, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15520.29, + "sql_execution_elapsed_ms_total": 1.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d06c81d8eec6d999bd9d4193d9464ab955c80f2d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:32:05.028420+00:00", + "ended_at": "2026-05-26T01:32:20.548738+00:00", + "elapsed_ms": 15520.29, + "prompt_metrics": { + "chars": 50717, + "bytes_utf8": 50717, + "lines": 1632, + "estimated_tokens": 15831 + }, + "stdout_metrics": { + "chars": 952, + "bytes_utf8": 952, + "lines": 4, + "estimated_tokens": 266 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 580, + "bytes_utf8": 580, + "lines": 1, + "estimated_tokens": 145 + }, + "usage": { + "input_tokens": 39126, + "cached_input_tokens": 38272, + "output_tokens": 667, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..65f0db5c97b11fe9a9a4bb3fb4deaa46030e7864 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1632 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- 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"conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=feature_116, measure_col=feature_11.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "feature_116", + "measure_col": "feature_11", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.17, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1dd5e5b86a8890d52c65b90a7954f6ac4d895636 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e9-125b-7fe1-ba8b-8f64e2066836"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_116\\\",\\n AVG(CAST(\\\"feature_11\\\" AS REAL)) OVER (PARTITION BY \\\"feature_116\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_116\\\" <> '' AND \\\"feature_11\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the planned Window Partition Average template with \\\"feature_116\\\" as the group column and \\\"feature_11\\\" as the measure. Since the SQLite schema stores columns as TEXT, the measure is cast to REAL and empty strings are filtered out to avoid treating missing values as numeric input.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39126,"cached_input_tokens":38272,"output_tokens":667,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1c6fedf6a94dd523ab3396bbd53e7afa8450d6cc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"feature_116\",\n AVG(CAST(\"feature_11\" AS REAL)) OVER (PARTITION BY \"feature_116\") AS \"avg_measure\"\nFROM \"n4\"\nWHERE \"feature_116\" <> '' AND \"feature_11\" <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Used the planned Window Partition Average template with \"feature_116\" as the group column and \"feature_11\" as the measure. Since the SQLite schema stores columns as TEXT, the measure is cast to REAL and empty strings are filtered out to avoid treating missing values as numeric input."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1733d69cd08417b646ba1ba6bd7b390a257aa95a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=feature_116, measure_col=feature_11. +Result preview: [{"feature_116": "0.49", "avg_measure": 1.0}, {"feature_116": "0.13", "avg_measure": 0.6033333333333334}, {"feature_116": "1", "avg_measure": 0.43}, {"feature_116": "0.33", "avg_measure": 0.39}, {"feature_116": "0.08", "avg_measure": 0.384}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..67eff5c9291aefbcb8126971cfaec29635fc57ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_e8dd021f5719cfb3 +-- problem_id: v2p_n4_b0be20e77459978b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "feature_116", + AVG(CAST("feature_11" AS REAL)) OVER (PARTITION BY "feature_116") AS "avg_measure" +FROM "n4" +WHERE "feature_116" <> '' AND "feature_11" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4704c4d9c15836e5ef6897332b6673f0d5cdb59b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"feature_116\",\n AVG(CAST(\"feature_11\" AS REAL)) OVER (PARTITION BY \"feature_116\") AS \"avg_measure\"\nFROM \"n4\"\nWHERE \"feature_116\" <> '' AND \"feature_11\" <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_116\\\",\\n AVG(CAST(\\\"feature_11\\\" AS REAL)) OVER (PARTITION BY \\\"feature_116\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_116\\\" <> '' AND \\\"feature_11\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"feature_116\", \"avg_measure\"], \"rows\": [{\"feature_116\": \"0.49\", \"avg_measure\": 1.0}, {\"feature_116\": \"0.13\", \"avg_measure\": 0.6033333333333334}, {\"feature_116\": \"1\", \"avg_measure\": 0.43}, {\"feature_116\": \"0.33\", \"avg_measure\": 0.39}, {\"feature_116\": \"0.08\", \"avg_measure\": 0.384}, {\"feature_116\": \"0.19\", \"avg_measure\": 0.34249999999999997}, {\"feature_116\": \"0\", \"avg_measure\": 0.321}, {\"feature_116\": \"0.15\", \"avg_measure\": 0.30833333333333335}, {\"feature_116\": \"0.09\", \"avg_measure\": 0.3}, {\"feature_116\": \"0.04\", \"avg_measure\": 0.27578947368421053}, {\"feature_116\": \"0.4\", \"avg_measure\": 0.26}, {\"feature_116\": \"0.03\", \"avg_measure\": 0.24250000000000002}, {\"feature_116\": \"0.18\", \"avg_measure\": 0.23666666666666666}, {\"feature_116\": \"0.02\", \"avg_measure\": 0.20468085106382977}, {\"feature_116\": \"0.11\", \"avg_measure\": 0.20461538461538462}, {\"feature_116\": \"0.07\", \"avg_measure\": 0.20454545454545456}, {\"feature_116\": \"0.05\", \"avg_measure\": 0.16080000000000003}, {\"feature_116\": \"0.16\", \"avg_measure\": 0.15333333333333335}, {\"feature_116\": \"0.26\", \"avg_measure\": 0.14}, {\"feature_116\": \"0.01\", \"avg_measure\": 0.13774193548387095}, {\"feature_116\": \"0.1\", \"avg_measure\": 0.135}, {\"feature_116\": \"0.06\", \"avg_measure\": 0.12}, {\"feature_116\": \"0.12\", \"avg_measure\": 0.1025}, {\"feature_116\": \"0.73\", \"avg_measure\": 0.1}, {\"feature_116\": \"0.22\", \"avg_measure\": 0.08}, {\"feature_116\": \"0.14\", \"avg_measure\": 0.06}, {\"feature_116\": \"0.17\", \"avg_measure\": 0.03}, {\"feature_116\": \"0.37\", \"avg_measure\": 0.02}, {\"feature_116\": \"0.45\", \"avg_measure\": 0.02}, {\"feature_116\": \"0.44\", \"avg_measure\": 0.01}], \"row_count_returned\": 30, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.24}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d436bf1aae63c2f930f503ff842dcf03cc299029 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:32:05.026688+00:00", + "ended_at": "2026-05-26T01:32:20.560687+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_e8dd021f5719cfb3", + "problem_id": "v2p_n4_b0be20e77459978b", + "dataset_id": "n4", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=feature_116, measure_col=feature_11.", + "bindings": { + "group_col": "feature_116", + "measure_col": "feature_11", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.17, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=135" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_e8dd021f5719cfb3.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_e8dd021f5719cfb3", + "api_calls": 0, + "input_tokens": 39126, + "cached_input_tokens": 38272, + "output_tokens": 667, + "total_tokens": 39793, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15831, + "estimated_output_tokens": 145, + "estimated_total_tokens": 15976, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15520.29, + "sql_execution_elapsed_ms_total": 1.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3070320dedc5fafe91a03c5f25c5a3cf4537bdb0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:32:20.557987+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15520.29, "started_at": "2026-05-26T01:32:05.028420+00:00", "ended_at": "2026-05-26T01:32:20.548738+00:00", "prompt_metrics": {"chars": 50717, "bytes_utf8": 50717, "lines": 1632, "estimated_tokens": 15831}, "response_metrics": {"chars": 580, "bytes_utf8": 580, "lines": 1, "estimated_tokens": 145}, "usage": {"input_tokens": 39126, "cached_input_tokens": 38272, "output_tokens": 667, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"feature_116\\\",\\n AVG(CAST(\\\"feature_11\\\" AS REAL)) OVER (PARTITION BY \\\"feature_116\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n4\\\"\\nWHERE \\\"feature_116\\\" <> '' AND \\\"feature_11\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the planned Window Partition Average template with \\\"feature_116\\\" as the group column and \\\"feature_11\\\" as the measure. Since the SQLite schema stores columns as TEXT, the measure is cast to REAL and empty strings are filtered out to avoid treating missing values as numeric input.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..30edbe49af83528c0acbb071fbcab9c69699c9c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_e8dd021f5719cfb3", + "api_calls": 0, + "input_tokens": 39126, + "cached_input_tokens": 38272, + "output_tokens": 667, + "total_tokens": 39793, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15831, + "estimated_output_tokens": 145, + "estimated_total_tokens": 15976, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15520.29, + "sql_execution_elapsed_ms_total": 1.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_e8dd021f5719cfb3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..200fdf5e2907faeab2cdc7f0b89c539dfb2fb847 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 51047, "bytes_utf8": 51047, "lines": 1634, "estimated_tokens": 15941}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 851, "bytes_utf8": 851, "lines": 1, "estimated_tokens": 229}, "usage": {"input_tokens": 39236, "cached_input_tokens": 22912, "output_tokens": 751, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3b59b497ca9a3875b7f75368feb9488405d84a19 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_efeeaae42e76353e", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 22912, + "output_tokens": 751, + "total_tokens": 39987, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 229, + "estimated_total_tokens": 16170, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17256.12, + "sql_execution_elapsed_ms_total": 1.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f037d8ffc1030fce5c0c3831db3c5473f5bf907b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:32:20.562854+00:00", + "ended_at": "2026-05-26T01:32:37.818987+00:00", + "elapsed_ms": 17256.12, + "prompt_metrics": { + "chars": 51047, + "bytes_utf8": 51047, + "lines": 1634, + "estimated_tokens": 15941 + }, + "stdout_metrics": { + "chars": 1247, + "bytes_utf8": 1247, + "lines": 4, + "estimated_tokens": 374 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 851, + "bytes_utf8": 851, + "lines": 1, + "estimated_tokens": 229 + }, + "usage": { + "input_tokens": 39236, + "cached_input_tokens": 22912, + "output_tokens": 751, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2044aebb418252e066e873f75246834f7136c852 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_104, measure_col=feature_28.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_104", + "measure_col": "feature_28", + "item_col": "feature_29", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..52db3d7ffa56b5c7eda45573292ea7d8673de20b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e9-4eff-7731-9e22-e9c0b8be7616"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"feature_104\\\", \\\"feature_29\\\",\\n SUM(CAST(NULLIF(\\\"feature_28\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"feature_28\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"feature_28\\\", '') AS REAL))) OVER (PARTITION BY \\\"feature_104\\\") AS share_within_group\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_104\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_29\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_28\\\", '') IS NOT NULL\\nGROUP BY \\\"feature_104\\\", \\\"feature_29\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the planned template with group_col=\\\"feature_104\\\", item_col=\\\"feature_29\\\", and measure_col=\\\"feature_28\\\". Applied NULLIF and CAST because the SQLite schema stores these fields as TEXT and the grouping/measure fields contain empty-string missing values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39236,"cached_input_tokens":22912,"output_tokens":751,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f8ea23eee263b884c3ad174c09598b80d4ab1c00 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"feature_104\", \"feature_29\",\n SUM(CAST(NULLIF(\"feature_28\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"feature_28\", '') AS REAL)) * 100.0\n / SUM(SUM(CAST(NULLIF(\"feature_28\", '') AS REAL))) OVER (PARTITION BY \"feature_104\") AS share_within_group\nFROM \"n4\"\nWHERE NULLIF(\"feature_104\", '') IS NOT NULL\n AND NULLIF(\"feature_29\", '') IS NOT NULL\n AND NULLIF(\"feature_28\", '') IS NOT NULL\nGROUP BY \"feature_104\", \"feature_29\"\nORDER BY share_within_group DESC;","notes":"Used the planned template with group_col=\"feature_104\", item_col=\"feature_29\", and measure_col=\"feature_28\". Applied NULLIF and CAST because the SQLite schema stores these fields as TEXT and the grouping/measure fields contain empty-string missing values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b4a4813b74f0e623490c7c885c13837159097b83 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_104, measure_col=feature_28. +Result preview: [{"feature_104": "0.37", "feature_29": "0.14", "total_measure": 0.23, "share_within_group": 100.0}, {"feature_104": "0.49", "feature_29": "0.17", "total_measure": 0.22, "share_within_group": 100.0}, {"feature_104": "0.53", "feature_29": "0.16", "total_measure": 0.27, "share_within_group": 100.0}, {"feature_104": "0.55", "feature_29": "0.12", "total_measure": 0.23, "share_within_group": 100.0}, {"feature_104": "0.61", "feature_29": "0.11", "total_measure": 0.16, "share_within_group": 100.0}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6813e8b3cc3d413fa7032c8bd092c4f9610ddb54 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/generated_sql.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_efeeaae42e76353e +-- problem_id: v2p_n4_adb92a54a316d025 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_104", "feature_29", + SUM(CAST(NULLIF("feature_28", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("feature_28", '') AS REAL)) * 100.0 + / SUM(SUM(CAST(NULLIF("feature_28", '') AS REAL))) OVER (PARTITION BY "feature_104") AS share_within_group +FROM "n4" +WHERE NULLIF("feature_104", '') IS NOT NULL + AND NULLIF("feature_29", '') IS NOT NULL + AND NULLIF("feature_28", '') IS NOT NULL +GROUP BY "feature_104", "feature_29" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7d00fc86d338045412c76e8658a10010de3c5eb2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"feature_104\", \"feature_29\",\n SUM(CAST(NULLIF(\"feature_28\", '') AS REAL)) AS total_measure,\n SUM(CAST(NULLIF(\"feature_28\", '') AS REAL)) * 100.0\n / SUM(SUM(CAST(NULLIF(\"feature_28\", '') AS REAL))) OVER (PARTITION BY \"feature_104\") AS share_within_group\nFROM \"n4\"\nWHERE NULLIF(\"feature_104\", '') IS NOT NULL\n AND NULLIF(\"feature_29\", '') IS NOT NULL\n AND NULLIF(\"feature_28\", '') IS NOT NULL\nGROUP BY \"feature_104\", \"feature_29\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"feature_104\\\", \\\"feature_29\\\",\\n SUM(CAST(NULLIF(\\\"feature_28\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"feature_28\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"feature_28\\\", '') AS REAL))) OVER (PARTITION BY \\\"feature_104\\\") AS share_within_group\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_104\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_29\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_28\\\", '') IS NOT NULL\\nGROUP BY \\\"feature_104\\\", \\\"feature_29\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"feature_104\", \"feature_29\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_104\": \"0.37\", \"feature_29\": \"0.14\", \"total_measure\": 0.23, \"share_within_group\": 100.0}, {\"feature_104\": \"0.49\", \"feature_29\": \"0.17\", \"total_measure\": 0.22, \"share_within_group\": 100.0}, {\"feature_104\": \"0.53\", \"feature_29\": \"0.16\", \"total_measure\": 0.27, \"share_within_group\": 100.0}, {\"feature_104\": \"0.55\", \"feature_29\": \"0.12\", \"total_measure\": 0.23, \"share_within_group\": 100.0}, {\"feature_104\": \"0.61\", \"feature_29\": \"0.11\", \"total_measure\": 0.16, \"share_within_group\": 100.0}, {\"feature_104\": \"0.64\", \"feature_29\": \"0.16\", \"total_measure\": 0.19, \"share_within_group\": 100.0}, {\"feature_104\": \"0.73\", \"feature_29\": \"0.13\", \"total_measure\": 0.27, \"share_within_group\": 100.0}, {\"feature_104\": \"0.76\", \"feature_29\": \"0.13\", \"total_measure\": 0.2, \"share_within_group\": 100.0}, {\"feature_104\": \"0.88\", \"feature_29\": \"0.1\", \"total_measure\": 0.2, \"share_within_group\": 100.0}, {\"feature_104\": \"0.72\", \"feature_29\": \"0.2\", \"total_measure\": 0.17, \"share_within_group\": 99.99999999999999}, {\"feature_104\": \"1\", \"feature_29\": \"0.14\", \"total_measure\": 0.17, \"share_within_group\": 99.99999999999999}, {\"feature_104\": \"0.63\", \"feature_29\": \"0.2\", \"total_measure\": 0.31, \"share_within_group\": 63.26530612244898}, {\"feature_104\": \"0.84\", \"feature_29\": \"0.14\", \"total_measure\": 0.26, \"share_within_group\": 57.77777777777778}, {\"feature_104\": \"0.81\", \"feature_29\": \"0.18\", \"total_measure\": 0.24, \"share_within_group\": 57.142857142857146}, {\"feature_104\": \"0.8\", \"feature_29\": \"0.21\", \"total_measure\": 0.24, \"share_within_group\": 55.81395348837209}, {\"feature_104\": \"0.82\", \"feature_29\": \"0.16\", \"total_measure\": 0.21, \"share_within_group\": 53.84615384615385}, {\"feature_104\": \"0.75\", \"feature_29\": \"0.18\", \"total_measure\": 0.22, \"share_within_group\": 51.16279069767442}, {\"feature_104\": \"0.67\", \"feature_29\": \"0.17\", \"total_measure\": 0.23, \"share_within_group\": 50.0}, {\"feature_104\": \"0.67\", \"feature_29\": \"0.18\", \"total_measure\": 0.23, \"share_within_group\": 50.0}, {\"feature_104\": \"0.75\", \"feature_29\": \"0.2\", \"total_measure\": 0.21, \"share_within_group\": 48.83720930232558}, {\"feature_104\": \"0.99\", \"feature_29\": \"0.42\", \"total_measure\": 1.0, \"share_within_group\": 47.84688995215311}, {\"feature_104\": \"0.82\", \"feature_29\": \"0.18\", \"total_measure\": 0.18, \"share_within_group\": 46.15384615384615}, {\"feature_104\": \"0.83\", \"feature_29\": \"0.15\", \"total_measure\": 0.42, \"share_within_group\": 45.652173913043484}, {\"feature_104\": \"0.8\", \"feature_29\": \"0.15\", \"total_measure\": 0.19, \"share_within_group\": 44.18604651162791}, {\"feature_104\": \"0.81\", \"feature_29\": \"0.19\", \"total_measure\": 0.18, \"share_within_group\": 42.85714285714286}, {\"feature_104\": \"0.84\", \"feature_29\": \"0.18\", \"total_measure\": 0.19, \"share_within_group\": 42.22222222222222}, {\"feature_104\": \"0.9\", \"feature_29\": \"0.14\", \"total_measure\": 0.25, \"share_within_group\": 40.32258064516129}, {\"feature_104\": \"0.89\", \"feature_29\": \"0.14\", \"total_measure\": 0.29, \"share_within_group\": 40.27777777777777}, {\"feature_104\": \"0.89\", \"feature_29\": \"0.21\", \"total_measure\": 0.27, \"share_within_group\": 37.5}, {\"feature_104\": \"0.86\", \"feature_29\": \"0.22\", \"total_measure\": 0.27, \"share_within_group\": 36.986301369863014}, {\"feature_104\": \"0.63\", \"feature_29\": \"0.13\", \"total_measure\": 0.18, \"share_within_group\": 36.734693877551024}, {\"feature_104\": \"0.85\", \"feature_29\": \"0.17\", \"total_measure\": 0.39, \"share_within_group\": 35.77981651376147}, {\"feature_104\": \"0.87\", \"feature_29\": \"0.18\", \"total_measure\": 0.53, \"share_within_group\": 35.09933774834437}, {\"feature_104\": \"0.9\", \"feature_29\": \"0.16\", \"total_measure\": 0.2, \"share_within_group\": 32.25806451612903}, {\"feature_104\": \"0.86\", \"feature_29\": \"0.16\", \"total_measure\": 0.23, \"share_within_group\": 31.506849315068493}, {\"feature_104\": \"0.86\", \"feature_29\": \"0.28\", \"total_measure\": 0.23, \"share_within_group\": 31.506849315068493}, {\"feature_104\": \"0.91\", \"feature_29\": \"0.18\", \"total_measure\": 0.5, \"share_within_group\": 30.864197530864196}, {\"feature_104\": \"0.91\", \"feature_29\": \"0.14\", \"total_measure\": 0.49, \"share_within_group\": 30.24691358024691}, {\"feature_104\": \"0\", \"feature_29\": \"0.24\", \"total_measure\": 0.32, \"share_within_group\": 28.57142857142857}, {\"feature_104\": \"0.85\", \"feature_29\": \"0.21\", \"total_measure\": 0.31, \"share_within_group\": 28.44036697247706}, {\"feature_104\": \"0.83\", \"feature_29\": \"0.26\", \"total_measure\": 0.26, \"share_within_group\": 28.260869565217394}, {\"feature_104\": \"0.9\", \"feature_29\": \"0.24\", \"total_measure\": 0.17, \"share_within_group\": 27.419354838709676}, {\"feature_104\": \"0.83\", \"feature_29\": \"0.12\", \"total_measure\": 0.24, \"share_within_group\": 26.086956521739133}, {\"feature_104\": \"0\", \"feature_29\": \"0.22\", \"total_measure\": 0.29, \"share_within_group\": 25.89285714285714}, {\"feature_104\": \"0\", \"feature_29\": \"0.19\", \"total_measure\": 0.27, \"share_within_group\": 24.107142857142854}, {\"feature_104\": \"0.94\", \"feature_29\": \"0.19\", \"total_measure\": 0.58, \"share_within_group\": 23.770491803278688}, {\"feature_104\": \"0.91\", \"feature_29\": \"0.13\", \"total_measure\": 0.38, \"share_within_group\": 23.456790123456788}, {\"feature_104\": \"0.89\", \"feature_29\": \"0.31\", \"total_measure\": 0.16, \"share_within_group\": 22.22222222222222}, {\"feature_104\": \"0\", \"feature_29\": \"0.17\", \"total_measure\": 0.24, \"share_within_group\": 21.428571428571427}, {\"feature_104\": \"0.92\", \"feature_29\": \"0.13\", \"total_measure\": 0.45999999999999996, \"share_within_group\": 20.720720720720724}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 1.4}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6853328b5c75f69949743ecc17554f5cf1518d16 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:32:20.561173+00:00", + "ended_at": "2026-05-26T01:32:37.830885+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_efeeaae42e76353e", + "problem_id": "v2p_n4_adb92a54a316d025", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=feature_104, measure_col=feature_28.", + "bindings": { + "group_col": "feature_104", + "measure_col": "feature_28", + "item_col": "feature_29", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_efeeaae42e76353e.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_efeeaae42e76353e", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 22912, + "output_tokens": 751, + "total_tokens": 39987, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 229, + "estimated_total_tokens": 16170, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17256.12, + "sql_execution_elapsed_ms_total": 1.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..84ad8e186ec0acb7275c85c8a59dda14e714b2db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:32:37.828055+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17256.12, "started_at": "2026-05-26T01:32:20.562854+00:00", "ended_at": "2026-05-26T01:32:37.818987+00:00", "prompt_metrics": {"chars": 51047, "bytes_utf8": 51047, "lines": 1634, "estimated_tokens": 15941}, "response_metrics": {"chars": 851, "bytes_utf8": 851, "lines": 1, "estimated_tokens": 229}, "usage": {"input_tokens": 39236, "cached_input_tokens": 22912, "output_tokens": 751, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"feature_104\\\", \\\"feature_29\\\",\\n SUM(CAST(NULLIF(\\\"feature_28\\\", '') AS REAL)) AS total_measure,\\n SUM(CAST(NULLIF(\\\"feature_28\\\", '') AS REAL)) * 100.0\\n / SUM(SUM(CAST(NULLIF(\\\"feature_28\\\", '') AS REAL))) OVER (PARTITION BY \\\"feature_104\\\") AS share_within_group\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_104\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_29\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_28\\\", '') IS NOT NULL\\nGROUP BY \\\"feature_104\\\", \\\"feature_29\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the planned template with group_col=\\\"feature_104\\\", item_col=\\\"feature_29\\\", and measure_col=\\\"feature_28\\\". Applied NULLIF and CAST because the SQLite schema stores these fields as TEXT and the grouping/measure fields contain empty-string missing values.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c31b6087f042e04572bf89ce41ebb18ffb1b3487 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_efeeaae42e76353e", + "api_calls": 0, + "input_tokens": 39236, + "cached_input_tokens": 22912, + "output_tokens": 751, + "total_tokens": 39987, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15941, + "estimated_output_tokens": 229, + "estimated_total_tokens": 16170, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17256.12, + "sql_execution_elapsed_ms_total": 1.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_efeeaae42e76353e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..49f7e43f1745ce1b8b7586edc4b218b68f16a592 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 50874, "bytes_utf8": 50874, "lines": 1635, "estimated_tokens": 15886}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 441, "bytes_utf8": 441, "lines": 1, "estimated_tokens": 119}, "usage": {"input_tokens": 39181, "cached_input_tokens": 22912, "output_tokens": 641, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..29b681d0ce0177f090c39c32f6748c8a7f9496a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_f15192b158e96fed", + "api_calls": 0, + "input_tokens": 39181, + "cached_input_tokens": 22912, + "output_tokens": 641, + "total_tokens": 39822, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15886, + "estimated_output_tokens": 119, + "estimated_total_tokens": 16005, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17055.55, + "sql_execution_elapsed_ms_total": 0.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..97221b66ce26e446469d51bb4282aeeb3232688b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:32:37.833933+00:00", + "ended_at": "2026-05-26T01:32:54.889500+00:00", + "elapsed_ms": 17055.55, + "prompt_metrics": { + "chars": 50874, + "bytes_utf8": 50874, + "lines": 1635, + "estimated_tokens": 15886 + }, + "stdout_metrics": { + "chars": 800, + "bytes_utf8": 800, + "lines": 4, + "estimated_tokens": 234 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 441, + "bytes_utf8": 441, + "lines": 1, + "estimated_tokens": 119 + }, + "usage": { + "input_tokens": 39181, + "cached_input_tokens": 22912, + "output_tokens": 641, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0528c7edc9e64fe4836fc4bf552f76595de1a1ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1635 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + 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"conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=feature_76, condition_col=feature_76.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "feature_76", + "condition_col": "feature_76", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.61, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..912cad47b838ff8e36bfa24f9fdd1813ef41f784 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e9-9277-74a2-8076-2144ec6a7a50"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"feature_76\\\",\\n AVG(CASE WHEN \\\"feature_76\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col and condition_col both bound to \\\"feature_76\\\"; used text literal '0.5' because the SQLite schema stores this column as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39181,"cached_input_tokens":22912,"output_tokens":641,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..06fb6c166673ae6a00170cbc2b6151346c93f55b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"feature_76\",\n AVG(CASE WHEN \"feature_76\" = '0.5' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_76\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the provided Grouped Condition Rate template with group_col and condition_col both bound to \"feature_76\"; used text literal '0.5' because the SQLite schema stores this column as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a4118d8057be8d38861d4f28410f60b2aa5667e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=feature_76, condition_col=feature_76. +Result preview: [{"feature_76": "0.5", "condition_rate": 1.0}, {"feature_76": "1", "condition_rate": 0.0}, {"feature_76": "0", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a7af02319279eb328d4abb628cb671f85e9be9ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_f15192b158e96fed +-- problem_id: v2p_n4_fa9d97b6ae1c51f4 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", + AVG(CASE WHEN "feature_76" = '0.5' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_76" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..43e9981b208b97c9ae4e1cff718c2b685d82d377 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"feature_76\",\n AVG(CASE WHEN \"feature_76\" = '0.5' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n4\"\nGROUP BY \"feature_76\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"feature_76\\\",\\n AVG(CASE WHEN \\\"feature_76\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"feature_76\", \"condition_rate\"], \"rows\": [{\"feature_76\": \"0.5\", \"condition_rate\": 1.0}, {\"feature_76\": \"1\", \"condition_rate\": 0.0}, {\"feature_76\": \"0\", \"condition_rate\": 0.0}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 0.99}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fa4face32ce5b54ab42b786691a21c9067a160f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:32:37.831275+00:00", + "ended_at": "2026-05-26T01:32:54.900353+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_f15192b158e96fed", + "problem_id": "v2p_n4_fa9d97b6ae1c51f4", + "dataset_id": "n4", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=feature_76, condition_col=feature_76.", + "bindings": { + "group_col": "feature_76", + "condition_col": "feature_76", + "condition_value": "0.5", + "positive_value": "0.5", + "negative_value": "0", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.61, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=97" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_f15192b158e96fed.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_f15192b158e96fed", + "api_calls": 0, + "input_tokens": 39181, + "cached_input_tokens": 22912, + "output_tokens": 641, + "total_tokens": 39822, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15886, + "estimated_output_tokens": 119, + "estimated_total_tokens": 16005, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17055.55, + "sql_execution_elapsed_ms_total": 0.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1461c7b188f60fcf72fa49c6f97c6fb6239f317b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:32:54.898208+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17055.55, "started_at": "2026-05-26T01:32:37.833933+00:00", "ended_at": "2026-05-26T01:32:54.889500+00:00", "prompt_metrics": {"chars": 50874, "bytes_utf8": 50874, "lines": 1635, "estimated_tokens": 15886}, "response_metrics": {"chars": 441, "bytes_utf8": 441, "lines": 1, "estimated_tokens": 119}, "usage": {"input_tokens": 39181, "cached_input_tokens": 22912, "output_tokens": 641, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"feature_76\\\",\\n AVG(CASE WHEN \\\"feature_76\\\" = '0.5' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n4\\\"\\nGROUP BY \\\"feature_76\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col and condition_col both bound to \\\"feature_76\\\"; used text literal '0.5' because the SQLite schema stores this column as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..73001739b398945ca5b5f57ad47a7bcee56d05e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_f15192b158e96fed", + "api_calls": 0, + "input_tokens": 39181, + "cached_input_tokens": 22912, + "output_tokens": 641, + "total_tokens": 39822, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15886, + "estimated_output_tokens": 119, + "estimated_total_tokens": 16005, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17055.55, + "sql_execution_elapsed_ms_total": 0.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f15192b158e96fed/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/conversation.jsonl 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"reasoning_output_tokens": 3878}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..663477c4d04f34ba5f2482536a5a515af6b133b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_f4d0f315f2373af5", + "api_calls": 0, + "input_tokens": 39235, + "cached_input_tokens": 22912, + "output_tokens": 4154, + "total_tokens": 43389, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15940, + "estimated_output_tokens": 270, + "estimated_total_tokens": 16210, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 77945.19, + "sql_execution_elapsed_ms_total": 4.69, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..25faf602253b05c4c3bfe6fcc017c7a0c45bde02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:32:54.902249+00:00", + "ended_at": "2026-05-26T01:34:12.847375+00:00", + "elapsed_ms": 77945.19, + "prompt_metrics": { + "chars": 51041, + "bytes_utf8": 51041, + "lines": 1634, + "estimated_tokens": 15940 + }, + "stdout_metrics": { + "chars": 1340, + "bytes_utf8": 1340, + "lines": 4, + "estimated_tokens": 421 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 933, + "bytes_utf8": 933, + "lines": 1, + "estimated_tokens": 270 + }, + "usage": { + "input_tokens": 39235, + "cached_input_tokens": 22912, + "output_tokens": 4154, + "reasoning_output_tokens": 3878 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9fd3c566c0fc7392a60ee1d78bb640dc41e7e270 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,1634 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n4 +- dataset_name: Communities And Crime +- table_name: n4 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 127 feature columns and target `target`. +- task_type: regression +- target_column: target +- main_row_count: 1994 +- important_fields: +- feature_1: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 1. +- feature_2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 2. +- feature_3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate', 'missingness_candidate'] desc=Identifier-like field for feature 3. +- feature_4: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for feature 4. +- feature_5: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 5. +- feature_6: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 6. +- feature_7: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 7. +- feature_8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 8. +- feature_9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 9. +- feature_10: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 10. +- feature_11: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 11. +- feature_12: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 12. +- feature_13: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 13. +- feature_14: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 14. +- feature_15: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 15. +- feature_16: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 16. +- feature_17: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 17. +- feature_18: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 18. +- feature_19: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 19. +- feature_20: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 20. +- feature_21: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 21. +- feature_22: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 22. +- feature_23: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 23. +- feature_24: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 24. +- feature_25: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 25. +- feature_26: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 26. +- feature_27: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 27. +- feature_28: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 28. +- feature_29: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 29. +- feature_30: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 30. +- feature_31: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 31. +- feature_32: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 32. +- feature_33: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 33. +- feature_34: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 34. +- feature_35: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 35. +- feature_36: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 36. +- feature_37: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 37. +- feature_38: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 38. +- feature_39: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 39. +- feature_40: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 40. +- feature_41: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 41. +- feature_42: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 42. +- feature_43: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 43. +- feature_44: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 44. +- feature_45: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 45. +- feature_46: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 46. +- feature_47: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 47. +- feature_48: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 48. +- feature_49: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 49. +- feature_50: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 50. +- feature_51: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 51. +- feature_52: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 52. +- feature_53: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 53. +- feature_54: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 54. +- feature_55: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 55. +- feature_56: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 56. +- feature_57: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 57. +- feature_58: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 58. +- feature_59: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 59. +- feature_60: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 60. +- feature_61: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 61. +- feature_62: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 62. +- feature_63: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 63. +- feature_64: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 64. +- feature_65: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 65. +- feature_66: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 66. +- feature_67: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 67. +- feature_68: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 68. +- feature_69: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 69. +- feature_70: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 70. +- feature_71: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 71. +- feature_72: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 72. +- feature_73: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 73. +- feature_74: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 74. +- feature_75: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 75. +- feature_76: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for feature 76. +- feature_77: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 77. +- feature_78: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 78. +- feature_79: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 79. +- feature_80: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 80. +- feature_81: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 81. +- feature_82: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 82. +- feature_83: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 83. +- feature_84: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 84. +- feature_85: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 85. +- feature_86: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 86. +- feature_87: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 87. +- feature_88: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 88. +- feature_89: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 89. +- feature_90: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 90. +- feature_91: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 91. +- feature_92: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 92. +- feature_93: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 93. +- feature_94: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 94. +- feature_95: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 95. +- feature_96: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 96. +- feature_97: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 97. +- feature_98: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 98. +- feature_99: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 99. +- feature_100: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for feature 100. +- feature_101: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 101. +- feature_102: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 102. +- feature_103: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 103. +- feature_104: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 104. +- feature_105: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 105. +- feature_106: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 106. +- feature_107: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 107. +- feature_108: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 108. +- feature_109: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 109. +- feature_110: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 110. +- feature_111: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 111. +- feature_112: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 112. +- feature_113: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 113. +- feature_114: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 114. +- feature_115: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 115. +- feature_116: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 116. +- feature_117: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 117. +- feature_118: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 118. +- feature_119: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 119. +- feature_120: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 120. +- feature_121: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 121. +- feature_122: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 122. +- feature_123: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 123. +- feature_124: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for feature 124. +- feature_125: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 125. +- feature_126: role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for feature 126. +- feature_127: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for feature 127. +- target: role=target, type=numeric_target. tags=['condition_candidate', 'target_candidate'] desc=Target field for target. +- useful_field_combinations: [['feature_5', 'feature_76', 'target'], ['feature_5', 'feature_1', 'target'], ['feature_1', 'feature_2', 'target']] +- fields_requiring_caution: ['target', 'feature_4', 'feature_8', 'feature_9', 'feature_2', 'feature_3', 'feature_31'] +- source_url: https://archive.ics.uci.edu/dataset/183/communities+and+crime + +SQLite schema snapshot: +{ + "table_name": "n4", + "quoted_table_name": "\"n4\"", + "row_count": 1994, + "columns": [ + { + "name": "feature_1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_23", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_24", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "feature_25", + "type": "TEXT", + "notnull": false, + "pk": false 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"feature_91": "0.89", + "feature_92": "0.63", + "feature_93": "0.51", + "feature_94": "0.47", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.19", + "feature_98": "0.3", + "feature_99": "0.73", + "feature_100": "0.64", + "feature_101": "0.65", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.02", + "feature_120": "0.39", + "feature_121": "0.28", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.12" + }, + { + "feature_1": "42", + "feature_2": "95", + "feature_3": "6096", + "feature_4": "Bethlehemtownship", + "feature_5": "1", + "feature_6": "0.01", + "feature_7": "0.55", + "feature_8": "0.02", + "feature_9": "0.95", + "feature_10": "0.09", + "feature_11": "0.05", + "feature_12": "0.38", + "feature_13": "0.38", + "feature_14": "0.23", + "feature_15": "0.36", + "feature_16": "0.02", + "feature_17": "0.9", + "feature_18": "0.5", + "feature_19": "0.72", + "feature_20": "0.16", + "feature_21": "0.68", + "feature_22": "0.44", + "feature_23": "0.11", + "feature_24": "0.71", + "feature_25": "0.46", + "feature_26": "0.43", + "feature_27": "0.41", + "feature_28": "0.28", + "feature_29": "0", + "feature_30": "0.74", + "feature_31": "0.51", + "feature_32": "0.48", + "feature_33": "0", + "feature_34": "0.06", + "feature_35": "0.25", + "feature_36": "0.3", + "feature_37": "0.33", + "feature_38": "0.12", + "feature_39": "0.65", + "feature_40": "0.67", + "feature_41": "0.38", + "feature_42": "0.42", + "feature_43": "0.46", + "feature_44": "0.22", + "feature_45": "0.27", + "feature_46": "0.2", + "feature_47": "0.21", + "feature_48": "0.51", + "feature_49": "0.91", + "feature_50": "0.91", + "feature_51": "0.89", + "feature_52": "0.85", + "feature_53": "0.4", + "feature_54": "0.6", + "feature_55": "0", + "feature_56": "0.06", + "feature_57": "0", + "feature_58": "0.03", + "feature_59": "0.07", + "feature_60": "0.2", + "feature_61": "0.27", + "feature_62": "0.01", + "feature_63": "0.02", + "feature_64": "0.04", + "feature_65": "0.05", + "feature_66": "0.88", + "feature_67": "0.05", + "feature_68": "0.16", + "feature_69": "0.19", + "feature_70": "0.59", + "feature_71": "0.6", + "feature_72": "0.37", + "feature_73": "0.89", + "feature_74": "0.02", + "feature_75": "0.19", + "feature_76": "0.5", + "feature_77": "0.01", + "feature_78": "0.89", + "feature_79": "0.87", + "feature_80": "0.04", + "feature_81": "0.55", + "feature_82": "0.73", + "feature_83": "0.05", + "feature_84": "0.14", + "feature_85": "0.31", + "feature_86": "0.31", + "feature_87": "0.3", + "feature_88": "0.4", + "feature_89": "0.36", + "feature_90": "0.38", + "feature_91": "0.38", + "feature_92": "0.22", + "feature_93": "0.51", + "feature_94": "0.21", + "feature_95": "0", + "feature_96": "0", + "feature_97": "0.11", + "feature_98": "0.72", + "feature_99": "0.64", + "feature_100": "0.61", + "feature_101": "0.53", + "feature_102": "", + "feature_103": "", + "feature_104": "", + "feature_105": "", + "feature_106": "", + "feature_107": "", + "feature_108": "", + "feature_109": "", + "feature_110": "", + "feature_111": "", + "feature_112": "", + "feature_113": "", + "feature_114": "", + "feature_115": "", + "feature_116": "", + "feature_117": "", + "feature_118": "", + "feature_119": "0.04", + "feature_120": "0.09", + "feature_121": "0.02", + "feature_122": "", + "feature_123": "", + "feature_124": "", + "feature_125": "", + "feature_126": "0", + "feature_127": "", + "target": "0.03" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n4", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_76, measure_col=feature_33.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "feature_76", + "measure_col": "feature_33", + "item_col": "feature_34", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.08, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..23a807da602ecb8e8c3474e72c9fc8960069cd65 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e9-d527-77f2-8057-fd3279e053f8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT CAST(NULLIF(\\\"feature_76\\\", '') AS REAL) AS \\\"feature_76\\\",\\n CAST(NULLIF(\\\"feature_34\\\", '') AS REAL) AS \\\"feature_34\\\",\\n SUM(CAST(NULLIF(\\\"feature_33\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"feature_33\\\", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF(\\\"feature_33\\\", '') AS REAL))) OVER (PARTITION BY CAST(NULLIF(\\\"feature_76\\\", '') AS REAL)), 0) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_76\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_34\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_33\\\", '') IS NOT NULL\\nGROUP BY CAST(NULLIF(\\\"feature_76\\\", '') AS REAL),\\n CAST(NULLIF(\\\"feature_34\\\", '') AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the bound template roles (feature_76, feature_34, feature_33), casts TEXT numerics to REAL, and excludes empty-string values before aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":39235,"cached_input_tokens":22912,"output_tokens":4154,"reasoning_output_tokens":3878}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..393e2143fce8d5c79996ecf8cc28c569b7fad63a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT CAST(NULLIF(\"feature_76\", '') AS REAL) AS \"feature_76\",\n CAST(NULLIF(\"feature_34\", '') AS REAL) AS \"feature_34\",\n SUM(CAST(NULLIF(\"feature_33\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"feature_33\", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF(\"feature_33\", '') AS REAL))) OVER (PARTITION BY CAST(NULLIF(\"feature_76\", '') AS REAL)), 0) AS \"share_within_group\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_76\", '') IS NOT NULL\n AND NULLIF(\"feature_34\", '') IS NOT NULL\n AND NULLIF(\"feature_33\", '') IS NOT NULL\nGROUP BY CAST(NULLIF(\"feature_76\", '') AS REAL),\n CAST(NULLIF(\"feature_34\", '') AS REAL)\nORDER BY \"share_within_group\" DESC;","notes":"Uses the bound template roles (feature_76, feature_34, feature_33), casts TEXT numerics to REAL, and excludes empty-string values before aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d14205a8b389b31c8bc7f47068c3aeb4c955f1a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_76, measure_col=feature_33. +Result preview: [{"feature_76": 1.0, "feature_34": 0.1, "total_measure": 0.03, "share_within_group": 37.5}, {"feature_76": 1.0, "feature_34": 0.04, "total_measure": 0.02, "share_within_group": 25.0}, {"feature_76": 1.0, "feature_34": 0.05, "total_measure": 0.01, "share_within_group": 12.5}, {"feature_76": 1.0, "feature_34": 0.06, "total_measure": 0.01, "share_within_group": 12.5}, {"feature_76": 1.0, "feature_34": 0.07, "total_measure": 0.01, "share_within_group": 12.5}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1ceeb9aca84adf98f4ca2182360ad24749cc86b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_f4d0f315f2373af5 +-- problem_id: v2p_n4_3f03535483fa075d +-- realization_mode: agent +-- source_kind: agent +SELECT CAST(NULLIF("feature_76", '') AS REAL) AS "feature_76", + CAST(NULLIF("feature_34", '') AS REAL) AS "feature_34", + SUM(CAST(NULLIF("feature_33", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("feature_33", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF("feature_33", '') AS REAL))) OVER (PARTITION BY CAST(NULLIF("feature_76", '') AS REAL)), 0) AS "share_within_group" +FROM "n4" +WHERE NULLIF("feature_76", '') IS NOT NULL + AND NULLIF("feature_34", '') IS NOT NULL + AND NULLIF("feature_33", '') IS NOT NULL +GROUP BY CAST(NULLIF("feature_76", '') AS REAL), + CAST(NULLIF("feature_34", '') AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c123d65fe946f86423917dec8bbafe0642ca9f34 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT CAST(NULLIF(\"feature_76\", '') AS REAL) AS \"feature_76\",\n CAST(NULLIF(\"feature_34\", '') AS REAL) AS \"feature_34\",\n SUM(CAST(NULLIF(\"feature_33\", '') AS REAL)) AS \"total_measure\",\n SUM(CAST(NULLIF(\"feature_33\", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF(\"feature_33\", '') AS REAL))) OVER (PARTITION BY CAST(NULLIF(\"feature_76\", '') AS REAL)), 0) AS \"share_within_group\"\nFROM \"n4\"\nWHERE NULLIF(\"feature_76\", '') IS NOT NULL\n AND NULLIF(\"feature_34\", '') IS NOT NULL\n AND NULLIF(\"feature_33\", '') IS NOT NULL\nGROUP BY CAST(NULLIF(\"feature_76\", '') AS REAL),\n CAST(NULLIF(\"feature_34\", '') AS REAL)\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT CAST(NULLIF(\\\"feature_76\\\", '') AS REAL) AS \\\"feature_76\\\",\\n CAST(NULLIF(\\\"feature_34\\\", '') AS REAL) AS \\\"feature_34\\\",\\n SUM(CAST(NULLIF(\\\"feature_33\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"feature_33\\\", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF(\\\"feature_33\\\", '') AS REAL))) OVER (PARTITION BY CAST(NULLIF(\\\"feature_76\\\", '') AS REAL)), 0) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_76\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_34\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_33\\\", '') IS NOT NULL\\nGROUP BY CAST(NULLIF(\\\"feature_76\\\", '') AS REAL),\\n CAST(NULLIF(\\\"feature_34\\\", '') AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"feature_76\", \"feature_34\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"feature_76\": 1.0, \"feature_34\": 0.1, \"total_measure\": 0.03, \"share_within_group\": 37.5}, {\"feature_76\": 1.0, \"feature_34\": 0.04, \"total_measure\": 0.02, \"share_within_group\": 25.0}, {\"feature_76\": 1.0, \"feature_34\": 0.05, \"total_measure\": 0.01, \"share_within_group\": 12.5}, {\"feature_76\": 1.0, \"feature_34\": 0.06, \"total_measure\": 0.01, \"share_within_group\": 12.5}, {\"feature_76\": 1.0, \"feature_34\": 0.07, \"total_measure\": 0.01, \"share_within_group\": 12.5}, {\"feature_76\": 0.5, \"feature_34\": 0.67, \"total_measure\": 1.72, \"share_within_group\": 4.759269507470946}, {\"feature_76\": 0.0, \"feature_34\": 0.45, \"total_measure\": 3.4499999999999997, \"share_within_group\": 4.633360193392426}, {\"feature_76\": 0.5, \"feature_34\": 0.58, \"total_measure\": 1.56, \"share_within_group\": 4.316546762589928}, {\"feature_76\": 0.0, \"feature_34\": 0.6, \"total_measure\": 2.95, \"share_within_group\": 3.961858716089176}, {\"feature_76\": 0.5, \"feature_34\": 0.33, \"total_measure\": 1.36, \"share_within_group\": 3.763143331488655}, {\"feature_76\": 0.0, \"feature_34\": 0.47, \"total_measure\": 2.7199999999999998, \"share_within_group\": 3.6529680365296806}, {\"feature_76\": 0.0, \"feature_34\": 0.49, \"total_measure\": 2.58, \"share_within_group\": 3.4649476228847704}, {\"feature_76\": 0.0, \"feature_34\": 0.5, \"total_measure\": 2.47, \"share_within_group\": 3.317217297878056}, {\"feature_76\": 0.0, \"feature_34\": 0.44, \"total_measure\": 2.4, \"share_within_group\": 3.2232070910556008}, {\"feature_76\": 0.5, \"feature_34\": 0.54, \"total_measure\": 1.16, \"share_within_group\": 3.209739900387382}, {\"feature_76\": 0.5, \"feature_34\": 0.28, \"total_measure\": 1.1300000000000001, \"share_within_group\": 3.1267293857221916}, {\"feature_76\": 0.0, \"feature_34\": 0.32, \"total_measure\": 2.18, \"share_within_group\": 2.9277464410421707}, {\"feature_76\": 0.0, \"feature_34\": 0.51, \"total_measure\": 2.12, \"share_within_group\": 2.8471662637657804}, {\"feature_76\": 0.5, \"feature_34\": 0.24, \"total_measure\": 1.0, \"share_within_group\": 2.7670171555063643}, {\"feature_76\": 0.0, \"feature_34\": 0.37, \"total_measure\": 1.96, \"share_within_group\": 2.6322857910287403}, {\"feature_76\": 0.5, \"feature_34\": 0.5, \"total_measure\": 0.94, \"share_within_group\": 2.6009961261759824}, {\"feature_76\": 0.0, \"feature_34\": 0.42, \"total_measure\": 1.93, \"share_within_group\": 2.5919957023905456}, {\"feature_76\": 0.0, \"feature_34\": 0.73, \"total_measure\": 1.9200000000000002, \"share_within_group\": 2.578565672844481}, {\"feature_76\": 0.0, \"feature_34\": 1.0, \"total_measure\": 1.9, \"share_within_group\": 2.5517056137523504}, {\"feature_76\": 0.5, \"feature_34\": 0.44, \"total_measure\": 0.9, \"share_within_group\": 2.4903154399557277}, {\"feature_76\": 0.5, \"feature_34\": 0.68, \"total_measure\": 0.84, \"share_within_group\": 2.324294410625346}, {\"feature_76\": 0.0, \"feature_34\": 0.59, \"total_measure\": 1.72, \"share_within_group\": 2.3099650819231803}, {\"feature_76\": 0.0, \"feature_34\": 0.57, \"total_measure\": 1.71, \"share_within_group\": 2.2965350523771155}, {\"feature_76\": 0.0, \"feature_34\": 0.35, \"total_measure\": 1.67, \"share_within_group\": 2.2428149341928556}, {\"feature_76\": 0.0, \"feature_34\": 0.33, \"total_measure\": 1.66, \"share_within_group\": 2.2293849046467904}, {\"feature_76\": 0.0, \"feature_34\": 0.61, \"total_measure\": 1.57, \"share_within_group\": 2.1085146387322053}, {\"feature_76\": 0.5, \"feature_34\": 0.21, \"total_measure\": 0.75, \"share_within_group\": 2.075262866629773}, {\"feature_76\": 0.5, \"feature_34\": 0.3, \"total_measure\": 0.75, \"share_within_group\": 2.075262866629773}, {\"feature_76\": 0.0, \"feature_34\": 0.7, \"total_measure\": 1.53, \"share_within_group\": 2.0547945205479454}, {\"feature_76\": 0.5, \"feature_34\": 0.49, \"total_measure\": 0.74, \"share_within_group\": 2.0475926950747096}, {\"feature_76\": 0.0, \"feature_34\": 0.46, \"total_measure\": 1.52, \"share_within_group\": 2.04136449100188}, {\"feature_76\": 0.0, \"feature_34\": 0.53, \"total_measure\": 1.5, \"share_within_group\": 2.0145044319097503}, {\"feature_76\": 0.5, \"feature_34\": 0.37, \"total_measure\": 0.72, \"share_within_group\": 1.992252351964582}, {\"feature_76\": 0.5, \"feature_34\": 0.38, \"total_measure\": 0.72, \"share_within_group\": 1.992252351964582}, {\"feature_76\": 0.5, \"feature_34\": 1.0, \"total_measure\": 0.6900000000000001, \"share_within_group\": 1.9092418372993911}, {\"feature_76\": 0.0, \"feature_34\": 0.76, \"total_measure\": 1.41, \"share_within_group\": 1.8936341659951654}, {\"feature_76\": 0.5, \"feature_34\": 0.51, \"total_measure\": 0.68, \"share_within_group\": 1.8815716657443275}, {\"feature_76\": 0.0, \"feature_34\": 0.38, \"total_measure\": 1.31, \"share_within_group\": 1.7593338705345154}, {\"feature_76\": 0.0, \"feature_34\": 0.55, \"total_measure\": 1.28, \"share_within_group\": 1.7190437818963202}, {\"feature_76\": 0.5, \"feature_34\": 0.1, \"total_measure\": 0.61, \"share_within_group\": 1.687880464858882}, {\"feature_76\": 0.5, \"feature_34\": 0.19, \"total_measure\": 0.61, \"share_within_group\": 1.687880464858882}, {\"feature_76\": 0.0, \"feature_34\": 0.3, \"total_measure\": 1.24, \"share_within_group\": 1.6653236637120603}, {\"feature_76\": 0.0, \"feature_34\": 0.36, \"total_measure\": 1.23, \"share_within_group\": 1.6518936341659953}, {\"feature_76\": 0.0, \"feature_34\": 0.39, \"total_measure\": 1.22, \"share_within_group\": 1.6384636046199303}, {\"feature_76\": 0.5, \"feature_34\": 0.48, \"total_measure\": 0.59, \"share_within_group\": 1.6325401217487547}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.69}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6478c6cc510e57454625913e7920efeca99194ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n4", + "started_at": "2026-05-26T01:32:54.900697+00:00", + "ended_at": "2026-05-26T01:34:12.862776+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n4_f4d0f315f2373af5", + "problem_id": "v2p_n4_3f03535483fa075d", + "dataset_id": "n4", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=feature_76, measure_col=feature_33.", + "bindings": { + "group_col": "feature_76", + "measure_col": "feature_33", + "item_col": "feature_34", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.08, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=31" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_f4d0f315f2373af5.sql", + "usage_summary": { + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_f4d0f315f2373af5", + "api_calls": 0, + "input_tokens": 39235, + "cached_input_tokens": 22912, + "output_tokens": 4154, + "total_tokens": 43389, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15940, + "estimated_output_tokens": 270, + "estimated_total_tokens": 16210, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 77945.19, + "sql_execution_elapsed_ms_total": 4.69, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..83d1abdf51b3d992a2435d11c6149360c58c5675 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:34:12.856172+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 77945.19, "started_at": "2026-05-26T01:32:54.902249+00:00", "ended_at": "2026-05-26T01:34:12.847375+00:00", "prompt_metrics": {"chars": 51041, "bytes_utf8": 51041, "lines": 1634, "estimated_tokens": 15940}, "response_metrics": {"chars": 933, "bytes_utf8": 933, "lines": 1, "estimated_tokens": 270}, "usage": {"input_tokens": 39235, "cached_input_tokens": 22912, "output_tokens": 4154, "reasoning_output_tokens": 3878}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT CAST(NULLIF(\\\"feature_76\\\", '') AS REAL) AS \\\"feature_76\\\",\\n CAST(NULLIF(\\\"feature_34\\\", '') AS REAL) AS \\\"feature_34\\\",\\n SUM(CAST(NULLIF(\\\"feature_33\\\", '') AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(NULLIF(\\\"feature_33\\\", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF(\\\"feature_33\\\", '') AS REAL))) OVER (PARTITION BY CAST(NULLIF(\\\"feature_76\\\", '') AS REAL)), 0) AS \\\"share_within_group\\\"\\nFROM \\\"n4\\\"\\nWHERE NULLIF(\\\"feature_76\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_34\\\", '') IS NOT NULL\\n AND NULLIF(\\\"feature_33\\\", '') IS NOT NULL\\nGROUP BY CAST(NULLIF(\\\"feature_76\\\", '') AS REAL),\\n CAST(NULLIF(\\\"feature_34\\\", '') AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the bound template roles (feature_76, feature_34, feature_33), casts TEXT numerics to REAL, and excludes empty-string values before aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e12f0d175a6d3e4367c2c38d470d9e838026319b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n4", + "model": "v2-cli:codex", + "run_id": "v2q_n4_f4d0f315f2373af5", + "api_calls": 0, + "input_tokens": 39235, + "cached_input_tokens": 22912, + "output_tokens": 4154, + "total_tokens": 43389, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 15940, + "estimated_output_tokens": 270, + "estimated_total_tokens": 16210, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 77945.19, + "sql_execution_elapsed_ms_total": 4.69, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/artifacts/v2q_n4_f4d0f315f2373af5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_00ae2de8ced0bfb9.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_00ae2de8ced0bfb9.sql new file mode 100644 index 0000000000000000000000000000000000000000..e607c7fc26ad3a42a36d283f87fd6f2530cfbb65 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_00ae2de8ced0bfb9.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_00ae2de8ced0bfb9 +-- problem_id: v2p_n4_16bc3b9bbefd38eb +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT CAST("feature_104" AS REAL) AS "feature_104", + AVG(CAST("feature_16" AS REAL)) OVER (PARTITION BY CAST("feature_104" AS REAL)) AS "avg_measure" +FROM "n4" +WHERE "feature_104" IS NOT NULL + AND "feature_104" <> '' + AND "feature_16" IS NOT NULL + AND "feature_16" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_018942618fb76c06.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_018942618fb76c06.sql new file mode 100644 index 0000000000000000000000000000000000000000..69ca626bc9c983ab1f0e6460f982ccefa0fd0717 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_018942618fb76c06.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_018942618fb76c06 +-- problem_id: v2p_n4_ac7729da61fa8bd8 +-- realization_mode: agent +-- source_kind: agent +SELECT + "feature_5", + AVG(CASE WHEN "target" = '0.03' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_5" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_02e3c3c1691ff497.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_02e3c3c1691ff497.sql new file mode 100644 index 0000000000000000000000000000000000000000..60ebfe67e9466e686253cfc465fb6b1c68820f59 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_02e3c3c1691ff497.sql @@ -0,0 +1,29 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_02e3c3c1691ff497 +-- problem_id: v2p_n4_ce1bb8e7dea326de +-- realization_mode: agent +-- source_kind: agent +SELECT + CAST(NULLIF(TRIM("feature_117"), '') AS REAL) AS "feature_117", + CAST(NULLIF(TRIM("feature_31"), '') AS REAL) AS "feature_31", + SUM(CAST(NULLIF(TRIM("feature_30"), '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF(TRIM("feature_30"), '') AS REAL)) * 100.0 + / SUM(SUM(CAST(NULLIF(TRIM("feature_30"), '') AS REAL))) OVER ( + PARTITION BY CAST(NULLIF(TRIM("feature_117"), '') AS REAL) + ) AS "share_within_group" +FROM "n4" +WHERE NULLIF(TRIM("feature_117"), '') IS NOT NULL + AND NULLIF(TRIM("feature_31"), '') IS NOT NULL + AND NULLIF(TRIM("feature_30"), '') IS NOT NULL +GROUP BY + CAST(NULLIF(TRIM("feature_117"), '') AS REAL), + CAST(NULLIF(TRIM("feature_31"), '') AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_04c9ab2b41ff71ac.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_04c9ab2b41ff71ac.sql new file mode 100644 index 0000000000000000000000000000000000000000..0cdd832304afa42f62e8bd58fa14adce48046970 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_04c9ab2b41ff71ac.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n4_04c9ab2b41ff71ac +-- problem_id: v2p_n4_d270cd3d6a9286f6 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_104", COUNT(*) AS "row_count" +FROM "n4" +GROUP BY "feature_104" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_050f6eedb3a2a66e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_050f6eedb3a2a66e.sql new file mode 100644 index 0000000000000000000000000000000000000000..daca75462af439cdb74a674eefc34922751217a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_050f6eedb3a2a66e.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n4_050f6eedb3a2a66e +-- problem_id: v2p_n4_0d9162b08ed298e3 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", "feature_117", COUNT(*) AS "row_count" +FROM "n4" +WHERE CAST(NULLIF("feature_53", '') AS REAL) >= 0.72 +GROUP BY "feature_76", "feature_117" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_051d96133c1fcc8c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_051d96133c1fcc8c.sql new file mode 100644 index 0000000000000000000000000000000000000000..ba039424c1bd1a5c4093b57a47630d021accf970 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_051d96133c1fcc8c.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n4_051d96133c1fcc8c +-- problem_id: v2p_n4_070ff36e6ad8b111 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", "feature_116", COUNT(*) AS "row_count" +FROM "n4" +WHERE CAST(NULLIF("feature_52", '') AS REAL) >= 0.77 +GROUP BY "feature_76", "feature_116" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_057ba49232888beb.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_057ba49232888beb.sql new file mode 100644 index 0000000000000000000000000000000000000000..0016fde033f9ac85b02f8a5293463de719f311c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_057ba49232888beb.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_057ba49232888beb +-- problem_id: v2p_n4_563d0a255365f666 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", + AVG(CASE WHEN "feature_76" = '0' THEN 1 ELSE 0 END) AS condition_rate +FROM "n4" +GROUP BY "feature_76" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_062d0b15bc4a68d1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_062d0b15bc4a68d1.sql new file mode 100644 index 0000000000000000000000000000000000000000..cd762a9a3f91f23df49315f336e0f0b2cbfb1a6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_062d0b15bc4a68d1.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_062d0b15bc4a68d1 +-- problem_id: v2p_n4_5498219db5717916 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + CAST(NULLIF("feature_76", '') AS REAL) AS "feature_76", + AVG(CAST(NULLIF("feature_15", '') AS REAL)) OVER ( + PARTITION BY CAST(NULLIF("feature_76", '') AS REAL) + ) AS avg_measure +FROM "n4" +WHERE NULLIF("feature_76", '') IS NOT NULL + AND NULLIF("feature_15", '') IS NOT NULL +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_09641aa847728571.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_09641aa847728571.sql new file mode 100644 index 0000000000000000000000000000000000000000..5209f7c4d374a511e7e3500c261983a32479900b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_09641aa847728571.sql @@ -0,0 +1,35 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_09641aa847728571 +-- problem_id: v2p_n4_6b2a17903212be3c +-- realization_mode: agent +-- source_kind: agent +WITH "filtered" AS ( + SELECT + "feature_117", + CAST("feature_12" AS REAL) AS "feature_12" + FROM "n4" + WHERE NULLIF(TRIM("feature_117"), '') IS NOT NULL + AND NULLIF(TRIM("feature_12"), '') IS NOT NULL +), +"scored" AS ( + SELECT DISTINCT + "feature_117", + AVG("feature_12") OVER (PARTITION BY "feature_117") AS "avg_measure", + COUNT(*) OVER (PARTITION BY "feature_117") AS "group_size" + FROM "filtered" +) +SELECT + "feature_117", + "avg_measure" +FROM "scored" +WHERE "group_size" >= 5 +ORDER BY "avg_measure" DESC, "feature_117" +LIMIT 11; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_09a35efbf6990bf7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_09a35efbf6990bf7.sql new file mode 100644 index 0000000000000000000000000000000000000000..7fc774c094c7335f51225bc1a1d8308f050dfb6c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_09a35efbf6990bf7.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_09a35efbf6990bf7 +-- problem_id: v2p_n4_34fe18d68339afae +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + CAST(NULLIF("feature_104", '') AS REAL) AS "feature_104", + AVG(CAST(NULLIF("feature_16", '') AS REAL)) OVER ( + PARTITION BY CAST(NULLIF("feature_104", '') AS REAL) + ) AS "avg_measure" +FROM "n4" +WHERE NULLIF("feature_104", '') IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_0c2c536504cb10ce.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_0c2c536504cb10ce.sql new file mode 100644 index 0000000000000000000000000000000000000000..40e024a786b73e659d47c92313b16b2ff00fe998 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_0c2c536504cb10ce.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_0c2c536504cb10ce +-- problem_id: v2p_n4_d597a167aace0803 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "feature_117", + AVG(CAST(NULLIF("feature_12", '') AS REAL)) OVER (PARTITION BY "feature_117") AS "avg_measure" +FROM "n4" +WHERE NULLIF("feature_117", '') IS NOT NULL + AND NULLIF("feature_12", '') IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_0d0b8399314f7b14.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_0d0b8399314f7b14.sql new file mode 100644 index 0000000000000000000000000000000000000000..e0a9618c4e514d055027176ca5ef51a30faf1e7b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_0d0b8399314f7b14.sql @@ -0,0 +1,30 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_0d0b8399314f7b14 +-- problem_id: v2p_n4_698a77ce7785c9e9 +-- realization_mode: agent +-- source_kind: agent +SELECT + "grouped"."feature_116", + "grouped"."feature_36", + "grouped"."total_measure", + "grouped"."total_measure" * 100.0 / NULLIF(SUM("grouped"."total_measure") OVER (PARTITION BY "grouped"."feature_116"), 0.0) AS "share_within_group" +FROM ( + SELECT + "feature_116", + "feature_36", + SUM(CAST(NULLIF("feature_35", '') AS REAL)) AS "total_measure" + FROM "n4" + WHERE NULLIF("feature_116", '') IS NOT NULL + AND NULLIF("feature_36", '') IS NOT NULL + AND NULLIF("feature_35", '') IS NOT NULL + GROUP BY "feature_116", "feature_36" +) AS "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_0f60e2f3c5198c66.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_0f60e2f3c5198c66.sql new file mode 100644 index 0000000000000000000000000000000000000000..5f8538d9e003e6d1a4ed8fd108dff2e361b4fa68 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_0f60e2f3c5198c66.sql @@ -0,0 +1,34 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_0f60e2f3c5198c66 +-- problem_id: v2p_n4_a33e1cba650ca197 +-- realization_mode: agent +-- source_kind: agent +WITH "aggregated" AS ( + SELECT + CAST(NULLIF("feature_5", '') AS REAL) AS "feature_5", + CAST(NULLIF("feature_33", '') AS REAL) AS "feature_33", + SUM(CAST(NULLIF("feature_32", '') AS REAL)) AS "total_measure" + FROM "n4" + WHERE NULLIF("feature_5", '') IS NOT NULL + AND NULLIF("feature_33", '') IS NOT NULL + AND NULLIF("feature_32", '') IS NOT NULL + GROUP BY + CAST(NULLIF("feature_5", '') AS REAL), + CAST(NULLIF("feature_33", '') AS REAL) +) +SELECT + "feature_5", + "feature_33", + "total_measure", + "total_measure" * 100.0 / NULLIF(SUM("total_measure") OVER (PARTITION BY "feature_5"), 0.0) AS "share_within_group" +FROM "aggregated" +ORDER BY "share_within_group" DESC +LIMIT 15; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_128954deebf8672d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_128954deebf8672d.sql new file mode 100644 index 0000000000000000000000000000000000000000..ae66e14e331331428c9d39d6a4b06ab69bfd41dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_128954deebf8672d.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_128954deebf8672d +-- problem_id: v2p_n4_05e2aaf68da5ddf8 +-- realization_mode: agent +-- source_kind: agent +SELECT + CAST("feature_117" AS REAL) AS "feature_117", + CAST("feature_37" AS REAL) AS "feature_37", + SUM(CAST(NULLIF("feature_36", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("feature_36", '') AS REAL)) * 100.0 + / NULLIF( + SUM(SUM(CAST(NULLIF("feature_36", '') AS REAL))) OVER (PARTITION BY CAST("feature_117" AS REAL)), + 0.0 + ) AS "share_within_group" +FROM "n4" +WHERE NULLIF("feature_117", '') IS NOT NULL + AND NULLIF("feature_37", '') IS NOT NULL + AND NULLIF("feature_36", '') IS NOT NULL +GROUP BY CAST("feature_117" AS REAL), CAST("feature_37" AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_134fbae7753365a9.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_134fbae7753365a9.sql new file mode 100644 index 0000000000000000000000000000000000000000..5a1e62a61eeeeba94c2bae35e7f0eefedace7281 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_134fbae7753365a9.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_134fbae7753365a9 +-- problem_id: v2p_n4_b1ed91f92210e3ab +-- realization_mode: agent +-- source_kind: agent +WITH "filtered_stable_view" AS ( + SELECT + CAST("feature_76" AS REAL) AS "feature_76", + CAST("feature_9" AS REAL) AS "feature_9" + FROM "n4" + WHERE NULLIF(TRIM("feature_76"), '') IS NOT NULL + AND NULLIF(TRIM("feature_9"), '') IS NOT NULL +) +SELECT DISTINCT + "feature_76", + AVG("feature_9") OVER (PARTITION BY "feature_76") AS "avg_measure" +FROM "filtered_stable_view" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_1ac8ae42320d4f7c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_1ac8ae42320d4f7c.sql new file mode 100644 index 0000000000000000000000000000000000000000..b793cf0302a815fde0691bb5098a20286368e756 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_1ac8ae42320d4f7c.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_1ac8ae42320d4f7c +-- problem_id: v2p_n4_19bf8e5a9c2b1424 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "feature_116", + "avg_measure" +FROM ( + SELECT TRIM("feature_116") AS "feature_116", + AVG(CAST(TRIM("feature_11") AS REAL)) OVER (PARTITION BY TRIM("feature_116")) AS "avg_measure", + COUNT(*) OVER (PARTITION BY TRIM("feature_116")) AS "group_size" + FROM "n4" + WHERE NULLIF(TRIM("feature_116"), '') IS NOT NULL + AND NULLIF(TRIM("feature_11"), '') IS NOT NULL +) +WHERE "group_size" >= 5 +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_2046dd34ccf681c2.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_2046dd34ccf681c2.sql new file mode 100644 index 0000000000000000000000000000000000000000..e38d9f2ad8b38b6c075c5167096abc4c4077f5b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_2046dd34ccf681c2.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n4_2046dd34ccf681c2 +-- problem_id: v2p_n4_7d6d7e6692f83e2c +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_5", "feature_117", COUNT(*) AS "row_count" +FROM "n4" +WHERE CAST(NULLIF("feature_49", '') AS REAL) >= 0.79 +GROUP BY "feature_5", "feature_117" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_205ae5f1bae19f51.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_205ae5f1bae19f51.sql new file mode 100644 index 0000000000000000000000000000000000000000..a94fe22785d70608c1b1944a1db224b507ab7ffe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_205ae5f1bae19f51.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n4_205ae5f1bae19f51 +-- problem_id: v2p_n4_5dab1fbcbdb937b3 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "feature_5", + SUM(CASE WHEN "target" = '0.2' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "target" = '0.03' THEN 1 ELSE 0 END) AS denominator_count + FROM "n4" + GROUP BY "feature_5" +) +SELECT "feature_5", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_2806ebf7ab41917b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_2806ebf7ab41917b.sql new file mode 100644 index 0000000000000000000000000000000000000000..d98b299a06a1da7d86b139526bd2527524d536b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_2806ebf7ab41917b.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_2806ebf7ab41917b +-- problem_id: v2p_n4_1f7afc8be5372fe9 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "feature_5", + AVG(CAST(NULLIF("feature_8", '') AS REAL)) OVER (PARTITION BY "feature_5") AS avg_measure +FROM "n4" +WHERE NULLIF("feature_5", '') IS NOT NULL +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_290d7e7ae3c2b8a6.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_290d7e7ae3c2b8a6.sql new file mode 100644 index 0000000000000000000000000000000000000000..c3b8773a317fd42561e97646f88f8a974e3d4954 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_290d7e7ae3c2b8a6.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_290d7e7ae3c2b8a6 +-- problem_id: v2p_n4_64e78ed8b6cf8ea2 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "feature_76", + AVG(CAST("feature_15" AS REAL)) OVER (PARTITION BY "feature_76") AS avg_measure +FROM "n4" +WHERE "feature_76" IS NOT NULL + AND "feature_76" <> '' + AND "feature_15" IS NOT NULL + AND "feature_15" <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_2b4ed274fa2a5201.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_2b4ed274fa2a5201.sql new file mode 100644 index 0000000000000000000000000000000000000000..cde03f9182a1683732978e9c17921da766bbbf0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_2b4ed274fa2a5201.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n4_2b4ed274fa2a5201 +-- problem_id: v2p_n4_65b340f6468e4513 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "feature_117", + SUM(CASE WHEN "feature_76" = '0.5' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "feature_76" = '0' THEN 1 ELSE 0 END) AS denominator_count + FROM "n4" + GROUP BY "feature_117" +) +SELECT "feature_117", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_2f26532575c85a66.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_2f26532575c85a66.sql new file mode 100644 index 0000000000000000000000000000000000000000..4346db709c81de3c365e222ebf5477cb7695ef1f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_2f26532575c85a66.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n4_2f26532575c85a66 +-- problem_id: v2p_n4_9948d7a911dbd950 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_104", "feature_125", COUNT(*) AS "row_count" +FROM "n4" +WHERE CAST(NULLIF("feature_57", '') AS REAL) >= 0.03 +GROUP BY "feature_104", "feature_125" +ORDER BY "row_count" DESC +LIMIT 11; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_318a969a0e3de75c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_318a969a0e3de75c.sql new file mode 100644 index 0000000000000000000000000000000000000000..209ac92de958a2acb3c70a038f431e24a8a1e088 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_318a969a0e3de75c.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n4_318a969a0e3de75c +-- problem_id: v2p_n4_817711b9c097dae8 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_5", "feature_125", COUNT(*) AS "row_count" +FROM "n4" +WHERE CAST("feature_50" AS REAL) >= 0.84 +GROUP BY "feature_5", "feature_125" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_324d95204b6a176a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_324d95204b6a176a.sql new file mode 100644 index 0000000000000000000000000000000000000000..53e3d212cab18cd59fdce0f596bf51deb90c0fb7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_324d95204b6a176a.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_324d95204b6a176a +-- problem_id: v2p_n4_be8007e6190f178c +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "feature_104", + AVG(CAST("feature_10" AS REAL)) OVER (PARTITION BY "feature_104") AS "avg_measure" +FROM "n4" +WHERE "feature_104" IS NOT NULL + AND "feature_104" <> '' + AND "feature_10" IS NOT NULL + AND "feature_10" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_33ed49a587dec875.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_33ed49a587dec875.sql new file mode 100644 index 0000000000000000000000000000000000000000..bede9c8191eb25ca3f94b0d916d3f9dca7cbc4fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_33ed49a587dec875.sql @@ -0,0 +1,33 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_33ed49a587dec875 +-- problem_id: v2p_n4_d9098fab2ed78f0b +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + CAST(NULLIF("feature_76", '') AS REAL) AS "feature_76", + CAST(NULLIF("feature_28", '') AS REAL) AS "feature_28", + SUM(CAST(NULLIF("feature_27", '') AS REAL)) AS "total_measure" + FROM "n4" + WHERE NULLIF("feature_76", '') IS NOT NULL + AND NULLIF("feature_28", '') IS NOT NULL + AND NULLIF("feature_27", '') IS NOT NULL + GROUP BY + CAST(NULLIF("feature_76", '') AS REAL), + CAST(NULLIF("feature_28", '') AS REAL) +) +SELECT + "feature_76", + "feature_28", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "feature_76") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_350ff8366390ffc4.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_350ff8366390ffc4.sql new file mode 100644 index 0000000000000000000000000000000000000000..3c9d711b962db556785e0ada9e9c693bc7251faf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_350ff8366390ffc4.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_350ff8366390ffc4 +-- problem_id: v2p_n4_4eb2b4e31c303871 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", + AVG(CASE WHEN "feature_76" = '0.5' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_76" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_37b0b87701be4ed8.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_37b0b87701be4ed8.sql new file mode 100644 index 0000000000000000000000000000000000000000..479db4ad1d00790d867c07858651490139354b61 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_37b0b87701be4ed8.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_37b0b87701be4ed8 +-- problem_id: v2p_n4_1bf01d6174d64f3a +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_104", + AVG(CASE WHEN "feature_125" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_104" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_3810d75d215194a3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_3810d75d215194a3.sql new file mode 100644 index 0000000000000000000000000000000000000000..067465e6bd44771ce34773c2942b3db1919f6056 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_3810d75d215194a3.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_3810d75d215194a3 +-- problem_id: v2p_n4_afb05a004419edb5 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", "feature_34", + SUM(CAST(NULLIF("feature_33", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("feature_33", '') AS REAL)) * 100.0 + / SUM(SUM(CAST(NULLIF("feature_33", '') AS REAL))) OVER (PARTITION BY "feature_76") AS share_within_group +FROM "n4" +GROUP BY "feature_76", "feature_34" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_3d9b0b82329fd17c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_3d9b0b82329fd17c.sql new file mode 100644 index 0000000000000000000000000000000000000000..2222a1397ac63fd2639922ea97449ce4e52dc7d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_3d9b0b82329fd17c.sql @@ -0,0 +1,32 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_3d9b0b82329fd17c +-- problem_id: v2p_n4_34e9562dca1967d9 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + CAST("feature_104" AS REAL) AS "feature_104", + CAST("feature_35" AS REAL) AS "feature_35", + SUM(CAST("feature_34" AS REAL)) AS "total_measure" + FROM "n4" + WHERE NULLIF(TRIM("feature_104"), '') IS NOT NULL + AND NULLIF(TRIM("feature_35"), '') IS NOT NULL + AND NULLIF(TRIM("feature_34"), '') IS NOT NULL + GROUP BY CAST("feature_104" AS REAL), CAST("feature_35" AS REAL) +) +SELECT + "feature_104", + "feature_35", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "feature_104") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_3e359c30b8f14e1a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_3e359c30b8f14e1a.sql new file mode 100644 index 0000000000000000000000000000000000000000..e417b7b63cbe063663a212357415c3be5cb90264 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_3e359c30b8f14e1a.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_3e359c30b8f14e1a +-- problem_id: v2p_n4_dffbdb5dc1646f94 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_5", + AVG(CASE WHEN "target" = '0.2' THEN 1 ELSE 0 END) AS condition_rate +FROM "n4" +GROUP BY "feature_5" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_43b44de2fbe731a0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_43b44de2fbe731a0.sql new file mode 100644 index 0000000000000000000000000000000000000000..2dd3652ef0a5f91ca697dcd65762847ee2bc5620 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_43b44de2fbe731a0.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_43b44de2fbe731a0 +-- problem_id: v2p_n4_8419d2695e29c195 +-- realization_mode: agent +-- source_kind: agent +SELECT + "feature_5", + "feature_27", + SUM(CAST("feature_26" AS REAL)) AS "total_measure", + SUM(CAST("feature_26" AS REAL)) * 100.0 + / SUM(SUM(CAST("feature_26" AS REAL))) OVER (PARTITION BY "feature_5") AS "share_within_group" +FROM "n4" +WHERE NULLIF("feature_5", '') IS NOT NULL + AND NULLIF("feature_27", '') IS NOT NULL + AND NULLIF("feature_26", '') IS NOT NULL +GROUP BY "feature_5", "feature_27" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_45ab2c2fc22952a6.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_45ab2c2fc22952a6.sql new file mode 100644 index 0000000000000000000000000000000000000000..7d0c399067a0d41b3038c8520d26534d4d5c768e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_45ab2c2fc22952a6.sql @@ -0,0 +1,40 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_45ab2c2fc22952a6 +-- problem_id: v2p_n4_7ef14751b09a3edf +-- realization_mode: agent +-- source_kind: agent +WITH "cleaned" AS ( + SELECT + CAST(NULLIF(NULLIF(TRIM("feature_125"), ''), '?') AS REAL) AS "feature_125", + CAST(NULLIF(NULLIF(TRIM("feature_32"), ''), '?') AS REAL) AS "feature_32", + CAST(NULLIF(NULLIF(TRIM("feature_31"), ''), '?') AS REAL) AS "feature_31" + FROM "n4" + WHERE NULLIF(NULLIF(TRIM("feature_125"), ''), '?') IS NOT NULL + AND NULLIF(NULLIF(TRIM("feature_32"), ''), '?') IS NOT NULL + AND NULLIF(NULLIF(TRIM("feature_31"), ''), '?') IS NOT NULL +), +"grouped" AS ( + SELECT + "feature_125", + "feature_32", + SUM("feature_31") AS "total_measure" + FROM "cleaned" + GROUP BY + "feature_125", + "feature_32" +) +SELECT + "feature_125", + "feature_32", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "feature_125") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_472962abc2ddff01.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_472962abc2ddff01.sql new file mode 100644 index 0000000000000000000000000000000000000000..5db21d27e168e6a9f5e15c3afe628020f47a9c78 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_472962abc2ddff01.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n4_472962abc2ddff01 +-- problem_id: v2p_n4_dd15d160d247b1e8 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "feature_76", + SUM(CASE WHEN "feature_76" = '0.5' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "feature_76" = '0' THEN 1 ELSE 0 END) AS denominator_count + FROM "n4" + GROUP BY "feature_76" +) +SELECT "feature_76", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_47e82c377c338820.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_47e82c377c338820.sql new file mode 100644 index 0000000000000000000000000000000000000000..acd9b06746a89d311f1bc212b71fa5d1f9093865 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_47e82c377c338820.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_47e82c377c338820 +-- problem_id: v2p_n4_256c77eab13b16c1 +-- realization_mode: agent +-- source_kind: agent +SELECT CAST("feature_104" AS REAL) AS "feature_104", + CAST("feature_29" AS REAL) AS "feature_29", + SUM(CAST("feature_28" AS REAL)) AS total_measure, + SUM(CAST("feature_28" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST("feature_28" AS REAL))) OVER (PARTITION BY CAST("feature_104" AS REAL)), 0) AS share_within_group +FROM "n4" +WHERE NULLIF("feature_104", '') IS NOT NULL + AND NULLIF("feature_29", '') IS NOT NULL + AND NULLIF("feature_28", '') IS NOT NULL +GROUP BY CAST("feature_104" AS REAL), CAST("feature_29" AS REAL) +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4ad205bfd0035dc4.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4ad205bfd0035dc4.sql new file mode 100644 index 0000000000000000000000000000000000000000..f33f5f14ea51d5f632b0326e84014fc7db14b771 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4ad205bfd0035dc4.sql @@ -0,0 +1,29 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_4ad205bfd0035dc4 +-- problem_id: v2p_n4_7fddc54b2312219d +-- realization_mode: agent +-- source_kind: agent +SELECT + CAST(NULLIF("feature_116", '') AS REAL) AS "feature_116", + CAST(NULLIF("feature_30", '') AS REAL) AS "feature_30", + SUM(CAST(NULLIF("feature_29", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("feature_29", '') AS REAL)) * 100.0 + / SUM(SUM(CAST(NULLIF("feature_29", '') AS REAL))) OVER ( + PARTITION BY CAST(NULLIF("feature_116", '') AS REAL) + ) AS "share_within_group" +FROM "n4" +WHERE NULLIF("feature_116", '') IS NOT NULL + AND NULLIF("feature_30", '') IS NOT NULL + AND NULLIF("feature_29", '') IS NOT NULL +GROUP BY + CAST(NULLIF("feature_116", '') AS REAL), + CAST(NULLIF("feature_30", '') AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4b2912d3e2805378.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4b2912d3e2805378.sql new file mode 100644 index 0000000000000000000000000000000000000000..6bb59c36d49adc7cd1552eff43025e32fc95c9a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4b2912d3e2805378.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_4b2912d3e2805378 +-- problem_id: v2p_n4_b50723f170536231 +-- realization_mode: agent +-- source_kind: agent +SELECT + "feature_116", + "feature_30", + SUM(CAST(NULLIF("feature_29", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("feature_29", '') AS REAL)) * 100.0 / + SUM(SUM(CAST(NULLIF("feature_29", '') AS REAL))) OVER (PARTITION BY "feature_116") AS share_within_group +FROM "n4" +WHERE NULLIF("feature_116", '') IS NOT NULL + AND NULLIF("feature_30", '') IS NOT NULL + AND NULLIF("feature_29", '') IS NOT NULL +GROUP BY "feature_116", "feature_30" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4b7a3a35a1a9d245.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4b7a3a35a1a9d245.sql new file mode 100644 index 0000000000000000000000000000000000000000..8dd96254328af590d555721195b6ef30d72de1b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4b7a3a35a1a9d245.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_4b7a3a35a1a9d245 +-- problem_id: v2p_n4_bbeca9eabe164a1c +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + CAST(NULLIF("feature_76", '') AS REAL) AS "feature_76", + AVG(CAST(NULLIF("feature_9", '') AS REAL)) OVER ( + PARTITION BY CAST(NULLIF("feature_76", '') AS REAL) + ) AS avg_measure +FROM "n4" +WHERE NULLIF("feature_76", '') IS NOT NULL + AND NULLIF("feature_9", '') IS NOT NULL +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4dbd42b247679a3d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4dbd42b247679a3d.sql new file mode 100644 index 0000000000000000000000000000000000000000..ca7040efdfa7d2f5e5617f9c962cb8a6d5447f00 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4dbd42b247679a3d.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_4dbd42b247679a3d +-- problem_id: v2p_n4_672c32a4a11f1f9a +-- realization_mode: agent +-- source_kind: agent +SELECT + CAST("feature_117" AS REAL) AS "feature_117", + CAST("feature_37" AS REAL) AS "feature_37", + SUM(CAST("feature_36" AS REAL)) AS "total_measure", + SUM(CAST("feature_36" AS REAL)) * 100.0 / SUM(SUM(CAST("feature_36" AS REAL))) OVER (PARTITION BY CAST("feature_117" AS REAL)) AS "share_within_group" +FROM "n4" +WHERE TRIM("feature_117") <> '' + AND TRIM("feature_37") <> '' + AND TRIM("feature_36") <> '' + AND TRIM("feature_117") <> '?' + AND TRIM("feature_37") <> '?' + AND TRIM("feature_36") <> '?' +GROUP BY CAST("feature_117" AS REAL), CAST("feature_37" AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4de6a7ed95de308b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4de6a7ed95de308b.sql new file mode 100644 index 0000000000000000000000000000000000000000..7f96523eeb388859e162c32b655dd55edd21e25c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4de6a7ed95de308b.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n4_4de6a7ed95de308b +-- problem_id: v2p_n4_070da533a3a58624 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", COUNT(*) AS "row_count" +FROM "n4" +GROUP BY "feature_76" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4f1fb3aae7cca961.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4f1fb3aae7cca961.sql new file mode 100644 index 0000000000000000000000000000000000000000..82c3dddf0bc332f9b51e40c933261d800cced8c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_4f1fb3aae7cca961.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n4_4f1fb3aae7cca961 +-- problem_id: v2p_n4_dfc3b8649cac7932 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_125", COUNT(*) AS "row_count" +FROM "n4" +GROUP BY "feature_125" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_587fbc116841bca2.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_587fbc116841bca2.sql new file mode 100644 index 0000000000000000000000000000000000000000..3188fffb0d47c3993d4f7b2e954e9b57851cbf8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_587fbc116841bca2.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_587fbc116841bca2 +-- problem_id: v2p_n4_408cce696b7a3d7a +-- realization_mode: agent +-- source_kind: agent +SELECT + "feature_5", + AVG(CASE WHEN "target" = '0.03' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_5" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5a4245072a68f3cb.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5a4245072a68f3cb.sql new file mode 100644 index 0000000000000000000000000000000000000000..b0ba220004cf15cbca0c2de45d71acb0ca7136be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5a4245072a68f3cb.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n4_5a4245072a68f3cb +-- problem_id: v2p_n4_d6594f79125cb26b +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_5", COUNT(*) AS "row_count" +FROM "n4" +GROUP BY "feature_5" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5be6c80aee40abf8.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5be6c80aee40abf8.sql new file mode 100644 index 0000000000000000000000000000000000000000..6172f2f176f645b3ada7ff2a9c10df6d57f51ff9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5be6c80aee40abf8.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_5be6c80aee40abf8 +-- problem_id: v2p_n4_d4635e2e8a114801 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_116", + AVG(CASE WHEN "target" = '0.2' THEN 1 ELSE 0 END) AS condition_rate +FROM "n4" +GROUP BY "feature_116" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5c3230731c3e767f.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5c3230731c3e767f.sql new file mode 100644 index 0000000000000000000000000000000000000000..b90cfa6d814189c9c6fc029c1e9b48aee738d55f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5c3230731c3e767f.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n4_5c3230731c3e767f +-- problem_id: v2p_n4_1db8018075225671 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_117", COUNT(*) AS "row_count" +FROM "n4" +GROUP BY "feature_117" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5c89fe124b0179a4.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5c89fe124b0179a4.sql new file mode 100644 index 0000000000000000000000000000000000000000..57a51b5d7b57d7d3c76dc2b74447f02bd11500a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5c89fe124b0179a4.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n4_5c89fe124b0179a4 +-- problem_id: v2p_n4_0f72970d698cd21e +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "feature_5", + SUM(CASE WHEN "target" = '0.2' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "target" = '0.03' THEN 1 ELSE 0 END) AS denominator_count + FROM "n4" + GROUP BY "feature_5" +) +SELECT "feature_5", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5cd3a88b4b3d4a51.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5cd3a88b4b3d4a51.sql new file mode 100644 index 0000000000000000000000000000000000000000..e03926bfd1b7ae458a9caa3f8ca9eb3afed128ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_5cd3a88b4b3d4a51.sql @@ -0,0 +1,31 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_5cd3a88b4b3d4a51 +-- problem_id: v2p_n4_76690e770aa6abcc +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "feature_116", + "feature_36", + SUM(CAST(NULLIF("feature_35", '') AS REAL)) AS "total_measure" + FROM "n4" + WHERE NULLIF("feature_116", '') IS NOT NULL + AND NULLIF("feature_36", '') IS NOT NULL + AND NULLIF("feature_35", '') IS NOT NULL + GROUP BY "feature_116", "feature_36" +) +SELECT + "feature_116", + "feature_36", + "total_measure", + "total_measure" * 100.0 / NULLIF(SUM("total_measure") OVER (PARTITION BY "feature_116"), 0.0) AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_60e38ce6a2006b9f.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_60e38ce6a2006b9f.sql new file mode 100644 index 0000000000000000000000000000000000000000..5d5fd3e5ffb0d9dc0e44ddf222caa9394f3bf104 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_60e38ce6a2006b9f.sql @@ -0,0 +1,34 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_60e38ce6a2006b9f +-- problem_id: v2p_n4_f90737195428bf32 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + CAST(NULLIF("feature_76", '') AS REAL) AS "feature_76", + CAST(NULLIF("feature_28", '') AS REAL) AS "feature_28", + SUM(CAST(NULLIF("feature_27", '') AS REAL)) AS "total_measure" + FROM "n4" + WHERE NULLIF("feature_76", '') IS NOT NULL + AND NULLIF("feature_28", '') IS NOT NULL + AND NULLIF("feature_27", '') IS NOT NULL + GROUP BY + CAST(NULLIF("feature_76", '') AS REAL), + CAST(NULLIF("feature_28", '') AS REAL) +) +SELECT + "feature_76", + "feature_28", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "feature_76") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC +LIMIT 10; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_6329d09833e33818.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_6329d09833e33818.sql new file mode 100644 index 0000000000000000000000000000000000000000..d745a39c3cf44ecb146d713e1958ab409045f99d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_6329d09833e33818.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n4_6329d09833e33818 +-- problem_id: v2p_n4_5182d931abdd691c +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_116", COUNT(*) AS "row_count" +FROM "n4" +GROUP BY "feature_116" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_66ed5ab441b50bfd.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_66ed5ab441b50bfd.sql new file mode 100644 index 0000000000000000000000000000000000000000..98c07e7e7998bedf484c48463b05b178ff8d6193 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_66ed5ab441b50bfd.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n4_66ed5ab441b50bfd +-- problem_id: v2p_n4_b9d3d3241d26b08c +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", "feature_125", COUNT(*) AS "row_count" +FROM "n4" +WHERE CAST(NULLIF("feature_54", '') AS REAL) >= 0.7 +GROUP BY "feature_76", "feature_125" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_687d0b99a7da7aef.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_687d0b99a7da7aef.sql new file mode 100644 index 0000000000000000000000000000000000000000..0440a1d5cac5840dc7c93d616ce257eb36735004 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_687d0b99a7da7aef.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n4_687d0b99a7da7aef +-- problem_id: v2p_n4_ddc04cf3e04540f3 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "feature_104", + SUM(CASE WHEN "feature_125" = '0.5' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "feature_125" = '0' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n4" + GROUP BY "feature_104" +) +SELECT + "feature_104", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_70a019eccecea9fa.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_70a019eccecea9fa.sql new file mode 100644 index 0000000000000000000000000000000000000000..2831e78c9da63283016e0c2b01d48b8dea05c9ad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_70a019eccecea9fa.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_70a019eccecea9fa +-- problem_id: v2p_n4_5b583b5eaaee57cb +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_5", + AVG(CASE WHEN "target" = '0.2' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_5" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_74105e46e3811ead.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_74105e46e3811ead.sql new file mode 100644 index 0000000000000000000000000000000000000000..e8cb8128fbe7dd99cc37445d49317b239d15c948 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_74105e46e3811ead.sql @@ -0,0 +1,29 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_74105e46e3811ead +-- problem_id: v2p_n4_015cabdccd28a8e9 +-- realization_mode: agent +-- source_kind: agent +SELECT + "feature_117", + "feature_31", + SUM(CAST(NULLIF("feature_30", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("feature_30", '') AS REAL)) * 100.0 / NULLIF( + SUM(SUM(CAST(NULLIF("feature_30", '') AS REAL))) OVER (PARTITION BY "feature_117"), + 0.0 + ) AS "share_within_group" +FROM "n4" +WHERE NULLIF("feature_117", '') IS NOT NULL + AND NULLIF("feature_31", '') IS NOT NULL + AND NULLIF("feature_30", '') IS NOT NULL +GROUP BY + "feature_117", + "feature_31" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_77d7150bdfbbeb89.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_77d7150bdfbbeb89.sql new file mode 100644 index 0000000000000000000000000000000000000000..b8c99969f375d43209e67044a15cdbeb16f312e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_77d7150bdfbbeb89.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_77d7150bdfbbeb89 +-- problem_id: v2p_n4_58176ef756924e74 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_117", + AVG(CASE WHEN "feature_76" = '0.5' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_117" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_7a71a60c4ed7dfd2.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_7a71a60c4ed7dfd2.sql new file mode 100644 index 0000000000000000000000000000000000000000..1c889a8ba97e11493132e46a6bee874791a3585b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_7a71a60c4ed7dfd2.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n4_7a71a60c4ed7dfd2 +-- problem_id: v2p_n4_063d5765d2d74711 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_104", "feature_117", COUNT(*) AS "row_count" +FROM "n4" +WHERE CAST(NULLIF("feature_56", '') AS REAL) >= 0.13 +GROUP BY "feature_104", "feature_117" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_7e3165ba6ed10029.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_7e3165ba6ed10029.sql new file mode 100644 index 0000000000000000000000000000000000000000..069a16bfc7569c85fc8eda9075c513f03c26cac6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_7e3165ba6ed10029.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_7e3165ba6ed10029 +-- problem_id: v2p_n4_5f5b90a6bbd4045f +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "feature_125", + AVG(CAST(NULLIF("feature_13", '') AS REAL)) OVER (PARTITION BY "feature_125") AS "avg_measure" +FROM "n4" +WHERE NULLIF("feature_125", '') IS NOT NULL + AND NULLIF("feature_13", '') IS NOT NULL +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_8112f4f10a5aab86.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_8112f4f10a5aab86.sql new file mode 100644 index 0000000000000000000000000000000000000000..7bf8e251893bb5aef6bfa1e5b72e59b4b3629e25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_8112f4f10a5aab86.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n4_8112f4f10a5aab86 +-- problem_id: v2p_n4_d19fc755111c702a +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "feature_125", + SUM(CASE WHEN "feature_125" = '0.5' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "feature_125" = '0' THEN 1 ELSE 0 END) AS denominator_count + FROM "n4" + GROUP BY "feature_125" +) +SELECT "feature_125", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_86245e93eeb7b127.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_86245e93eeb7b127.sql new file mode 100644 index 0000000000000000000000000000000000000000..1e17bcffa1ba70d5f073516c21fc49591aa09db2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_86245e93eeb7b127.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n4_86245e93eeb7b127 +-- problem_id: v2p_n4_baa576778136791e +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "feature_76", + SUM(CASE WHEN "feature_76" = '0.5' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "feature_76" = '0' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n4" + GROUP BY "feature_76" +) +SELECT "feature_76", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_870ed03efed913c7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_870ed03efed913c7.sql new file mode 100644 index 0000000000000000000000000000000000000000..be51d8be8a5f5bae6c1382feec7a74a303e00ea7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_870ed03efed913c7.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n4_870ed03efed913c7 +-- problem_id: v2p_n4_cd4d3c666e35ebfd +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", "feature_104", COUNT(*) AS "row_count" +FROM "n4" +WHERE CAST(NULLIF("feature_51", '') AS REAL) >= 0.84 +GROUP BY "feature_76", "feature_104" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_87747ddb19747365.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_87747ddb19747365.sql new file mode 100644 index 0000000000000000000000000000000000000000..e15450fd7e2824372774cb30388b9eea4b0d5a81 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_87747ddb19747365.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n4_87747ddb19747365 +-- problem_id: v2p_n4_637e4f2c247875e3 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", COUNT(*) AS "row_count" +FROM "n4" +GROUP BY "feature_76" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_87b96da102f54429.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_87b96da102f54429.sql new file mode 100644 index 0000000000000000000000000000000000000000..51aa9784c44bfa8c990a49172561414182974f51 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_87b96da102f54429.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_87b96da102f54429 +-- problem_id: v2p_n4_324d55c982e4f037 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "feature_125", + AVG(CAST("feature_13" AS REAL)) OVER (PARTITION BY "feature_125") AS avg_measure +FROM "n4" +WHERE "feature_125" IS NOT NULL + AND "feature_125" <> '' + AND "feature_13" IS NOT NULL + AND "feature_13" <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_898641be7989e149.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_898641be7989e149.sql new file mode 100644 index 0000000000000000000000000000000000000000..3b51ae3e173e4d606aee6aaa7f422cf5b6e68961 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_898641be7989e149.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_898641be7989e149 +-- problem_id: v2p_n4_88afe93efac3dd35 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_125", + AVG(CASE WHEN "feature_125" = '0.5' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_125" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_90545b2670b14e27.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_90545b2670b14e27.sql new file mode 100644 index 0000000000000000000000000000000000000000..6e7f3e216b92ab0d3d0cad463fc9a52dc4e43f6a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_90545b2670b14e27.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_90545b2670b14e27 +-- problem_id: v2p_n4_4be5864dc9560413 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", + AVG(CASE WHEN "feature_76" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_76" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_937a8093bb13e9f3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_937a8093bb13e9f3.sql new file mode 100644 index 0000000000000000000000000000000000000000..937e82345ee8d45f6620aa41e63f846c535be346 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_937a8093bb13e9f3.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_937a8093bb13e9f3 +-- problem_id: v2p_n4_8f6c75a08683abca +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "feature_5", + AVG(CAST("feature_8" AS REAL)) OVER (PARTITION BY "feature_5") AS avg_measure +FROM "n4" +WHERE NULLIF("feature_5", '') IS NOT NULL + AND NULLIF("feature_8", '') IS NOT NULL +ORDER BY avg_measure DESC, "feature_5"; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_9522a394ade449d8.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_9522a394ade449d8.sql new file mode 100644 index 0000000000000000000000000000000000000000..0723fe0a67b2821f3c3abc498310b148e169b180 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_9522a394ade449d8.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_9522a394ade449d8 +-- problem_id: v2p_n4_8ec9893a7693a04b +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_117", + AVG(CASE WHEN "feature_76" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_117" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_982f6b2793936702.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_982f6b2793936702.sql new file mode 100644 index 0000000000000000000000000000000000000000..ea935b9778e61829b8534666d39b41a475bf05ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_982f6b2793936702.sql @@ -0,0 +1,52 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_982f6b2793936702 +-- problem_id: v2p_n4_61f521de001791d9 +-- realization_mode: agent +-- source_kind: agent +WITH "base" AS ( + SELECT + CAST(NULLIF("feature_104", '') AS REAL) AS "feature_104", + CAST(NULLIF("feature_35", '') AS REAL) AS "feature_35", + CAST(NULLIF("feature_34", '') AS REAL) AS "feature_34" + FROM "n4" + WHERE NULLIF("feature_104", '') IS NOT NULL + AND NULLIF("feature_35", '') IS NOT NULL + AND NULLIF("feature_34", '') IS NOT NULL +), +"grouped" AS ( + SELECT + "feature_104", + "feature_35", + SUM("feature_34") AS "total_measure", + COUNT(*) AS "support" + FROM "base" + GROUP BY "feature_104", "feature_35" +), +"scored" AS ( + SELECT + "feature_104", + "feature_35", + "total_measure", + "support", + SUM("total_measure") OVER (PARTITION BY "feature_104") AS "group_total_measure", + SUM("support") OVER (PARTITION BY "feature_104") AS "group_size" + FROM "grouped" +) +SELECT + "feature_104", + "feature_35", + "total_measure", + "total_measure" * 100.0 / NULLIF("group_total_measure", 0) AS "share_within_group" +FROM "scored" +WHERE "support" >= 4 + AND "group_size" >= 5 +ORDER BY "share_within_group" DESC, "feature_104", "feature_35" +LIMIT 17; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_a77a6916de2c7bbf.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_a77a6916de2c7bbf.sql new file mode 100644 index 0000000000000000000000000000000000000000..e8694402018ac2646273d33a5473b1b610f92c41 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_a77a6916de2c7bbf.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_a77a6916de2c7bbf +-- problem_id: v2p_n4_ba79d4353c84d34b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "feature_5", + AVG(CAST("feature_14" AS REAL)) OVER (PARTITION BY "feature_5") AS "avg_measure" +FROM "n4" +WHERE "feature_5" IS NOT NULL + AND "feature_5" <> '' + AND "feature_14" IS NOT NULL + AND "feature_14" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_b14bfe6fa74c5a5c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_b14bfe6fa74c5a5c.sql new file mode 100644 index 0000000000000000000000000000000000000000..c9fbe7fb04658b36d8ed30e86c0601406e7332ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_b14bfe6fa74c5a5c.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_b14bfe6fa74c5a5c +-- problem_id: v2p_n4_20ac8ef45c4995d3 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_104", + AVG(CASE WHEN "feature_125" = '0.5' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_104" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_b8d615e7cca68c8c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_b8d615e7cca68c8c.sql new file mode 100644 index 0000000000000000000000000000000000000000..573213e93c9ebfbcb3c258882dd8fa35f69251c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_b8d615e7cca68c8c.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_b8d615e7cca68c8c +-- problem_id: v2p_n4_b87eb784e3bfc69e +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "feature_5", + AVG(CAST("feature_14" AS REAL)) OVER (PARTITION BY "feature_5") AS "avg_measure" +FROM "n4" +WHERE "feature_5" IS NOT NULL + AND "feature_5" <> '' + AND "feature_14" IS NOT NULL + AND "feature_14" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_c3a654696edc40ad.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_c3a654696edc40ad.sql new file mode 100644 index 0000000000000000000000000000000000000000..b84515e5fd4127cdb5e314d4627e6613b923fdb1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_c3a654696edc40ad.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n4_c3a654696edc40ad +-- problem_id: v2p_n4_93dfba964cb30061 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_104", "feature_116", COUNT(*) AS "row_count" +FROM "n4" +WHERE "feature_55" <> '' AND CAST("feature_55" AS REAL) >= 0.26 +GROUP BY "feature_104", "feature_116" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_c7afec650dec1004.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_c7afec650dec1004.sql new file mode 100644 index 0000000000000000000000000000000000000000..cd219085cfdb41f8fd5d4fe7a9369f21297f0fd2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_c7afec650dec1004.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_c7afec650dec1004 +-- problem_id: v2p_n4_a420f2c138fdca97 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_116", + AVG(CASE WHEN "target" = '0.03' THEN 1.0 ELSE 0.0 END) AS condition_rate +FROM "n4" +GROUP BY "feature_116" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_c8c259f9a9de70fb.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_c8c259f9a9de70fb.sql new file mode 100644 index 0000000000000000000000000000000000000000..a9b5b00bdc7283c590f570c14d3f5b5684ca19ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_c8c259f9a9de70fb.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_c8c259f9a9de70fb +-- problem_id: v2p_n4_54ec202365803d33 +-- realization_mode: agent +-- source_kind: agent +SELECT CAST("feature_5" AS INTEGER) AS "feature_5", + CAST("feature_33" AS REAL) AS "feature_33", + SUM(CAST("feature_32" AS REAL)) AS total_measure, + SUM(CAST("feature_32" AS REAL)) * 100.0 + / SUM(SUM(CAST("feature_32" AS REAL))) OVER (PARTITION BY CAST("feature_5" AS INTEGER)) AS share_within_group +FROM "n4" +WHERE "feature_5" <> '' + AND "feature_32" <> '' + AND "feature_33" <> '' +GROUP BY CAST("feature_5" AS INTEGER), CAST("feature_33" AS REAL) +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_cc4cdd9ba78f37d1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_cc4cdd9ba78f37d1.sql new file mode 100644 index 0000000000000000000000000000000000000000..db044259d18197bb92480a2dd947d22b16ce92bb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_cc4cdd9ba78f37d1.sql @@ -0,0 +1,34 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_cc4cdd9ba78f37d1 +-- problem_id: v2p_n4_c33760e840675ace +-- realization_mode: agent +-- source_kind: agent +WITH "filtered" AS ( + SELECT + CAST("feature_104" AS REAL) AS "feature_104", + CAST("feature_10" AS REAL) AS "feature_10" + FROM "n4" + WHERE TRIM(COALESCE("feature_104", '')) NOT IN ('', '?') + AND TRIM(COALESCE("feature_10", '')) NOT IN ('', '?') +), +"scored" AS ( + SELECT + "feature_104", + AVG("feature_10") OVER (PARTITION BY "feature_104") AS "avg_measure", + COUNT(*) OVER (PARTITION BY "feature_104") AS "group_size" + FROM "filtered" +) +SELECT DISTINCT + "feature_104", + "avg_measure" +FROM "scored" +WHERE "group_size" >= 5 +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_d65aad4978b71ccb.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_d65aad4978b71ccb.sql new file mode 100644 index 0000000000000000000000000000000000000000..5cb334456a72664f800d8af2be439b14e3bd1191 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_d65aad4978b71ccb.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_d65aad4978b71ccb +-- problem_id: v2p_n4_c3cef71305a8019b +-- realization_mode: agent +-- source_kind: agent +SELECT + "feature_5", + "feature_27", + SUM(CAST(NULLIF("feature_26", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("feature_26", '') AS REAL)) * 100.0 / SUM(SUM(CAST(NULLIF("feature_26", '') AS REAL))) OVER (PARTITION BY "feature_5") AS "share_within_group" +FROM "n4" +WHERE NULLIF("feature_26", '') IS NOT NULL +GROUP BY "feature_5", "feature_27" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_d7bae8757c36b0ba.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_d7bae8757c36b0ba.sql new file mode 100644 index 0000000000000000000000000000000000000000..7eff27e009b7de3695bcf05bdf84fdabae48f098 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_d7bae8757c36b0ba.sql @@ -0,0 +1,32 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_d7bae8757c36b0ba +-- problem_id: v2p_n4_45fd65a3195e3f1a +-- realization_mode: agent +-- source_kind: agent +SELECT + CAST(NULLIF("feature_125", '') AS REAL) AS "feature_125", + CAST(NULLIF("feature_32", '') AS REAL) AS "feature_32", + SUM(CAST(NULLIF("feature_31", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("feature_31", '') AS REAL)) * 100.0 / + NULLIF( + SUM(SUM(CAST(NULLIF("feature_31", '') AS REAL))) OVER ( + PARTITION BY CAST(NULLIF("feature_125", '') AS REAL) + ), + 0.0 + ) AS "share_within_group" +FROM "n4" +WHERE NULLIF("feature_125", '') IS NOT NULL + AND NULLIF("feature_32", '') IS NOT NULL + AND NULLIF("feature_31", '') IS NOT NULL +GROUP BY + CAST(NULLIF("feature_125", '') AS REAL), + CAST(NULLIF("feature_32", '') AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_de8b0c0818d8f5eb.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_de8b0c0818d8f5eb.sql new file mode 100644 index 0000000000000000000000000000000000000000..8935a706b0d98b40d287974e5c0a3eeac53270ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_de8b0c0818d8f5eb.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n4_de8b0c0818d8f5eb +-- problem_id: v2p_n4_b6083055c665dd17 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_5", COUNT(*) AS "row_count" +FROM "n4" +GROUP BY "feature_5" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_e1e888e84cbb3632.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_e1e888e84cbb3632.sql new file mode 100644 index 0000000000000000000000000000000000000000..e7b5c324d784fd8748a412cbad59962b680e54e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_e1e888e84cbb3632.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_e1e888e84cbb3632 +-- problem_id: v2p_n4_e0daefae8b751c9b +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_125", + AVG(CASE WHEN "feature_125" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_125" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_e519f427ae3bc55d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_e519f427ae3bc55d.sql new file mode 100644 index 0000000000000000000000000000000000000000..62cd64015e87e4baacfb72614fb85f978aeccb6c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_e519f427ae3bc55d.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n4_e519f427ae3bc55d +-- problem_id: v2p_n4_fb67b9951372abf7 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "feature_116", + SUM(CASE WHEN "target" = '0.2' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "target" = '0.03' THEN 1 ELSE 0 END) AS denominator_count + FROM "n4" + GROUP BY "feature_116" +) +SELECT "feature_116", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_e8dd021f5719cfb3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_e8dd021f5719cfb3.sql new file mode 100644 index 0000000000000000000000000000000000000000..67eff5c9291aefbcb8126971cfaec29635fc57ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_e8dd021f5719cfb3.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n4_e8dd021f5719cfb3 +-- problem_id: v2p_n4_b0be20e77459978b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "feature_116", + AVG(CAST("feature_11" AS REAL)) OVER (PARTITION BY "feature_116") AS "avg_measure" +FROM "n4" +WHERE "feature_116" <> '' AND "feature_11" <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_efeeaae42e76353e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_efeeaae42e76353e.sql new file mode 100644 index 0000000000000000000000000000000000000000..6813e8b3cc3d413fa7032c8bd092c4f9610ddb54 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_efeeaae42e76353e.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_efeeaae42e76353e +-- problem_id: v2p_n4_adb92a54a316d025 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_104", "feature_29", + SUM(CAST(NULLIF("feature_28", '') AS REAL)) AS total_measure, + SUM(CAST(NULLIF("feature_28", '') AS REAL)) * 100.0 + / SUM(SUM(CAST(NULLIF("feature_28", '') AS REAL))) OVER (PARTITION BY "feature_104") AS share_within_group +FROM "n4" +WHERE NULLIF("feature_104", '') IS NOT NULL + AND NULLIF("feature_29", '') IS NOT NULL + AND NULLIF("feature_28", '') IS NOT NULL +GROUP BY "feature_104", "feature_29" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_f15192b158e96fed.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_f15192b158e96fed.sql new file mode 100644 index 0000000000000000000000000000000000000000..a7af02319279eb328d4abb628cb671f85e9be9ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_f15192b158e96fed.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n4_f15192b158e96fed +-- problem_id: v2p_n4_fa9d97b6ae1c51f4 +-- realization_mode: agent +-- source_kind: agent +SELECT "feature_76", + AVG(CASE WHEN "feature_76" = '0.5' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n4" +GROUP BY "feature_76" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_f4d0f315f2373af5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_f4d0f315f2373af5.sql new file mode 100644 index 0000000000000000000000000000000000000000..1ceeb9aca84adf98f4ca2182360ad24749cc86b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n4/sql/v2q_n4_f4d0f315f2373af5.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n4 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n4_f4d0f315f2373af5 +-- problem_id: v2p_n4_3f03535483fa075d +-- realization_mode: agent +-- source_kind: agent +SELECT CAST(NULLIF("feature_76", '') AS REAL) AS "feature_76", + CAST(NULLIF("feature_34", '') AS REAL) AS "feature_34", + SUM(CAST(NULLIF("feature_33", '') AS REAL)) AS "total_measure", + SUM(CAST(NULLIF("feature_33", '') AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(NULLIF("feature_33", '') AS REAL))) OVER (PARTITION BY CAST(NULLIF("feature_76", '') AS REAL)), 0) AS "share_within_group" +FROM "n4" +WHERE NULLIF("feature_76", '') IS NOT NULL + AND NULLIF("feature_34", '') IS NOT NULL + AND NULLIF("feature_33", '') IS NOT NULL +GROUP BY CAST(NULLIF("feature_76", '') AS REAL), + CAST(NULLIF("feature_34", '') AS REAL) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8fdaa94bdd8b8363092a7f213e7caf24bf8a7acb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8823, "bytes_utf8": 8823, "lines": 302, "estimated_tokens": 2756}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 509, "bytes_utf8": 509, "lines": 1, "estimated_tokens": 159}, "usage": {"input_tokens": 26051, "cached_input_tokens": 22912, "output_tokens": 681, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a2a6d3dab6f4814f39b0048b32ac7cc9bd56a956 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_002bfb04c0038154", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 22912, + "output_tokens": 681, + "total_tokens": 26732, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 159, + "estimated_total_tokens": 2915, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17948.48, + "sql_execution_elapsed_ms_total": 3.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8befdf8f1384f0b0d0551b0e539ede51e31608e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:37:16.848710+00:00", + "ended_at": "2026-05-26T00:37:34.797367+00:00", + "elapsed_ms": 17948.48, + "prompt_metrics": { + "chars": 8823, + "bytes_utf8": 8823, + "lines": 302, + "estimated_tokens": 2756 + }, + "stdout_metrics": { + "chars": 895, + "bytes_utf8": 895, + "lines": 4, + "estimated_tokens": 295 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 509, + "bytes_utf8": 509, + "lines": 1, + "estimated_tokens": 159 + }, + "usage": { + "input_tokens": 26051, + "cached_input_tokens": 22912, + "output_tokens": 681, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e2f64619cc384b6c248192467626500754d7206d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X11.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X11", + "item_col": "X12", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e75fdc2be9a3bff23058a50a8e56bdc5df9e553a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b6-e5de-7fe0-ad5c-eb3db7e71d29"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"y\\\",\\n \\\"X12\\\",\\n SUM(CAST(\\\"X11\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X11\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X11\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X12\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the planned template with group_col=\\\"y\\\", item_col=\\\"X12\\\", and measure_col=\\\"X11\\\". CAST(\\\"X11\\\" AS REAL) is needed because the schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26051,"cached_input_tokens":22912,"output_tokens":681,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e380c99e5fe2329a908417c318dad7e33d9d7b62 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"y\",\n \"X12\",\n SUM(CAST(\"X11\" AS REAL)) AS total_measure,\n SUM(CAST(\"X11\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X11\" AS REAL))) OVER (PARTITION BY \"y\") AS share_within_group\nFROM \"n6\"\nGROUP BY \"y\", \"X12\"\nORDER BY share_within_group DESC;","notes":"Used the planned template with group_col=\"y\", item_col=\"X12\", and measure_col=\"X11\". CAST(\"X11\" AS REAL) is needed because the schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..24cea04f75fcd15875382cac120031856efa9011 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X11. +Result preview: [{"y": "1", "X12": "-23", "total_measure": 305.0, "share_within_group": 56.69144981412639}, {"y": "1", "X12": "-17", "total_measure": 304.0, "share_within_group": 56.50557620817844}, {"y": "1", "X12": "-45", "total_measure": 288.0, "share_within_group": 53.531598513011154}, {"y": "1", "X12": "-33", "total_measure": 256.0, "share_within_group": 47.58364312267658}, {"y": "1", "X12": "-53", "total_measure": 251.0, "share_within_group": 46.6542750929368}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..933c097c949a558958f53e4acb6920c82a3a80ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_002bfb04c0038154 +-- problem_id: v2p_n6_354a8fc4e34c2bf6 +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + "X12", + SUM(CAST("X11" AS REAL)) AS total_measure, + SUM(CAST("X11" AS REAL)) * 100.0 / SUM(SUM(CAST("X11" AS REAL))) OVER (PARTITION BY "y") AS share_within_group +FROM "n6" +GROUP BY "y", "X12" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..425f8c251bfeddd8a56b8dcc0e46418c9cf0cb9a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"y\",\n \"X12\",\n SUM(CAST(\"X11\" AS REAL)) AS total_measure,\n SUM(CAST(\"X11\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X11\" AS REAL))) OVER (PARTITION BY \"y\") AS share_within_group\nFROM \"n6\"\nGROUP BY \"y\", \"X12\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"y\\\",\\n \\\"X12\\\",\\n SUM(CAST(\\\"X11\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X11\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X11\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X12\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"y\", \"X12\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"1\", \"X12\": \"-23\", \"total_measure\": 305.0, \"share_within_group\": 56.69144981412639}, {\"y\": \"1\", \"X12\": \"-17\", \"total_measure\": 304.0, \"share_within_group\": 56.50557620817844}, {\"y\": \"1\", \"X12\": \"-45\", \"total_measure\": 288.0, \"share_within_group\": 53.531598513011154}, {\"y\": \"1\", \"X12\": \"-33\", \"total_measure\": 256.0, \"share_within_group\": 47.58364312267658}, {\"y\": \"1\", \"X12\": \"-53\", \"total_measure\": 251.0, \"share_within_group\": 46.6542750929368}, {\"y\": \"1\", \"X12\": \"-35\", \"total_measure\": 236.0, \"share_within_group\": 43.86617100371747}, {\"y\": \"1\", \"X12\": \"-40\", \"total_measure\": 236.0, \"share_within_group\": 43.86617100371747}, {\"y\": \"1\", \"X12\": \"-21\", \"total_measure\": 227.0, \"share_within_group\": 42.193308550185876}, {\"y\": \"1\", \"X12\": \"-36\", \"total_measure\": 226.0, \"share_within_group\": 42.00743494423792}, {\"y\": \"1\", \"X12\": \"-16\", \"total_measure\": 217.0, \"share_within_group\": 40.33457249070632}, {\"y\": \"1\", \"X12\": \"-30\", \"total_measure\": 206.0, \"share_within_group\": 38.28996282527881}, {\"y\": \"1\", \"X12\": \"-19\", \"total_measure\": 205.0, \"share_within_group\": 38.10408921933085}, {\"y\": \"1\", \"X12\": \"-39\", \"total_measure\": 204.0, \"share_within_group\": 37.9182156133829}, {\"y\": \"1\", \"X12\": \"-22\", \"total_measure\": 201.0, \"share_within_group\": 37.360594795539036}, {\"y\": \"1\", \"X12\": \"-72\", \"total_measure\": 193.0, \"share_within_group\": 35.87360594795539}, {\"y\": \"1\", \"X12\": \"-69\", \"total_measure\": 190.0, \"share_within_group\": 35.31598513011152}, {\"y\": \"1\", \"X12\": \"-28\", \"total_measure\": 185.0, \"share_within_group\": 34.386617100371744}, {\"y\": \"1\", \"X12\": \"-11\", \"total_measure\": 182.0, \"share_within_group\": 33.82899628252788}, {\"y\": \"1\", \"X12\": \"-44\", \"total_measure\": 182.0, \"share_within_group\": 33.82899628252788}, {\"y\": \"1\", \"X12\": \"-25\", \"total_measure\": 181.0, \"share_within_group\": 33.64312267657993}, {\"y\": \"1\", \"X12\": \"-13\", \"total_measure\": 171.0, \"share_within_group\": 31.78438661710037}, {\"y\": \"1\", \"X12\": \"-18\", \"total_measure\": 171.0, \"share_within_group\": 31.78438661710037}, {\"y\": \"1\", \"X12\": \"-14\", \"total_measure\": 170.0, \"share_within_group\": 31.598513011152416}, {\"y\": \"1\", \"X12\": \"-31\", \"total_measure\": 160.0, \"share_within_group\": 29.739776951672862}, {\"y\": \"1\", \"X12\": \"-63\", \"total_measure\": 160.0, \"share_within_group\": 29.739776951672862}, {\"y\": \"1\", \"X12\": \"-24\", \"total_measure\": 158.0, \"share_within_group\": 29.36802973977695}, {\"y\": \"1\", \"X12\": \"-26\", \"total_measure\": 154.0, \"share_within_group\": 28.62453531598513}, {\"y\": \"1\", \"X12\": \"-34\", \"total_measure\": 152.0, \"share_within_group\": 28.25278810408922}, {\"y\": \"1\", \"X12\": \"-60\", \"total_measure\": 141.0, \"share_within_group\": 26.20817843866171}, {\"y\": \"1\", \"X12\": \"-20\", \"total_measure\": 137.0, \"share_within_group\": 25.46468401486989}, {\"y\": \"3\", \"X12\": \"-1\", \"total_measure\": -155.0, \"share_within_group\": 25.2442996742671}, {\"y\": \"1\", \"X12\": \"-42\", \"total_measure\": 127.0, \"share_within_group\": 23.605947955390334}, {\"y\": \"1\", \"X12\": \"-43\", \"total_measure\": 127.0, \"share_within_group\": 23.605947955390334}, {\"y\": \"1\", \"X12\": \"-49\", \"total_measure\": 127.0, \"share_within_group\": 23.605947955390334}, {\"y\": \"1\", \"X12\": \"-58\", \"total_measure\": 124.0, \"share_within_group\": 23.04832713754647}, {\"y\": \"1\", \"X12\": \"-54\", \"total_measure\": 123.0, \"share_within_group\": 22.86245353159851}, {\"y\": \"1\", \"X12\": \"-9\", \"total_measure\": 115.0, \"share_within_group\": 21.37546468401487}, {\"y\": \"3\", \"X12\": \"0\", \"total_measure\": -127.0, \"share_within_group\": 20.684039087947884}, {\"y\": \"1\", \"X12\": \"-47\", \"total_measure\": 111.0, \"share_within_group\": 20.63197026022305}, {\"y\": \"1\", \"X12\": \"-50\", \"total_measure\": 107.0, \"share_within_group\": 19.888475836431226}, {\"y\": \"1\", \"X12\": \"-27\", \"total_measure\": 106.0, \"share_within_group\": 19.702602230483272}, {\"y\": \"1\", \"X12\": \"-48\", \"total_measure\": 102.0, \"share_within_group\": 18.95910780669145}, {\"y\": \"1\", \"X12\": \"-66\", \"total_measure\": 99.0, \"share_within_group\": 18.401486988847584}, {\"y\": \"3\", \"X12\": \"3\", \"total_measure\": -112.0, \"share_within_group\": 18.241042345276874}, {\"y\": \"2\", \"X12\": \"-6\", \"total_measure\": -131.0, \"share_within_group\": 18.093922651933703}, {\"y\": \"1\", \"X12\": \"-37\", \"total_measure\": 93.0, \"share_within_group\": 17.286245353159853}, {\"y\": \"1\", \"X12\": \"-65\", \"total_measure\": 93.0, \"share_within_group\": 17.286245353159853}, {\"y\": \"1\", \"X12\": \"-8\", \"total_measure\": 90.0, \"share_within_group\": 16.728624535315983}, {\"y\": \"2\", \"X12\": \"-7\", \"total_measure\": -121.0, \"share_within_group\": 16.712707182320443}, {\"y\": \"2\", \"X12\": \"-4\", \"total_measure\": -118.0, \"share_within_group\": 16.298342541436465}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.83}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5078f586849d326711912b1fed79cadd09e62a92 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:37:16.847145+00:00", + "ended_at": "2026-05-26T00:37:34.805039+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_002bfb04c0038154", + "problem_id": "v2p_n6_354a8fc4e34c2bf6", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X11.", + "bindings": { + "group_col": "y", + "measure_col": "X11", + "item_col": "X12", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_002bfb04c0038154.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_002bfb04c0038154", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 22912, + "output_tokens": 681, + "total_tokens": 26732, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 159, + "estimated_total_tokens": 2915, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17948.48, + "sql_execution_elapsed_ms_total": 3.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..22c4c5ca6e66b5f436c437b8a61862670257953d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:37:34.799960+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17948.48, "started_at": "2026-05-26T00:37:16.848710+00:00", "ended_at": "2026-05-26T00:37:34.797367+00:00", "prompt_metrics": {"chars": 8823, "bytes_utf8": 8823, "lines": 302, "estimated_tokens": 2756}, "response_metrics": {"chars": 509, "bytes_utf8": 509, "lines": 1, "estimated_tokens": 159}, "usage": {"input_tokens": 26051, "cached_input_tokens": 22912, "output_tokens": 681, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"y\\\",\\n \\\"X12\\\",\\n SUM(CAST(\\\"X11\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X11\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X11\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X12\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the planned template with group_col=\\\"y\\\", item_col=\\\"X12\\\", and measure_col=\\\"X11\\\". CAST(\\\"X11\\\" AS REAL) is needed because the schema stores feature columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..355322ef01c7095d8c43bb990b04e20a608803e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_002bfb04c0038154", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 22912, + "output_tokens": 681, + "total_tokens": 26732, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 159, + "estimated_total_tokens": 2915, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17948.48, + "sql_execution_elapsed_ms_total": 3.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_002bfb04c0038154/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9547707e4f3bdbf57173355db69086f7b86140f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8341, "bytes_utf8": 8341, "lines": 298, "estimated_tokens": 2612}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 247, "bytes_utf8": 247, "lines": 1, "estimated_tokens": 66}, "usage": {"input_tokens": 25907, "cached_input_tokens": 22912, "output_tokens": 444, "reasoning_output_tokens": 372}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..dc6b68a308ea34c81fdd4da4391100a341a81717 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_004ca483ea0263e1", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 22912, + "output_tokens": 444, + "total_tokens": 26351, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 66, + "estimated_total_tokens": 2678, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11441.06, + "sql_execution_elapsed_ms_total": 1.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3a0af789e4e78e6f0533007204842fe8fbed16a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:37:34.805959+00:00", + "ended_at": "2026-05-26T00:37:46.247142+00:00", + "elapsed_ms": 11441.06, + "prompt_metrics": { + "chars": 8341, + "bytes_utf8": 8341, + "lines": 298, + "estimated_tokens": 2612 + }, + "stdout_metrics": { + "chars": 601, + "bytes_utf8": 601, + "lines": 4, + "estimated_tokens": 177 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 247, + "bytes_utf8": 247, + "lines": 1, + "estimated_tokens": 66 + }, + "usage": { + "input_tokens": 25907, + "cached_input_tokens": 22912, + "output_tokens": 444, + "reasoning_output_tokens": 372 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3b81dc459b025ecbac3f930509d75e461fca6b61 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,298 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "y", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2e3f71df32c5ae6c0afd3342f03df090d319c052 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b7-2bf9-7591-9080-3c62ddbaee87"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"y\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Counts rows for each subgroup in \\\"y\\\" to inspect class-size distribution/stability.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25907,"cached_input_tokens":22912,"output_tokens":444,"reasoning_output_tokens":372}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0e8f1ea7b2ae3dee316c2ccfe1d1454381277d3a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"y\", COUNT(*) AS \"row_count\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"row_count\" DESC;","notes":"Counts rows for each subgroup in \"y\" to inspect class-size distribution/stability."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a53c7a5684844e46e21fbd2e8bf359549bc677e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y. +Result preview: [{"y": "3", "row_count": 2000}, {"y": "2", "row_count": 2000}, {"y": "1", "row_count": 2000}, {"y": "0", "row_count": 2000}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0611a0f0ed974b86ccd8e1fb6f3ee486617dda8c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n6_004ca483ea0263e1 +-- problem_id: v2p_n6_ba9521820f2052d1 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", COUNT(*) AS "row_count" +FROM "n6" +GROUP BY "y" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b0b2d27462505b2042996e4b5c2edac76c41deac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"y\", COUNT(*) AS \"row_count\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"y\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"y\", \"row_count\"], \"rows\": [{\"y\": \"3\", \"row_count\": 2000}, {\"y\": \"2\", \"row_count\": 2000}, {\"y\": \"1\", \"row_count\": 2000}, {\"y\": \"0\", \"row_count\": 2000}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.25}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..32b1e25201fda049aa39ba43ad3d1b464be963a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:37:34.805348+00:00", + "ended_at": "2026-05-26T00:37:46.251805+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_004ca483ea0263e1", + "problem_id": "v2p_n6_ba9521820f2052d1", + "dataset_id": "n6", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y.", + "bindings": { + "group_col": "y", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=14" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_004ca483ea0263e1.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_004ca483ea0263e1", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 22912, + "output_tokens": 444, + "total_tokens": 26351, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 66, + "estimated_total_tokens": 2678, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11441.06, + "sql_execution_elapsed_ms_total": 1.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..13ade8e11963a9b8d6f44cf1cd7223a84186500e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:37:46.249464+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11441.06, "started_at": "2026-05-26T00:37:34.805959+00:00", "ended_at": "2026-05-26T00:37:46.247142+00:00", "prompt_metrics": {"chars": 8341, "bytes_utf8": 8341, "lines": 298, "estimated_tokens": 2612}, "response_metrics": {"chars": 247, "bytes_utf8": 247, "lines": 1, "estimated_tokens": 66}, "usage": {"input_tokens": 25907, "cached_input_tokens": 22912, "output_tokens": 444, "reasoning_output_tokens": 372}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"y\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Counts rows for each subgroup in \\\"y\\\" to inspect class-size distribution/stability.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..faa52379c4e82edaff548cd0c5c11d1dce666778 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_004ca483ea0263e1", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 22912, + "output_tokens": 444, + "total_tokens": 26351, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 66, + "estimated_total_tokens": 2678, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11441.06, + "sql_execution_elapsed_ms_total": 1.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..371db7b3e64b06a47fec7f2b05408a12bc8b56bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8825, "bytes_utf8": 8825, "lines": 302, "estimated_tokens": 2757}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 518, "bytes_utf8": 518, "lines": 1, "estimated_tokens": 154}, "usage": {"input_tokens": 26052, "cached_input_tokens": 22912, "output_tokens": 676, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f8af157d91339d67050b2d28d9ba0dd249955dc4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_043d104aa126e1ac", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 22912, + "output_tokens": 676, + "total_tokens": 26728, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 154, + "estimated_total_tokens": 2911, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17225.79, + "sql_execution_elapsed_ms_total": 5.21, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..671541605a7ce3ac1aabe60d741cb7817408f808 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:37:46.252764+00:00", + "ended_at": "2026-05-26T00:38:03.478740+00:00", + "elapsed_ms": 17225.79, + "prompt_metrics": { + "chars": 8825, + "bytes_utf8": 8825, + "lines": 302, + "estimated_tokens": 2757 + }, + "stdout_metrics": { + "chars": 898, + "bytes_utf8": 898, + "lines": 4, + "estimated_tokens": 284 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 518, + "bytes_utf8": 518, + "lines": 1, + "estimated_tokens": 154 + }, + "usage": { + "input_tokens": 26052, + "cached_input_tokens": 22912, + "output_tokens": 676, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..547870505d5637bcf419791a973e3a81ccdffebe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X2.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X2", + "item_col": "X3", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..708263234412f36698f8c493107584a8c0b45f83 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b7-58b2-7960-bcd3-aac773a96b99"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X3\\\",\\n SUM(CAST(\\\"X2\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X2\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X2\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X3\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"X3\\\", and measure_col=\\\"X2\\\". CAST is applied because the schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26052,"cached_input_tokens":22912,"output_tokens":676,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d6c5131497b2bb4b8030b995a083bb033def7314 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X3\",\n SUM(CAST(\"X2\" AS REAL)) AS total_measure,\n SUM(CAST(\"X2\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X2\" AS REAL))) OVER (PARTITION BY \"y\") AS share_within_group\nFROM \"n6\"\nGROUP BY \"y\", \"X3\"\nORDER BY share_within_group DESC;","notes":"Uses the planned Within-Group Share of Total template with group_col=\"y\", item_col=\"X3\", and measure_col=\"X2\". CAST is applied because the schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c282d6115217224d0e8a020cf65e443e97f6e0fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X2. +Result preview: [{"y": "3", "X3": "-10", "total_measure": -529.0, "share_within_group": 149.01408450704224}, {"y": "3", "X3": "-8", "total_measure": -355.0, "share_within_group": 100.0}, {"y": "3", "X3": "-7", "total_measure": -354.0, "share_within_group": 99.71830985915493}, {"y": "3", "X3": "-9", "total_measure": -320.0, "share_within_group": 90.14084507042253}, {"y": "3", "X3": "-14", "total_measure": -278.0, "share_within_group": 78.30985915492958}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..df65335001572c7fdd6e2d66efbf0ca975f15e87 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_043d104aa126e1ac +-- problem_id: v2p_n6_f8b66587eae18361 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X3", + SUM(CAST("X2" AS REAL)) AS total_measure, + SUM(CAST("X2" AS REAL)) * 100.0 / SUM(SUM(CAST("X2" AS REAL))) OVER (PARTITION BY "y") AS share_within_group +FROM "n6" +GROUP BY "y", "X3" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dc20146b6d31a5dc76168ec229e0eeb8928538c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X3\",\n SUM(CAST(\"X2\" AS REAL)) AS total_measure,\n SUM(CAST(\"X2\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X2\" AS REAL))) OVER (PARTITION BY \"y\") AS share_within_group\nFROM \"n6\"\nGROUP BY \"y\", \"X3\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X3\\\",\\n SUM(CAST(\\\"X2\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X2\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X2\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X3\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"y\", \"X3\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"3\", \"X3\": \"-10\", \"total_measure\": -529.0, \"share_within_group\": 149.01408450704224}, {\"y\": \"3\", \"X3\": \"-8\", \"total_measure\": -355.0, \"share_within_group\": 100.0}, {\"y\": \"3\", \"X3\": \"-7\", \"total_measure\": -354.0, \"share_within_group\": 99.71830985915493}, {\"y\": \"3\", \"X3\": \"-9\", \"total_measure\": -320.0, \"share_within_group\": 90.14084507042253}, {\"y\": \"3\", \"X3\": \"-14\", \"total_measure\": -278.0, \"share_within_group\": 78.30985915492958}, {\"y\": \"3\", \"X3\": \"-3\", \"total_measure\": -260.0, \"share_within_group\": 73.2394366197183}, {\"y\": \"3\", \"X3\": \"-5\", \"total_measure\": -258.0, \"share_within_group\": 72.67605633802818}, {\"y\": \"3\", \"X3\": \"-4\", \"total_measure\": -252.0, \"share_within_group\": 70.98591549295774}, {\"y\": \"3\", \"X3\": \"-13\", \"total_measure\": -215.0, \"share_within_group\": 60.563380281690144}, {\"y\": \"3\", \"X3\": \"-6\", \"total_measure\": -202.0, \"share_within_group\": 56.901408450704224}, {\"y\": \"2\", \"X3\": \"-1\", \"total_measure\": 132.0, \"share_within_group\": 53.87755102040816}, {\"y\": \"3\", \"X3\": \"-11\", \"total_measure\": -191.0, \"share_within_group\": 53.80281690140845}, {\"y\": \"3\", \"X3\": \"-2\", \"total_measure\": -167.0, \"share_within_group\": 47.04225352112676}, {\"y\": \"2\", \"X3\": \"4\", \"total_measure\": 90.0, \"share_within_group\": 36.734693877551024}, {\"y\": \"2\", \"X3\": \"12\", \"total_measure\": 88.0, \"share_within_group\": 35.91836734693877}, {\"y\": \"2\", \"X3\": \"10\", \"total_measure\": 79.0, \"share_within_group\": 32.244897959183675}, {\"y\": \"3\", \"X3\": \"-12\", \"total_measure\": -108.0, \"share_within_group\": 30.422535211267604}, {\"y\": \"2\", \"X3\": \"8\", \"total_measure\": 72.0, \"share_within_group\": 29.387755102040817}, {\"y\": \"2\", \"X3\": \"9\", \"total_measure\": 67.0, \"share_within_group\": 27.346938775510203}, {\"y\": \"2\", \"X3\": \"7\", \"total_measure\": 61.0, \"share_within_group\": 24.897959183673468}, {\"y\": \"3\", \"X3\": \"-28\", \"total_measure\": -86.0, \"share_within_group\": 24.225352112676056}, {\"y\": \"2\", \"X3\": \"5\", \"total_measure\": 58.0, \"share_within_group\": 23.6734693877551}, {\"y\": \"3\", \"X3\": \"-27\", \"total_measure\": -82.0, \"share_within_group\": 23.098591549295776}, {\"y\": \"3\", \"X3\": \"-15\", \"total_measure\": -77.0, \"share_within_group\": 21.690140845070424}, {\"y\": \"2\", \"X3\": \"11\", \"total_measure\": 52.0, \"share_within_group\": 21.224489795918366}, {\"y\": \"3\", \"X3\": \"-20\", \"total_measure\": -74.0, \"share_within_group\": 20.845070422535212}, {\"y\": \"3\", \"X3\": \"-17\", \"total_measure\": -68.0, \"share_within_group\": 19.154929577464788}, {\"y\": \"2\", \"X3\": \"16\", \"total_measure\": 41.0, \"share_within_group\": 16.73469387755102}, {\"y\": \"2\", \"X3\": \"0\", \"total_measure\": 40.0, \"share_within_group\": 16.3265306122449}, {\"y\": \"2\", \"X3\": \"3\", \"total_measure\": 33.0, \"share_within_group\": 13.46938775510204}, {\"y\": \"3\", \"X3\": \"-16\", \"total_measure\": -46.0, \"share_within_group\": 12.95774647887324}, {\"y\": \"3\", \"X3\": \"-19\", \"total_measure\": -46.0, \"share_within_group\": 12.95774647887324}, {\"y\": \"3\", \"X3\": \"-18\", \"total_measure\": -42.0, \"share_within_group\": 11.830985915492958}, {\"y\": \"3\", \"X3\": \"-26\", \"total_measure\": -39.0, \"share_within_group\": 10.985915492957746}, {\"y\": \"2\", \"X3\": \"1\", \"total_measure\": 26.0, \"share_within_group\": 10.612244897959183}, {\"y\": \"2\", \"X3\": \"2\", \"total_measure\": 25.0, \"share_within_group\": 10.204081632653061}, {\"y\": \"3\", \"X3\": \"-24\", \"total_measure\": -35.0, \"share_within_group\": 9.859154929577464}, {\"y\": \"3\", \"X3\": \"-25\", \"total_measure\": -35.0, \"share_within_group\": 9.859154929577464}, {\"y\": \"2\", \"X3\": \"14\", \"total_measure\": 23.0, \"share_within_group\": 9.387755102040817}, {\"y\": \"2\", \"X3\": \"-3\", \"total_measure\": 22.0, \"share_within_group\": 8.979591836734693}, {\"y\": \"3\", \"X3\": \"-21\", \"total_measure\": -31.0, \"share_within_group\": 8.732394366197184}, {\"y\": \"3\", \"X3\": \"-22\", \"total_measure\": -28.0, \"share_within_group\": 7.887323943661972}, {\"y\": \"2\", \"X3\": \"-13\", \"total_measure\": 14.0, \"share_within_group\": 5.714285714285714}, {\"y\": \"1\", \"X3\": \"8\", \"total_measure\": 407.0, \"share_within_group\": 5.60374500894947}, {\"y\": \"1\", \"X3\": \"4\", \"total_measure\": 396.0, \"share_within_group\": 5.452292441140025}, {\"y\": \"1\", \"X3\": \"3\", \"total_measure\": 391.0, \"share_within_group\": 5.3834503648630045}, {\"y\": \"2\", \"X3\": \"15\", \"total_measure\": 13.0, \"share_within_group\": 5.3061224489795915}, {\"y\": \"1\", \"X3\": \"9\", \"total_measure\": 378.0, \"share_within_group\": 5.204460966542751}, {\"y\": \"1\", \"X3\": \"7\", \"total_measure\": 369.0, \"share_within_group\": 5.080545229244114}, {\"y\": \"1\", \"X3\": \"16\", \"total_measure\": 358.0, \"share_within_group\": 4.929092661434669}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 5.21}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c173bdcca4977e067bff9d35362bbbcf9627305f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:37:46.252153+00:00", + "ended_at": "2026-05-26T00:38:03.488693+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_043d104aa126e1ac", + "problem_id": "v2p_n6_f8b66587eae18361", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X2.", + "bindings": { + "group_col": "y", + "measure_col": "X2", + "item_col": "X3", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=2/2", + "binding_index=33" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 10, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_043d104aa126e1ac.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_043d104aa126e1ac", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 22912, + "output_tokens": 676, + "total_tokens": 26728, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 154, + "estimated_total_tokens": 2911, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17225.79, + "sql_execution_elapsed_ms_total": 5.21, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d97a4b9cc5ea532b0e9d925f219b5e0473bd115c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:38:03.481742+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17225.79, "started_at": "2026-05-26T00:37:46.252764+00:00", "ended_at": "2026-05-26T00:38:03.478740+00:00", "prompt_metrics": {"chars": 8825, "bytes_utf8": 8825, "lines": 302, "estimated_tokens": 2757}, "response_metrics": {"chars": 518, "bytes_utf8": 518, "lines": 1, "estimated_tokens": 154}, "usage": {"input_tokens": 26052, "cached_input_tokens": 22912, "output_tokens": 676, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X3\\\",\\n SUM(CAST(\\\"X2\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X2\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X2\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X3\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"X3\\\", and measure_col=\\\"X2\\\". CAST is applied because the schema stores feature columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..417cd6ea9bb516ac8f707750bca6499b73ecbf3d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_043d104aa126e1ac", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 22912, + "output_tokens": 676, + "total_tokens": 26728, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 154, + "estimated_total_tokens": 2911, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17225.79, + "sql_execution_elapsed_ms_total": 5.21, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3bc860a060da6c1ae21d632a8ad4ba2804111978 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8665, "bytes_utf8": 8665, "lines": 303, "estimated_tokens": 2697}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 411, "bytes_utf8": 411, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 25992, "cached_input_tokens": 22912, "output_tokens": 420, "reasoning_output_tokens": 304}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..586209a622c7f00f818d2e8030be4260bce6ef1f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_0454066871070eef", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 22912, + "output_tokens": 420, + "total_tokens": 26412, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 110, + "estimated_total_tokens": 2807, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14627.55, + "sql_execution_elapsed_ms_total": 1.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4665280d4d8382a942606d1a836d51ab564dc668 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:38:03.489817+00:00", + "ended_at": "2026-05-26T00:38:18.117554+00:00", + "elapsed_ms": 14627.55, + "prompt_metrics": { + "chars": 8665, + "bytes_utf8": 8665, + "lines": 303, + "estimated_tokens": 2697 + }, + "stdout_metrics": { + "chars": 766, + "bytes_utf8": 766, + "lines": 4, + "estimated_tokens": 223 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 105 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 411, + "bytes_utf8": 411, + "lines": 1, + "estimated_tokens": 110 + }, + "usage": { + "input_tokens": 25992, + "cached_input_tokens": 22912, + "output_tokens": 420, + "reasoning_output_tokens": 304 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1b3a4f47053ed620250454e70a7f5c53b976c6a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f4a093caee1c15a1c18e69d999703491145d43c8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b7-9c10-7c70-ba08-7e93a9bb9043"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with both group_col and condition_col bound to \\\"y\\\". Since \\\"y\\\" is stored as TEXT in the schema snapshot, the condition value is compared as '1'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25992,"cached_input_tokens":22912,"output_tokens":420,"reasoning_output_tokens":304}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0a12fa2bb807ba97cd474bc061491714de7594e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY condition_rate DESC;","notes":"Applied the provided Grouped Condition Rate template with both group_col and condition_col bound to \"y\". Since \"y\" is stored as TEXT in the schema snapshot, the condition value is compared as '1'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..270734332c7fc5c762578844f75e97697932ddf2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:38:16.966164Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61b7-9c10-7c70-ba08-7e93a9bb9043.1779755883537118000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..75a34f3a687ab9561d3c08dbb2c2307e1c31906f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "1", "condition_rate": 1.0}, {"y": "3", "condition_rate": 0.0}, {"y": "2", "condition_rate": 0.0}, {"y": "0", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..0269bfe4b9ae28487547f4754a094f05514fd850 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_0454066871070eef +-- problem_id: v2p_n6_024cf89b095573e7 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS condition_rate +FROM "n6" +GROUP BY "y" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cf7cc244334c911d94f3601ad44880065317d28a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"y\", \"condition_rate\"], \"rows\": [{\"y\": \"1\", \"condition_rate\": 1.0}, {\"y\": \"3\", \"condition_rate\": 0.0}, {\"y\": \"2\", \"condition_rate\": 0.0}, {\"y\": \"0\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.65}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6a17274ea2dd16a8f7947617b2b338d0be55de3d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:38:03.489117+00:00", + "ended_at": "2026-05-26T00:38:18.123651+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_0454066871070eef", + "problem_id": "v2p_n6_024cf89b095573e7", + "dataset_id": "n6", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=100" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_0454066871070eef.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_0454066871070eef", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 22912, + "output_tokens": 420, + "total_tokens": 26412, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 110, + "estimated_total_tokens": 2807, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14627.55, + "sql_execution_elapsed_ms_total": 1.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f3b0eab3611c64ba4c1581f79f767b2512885757 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:38:18.120718+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14627.55, "started_at": "2026-05-26T00:38:03.489817+00:00", "ended_at": "2026-05-26T00:38:18.117554+00:00", "prompt_metrics": {"chars": 8665, "bytes_utf8": 8665, "lines": 303, "estimated_tokens": 2697}, "response_metrics": {"chars": 411, "bytes_utf8": 411, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 25992, "cached_input_tokens": 22912, "output_tokens": 420, "reasoning_output_tokens": 304}, "stderr_preview": "2026-05-26T00:38:16.966164Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61b7-9c10-7c70-ba08-7e93a9bb9043.1779755883537118000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with both group_col and condition_col bound to \\\"y\\\". Since \\\"y\\\" is stored as TEXT in the schema snapshot, the condition value is compared as '1'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c931f9775aa03489157d48235cc93c7a956ea56d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_0454066871070eef", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 22912, + "output_tokens": 420, + "total_tokens": 26412, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 110, + "estimated_total_tokens": 2807, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14627.55, + "sql_execution_elapsed_ms_total": 1.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0454066871070eef/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..eaa8795f3ae036d4d652332065b9e9558e5ade26 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8500, "bytes_utf8": 8500, "lines": 300, "estimated_tokens": 2648}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 372, "bytes_utf8": 372, "lines": 1, "estimated_tokens": 93}, "usage": {"input_tokens": 25943, "cached_input_tokens": 22912, "output_tokens": 267, "reasoning_output_tokens": 168}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..10cc5ffbe4f1dfd65412ddc3b45953d70d89e273 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_086d314cc9fd4539", + "api_calls": 0, + "input_tokens": 25943, + "cached_input_tokens": 22912, + "output_tokens": 267, + "total_tokens": 26210, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2648, + "estimated_output_tokens": 93, + "estimated_total_tokens": 2741, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9914.91, + "sql_execution_elapsed_ms_total": 7.12, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..83f117fa50ee2650a77564a501094e5b70aea31b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:38:18.124691+00:00", + "ended_at": "2026-05-26T00:38:28.039713+00:00", + "elapsed_ms": 9914.91, + "prompt_metrics": { + "chars": 8500, + "bytes_utf8": 8500, + "lines": 300, + "estimated_tokens": 2648 + }, + "stdout_metrics": { + "chars": 726, + "bytes_utf8": 726, + "lines": 4, + "estimated_tokens": 206 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 372, + "bytes_utf8": 372, + "lines": 1, + "estimated_tokens": 93 + }, + "usage": { + "input_tokens": 25943, + "cached_input_tokens": 22912, + "output_tokens": 267, + "reasoning_output_tokens": 168 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b1170b33f2eb7a9bcb5b962d0001b1af13466c6f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X4.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "y", + "measure_col": "X4", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b7c3d2ec8d5f9c1914ffb2940c8522e6a964452e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b7-d534-7810-b5ee-d6a9bd38e97d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"X4\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the requested Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X4\\\". CAST to REAL because the SQLite schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25943,"cached_input_tokens":22912,"output_tokens":267,"reasoning_output_tokens":168}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e9eaccfd2f01eacb840d175a15600b7a4a3ffb9f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"y\",\n AVG(CAST(\"X4\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"n6\"\nORDER BY avg_measure DESC;","notes":"Used the requested Window Partition Average template with group_col=\"y\" and measure_col=\"X4\". CAST to REAL because the SQLite schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b246bf635e515ea5864e229cee29981a8e154377 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X4. +Result preview: [{"y": "3", "avg_measure": 0.164}, {"y": "2", "avg_measure": -0.6435}, {"y": "1", "avg_measure": -3.697}, {"y": "0", "avg_measure": -12.301}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ebc02d2ec4b8dafda3893953103915ce412ff639 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_086d314cc9fd4539 +-- problem_id: v2p_n6_2ff205190cec5776 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "y", + AVG(CAST("X4" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "n6" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f3dd88a572821edfbd475156adda91c4cb826ac0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"y\",\n AVG(CAST(\"X4\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"n6\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"X4\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"y\", \"avg_measure\"], \"rows\": [{\"y\": \"3\", \"avg_measure\": 0.164}, {\"y\": \"2\", \"avg_measure\": -0.6435}, {\"y\": \"1\", \"avg_measure\": -3.697}, {\"y\": \"0\", \"avg_measure\": -12.301}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 7.12}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e63e55975078052d981e9eb3dfbd408eb18875b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:38:18.124073+00:00", + "ended_at": "2026-05-26T00:38:28.050453+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_086d314cc9fd4539", + "problem_id": "v2p_n6_2ff205190cec5776", + "dataset_id": "n6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X4.", + "bindings": { + "group_col": "y", + "measure_col": "X4", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=51" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_086d314cc9fd4539.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_086d314cc9fd4539", + "api_calls": 0, + "input_tokens": 25943, + "cached_input_tokens": 22912, + "output_tokens": 267, + "total_tokens": 26210, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2648, + "estimated_output_tokens": 93, + "estimated_total_tokens": 2741, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9914.91, + "sql_execution_elapsed_ms_total": 7.12, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..acb9bb86bac46ad69c722837ff8fc8cb5fe7ef16 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:38:28.042010+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 9914.91, "started_at": "2026-05-26T00:38:18.124691+00:00", "ended_at": "2026-05-26T00:38:28.039713+00:00", "prompt_metrics": {"chars": 8500, "bytes_utf8": 8500, "lines": 300, "estimated_tokens": 2648}, "response_metrics": {"chars": 372, "bytes_utf8": 372, "lines": 1, "estimated_tokens": 93}, "usage": {"input_tokens": 25943, "cached_input_tokens": 22912, "output_tokens": 267, "reasoning_output_tokens": 168}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"X4\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the requested Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X4\\\". CAST to REAL because the SQLite schema stores feature columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..025386ab41edd48f0b393231c532c2683db13d0e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_086d314cc9fd4539", + "api_calls": 0, + "input_tokens": 25943, + "cached_input_tokens": 22912, + "output_tokens": 267, + "total_tokens": 26210, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2648, + "estimated_output_tokens": 93, + "estimated_total_tokens": 2741, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9914.91, + "sql_execution_elapsed_ms_total": 7.12, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_086d314cc9fd4539/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bf87dbf6540e45e0f418baf2bbf680fc74261f5a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8504, "bytes_utf8": 8504, "lines": 300, "estimated_tokens": 2649}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 381, "bytes_utf8": 381, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 25944, "cached_input_tokens": 22912, "output_tokens": 324, "reasoning_output_tokens": 216}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b7e7361e401648beb6ede5d6b4c82666dd503640 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_0f9eb7a61da03b8e", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 22912, + "output_tokens": 324, + "total_tokens": 26268, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2751, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10485.99, + "sql_execution_elapsed_ms_total": 7.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..83c077e56df0979e2f538067efdad74376e0bcd3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:38:28.051500+00:00", + "ended_at": "2026-05-26T00:38:38.537636+00:00", + "elapsed_ms": 10485.99, + "prompt_metrics": { + "chars": 8504, + "bytes_utf8": 8504, + "lines": 300, + "estimated_tokens": 2649 + }, + "stdout_metrics": { + "chars": 740, + "bytes_utf8": 740, + "lines": 4, + "estimated_tokens": 220 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 381, + "bytes_utf8": 381, + "lines": 1, + "estimated_tokens": 102 + }, + "usage": { + "input_tokens": 25944, + "cached_input_tokens": 22912, + "output_tokens": 324, + "reasoning_output_tokens": 216 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..42c6930710ab01b90c0ecb5edb95cba347b5eef4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X1.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "y", + "measure_col": "X1", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 4.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..13eac346832eed7134eec82eacd955c69fe3ac2f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b7-fbf8-7f22-8123-35aa06eecc1e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X1\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the planned Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X1\\\". CAST(\\\"X1\\\" AS REAL) is used because the schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25944,"cached_input_tokens":22912,"output_tokens":324,"reasoning_output_tokens":216}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ce049df99988ddab3daafc531725a129c1707db4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X1\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"n6\"\nORDER BY avg_measure DESC;","notes":"Applied the planned Window Partition Average template with group_col=\"y\" and measure_col=\"X1\". CAST(\"X1\" AS REAL) is used because the schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..28537ae7c999c455b622a37cfd8250a0750de85a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X1. +Result preview: [{"y": "1", "avg_measure": 7.0595}, {"y": "3", "avg_measure": 0.5815}, {"y": "2", "avg_measure": -0.738}, {"y": "0", "avg_measure": -12.8645}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c0cc1e7fda95b457e6e0196a049441206239f4cb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_0f9eb7a61da03b8e +-- problem_id: v2p_n6_211869e8380e91b7 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X1" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "n6" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..822fa14c1d64da3e95932b90dbc6a879c596cca7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X1\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"n6\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X1\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"y\", \"avg_measure\"], \"rows\": [{\"y\": \"1\", \"avg_measure\": 7.0595}, {\"y\": \"3\", \"avg_measure\": 0.5815}, {\"y\": \"2\", \"avg_measure\": -0.738}, {\"y\": \"0\", \"avg_measure\": -12.8645}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 7.09}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bebae346f004d5624b49703a55fc2a9906d48c71 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:38:28.050881+00:00", + "ended_at": "2026-05-26T00:38:38.548508+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_0f9eb7a61da03b8e", + "problem_id": "v2p_n6_211869e8380e91b7", + "dataset_id": "n6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X1.", + "bindings": { + "group_col": "y", + "measure_col": "X1", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 4.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=48" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_0f9eb7a61da03b8e.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_0f9eb7a61da03b8e", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 22912, + "output_tokens": 324, + "total_tokens": 26268, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2751, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10485.99, + "sql_execution_elapsed_ms_total": 7.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f251c83c6e2f852337874d45c84bb50ce3cd97e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:38:38.540082+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10485.99, "started_at": "2026-05-26T00:38:28.051500+00:00", "ended_at": "2026-05-26T00:38:38.537636+00:00", "prompt_metrics": {"chars": 8504, "bytes_utf8": 8504, "lines": 300, "estimated_tokens": 2649}, "response_metrics": {"chars": 381, "bytes_utf8": 381, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 25944, "cached_input_tokens": 22912, "output_tokens": 324, "reasoning_output_tokens": 216}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X1\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the planned Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X1\\\". CAST(\\\"X1\\\" AS REAL) is used because the schema stores feature columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ca98dbaf7dba771156f7ce88e6b39875ef32e7a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_0f9eb7a61da03b8e", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 22912, + "output_tokens": 324, + "total_tokens": 26268, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2751, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10485.99, + "sql_execution_elapsed_ms_total": 7.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_0f9eb7a61da03b8e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..780ca778ae5ba38ea2c758aa2097e1b09eee2a5b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9222, "bytes_utf8": 9222, "lines": 303, "estimated_tokens": 2845}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 593, "bytes_utf8": 593, "lines": 1, "estimated_tokens": 166}, "usage": {"input_tokens": 26140, "cached_input_tokens": 22912, "output_tokens": 688, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2699afa3bf9321a30789bf4fc6aa6f08b53b74f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_1036168da76f370e", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 22912, + "output_tokens": 688, + "total_tokens": 26828, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 166, + "estimated_total_tokens": 3011, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16358.33, + "sql_execution_elapsed_ms_total": 3.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a5f68fc897f7d771a6f929f7eb0253324008059a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:38:38.549762+00:00", + "ended_at": "2026-05-26T00:38:54.908267+00:00", + "elapsed_ms": 16358.33, + "prompt_metrics": { + "chars": 9222, + "bytes_utf8": 9222, + "lines": 303, + "estimated_tokens": 2845 + }, + "stdout_metrics": { + "chars": 962, + "bytes_utf8": 962, + "lines": 4, + "estimated_tokens": 288 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 593, + "bytes_utf8": 593, + "lines": 1, + "estimated_tokens": 166 + }, + "usage": { + "input_tokens": 26140, + "cached_input_tokens": 22912, + "output_tokens": 688, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3fb5ed6775db7561706d5b9969225229a079b1b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ac8f596b57c9e0ee062b598aac77df8f72dbdd3a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b8-24fa-7481-a75a-583224803d3f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the provided grouped-ratio template with group_col=\\\"y\\\" and condition_col=\\\"y\\\", comparing class '0' to class '1' within each y group.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26140,"cached_input_tokens":22912,"output_tokens":688,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9875a5bc9ce0bfd14ae0ef2a3324a319a4e4a40f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"y\",\n SUM(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n6\"\n GROUP BY \"y\"\n)\nSELECT \"y\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Uses the provided grouped-ratio template with group_col=\"y\" and condition_col=\"y\", comparing class '0' to class '1' within each y group."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0113a6bc837802d248ad29c199273bc7176972ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "1", "condition_ratio": 0.0}, {"y": "0", "condition_ratio": null}, {"y": "2", "condition_ratio": null}, {"y": "3", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ae1aedfc3c48c73d212015ada45cec96e0b7c146 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n6_1036168da76f370e +-- problem_id: v2p_n6_bd3a99739bb5d78a +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "y", + SUM(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS denominator_count + FROM "n6" + GROUP BY "y" +) +SELECT "y", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..26b686e151ca839df3021345151b4dfd10aa9aab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"y\",\n SUM(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n6\"\n GROUP BY \"y\"\n)\nSELECT \"y\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"y\", \"condition_ratio\"], \"rows\": [{\"y\": \"1\", \"condition_ratio\": 0.0}, {\"y\": \"0\", \"condition_ratio\": null}, {\"y\": \"2\", \"condition_ratio\": null}, {\"y\": \"3\", \"condition_ratio\": null}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.03}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a06a52e25663da5fe18ee5063a177b90d50cb97e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:38:38.548819+00:00", + "ended_at": "2026-05-26T00:38:54.915496+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_1036168da76f370e", + "problem_id": "v2p_n6_bd3a99739bb5d78a", + "dataset_id": "n6", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=37" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1036168da76f370e.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_1036168da76f370e", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 22912, + "output_tokens": 688, + "total_tokens": 26828, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 166, + "estimated_total_tokens": 3011, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16358.33, + "sql_execution_elapsed_ms_total": 3.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cb54ce8dd391a63d0ea1f352470a4877d90390a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:38:54.910949+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16358.33, "started_at": "2026-05-26T00:38:38.549762+00:00", "ended_at": "2026-05-26T00:38:54.908267+00:00", "prompt_metrics": {"chars": 9222, "bytes_utf8": 9222, "lines": 303, "estimated_tokens": 2845}, "response_metrics": {"chars": 593, "bytes_utf8": 593, "lines": 1, "estimated_tokens": 166}, "usage": {"input_tokens": 26140, "cached_input_tokens": 22912, "output_tokens": 688, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the provided grouped-ratio template with group_col=\\\"y\\\" and condition_col=\\\"y\\\", comparing class '0' to class '1' within each y group.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c88dd6d9dc2c0ab5d4d570ff0a2aea4bf22a6c3f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_1036168da76f370e", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 22912, + "output_tokens": 688, + "total_tokens": 26828, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 166, + "estimated_total_tokens": 3011, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16358.33, + "sql_execution_elapsed_ms_total": 3.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1036168da76f370e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c14698c75497fc9db000e8c99d9fc484fd1f6aae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8668, "bytes_utf8": 8668, "lines": 303, "estimated_tokens": 2698}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 395, "bytes_utf8": 395, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 25993, "cached_input_tokens": 22912, "output_tokens": 629, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..94ebbda622954c0084e02acc2e2357692720491e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_114117e07c7f660b", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 22912, + "output_tokens": 629, + "total_tokens": 26622, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 107, + "estimated_total_tokens": 2805, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15510.53, + "sql_execution_elapsed_ms_total": 1.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d189801ccd7f5b2ac5ec4be4a192d8b6894f009e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:38:54.916715+00:00", + "ended_at": "2026-05-26T00:39:10.427462+00:00", + "elapsed_ms": 15510.53, + "prompt_metrics": { + "chars": 8668, + "bytes_utf8": 8668, + "lines": 303, + "estimated_tokens": 2698 + }, + "stdout_metrics": { + "chars": 762, + "bytes_utf8": 762, + "lines": 4, + "estimated_tokens": 226 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 395, + "bytes_utf8": 395, + "lines": 1, + "estimated_tokens": 107 + }, + "usage": { + "input_tokens": 25993, + "cached_input_tokens": 22912, + "output_tokens": 629, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7fc7694d9f67d85cee1a6a7e970c9eace65ec78a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ed3cbf60621ad2449e2b29b4448e7f8d35960595 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b8-64ea-7cf3-9923-347acb6948fe"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the planned grouped condition rate template with group_col=\\\"y\\\" and condition_col=\\\"y\\\"; compared against text value '0' because the SQLite schema stores \\\"y\\\" as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25993,"cached_input_tokens":22912,"output_tokens":629,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9cd6a9d1c6408a12375d5b2bb7e344bd7d4d44c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the planned grouped condition rate template with group_col=\"y\" and condition_col=\"y\"; compared against text value '0' because the SQLite schema stores \"y\" as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..dcabfb11685c352c952e26063417c3cbb920a0bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "0", "condition_rate": 1.0}, {"y": "3", "condition_rate": 0.0}, {"y": "2", "condition_rate": 0.0}, {"y": "1", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e3a2593c1d9b77b73675653850358c093b3c90f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_114117e07c7f660b +-- problem_id: v2p_n6_1a5892cc8218b1ca +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..58b6ac19a764204a065bd4ed7096de915e6fd511 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"y\", \"condition_rate\"], \"rows\": [{\"y\": \"0\", \"condition_rate\": 1.0}, {\"y\": \"3\", \"condition_rate\": 0.0}, {\"y\": \"2\", \"condition_rate\": 0.0}, {\"y\": \"1\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.38}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..37d7c80c5b04c077bb1a4cc6d41e8d52c77cb12e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:38:54.916025+00:00", + "ended_at": "2026-05-26T00:39:10.433228+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_114117e07c7f660b", + "problem_id": "v2p_n6_1a5892cc8218b1ca", + "dataset_id": "n6", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=100" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_114117e07c7f660b.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_114117e07c7f660b", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 22912, + "output_tokens": 629, + "total_tokens": 26622, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 107, + "estimated_total_tokens": 2805, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15510.53, + "sql_execution_elapsed_ms_total": 1.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0e46c178bbefa7c2da4dc932a3239770f1e82a01 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:39:10.430660+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15510.53, "started_at": "2026-05-26T00:38:54.916715+00:00", "ended_at": "2026-05-26T00:39:10.427462+00:00", "prompt_metrics": {"chars": 8668, "bytes_utf8": 8668, "lines": 303, "estimated_tokens": 2698}, "response_metrics": {"chars": 395, "bytes_utf8": 395, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 25993, "cached_input_tokens": 22912, "output_tokens": 629, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the planned grouped condition rate template with group_col=\\\"y\\\" and condition_col=\\\"y\\\"; compared against text value '0' because the SQLite schema stores \\\"y\\\" as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..65207d753d776c002b0b995eca21ca5cbb08263c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_114117e07c7f660b", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 22912, + "output_tokens": 629, + "total_tokens": 26622, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 107, + "estimated_total_tokens": 2805, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15510.53, + "sql_execution_elapsed_ms_total": 1.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_114117e07c7f660b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..85d5ddfa8998b98c5f4a6b9aced98dc3ae16ce15 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9223, "bytes_utf8": 9223, "lines": 303, "estimated_tokens": 2845}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 751, "bytes_utf8": 751, "lines": 1, "estimated_tokens": 193}, "usage": {"input_tokens": 26140, "cached_input_tokens": 24960, "output_tokens": 715, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7ffd3429c00a61169dbfa6aa31c2e8e4b394ac30 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_1814591329132e9b", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 715, + "total_tokens": 26855, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 193, + "estimated_total_tokens": 3038, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18064.15, + "sql_execution_elapsed_ms_total": 1.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..feeb1947e45bd6d5eddf8c779db282ccb30141bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:39:10.434199+00:00", + "ended_at": "2026-05-26T00:39:28.498557+00:00", + "elapsed_ms": 18064.15, + "prompt_metrics": { + "chars": 9223, + "bytes_utf8": 9223, + "lines": 303, + "estimated_tokens": 2845 + }, + "stdout_metrics": { + "chars": 1116, + "bytes_utf8": 1116, + "lines": 4, + "estimated_tokens": 313 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 751, + "bytes_utf8": 751, + "lines": 1, + "estimated_tokens": 193 + }, + "usage": { + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 715, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b25a8a2d2c9ad7c6176c5d4ebeca51727eff1095 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..586da48d879c96580449a49a9109fbd9c2850d2f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b8-a185-7382-8ad1-939b1cae90e7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applies the requested grouped ratio template with both group_col and condition_col bound to \\\"y\\\", using counts of y='0' over y='1' within each y group. Because the grouping column and condition column are the same, some groups will naturally produce NULL ratios when the denominator count is zero.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26140,"cached_input_tokens":24960,"output_tokens":715,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a5886b5aae88cae5654e999b17fe2569e46aba33 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"y\",\n SUM(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n6\"\n GROUP BY \"y\"\n)\nSELECT \"y\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Applies the requested grouped ratio template with both group_col and condition_col bound to \"y\", using counts of y='0' over y='1' within each y group. Because the grouping column and condition column are the same, some groups will naturally produce NULL ratios when the denominator count is zero."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0113a6bc837802d248ad29c199273bc7176972ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "1", "condition_ratio": 0.0}, {"y": "0", "condition_ratio": null}, {"y": "2", "condition_ratio": null}, {"y": "3", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..946c5d28fb0dcd1368a37f750c7772a865133193 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n6_1814591329132e9b +-- problem_id: v2p_n6_0f4b8ff373d0e040 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "y", + SUM(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS denominator_count + FROM "n6" + GROUP BY "y" +) +SELECT "y", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d00e25d21bcbb8e4253b4a2be846b757769ecbce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"y\",\n SUM(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n6\"\n GROUP BY \"y\"\n)\nSELECT \"y\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"y\", \"condition_ratio\"], \"rows\": [{\"y\": \"1\", \"condition_ratio\": 0.0}, {\"y\": \"0\", \"condition_ratio\": null}, {\"y\": \"2\", \"condition_ratio\": null}, {\"y\": \"3\", \"condition_ratio\": null}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.72}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..dda492779efe7926bfa4b8988b3d4eb43693e747 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:39:10.433581+00:00", + "ended_at": "2026-05-26T00:39:28.504905+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_1814591329132e9b", + "problem_id": "v2p_n6_0f4b8ff373d0e040", + "dataset_id": "n6", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=38" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1814591329132e9b.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_1814591329132e9b", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 715, + "total_tokens": 26855, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 193, + "estimated_total_tokens": 3038, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18064.15, + "sql_execution_elapsed_ms_total": 1.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..95e16b11ea3947c9496d92632249f9b11755363f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:39:28.501792+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18064.15, "started_at": "2026-05-26T00:39:10.434199+00:00", "ended_at": "2026-05-26T00:39:28.498557+00:00", "prompt_metrics": {"chars": 9223, "bytes_utf8": 9223, "lines": 303, "estimated_tokens": 2845}, "response_metrics": {"chars": 751, "bytes_utf8": 751, "lines": 1, "estimated_tokens": 193}, "usage": {"input_tokens": 26140, "cached_input_tokens": 24960, "output_tokens": 715, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applies the requested grouped ratio template with both group_col and condition_col bound to \\\"y\\\", using counts of y='0' over y='1' within each y group. Because the grouping column and condition column are the same, some groups will naturally produce NULL ratios when the denominator count is zero.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ea1d343706a8061baf6a794d0f223a9ba33b5f8f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_1814591329132e9b", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 715, + "total_tokens": 26855, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 193, + "estimated_total_tokens": 3038, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18064.15, + "sql_execution_elapsed_ms_total": 1.72, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1814591329132e9b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8c2c8f40754681d83f32c69d834ac96e41700401 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8342, "bytes_utf8": 8342, "lines": 298, "estimated_tokens": 2612}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 231, "bytes_utf8": 231, "lines": 1, "estimated_tokens": 61}, "usage": {"input_tokens": 25907, "cached_input_tokens": 24960, "output_tokens": 460, "reasoning_output_tokens": 393}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8231be75431113f3445e82844089bfa6dd1a032e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_192cbb6e26735678", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 24960, + "output_tokens": 460, + "total_tokens": 26367, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 61, + "estimated_total_tokens": 2673, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14170.61, + "sql_execution_elapsed_ms_total": 3.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ed0d8751d7513184e8237aa9ba9de4bce08eb4f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:39:28.506036+00:00", + "ended_at": "2026-05-26T00:39:42.676791+00:00", + "elapsed_ms": 14170.61, + "prompt_metrics": { + "chars": 8342, + "bytes_utf8": 8342, + "lines": 298, + "estimated_tokens": 2612 + }, + "stdout_metrics": { + "chars": 577, + "bytes_utf8": 577, + "lines": 4, + "estimated_tokens": 166 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 231, + "bytes_utf8": 231, + "lines": 1, + "estimated_tokens": 61 + }, + "usage": { + "input_tokens": 25907, + "cached_input_tokens": 24960, + "output_tokens": 460, + "reasoning_output_tokens": 393 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6758c8592ce91fe61b665d67ece2232b00d29084 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,298 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "y", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1135d5345ddcd12f5831c998f006f1ccc46b3436 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b8-e82b-7492-800d-8ee780394ff4"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"y\\\", COUNT(*) AS row_count\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the provided grouped-count template with \\\"y\\\" as the category column.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25907,"cached_input_tokens":24960,"output_tokens":460,"reasoning_output_tokens":393}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c3346623ed902a07d432fcbaad65eb3f3eeb4c69 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count.\nSELECT \"y\", COUNT(*) AS row_count\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY row_count DESC;","notes":"Uses the provided grouped-count template with \"y\" as the category column."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a53c7a5684844e46e21fbd2e8bf359549bc677e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y. +Result preview: [{"y": "3", "row_count": 2000}, {"y": "2", "row_count": 2000}, {"y": "1", "row_count": 2000}, {"y": "0", "row_count": 2000}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b7ffe84524664311f095259f870eaa1c29fc7a60 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n6_192cbb6e26735678 +-- problem_id: v2p_n6_59f97a497d931237 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", COUNT(*) AS row_count +FROM "n6" +GROUP BY "y" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8871958a1ec441eec7c50a5ee5c03b3747d5efb7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count.\nSELECT \"y\", COUNT(*) AS row_count\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY row_count DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"y\\\", COUNT(*) AS row_count\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY row_count DESC;\", \"columns\": [\"y\", \"row_count\"], \"rows\": [{\"y\": \"3\", \"row_count\": 2000}, {\"y\": \"2\", \"row_count\": 2000}, {\"y\": \"1\", \"row_count\": 2000}, {\"y\": \"0\", \"row_count\": 2000}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.54}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9d6186c45601a22241ca745349fdcca3567b80f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:39:28.505410+00:00", + "ended_at": "2026-05-26T00:39:42.684646+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_192cbb6e26735678", + "problem_id": "v2p_n6_59f97a497d931237", + "dataset_id": "n6", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y.", + "bindings": { + "group_col": "y", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=12" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_192cbb6e26735678.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_192cbb6e26735678", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 24960, + "output_tokens": 460, + "total_tokens": 26367, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 61, + "estimated_total_tokens": 2673, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14170.61, + "sql_execution_elapsed_ms_total": 3.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..265e65ab6be9709ae717613e2ff777cdd6a0df50 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:39:42.679709+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14170.61, "started_at": "2026-05-26T00:39:28.506036+00:00", "ended_at": "2026-05-26T00:39:42.676791+00:00", "prompt_metrics": {"chars": 8342, "bytes_utf8": 8342, "lines": 298, "estimated_tokens": 2612}, "response_metrics": {"chars": 231, "bytes_utf8": 231, "lines": 1, "estimated_tokens": 61}, "usage": {"input_tokens": 25907, "cached_input_tokens": 24960, "output_tokens": 460, "reasoning_output_tokens": 393}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count.\\nSELECT \\\"y\\\", COUNT(*) AS row_count\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the provided grouped-count template with \\\"y\\\" as the category column.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fa1f2cf42e57f92d705cad8f48d06143b1a9268a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_192cbb6e26735678", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 24960, + "output_tokens": 460, + "total_tokens": 26367, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 61, + "estimated_total_tokens": 2673, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14170.61, + "sql_execution_elapsed_ms_total": 3.54, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_192cbb6e26735678/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d5b69c701f4a3353b0a3da0e44df6d4e098a0045 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8824, "bytes_utf8": 8824, "lines": 302, "estimated_tokens": 2757}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 572, "bytes_utf8": 572, "lines": 1, "estimated_tokens": 182}, "usage": {"input_tokens": 26052, "cached_input_tokens": 6528, "output_tokens": 704, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..49f4cbaa32a705c1ff3337bdfab22d999963166a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_1dade5d59fb2bd33", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 6528, + "output_tokens": 704, + "total_tokens": 26756, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 182, + "estimated_total_tokens": 2939, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19975.51, + "sql_execution_elapsed_ms_total": 5.33, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..76b508344eb07ab74e30e85b680f250b6a416402 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:39:42.685864+00:00", + "ended_at": "2026-05-26T00:40:02.661567+00:00", + "elapsed_ms": 19975.51, + "prompt_metrics": { + "chars": 8824, + "bytes_utf8": 8824, + "lines": 302, + "estimated_tokens": 2757 + }, + "stdout_metrics": { + "chars": 967, + "bytes_utf8": 967, + "lines": 4, + "estimated_tokens": 325 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 572, + "bytes_utf8": 572, + "lines": 1, + "estimated_tokens": 182 + }, + "usage": { + "input_tokens": 26052, + "cached_input_tokens": 6528, + "output_tokens": 704, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c183f9927b80a8c547b65b1af680933adfb65877 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X9.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X9", + "item_col": "X10", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4546a55934ff05c8fb3c3ba31b592ac2a56a9f01 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b9-1f8c-7982-9286-a7f22dd83141"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"y\\\",\\n CAST(\\\"X10\\\" AS REAL) AS \\\"X10\\\",\\n SUM(CAST(\\\"X9\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X9\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X9\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY\\n \\\"y\\\",\\n CAST(\\\"X10\\\" AS REAL)\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the planned template with group_col=\\\"y\\\", item_col=\\\"X10\\\", and measure_col=\\\"X9\\\". Casted \\\"X9\\\" and \\\"X10\\\" from TEXT to REAL because the schema stores numeric-looking values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26052,"cached_input_tokens":6528,"output_tokens":704,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..957a31d6c8fe81e30701832f84ffef07cb0e8b30 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"y\",\n CAST(\"X10\" AS REAL) AS \"X10\",\n SUM(CAST(\"X9\" AS REAL)) AS total_measure,\n SUM(CAST(\"X9\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X9\" AS REAL))) OVER (PARTITION BY \"y\") AS share_within_group\nFROM \"n6\"\nGROUP BY\n \"y\",\n CAST(\"X10\" AS REAL)\nORDER BY share_within_group DESC;","notes":"Applied the planned template with group_col=\"y\", item_col=\"X10\", and measure_col=\"X9\". Casted \"X9\" and \"X10\" from TEXT to REAL because the schema stores numeric-looking values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c0b4e0bfa7021b54c02b963ae3494a9dfba666e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:40:01.645573Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61b9-1f8c-7982-9286-a7f22dd83141.1779755982732486000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..deba027825cf5a611dcff4704605aa0422a43550 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X9. +Result preview: [{"y": "2", "X10": 6.0, "total_measure": -352.0, "share_within_group": 178.6802030456853}, {"y": "2", "X10": 5.0, "total_measure": -315.0, "share_within_group": 159.89847715736042}, {"y": "2", "X10": -4.0, "total_measure": -274.0, "share_within_group": 139.08629441624365}, {"y": "2", "X10": 9.0, "total_measure": -225.0, "share_within_group": 114.21319796954315}, {"y": "2", "X10": 8.0, "total_measure": -206.0, "share_within_group": 104.56852791878173}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..3501d7b28d1369c337b1d6892ebcd958250b7296 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/generated_sql.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_1dade5d59fb2bd33 +-- problem_id: v2p_n6_e97a68ee765a6d9d +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + CAST("X10" AS REAL) AS "X10", + SUM(CAST("X9" AS REAL)) AS total_measure, + SUM(CAST("X9" AS REAL)) * 100.0 / SUM(SUM(CAST("X9" AS REAL))) OVER (PARTITION BY "y") AS share_within_group +FROM "n6" +GROUP BY + "y", + CAST("X10" AS REAL) +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a9aac73d6df5f3a2563b335bd4790c3320fc0545 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"y\",\n CAST(\"X10\" AS REAL) AS \"X10\",\n SUM(CAST(\"X9\" AS REAL)) AS total_measure,\n SUM(CAST(\"X9\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X9\" AS REAL))) OVER (PARTITION BY \"y\") AS share_within_group\nFROM \"n6\"\nGROUP BY\n \"y\",\n CAST(\"X10\" AS REAL)\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"y\\\",\\n CAST(\\\"X10\\\" AS REAL) AS \\\"X10\\\",\\n SUM(CAST(\\\"X9\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X9\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X9\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY\\n \\\"y\\\",\\n CAST(\\\"X10\\\" AS REAL)\\nORDER BY share_within_group DESC;\", \"columns\": [\"y\", \"X10\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"2\", \"X10\": 6.0, \"total_measure\": -352.0, \"share_within_group\": 178.6802030456853}, {\"y\": \"2\", \"X10\": 5.0, \"total_measure\": -315.0, \"share_within_group\": 159.89847715736042}, {\"y\": \"2\", \"X10\": -4.0, \"total_measure\": -274.0, \"share_within_group\": 139.08629441624365}, {\"y\": \"2\", \"X10\": 9.0, \"total_measure\": -225.0, \"share_within_group\": 114.21319796954315}, {\"y\": \"2\", \"X10\": 8.0, \"total_measure\": -206.0, \"share_within_group\": 104.56852791878173}, {\"y\": \"2\", \"X10\": 7.0, \"total_measure\": -136.0, \"share_within_group\": 69.03553299492386}, {\"y\": \"2\", \"X10\": 2.0, \"total_measure\": -135.0, \"share_within_group\": 68.52791878172589}, {\"y\": \"2\", \"X10\": 3.0, \"total_measure\": -133.0, \"share_within_group\": 67.51269035532995}, {\"y\": \"2\", \"X10\": 1.0, \"total_measure\": -89.0, \"share_within_group\": 45.17766497461929}, {\"y\": \"2\", \"X10\": 4.0, \"total_measure\": -84.0, \"share_within_group\": 42.63959390862944}, {\"y\": \"3\", \"X10\": 5.0, \"total_measure\": 193.0, \"share_within_group\": 42.417582417582416}, {\"y\": \"3\", \"X10\": 14.0, \"total_measure\": 182.0, \"share_within_group\": 40.0}, {\"y\": \"3\", \"X10\": 8.0, \"total_measure\": 134.0, \"share_within_group\": 29.45054945054945}, {\"y\": \"3\", \"X10\": 3.0, \"total_measure\": 130.0, \"share_within_group\": 28.571428571428573}, {\"y\": \"2\", \"X10\": -14.0, \"total_measure\": -54.0, \"share_within_group\": 27.411167512690355}, {\"y\": \"3\", \"X10\": 16.0, \"total_measure\": 119.0, \"share_within_group\": 26.153846153846153}, {\"y\": \"3\", \"X10\": 11.0, \"total_measure\": 117.0, \"share_within_group\": 25.714285714285715}, {\"y\": \"3\", \"X10\": 19.0, \"total_measure\": 115.0, \"share_within_group\": 25.274725274725274}, {\"y\": \"2\", \"X10\": -15.0, \"total_measure\": -48.0, \"share_within_group\": 24.365482233502537}, {\"y\": \"3\", \"X10\": 9.0, \"total_measure\": 107.0, \"share_within_group\": 23.516483516483518}, {\"y\": \"3\", \"X10\": 15.0, \"total_measure\": 106.0, \"share_within_group\": 23.296703296703296}, {\"y\": \"2\", \"X10\": -19.0, \"total_measure\": -44.0, \"share_within_group\": 22.33502538071066}, {\"y\": \"3\", \"X10\": 2.0, \"total_measure\": 96.0, \"share_within_group\": 21.0989010989011}, {\"y\": \"2\", \"X10\": -28.0, \"total_measure\": -40.0, \"share_within_group\": 20.304568527918782}, {\"y\": \"2\", \"X10\": -23.0, \"total_measure\": -40.0, \"share_within_group\": 20.304568527918782}, {\"y\": \"2\", \"X10\": 10.0, \"total_measure\": -40.0, \"share_within_group\": 20.304568527918782}, {\"y\": \"2\", \"X10\": -27.0, \"total_measure\": -38.0, \"share_within_group\": 19.289340101522843}, {\"y\": \"3\", \"X10\": 18.0, \"total_measure\": 76.0, \"share_within_group\": 16.703296703296704}, {\"y\": \"3\", \"X10\": 6.0, \"total_measure\": 75.0, \"share_within_group\": 16.483516483516482}, {\"y\": \"3\", \"X10\": 22.0, \"total_measure\": 71.0, \"share_within_group\": 15.604395604395604}, {\"y\": \"3\", \"X10\": 4.0, \"total_measure\": 57.0, \"share_within_group\": 12.527472527472527}, {\"y\": \"3\", \"X10\": 24.0, \"total_measure\": 56.0, \"share_within_group\": 12.307692307692308}, {\"y\": \"3\", \"X10\": 12.0, \"total_measure\": 53.0, \"share_within_group\": 11.648351648351648}, {\"y\": \"3\", \"X10\": 17.0, \"total_measure\": 53.0, \"share_within_group\": 11.648351648351648}, {\"y\": \"2\", \"X10\": 18.0, \"total_measure\": -19.0, \"share_within_group\": 9.644670050761421}, {\"y\": \"3\", \"X10\": 46.0, \"total_measure\": 38.0, \"share_within_group\": 8.351648351648352}, {\"y\": \"3\", \"X10\": 10.0, \"total_measure\": 37.0, \"share_within_group\": 8.131868131868131}, {\"y\": \"3\", \"X10\": 21.0, \"total_measure\": 36.0, \"share_within_group\": 7.912087912087912}, {\"y\": \"3\", \"X10\": 35.0, \"total_measure\": 33.0, \"share_within_group\": 7.252747252747253}, {\"y\": \"3\", \"X10\": -3.0, \"total_measure\": 28.0, \"share_within_group\": 6.153846153846154}, {\"y\": \"3\", \"X10\": 32.0, \"total_measure\": 27.0, \"share_within_group\": 5.934065934065934}, {\"y\": \"3\", \"X10\": 37.0, \"total_measure\": 24.0, \"share_within_group\": 5.274725274725275}, {\"y\": \"1\", \"X10\": 23.0, \"total_measure\": 689.0, \"share_within_group\": 5.194119864304561}, {\"y\": \"2\", \"X10\": 21.0, \"total_measure\": -10.0, \"share_within_group\": 5.0761421319796955}, {\"y\": \"1\", \"X10\": 13.0, \"total_measure\": 632.0, \"share_within_group\": 4.764417640407086}, {\"y\": \"3\", \"X10\": 13.0, \"total_measure\": 21.0, \"share_within_group\": 4.615384615384615}, {\"y\": \"2\", \"X10\": 23.0, \"total_measure\": -9.0, \"share_within_group\": 4.568527918781726}, {\"y\": \"3\", \"X10\": 25.0, \"total_measure\": 20.0, \"share_within_group\": 4.395604395604396}, {\"y\": \"3\", \"X10\": 26.0, \"total_measure\": 20.0, \"share_within_group\": 4.395604395604396}, {\"y\": \"1\", \"X10\": 17.0, \"total_measure\": 567.0, \"share_within_group\": 4.274406332453826}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 5.33}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bff1df8cf38a05ae2d3ebc2249a20865af2d0909 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:39:42.685101+00:00", + "ended_at": "2026-05-26T00:40:02.671860+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_1dade5d59fb2bd33", + "problem_id": "v2p_n6_e97a68ee765a6d9d", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X9.", + "bindings": { + "group_col": "y", + "measure_col": "X9", + "item_col": "X10", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=24" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1dade5d59fb2bd33.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_1dade5d59fb2bd33", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 6528, + "output_tokens": 704, + "total_tokens": 26756, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 182, + "estimated_total_tokens": 2939, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19975.51, + "sql_execution_elapsed_ms_total": 5.33, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..94ca8fca97917049e8906873fa950ae863e01482 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:40:02.664473+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 19975.51, "started_at": "2026-05-26T00:39:42.685864+00:00", "ended_at": "2026-05-26T00:40:02.661567+00:00", "prompt_metrics": {"chars": 8824, "bytes_utf8": 8824, "lines": 302, "estimated_tokens": 2757}, "response_metrics": {"chars": 572, "bytes_utf8": 572, "lines": 1, "estimated_tokens": 182}, "usage": {"input_tokens": 26052, "cached_input_tokens": 6528, "output_tokens": 704, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:40:01.645573Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61b9-1f8c-7982-9286-a7f22dd83141.1779755982732486000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"y\\\",\\n CAST(\\\"X10\\\" AS REAL) AS \\\"X10\\\",\\n SUM(CAST(\\\"X9\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X9\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X9\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY\\n \\\"y\\\",\\n CAST(\\\"X10\\\" AS REAL)\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the planned template with group_col=\\\"y\\\", item_col=\\\"X10\\\", and measure_col=\\\"X9\\\". Casted \\\"X9\\\" and \\\"X10\\\" from TEXT to REAL because the schema stores numeric-looking values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..62f444ff62c763e2708a2e891f6b3bb1e87dfbb9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_1dade5d59fb2bd33", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 6528, + "output_tokens": 704, + "total_tokens": 26756, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 182, + "estimated_total_tokens": 2939, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19975.51, + "sql_execution_elapsed_ms_total": 5.33, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1dade5d59fb2bd33/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e8072aacba7a118917c0846b63c8d753f424d5b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8667, "bytes_utf8": 8667, "lines": 303, "estimated_tokens": 2698}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 449, "bytes_utf8": 449, "lines": 1, "estimated_tokens": 130}, "usage": {"input_tokens": 25993, "cached_input_tokens": 24960, "output_tokens": 554, "reasoning_output_tokens": 418}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..aef4501e18e995d012f9d8f58acd25b837a992e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_1f41748565d91e26", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 24960, + "output_tokens": 554, + "total_tokens": 26547, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 130, + "estimated_total_tokens": 2828, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15325.96, + "sql_execution_elapsed_ms_total": 1.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..abe8b5356c0a6b2111be88bd57537d5f7a98cf26 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:40:02.672987+00:00", + "ended_at": "2026-05-26T00:40:17.999110+00:00", + "elapsed_ms": 15325.96, + "prompt_metrics": { + "chars": 8667, + "bytes_utf8": 8667, + "lines": 303, + "estimated_tokens": 2698 + }, + "stdout_metrics": { + "chars": 816, + "bytes_utf8": 816, + "lines": 4, + "estimated_tokens": 250 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 449, + "bytes_utf8": 449, + "lines": 1, + "estimated_tokens": 130 + }, + "usage": { + "input_tokens": 25993, + "cached_input_tokens": 24960, + "output_tokens": 554, + "reasoning_output_tokens": 418 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1202f5bba4fd0f58d52666fe0d3fc22c8278a5eb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cd0147a46b2077f542870e80df864ba0cf64ab38 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b9-6d96-71b0-9104-bfd540f0fa84"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the requested Grouped Condition Rate template with group_col=\\\"y\\\" and condition_col=\\\"y\\\". Because \\\"y\\\" is grouped by itself, the result is a self-rate: the group where y='0' has rate 1.0 and other y groups have rate 0.0.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25993,"cached_input_tokens":24960,"output_tokens":554,"reasoning_output_tokens":418}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7b653731edcac5db5f8deee4a3cf4c46004df592 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the requested Grouped Condition Rate template with group_col=\"y\" and condition_col=\"y\". Because \"y\" is grouped by itself, the result is a self-rate: the group where y='0' has rate 1.0 and other y groups have rate 0.0."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..dcabfb11685c352c952e26063417c3cbb920a0bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "0", "condition_rate": 1.0}, {"y": "3", "condition_rate": 0.0}, {"y": "2", "condition_rate": 0.0}, {"y": "1", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b54cdd01b35d8ca57772cb4beaaac60748c397ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_1f41748565d91e26 +-- problem_id: v2p_n6_b1c834c6a7bc3835 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d2fac57fcd6e9bc079d7c220f93af5cd76a97bd7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"y\", \"condition_rate\"], \"rows\": [{\"y\": \"0\", \"condition_rate\": 1.0}, {\"y\": \"3\", \"condition_rate\": 0.0}, {\"y\": \"2\", \"condition_rate\": 0.0}, {\"y\": \"1\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.83}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7886858a494346f68ee07edca1e82fdda8a8ba22 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:40:02.672290+00:00", + "ended_at": "2026-05-26T00:40:18.007424+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_1f41748565d91e26", + "problem_id": "v2p_n6_b1c834c6a7bc3835", + "dataset_id": "n6", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1f41748565d91e26.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_1f41748565d91e26", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 24960, + "output_tokens": 554, + "total_tokens": 26547, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 130, + "estimated_total_tokens": 2828, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15325.96, + "sql_execution_elapsed_ms_total": 1.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b22aa62ddf5bd1dea4f56fa96e6f0c7692a99af2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:40:18.003441+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15325.96, "started_at": "2026-05-26T00:40:02.672987+00:00", "ended_at": "2026-05-26T00:40:17.999110+00:00", "prompt_metrics": {"chars": 8667, "bytes_utf8": 8667, "lines": 303, "estimated_tokens": 2698}, "response_metrics": {"chars": 449, "bytes_utf8": 449, "lines": 1, "estimated_tokens": 130}, "usage": {"input_tokens": 25993, "cached_input_tokens": 24960, "output_tokens": 554, "reasoning_output_tokens": 418}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the requested Grouped Condition Rate template with group_col=\\\"y\\\" and condition_col=\\\"y\\\". Because \\\"y\\\" is grouped by itself, the result is a self-rate: the group where y='0' has rate 1.0 and other y groups have rate 0.0.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..152af073ab7cdec8b13b051f243a1a618b829720 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_1f41748565d91e26", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 24960, + "output_tokens": 554, + "total_tokens": 26547, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 130, + "estimated_total_tokens": 2828, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15325.96, + "sql_execution_elapsed_ms_total": 1.83, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1f41748565d91e26/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..51483370bcae91cb4ebed3ba48ebc8316c2a6e9a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8340, "bytes_utf8": 8340, "lines": 298, "estimated_tokens": 2612}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 249, "bytes_utf8": 249, "lines": 1, "estimated_tokens": 65}, "usage": {"input_tokens": 25907, "cached_input_tokens": 24960, "output_tokens": 434, "reasoning_output_tokens": 363}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b67306f21537e69fe9429df556b70b75f2f6044f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_1ffb31994a3828f7", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 24960, + "output_tokens": 434, + "total_tokens": 26341, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 65, + "estimated_total_tokens": 2677, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12679.7, + "sql_execution_elapsed_ms_total": 1.43, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..018a7d1a1a42d829be23aa9b59e176eba40938da --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:40:18.009036+00:00", + "ended_at": "2026-05-26T00:40:30.688875+00:00", + "elapsed_ms": 12679.7, + "prompt_metrics": { + "chars": 8340, + "bytes_utf8": 8340, + "lines": 298, + "estimated_tokens": 2612 + }, + "stdout_metrics": { + "chars": 603, + "bytes_utf8": 603, + "lines": 4, + "estimated_tokens": 176 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 249, + "bytes_utf8": 249, + "lines": 1, + "estimated_tokens": 65 + }, + "usage": { + "input_tokens": 25907, + "cached_input_tokens": 24960, + "output_tokens": 434, + "reasoning_output_tokens": 363 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..786dbc8606a54d7ce216cf0f61a614cbe2583535 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,298 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "y", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 4.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8d0b62c621be147b994e962b12eeac9f179b47a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b9-a98b-7642-833d-0bd1fafb10f7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"y\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Counts rows per target category \\\"y\\\" to inspect subgroup size distribution/stability.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25907,"cached_input_tokens":24960,"output_tokens":434,"reasoning_output_tokens":363}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f46d6479572a853716c2c20272428347c5efa013 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"y\", COUNT(*) AS \"row_count\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"row_count\" DESC;","notes":"Counts rows per target category \"y\" to inspect subgroup size distribution/stability."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a53c7a5684844e46e21fbd2e8bf359549bc677e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y. +Result preview: [{"y": "3", "row_count": 2000}, {"y": "2", "row_count": 2000}, {"y": "1", "row_count": 2000}, {"y": "0", "row_count": 2000}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..27fa7f316fe545678b05f055e30ee867698df142 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n6_1ffb31994a3828f7 +-- problem_id: v2p_n6_465f89044d96bf2d +-- realization_mode: agent +-- source_kind: agent +SELECT "y", COUNT(*) AS "row_count" +FROM "n6" +GROUP BY "y" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..60931e8d4924b5bb5d0be0f332aaf098b34c6767 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"y\", COUNT(*) AS \"row_count\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"y\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"y\", \"row_count\"], \"rows\": [{\"y\": \"3\", \"row_count\": 2000}, {\"y\": \"2\", \"row_count\": 2000}, {\"y\": \"1\", \"row_count\": 2000}, {\"y\": \"0\", \"row_count\": 2000}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.43}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f29e62a795659e423a1196045dca2038d5b188e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:40:18.008199+00:00", + "ended_at": "2026-05-26T00:40:30.694132+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_1ffb31994a3828f7", + "problem_id": "v2p_n6_465f89044d96bf2d", + "dataset_id": "n6", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y.", + "bindings": { + "group_col": "y", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 4.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=15" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1ffb31994a3828f7.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_1ffb31994a3828f7", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 24960, + "output_tokens": 434, + "total_tokens": 26341, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 65, + "estimated_total_tokens": 2677, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12679.7, + "sql_execution_elapsed_ms_total": 1.43, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..15a20df18163bd53d57ebc9ce39dd3c5a3b0702d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:40:30.691419+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12679.7, "started_at": "2026-05-26T00:40:18.009036+00:00", "ended_at": "2026-05-26T00:40:30.688875+00:00", "prompt_metrics": {"chars": 8340, "bytes_utf8": 8340, "lines": 298, "estimated_tokens": 2612}, "response_metrics": {"chars": 249, "bytes_utf8": 249, "lines": 1, "estimated_tokens": 65}, "usage": {"input_tokens": 25907, "cached_input_tokens": 24960, "output_tokens": 434, "reasoning_output_tokens": 363}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"y\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Counts rows per target category \\\"y\\\" to inspect subgroup size distribution/stability.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6a535816bbe6e9211843c32d207b10704fc11fa7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_1ffb31994a3828f7", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 24960, + "output_tokens": 434, + "total_tokens": 26341, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 65, + "estimated_total_tokens": 2677, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12679.7, + "sql_execution_elapsed_ms_total": 1.43, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_1ffb31994a3828f7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..73d0931c272866ee01ff4def6b8f19f88d678289 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8828, "bytes_utf8": 8828, "lines": 302, "estimated_tokens": 2757}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 527, "bytes_utf8": 527, "lines": 1, "estimated_tokens": 166}, "usage": {"input_tokens": 26052, "cached_input_tokens": 24960, "output_tokens": 688, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..aea0cd2478617bb84cf2fcdd4b68777c11103299 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_202a54b20ea18af1", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 688, + "total_tokens": 26740, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 166, + "estimated_total_tokens": 2923, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17321.05, + "sql_execution_elapsed_ms_total": 4.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c20b6754aeb7a392ccdcf7617ac41c241c15c54d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:40:30.695858+00:00", + "ended_at": "2026-05-26T00:40:48.017115+00:00", + "elapsed_ms": 17321.05, + "prompt_metrics": { + "chars": 8828, + "bytes_utf8": 8828, + "lines": 302, + "estimated_tokens": 2757 + }, + "stdout_metrics": { + "chars": 925, + "bytes_utf8": 925, + "lines": 4, + "estimated_tokens": 306 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 527, + "bytes_utf8": 527, + "lines": 1, + "estimated_tokens": 166 + }, + "usage": { + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 688, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..33489060f1885935866f01954640fa1ffa6b6e0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X14.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X14", + "item_col": "X15", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..74f45f504fe8b724cfb03fdff0795be5fa9814bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61b9-db0f-7dd2-8173-03c28a980504"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"y\\\",\\n \\\"X15\\\",\\n SUM(CAST(\\\"X14\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X14\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X14\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X15\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"X15\\\", and measure_col=\\\"X14\\\". Cast \\\"X14\\\" to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26052,"cached_input_tokens":24960,"output_tokens":688,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..31d4a9c5de5f07c1c2e31e68dacb17c25c29965d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"y\",\n \"X15\",\n SUM(CAST(\"X14\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"X14\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X14\" AS REAL))) OVER (PARTITION BY \"y\") AS \"share_within_group\"\nFROM \"n6\"\nGROUP BY \"y\", \"X15\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"y\", item_col=\"X15\", and measure_col=\"X14\". Cast \"X14\" to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8c808b93af14f443836ecdc2ef8cf129202a1e52 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X14. +Result preview: [{"y": "3", "X15": "-7", "total_measure": -301.0, "share_within_group": 82.92011019283747}, {"y": "3", "X15": "-4", "total_measure": -238.0, "share_within_group": 65.56473829201101}, {"y": "3", "X15": "-6", "total_measure": -217.0, "share_within_group": 59.77961432506887}, {"y": "3", "X15": "-5", "total_measure": -179.0, "share_within_group": 49.31129476584022}, {"y": "3", "X15": "-8", "total_measure": -162.0, "share_within_group": 44.62809917355372}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5eed33d6fe313f4636532254b470acdf070ed81d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_202a54b20ea18af1 +-- problem_id: v2p_n6_cf9fbd04ebf3eb26 +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + "X15", + SUM(CAST("X14" AS REAL)) AS "total_measure", + SUM(CAST("X14" AS REAL)) * 100.0 / SUM(SUM(CAST("X14" AS REAL))) OVER (PARTITION BY "y") AS "share_within_group" +FROM "n6" +GROUP BY "y", "X15" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bf52d8bbe8aae2c215221835255c568b7676b50e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"y\",\n \"X15\",\n SUM(CAST(\"X14\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"X14\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X14\" AS REAL))) OVER (PARTITION BY \"y\") AS \"share_within_group\"\nFROM \"n6\"\nGROUP BY \"y\", \"X15\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"y\\\",\\n \\\"X15\\\",\\n SUM(CAST(\\\"X14\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X14\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X14\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X15\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"y\", \"X15\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"3\", \"X15\": \"-7\", \"total_measure\": -301.0, \"share_within_group\": 82.92011019283747}, {\"y\": \"3\", \"X15\": \"-4\", \"total_measure\": -238.0, \"share_within_group\": 65.56473829201101}, {\"y\": \"3\", \"X15\": \"-6\", \"total_measure\": -217.0, \"share_within_group\": 59.77961432506887}, {\"y\": \"3\", \"X15\": \"-5\", \"total_measure\": -179.0, \"share_within_group\": 49.31129476584022}, {\"y\": \"3\", \"X15\": \"-8\", \"total_measure\": -162.0, \"share_within_group\": 44.62809917355372}, {\"y\": \"2\", \"X15\": \"-9\", \"total_measure\": -303.0, \"share_within_group\": 40.780619111709285}, {\"y\": \"3\", \"X15\": \"-10\", \"total_measure\": -135.0, \"share_within_group\": 37.1900826446281}, {\"y\": \"2\", \"X15\": \"-5\", \"total_measure\": -229.0, \"share_within_group\": 30.82099596231494}, {\"y\": \"3\", \"X15\": \"-9\", \"total_measure\": -109.0, \"share_within_group\": 30.02754820936639}, {\"y\": \"2\", \"X15\": \"-7\", \"total_measure\": -210.0, \"share_within_group\": 28.263795423956932}, {\"y\": \"2\", \"X15\": \"3\", \"total_measure\": -184.0, \"share_within_group\": 24.764468371467025}, {\"y\": \"2\", \"X15\": \"-6\", \"total_measure\": -182.0, \"share_within_group\": 24.49528936742934}, {\"y\": \"2\", \"X15\": \"-1\", \"total_measure\": -160.0, \"share_within_group\": 21.534320323014803}, {\"y\": \"3\", \"X15\": \"5\", \"total_measure\": -73.0, \"share_within_group\": 20.110192837465565}, {\"y\": \"3\", \"X15\": \"-12\", \"total_measure\": -69.0, \"share_within_group\": 19.00826446280992}, {\"y\": \"3\", \"X15\": \"-14\", \"total_measure\": -68.0, \"share_within_group\": 18.732782369146005}, {\"y\": \"2\", \"X15\": \"-3\", \"total_measure\": -130.0, \"share_within_group\": 17.49663526244953}, {\"y\": \"2\", \"X15\": \"-8\", \"total_measure\": -130.0, \"share_within_group\": 17.49663526244953}, {\"y\": \"2\", \"X15\": \"-10\", \"total_measure\": -127.0, \"share_within_group\": 17.092866756393}, {\"y\": \"2\", \"X15\": \"-2\", \"total_measure\": -103.0, \"share_within_group\": 13.86271870794078}, {\"y\": \"3\", \"X15\": \"0\", \"total_measure\": -45.0, \"share_within_group\": 12.396694214876034}, {\"y\": \"3\", \"X15\": \"-3\", \"total_measure\": -35.0, \"share_within_group\": 9.641873278236915}, {\"y\": \"3\", \"X15\": \"6\", \"total_measure\": -34.0, \"share_within_group\": 9.366391184573002}, {\"y\": \"3\", \"X15\": \"-11\", \"total_measure\": -33.0, \"share_within_group\": 9.090909090909092}, {\"y\": \"2\", \"X15\": \"1\", \"total_measure\": -67.0, \"share_within_group\": 9.01749663526245}, {\"y\": \"3\", \"X15\": \"-17\", \"total_measure\": -29.0, \"share_within_group\": 7.988980716253444}, {\"y\": \"1\", \"X15\": \"7\", \"total_measure\": 564.0, \"share_within_group\": 7.7345035655512895}, {\"y\": \"1\", \"X15\": \"9\", \"total_measure\": 535.0, \"share_within_group\": 7.336807460230389}, {\"y\": \"3\", \"X15\": \"19\", \"total_measure\": -26.0, \"share_within_group\": 7.162534435261708}, {\"y\": \"1\", \"X15\": \"13\", \"total_measure\": 510.0, \"share_within_group\": 6.993965990126165}, {\"y\": \"1\", \"X15\": \"18\", \"total_measure\": 496.0, \"share_within_group\": 6.8019747668678}, {\"y\": \"1\", \"X15\": \"10\", \"total_measure\": 463.0, \"share_within_group\": 6.349424026330225}, {\"y\": \"1\", \"X15\": \"14\", \"total_measure\": 447.0, \"share_within_group\": 6.1300054854635215}, {\"y\": \"2\", \"X15\": \"0\", \"total_measure\": -45.0, \"share_within_group\": 6.056527590847914}, {\"y\": \"1\", \"X15\": \"8\", \"total_measure\": 433.0, \"share_within_group\": 5.938014262205156}, {\"y\": \"1\", \"X15\": \"11\", \"total_measure\": 419.0, \"share_within_group\": 5.746023038946791}, {\"y\": \"1\", \"X15\": \"6\", \"total_measure\": 408.0, \"share_within_group\": 5.595172792100932}, {\"y\": \"1\", \"X15\": \"5\", \"total_measure\": 400.0, \"share_within_group\": 5.485463521667581}, {\"y\": \"1\", \"X15\": \"4\", \"total_measure\": 377.0, \"share_within_group\": 5.170049369171695}, {\"y\": \"1\", \"X15\": \"2\", \"total_measure\": 374.0, \"share_within_group\": 5.128908392759188}, {\"y\": \"1\", \"X15\": \"22\", \"total_measure\": 362.0, \"share_within_group\": 4.964344487109161}, {\"y\": \"3\", \"X15\": \"-16\", \"total_measure\": -18.0, \"share_within_group\": 4.958677685950414}, {\"y\": \"3\", \"X15\": \"-18\", \"total_measure\": -18.0, \"share_within_group\": 4.958677685950414}, {\"y\": \"1\", \"X15\": \"3\", \"total_measure\": 360.0, \"share_within_group\": 4.9369171695008225}, {\"y\": \"1\", \"X15\": \"16\", \"total_measure\": 321.0, \"share_within_group\": 4.402084476138234}, {\"y\": \"1\", \"X15\": \"-5\", \"total_measure\": 289.0, \"share_within_group\": 3.9632473944048274}, {\"y\": \"0\", \"X15\": \"-94\", \"total_measure\": -1146.0, \"share_within_group\": 3.8883045499270517}, {\"y\": \"1\", \"X15\": \"-2\", \"total_measure\": 279.0, \"share_within_group\": 3.8261108063631375}, {\"y\": \"1\", \"X15\": \"1\", \"total_measure\": 279.0, \"share_within_group\": 3.8261108063631375}, {\"y\": \"1\", \"X15\": \"23\", \"total_measure\": 272.0, \"share_within_group\": 3.730115194733955}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.24}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9c01d8720d1b9ecb3dce356dcd3ff19723646cf1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:40:30.694512+00:00", + "ended_at": "2026-05-26T00:40:48.026244+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_202a54b20ea18af1", + "problem_id": "v2p_n6_cf9fbd04ebf3eb26", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X14.", + "bindings": { + "group_col": "y", + "measure_col": "X14", + "item_col": "X15", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=29" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_202a54b20ea18af1.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_202a54b20ea18af1", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 688, + "total_tokens": 26740, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 166, + "estimated_total_tokens": 2923, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17321.05, + "sql_execution_elapsed_ms_total": 4.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0966320e81320e05fb5e2e2af7dfa408630480dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:40:48.020506+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17321.05, "started_at": "2026-05-26T00:40:30.695858+00:00", "ended_at": "2026-05-26T00:40:48.017115+00:00", "prompt_metrics": {"chars": 8828, "bytes_utf8": 8828, "lines": 302, "estimated_tokens": 2757}, "response_metrics": {"chars": 527, "bytes_utf8": 527, "lines": 1, "estimated_tokens": 166}, "usage": {"input_tokens": 26052, "cached_input_tokens": 24960, "output_tokens": 688, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"y\\\",\\n \\\"X15\\\",\\n SUM(CAST(\\\"X14\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X14\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X14\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X15\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"X15\\\", and measure_col=\\\"X14\\\". Cast \\\"X14\\\" to REAL because the SQLite schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5d79d9b9c265915613525612e6b477574a5aa2a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_202a54b20ea18af1", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 688, + "total_tokens": 26740, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 166, + "estimated_total_tokens": 2923, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17321.05, + "sql_execution_elapsed_ms_total": 4.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_202a54b20ea18af1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a3fe5d9acb095025a9b69ded253ccb2898a617ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8664, "bytes_utf8": 8664, "lines": 303, "estimated_tokens": 2697}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 437, "bytes_utf8": 437, "lines": 1, "estimated_tokens": 124}, "usage": {"input_tokens": 25992, "cached_input_tokens": 24960, "output_tokens": 320, "reasoning_output_tokens": 190}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e15d7aa6351106f2b2ded39f1f7a831cb29079fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_215cc6c39ca76b81", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 24960, + "output_tokens": 320, + "total_tokens": 26312, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 124, + "estimated_total_tokens": 2821, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10848.61, + "sql_execution_elapsed_ms_total": 1.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5b105521cb3e5970c434ad919d4502b3853a579b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:40:48.028608+00:00", + "ended_at": "2026-05-26T00:40:58.877372+00:00", + "elapsed_ms": 10848.61, + "prompt_metrics": { + "chars": 8664, + "bytes_utf8": 8664, + "lines": 303, + "estimated_tokens": 2697 + }, + "stdout_metrics": { + "chars": 800, + "bytes_utf8": 800, + "lines": 4, + "estimated_tokens": 242 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 437, + "bytes_utf8": 437, + "lines": 1, + "estimated_tokens": 124 + }, + "usage": { + "input_tokens": 25992, + "cached_input_tokens": 24960, + "output_tokens": 320, + "reasoning_output_tokens": 190 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a0afb558429599ab7a8e69c8f50f0f76d21edd29 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..af00d25a4100de30577b03747478117ca191fa30 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ba-1ec1-7da3-b7dd-439cb4170f4a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Used the provided Grouped Condition Rate template with group_col=\\\"y\\\" and condition_col=\\\"y\\\". Because the grouping column and condition column are the same, the result will be 1.0 for y='1' and 0.0 for other y groups.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25992,"cached_input_tokens":24960,"output_tokens":320,"reasoning_output_tokens":190}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a07cb7fedca730517c6dc54558d8aaeda0c177fb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;","notes":"Used the provided Grouped Condition Rate template with group_col=\"y\" and condition_col=\"y\". Because the grouping column and condition column are the same, the result will be 1.0 for y='1' and 0.0 for other y groups."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..75a34f3a687ab9561d3c08dbb2c2307e1c31906f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "1", "condition_rate": 1.0}, {"y": "3", "condition_rate": 0.0}, {"y": "2", "condition_rate": 0.0}, {"y": "0", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d00e972d1737a1399be78ece285286265476c025 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_215cc6c39ca76b81 +-- problem_id: v2p_n6_3cb9c981ad7fa2c6 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..20595fb4efc5836c7efe52362870f0a358071593 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"y\", \"condition_rate\"], \"rows\": [{\"y\": \"1\", \"condition_rate\": 1.0}, {\"y\": \"3\", \"condition_rate\": 0.0}, {\"y\": \"2\", \"condition_rate\": 0.0}, {\"y\": \"0\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.36}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fcaa4a72819a49afcfd4835eaa9688d0d49b6197 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:40:48.027154+00:00", + "ended_at": "2026-05-26T00:40:58.883381+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_215cc6c39ca76b81", + "problem_id": "v2p_n6_3cb9c981ad7fa2c6", + "dataset_id": "n6", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_215cc6c39ca76b81.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_215cc6c39ca76b81", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 24960, + "output_tokens": 320, + "total_tokens": 26312, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 124, + "estimated_total_tokens": 2821, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10848.61, + "sql_execution_elapsed_ms_total": 1.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7e41be6762d3a9f8c5bcde7a088f415b84f93ec0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:40:58.879815+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10848.61, "started_at": "2026-05-26T00:40:48.028608+00:00", "ended_at": "2026-05-26T00:40:58.877372+00:00", "prompt_metrics": {"chars": 8664, "bytes_utf8": 8664, "lines": 303, "estimated_tokens": 2697}, "response_metrics": {"chars": 437, "bytes_utf8": 437, "lines": 1, "estimated_tokens": 124}, "usage": {"input_tokens": 25992, "cached_input_tokens": 24960, "output_tokens": 320, "reasoning_output_tokens": 190}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Used the provided Grouped Condition Rate template with group_col=\\\"y\\\" and condition_col=\\\"y\\\". Because the grouping column and condition column are the same, the result will be 1.0 for y='1' and 0.0 for other y groups.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cb3b2bded9f33930e5c584cd840240fb33ba45a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_215cc6c39ca76b81", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 24960, + "output_tokens": 320, + "total_tokens": 26312, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 124, + "estimated_total_tokens": 2821, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10848.61, + "sql_execution_elapsed_ms_total": 1.36, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_215cc6c39ca76b81/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..654c4c35bfabe0131b161878e8f8f0413caa2d3a --- /dev/null +++ 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c82119a393acd4bb039e354e6f9a42173d04093b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_2f2c6671a2aa1105", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 24960, + "output_tokens": 531, + "total_tokens": 26523, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 119, + "estimated_total_tokens": 2816, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14055.58, + "sql_execution_elapsed_ms_total": 1.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..78b89b5f49a3baca848cb434e6a65e73ec0b0d07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:40:58.884692+00:00", + "ended_at": "2026-05-26T00:41:12.936157+00:00", + "elapsed_ms": 14055.58, + "prompt_metrics": { + "chars": 8664, + "bytes_utf8": 8664, + "lines": 303, + "estimated_tokens": 2697 + }, + "stdout_metrics": { + "chars": 796, + "bytes_utf8": 796, + "lines": 4, + "estimated_tokens": 231 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 437, + "bytes_utf8": 437, + "lines": 1, + "estimated_tokens": 119 + }, + "usage": { + "input_tokens": 25992, + "cached_input_tokens": 24960, + "output_tokens": 531, + "reasoning_output_tokens": 406 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0b8a38deaab99fead51363f9214139433fa098f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..024f32d16b5bfe66edec099edf1ac38b9063fabe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ba-4928-7563-99d6-5ae678831fe1"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the requested grouped condition rate template with both group_col and condition_col bound to \\\"y\\\". Since the grouping and condition columns are the same, the rate is 1 for group y='1' and 0 for all other y groups.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25992,"cached_input_tokens":24960,"output_tokens":531,"reasoning_output_tokens":406}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1eab1cf975ad0af51111b1cd932f857f1d47f637 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the requested grouped condition rate template with both group_col and condition_col bound to \"y\". Since the grouping and condition columns are the same, the rate is 1 for group y='1' and 0 for all other y groups."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..75a34f3a687ab9561d3c08dbb2c2307e1c31906f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "1", "condition_rate": 1.0}, {"y": "3", "condition_rate": 0.0}, {"y": "2", "condition_rate": 0.0}, {"y": "0", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..72b9ae86aa10024d6966073bc3f17d8da1895c98 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_2f2c6671a2aa1105 +-- problem_id: v2p_n6_362587e4ddb714cf +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b0442a5e28d4704edf41a4e4af0795a6d8128ce9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"y\", \"condition_rate\"], \"rows\": [{\"y\": \"1\", \"condition_rate\": 1.0}, {\"y\": \"3\", \"condition_rate\": 0.0}, {\"y\": \"2\", \"condition_rate\": 0.0}, {\"y\": \"0\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.64}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..739ef9684dcb6f24e1e713ae7c015e14ee8df40b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:40:58.884005+00:00", + "ended_at": "2026-05-26T00:41:12.942244+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_2f2c6671a2aa1105", + "problem_id": "v2p_n6_362587e4ddb714cf", + "dataset_id": "n6", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_2f2c6671a2aa1105.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_2f2c6671a2aa1105", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 24960, + "output_tokens": 531, + "total_tokens": 26523, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 119, + "estimated_total_tokens": 2816, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14055.58, + "sql_execution_elapsed_ms_total": 1.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c47933930b77b8cf00d03012b23c7f0705b91a2a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:41:12.939374+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14055.58, "started_at": "2026-05-26T00:40:58.884692+00:00", "ended_at": "2026-05-26T00:41:12.936157+00:00", "prompt_metrics": {"chars": 8664, "bytes_utf8": 8664, "lines": 303, "estimated_tokens": 2697}, "response_metrics": {"chars": 437, "bytes_utf8": 437, "lines": 1, "estimated_tokens": 119}, "usage": {"input_tokens": 25992, "cached_input_tokens": 24960, "output_tokens": 531, "reasoning_output_tokens": 406}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the requested grouped condition rate template with both group_col and condition_col bound to \\\"y\\\". Since the grouping and condition columns are the same, the rate is 1 for group y='1' and 0 for all other y groups.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..003a6a1648eb6eb98bcf9ae473e61b27523d61dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_2f2c6671a2aa1105", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 24960, + "output_tokens": 531, + "total_tokens": 26523, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 119, + "estimated_total_tokens": 2816, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14055.58, + "sql_execution_elapsed_ms_total": 1.64, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_2f2c6671a2aa1105/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dc89be040b407dbc74328f778eeaa862af3f4914 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8667, "bytes_utf8": 8667, "lines": 303, "estimated_tokens": 2698}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 375, "bytes_utf8": 375, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 25993, "cached_input_tokens": 24960, "output_tokens": 506, "reasoning_output_tokens": 389}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7ef28c4cb9a7e7e458ae800d6a77e5ba86d6a0c8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_345eb50ede2b14bf", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 24960, + "output_tokens": 506, + "total_tokens": 26499, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2809, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13011.34, + "sql_execution_elapsed_ms_total": 1.45, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3e9fd27e59420fabbfb0718baa3709cda083e1ad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:41:12.943365+00:00", + "ended_at": "2026-05-26T00:41:25.952771+00:00", + "elapsed_ms": 13011.34, + "prompt_metrics": { + "chars": 8667, + "bytes_utf8": 8667, + "lines": 303, + "estimated_tokens": 2698 + }, + "stdout_metrics": { + "chars": 742, + "bytes_utf8": 742, + "lines": 4, + "estimated_tokens": 228 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 375, + "bytes_utf8": 375, + "lines": 1, + "estimated_tokens": 111 + }, + "usage": { + "input_tokens": 25993, + "cached_input_tokens": 24960, + "output_tokens": 506, + "reasoning_output_tokens": 389 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..381750b5766a4be006a9723f85276119bb0ec52a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5d9e340f5259f3398b5bdae17a688c24d38a329a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ba-8024-79c2-adbd-34092500db4a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Used the planned template with group_col=\\\"y\\\" and condition_col=\\\"y\\\". Since \\\"y\\\" is TEXT in the schema, the bound condition_value was compared as '0'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25993,"cached_input_tokens":24960,"output_tokens":506,"reasoning_output_tokens":389}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e52bb74bfa4946ebb47a3cc99ebaf20dce41a91a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '0' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;","notes":"Used the planned template with group_col=\"y\" and condition_col=\"y\". Since \"y\" is TEXT in the schema, the bound condition_value was compared as '0'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..dcabfb11685c352c952e26063417c3cbb920a0bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "0", "condition_rate": 1.0}, {"y": "3", "condition_rate": 0.0}, {"y": "2", "condition_rate": 0.0}, {"y": "1", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..701c51ecc0c6b91a4ce9245bec25ebd0d6cf90a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_345eb50ede2b14bf +-- problem_id: v2p_n6_835d7ebbc6383af6 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '0' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1751e031253d5c5d6a5a1fa56cbcc0f118998748 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '0' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"y\", \"condition_rate\"], \"rows\": [{\"y\": \"0\", \"condition_rate\": 1.0}, {\"y\": \"3\", \"condition_rate\": 0.0}, {\"y\": \"2\", \"condition_rate\": 0.0}, {\"y\": \"1\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.45}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..50cabcb955ce81371cf034f8934a31bbf8fbe590 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:41:12.942650+00:00", + "ended_at": "2026-05-26T00:41:25.959358+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_345eb50ede2b14bf", + "problem_id": "v2p_n6_835d7ebbc6383af6", + "dataset_id": "n6", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_345eb50ede2b14bf.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_345eb50ede2b14bf", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 24960, + "output_tokens": 506, + "total_tokens": 26499, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2809, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13011.34, + "sql_execution_elapsed_ms_total": 1.45, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bb39507f3392f49cbd0be5c18e5374545b316f9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:41:25.956247+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13011.34, "started_at": "2026-05-26T00:41:12.943365+00:00", "ended_at": "2026-05-26T00:41:25.952771+00:00", "prompt_metrics": {"chars": 8667, "bytes_utf8": 8667, "lines": 303, "estimated_tokens": 2698}, "response_metrics": {"chars": 375, "bytes_utf8": 375, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 25993, "cached_input_tokens": 24960, "output_tokens": 506, "reasoning_output_tokens": 389}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Used the planned template with group_col=\\\"y\\\" and condition_col=\\\"y\\\". Since \\\"y\\\" is TEXT in the schema, the bound condition_value was compared as '0'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ea1c34ac3c52e2ff25cb69dca509e476dba20054 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_345eb50ede2b14bf", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 24960, + "output_tokens": 506, + "total_tokens": 26499, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 111, + "estimated_total_tokens": 2809, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13011.34, + "sql_execution_elapsed_ms_total": 1.45, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_345eb50ede2b14bf/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a17b336c5edbacff85f9e928357730b4cd3852d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8664, "bytes_utf8": 8664, "lines": 303, "estimated_tokens": 2697}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 456, "bytes_utf8": 456, "lines": 1, "estimated_tokens": 128}, "usage": {"input_tokens": 25992, "cached_input_tokens": 24960, "output_tokens": 382, "reasoning_output_tokens": 248}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..88fa11ec40b19ed62f336fa01139b269900ce813 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_385905b0f371e621", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 24960, + "output_tokens": 382, + "total_tokens": 26374, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 128, + "estimated_total_tokens": 2825, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12697.89, + "sql_execution_elapsed_ms_total": 1.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..209d267a10a469fbf14a983d92d5ecd7b0af1ed7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:41:25.960319+00:00", + "ended_at": "2026-05-26T00:41:38.657447+00:00", + "elapsed_ms": 12697.89, + "prompt_metrics": { + "chars": 8664, + "bytes_utf8": 8664, + "lines": 303, + "estimated_tokens": 2697 + }, + "stdout_metrics": { + "chars": 819, + "bytes_utf8": 819, + "lines": 4, + "estimated_tokens": 245 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 456, + "bytes_utf8": 456, + "lines": 1, + "estimated_tokens": 128 + }, + "usage": { + "input_tokens": 25992, + "cached_input_tokens": 24960, + "output_tokens": 382, + "reasoning_output_tokens": 248 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c260c7b777f7af479d1b3030a7e611fc86b9c576 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..151471ff577f843af3b6f0c414ee1d9d3848cf42 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ba-b2f6-73d3-bebd-512e95fed6dc"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"y\\\" and condition_col=\\\"y\\\". Because the grouping column and condition column are the same, the result will show a rate of 1.0 for group '1' and 0.0 for all other y groups.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25992,"cached_input_tokens":24960,"output_tokens":382,"reasoning_output_tokens":248}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..96f358462a330f6a987ca79a9761fa803b93a17d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned Grouped Condition Rate template with group_col=\"y\" and condition_col=\"y\". Because the grouping column and condition column are the same, the result will show a rate of 1.0 for group '1' and 0.0 for all other y groups."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..75a34f3a687ab9561d3c08dbb2c2307e1c31906f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "1", "condition_rate": 1.0}, {"y": "3", "condition_rate": 0.0}, {"y": "2", "condition_rate": 0.0}, {"y": "0", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d600d6b0a1fccc2cd4fca7a1cee7395bdeff9ab3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_385905b0f371e621 +-- problem_id: v2p_n6_d09d6e1c513a9704 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..24105d3ad35c6dadb8ed2ecaa8c2e74dde74fe49 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"y\", \"condition_rate\"], \"rows\": [{\"y\": \"1\", \"condition_rate\": 1.0}, {\"y\": \"3\", \"condition_rate\": 0.0}, {\"y\": \"2\", \"condition_rate\": 0.0}, {\"y\": \"0\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.44}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..723192d777d0237c8d98dc32ed3d2666c1c5e7d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:41:25.959673+00:00", + "ended_at": "2026-05-26T00:41:38.662627+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_385905b0f371e621", + "problem_id": "v2p_n6_d09d6e1c513a9704", + "dataset_id": "n6", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=98" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_385905b0f371e621.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_385905b0f371e621", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 24960, + "output_tokens": 382, + "total_tokens": 26374, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 128, + "estimated_total_tokens": 2825, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12697.89, + "sql_execution_elapsed_ms_total": 1.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..32e1ec78cdefd74849ef59724ad61b96dbe9c64b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:41:38.659872+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12697.89, "started_at": "2026-05-26T00:41:25.960319+00:00", "ended_at": "2026-05-26T00:41:38.657447+00:00", "prompt_metrics": {"chars": 8664, "bytes_utf8": 8664, "lines": 303, "estimated_tokens": 2697}, "response_metrics": {"chars": 456, "bytes_utf8": 456, "lines": 1, "estimated_tokens": 128}, "usage": {"input_tokens": 25992, "cached_input_tokens": 24960, "output_tokens": 382, "reasoning_output_tokens": 248}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with group_col=\\\"y\\\" and condition_col=\\\"y\\\". Because the grouping column and condition column are the same, the result will show a rate of 1.0 for group '1' and 0.0 for all other y groups.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ac2fff4f70a949e782872b836197161028c30df6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_385905b0f371e621/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_385905b0f371e621", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 24960, + "output_tokens": 382, + "total_tokens": 26374, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8653, "bytes_utf8": 8653, "lines": 303, "estimated_tokens": 2697}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 399, "bytes_utf8": 399, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 25992, "cached_input_tokens": 22912, "output_tokens": 567, "reasoning_output_tokens": 451}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f3f7f3214707b96665187852237426ee67e6f4a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_38d5834ebfa48511", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 22912, + "output_tokens": 567, + "total_tokens": 26559, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 110, + "estimated_total_tokens": 2807, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14909.36, + "sql_execution_elapsed_ms_total": 1.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6fa87c84ae4f1541d839af2997d68b5965abf59d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:41:38.663619+00:00", + "ended_at": "2026-05-26T00:41:53.572689+00:00", + "elapsed_ms": 14909.36, + "prompt_metrics": { + "chars": 8653, + "bytes_utf8": 8653, + "lines": 303, + "estimated_tokens": 2697 + }, + "stdout_metrics": { + "chars": 766, + "bytes_utf8": 766, + "lines": 4, + "estimated_tokens": 229 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 399, + "bytes_utf8": 399, + "lines": 1, + "estimated_tokens": 110 + }, + "usage": { + "input_tokens": 25992, + "cached_input_tokens": 22912, + "output_tokens": 567, + "reasoning_output_tokens": 451 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1aac48e1a6c283bf8d2d53204361885144716d87 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7e01d125bca44ad50e750aa6e51acef924fb2b75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ba-e48e-7dc1-887f-6ca526ad9c05"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Used the planned Grouped Condition Rate template with group_col=\\\"y\\\" and condition_col=\\\"y\\\". Compared against '0' as a text literal because the SQLite schema stores \\\"y\\\" as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25992,"cached_input_tokens":22912,"output_tokens":567,"reasoning_output_tokens":451}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bec18f1b8f59060c2647f984a18791092570f0ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;","notes":"Used the planned Grouped Condition Rate template with group_col=\"y\" and condition_col=\"y\". Compared against '0' as a text literal because the SQLite schema stores \"y\" as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..899ff6cb0951ad90e34f41fbcd28d6f446944070 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "0", "condition_rate": 1.0}, {"y": "3", "condition_rate": 0.0}, {"y": "2", "condition_rate": 0.0}, {"y": "1", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..beb944c8ef525fcbeb45e11a67a333f06efe072c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_38d5834ebfa48511 +-- problem_id: v2p_n6_c7beba94ee2698c9 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..58b6ac19a764204a065bd4ed7096de915e6fd511 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"y\", \"condition_rate\"], \"rows\": [{\"y\": \"0\", \"condition_rate\": 1.0}, {\"y\": \"3\", \"condition_rate\": 0.0}, {\"y\": \"2\", \"condition_rate\": 0.0}, {\"y\": \"1\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.38}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..98e71218e2e422b9c5e9af5a70046a913f64d7c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:41:38.663084+00:00", + "ended_at": "2026-05-26T00:41:53.578458+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_38d5834ebfa48511", + "problem_id": "v2p_n6_c7beba94ee2698c9", + "dataset_id": "n6", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=99" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_38d5834ebfa48511.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_38d5834ebfa48511", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 22912, + "output_tokens": 567, + "total_tokens": 26559, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 110, + "estimated_total_tokens": 2807, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14909.36, + "sql_execution_elapsed_ms_total": 1.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f423588f598cb41f729944dee5e49159320dd51d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:41:53.575899+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14909.36, "started_at": "2026-05-26T00:41:38.663619+00:00", "ended_at": "2026-05-26T00:41:53.572689+00:00", "prompt_metrics": {"chars": 8653, "bytes_utf8": 8653, "lines": 303, "estimated_tokens": 2697}, "response_metrics": {"chars": 399, "bytes_utf8": 399, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 25992, "cached_input_tokens": 22912, "output_tokens": 567, "reasoning_output_tokens": 451}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Used the planned Grouped Condition Rate template with group_col=\\\"y\\\" and condition_col=\\\"y\\\". Compared against '0' as a text literal because the SQLite schema stores \\\"y\\\" as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0df7dbfa96ad64bc2d3cccb8d65b8f68c7424606 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_38d5834ebfa48511", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 22912, + "output_tokens": 567, + "total_tokens": 26559, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 110, + "estimated_total_tokens": 2807, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14909.36, + "sql_execution_elapsed_ms_total": 1.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_38d5834ebfa48511/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..007da9580f30d1db41dab35cf2d582cba3014b74 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8823, "bytes_utf8": 8823, "lines": 302, "estimated_tokens": 2757}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 580, "bytes_utf8": 580, "lines": 1, "estimated_tokens": 173}, "usage": {"input_tokens": 26052, "cached_input_tokens": 22912, "output_tokens": 2249, "reasoning_output_tokens": 2070}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f3434b10ed25d7e03565b3fa27852062d3cb066a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_3dece21ddce59eb2", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 22912, + "output_tokens": 2249, + "total_tokens": 28301, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 173, + "estimated_total_tokens": 2930, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 48045.86, + "sql_execution_elapsed_ms_total": 5.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5f108f60957dfc4d81206f4040088c7f5225a37c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:41:53.579414+00:00", + "ended_at": "2026-05-26T00:42:41.625365+00:00", + "elapsed_ms": 48045.86, + "prompt_metrics": { + "chars": 8823, + "bytes_utf8": 8823, + "lines": 302, + "estimated_tokens": 2757 + }, + "stdout_metrics": { + "chars": 979, + "bytes_utf8": 979, + "lines": 4, + "estimated_tokens": 316 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 580, + "bytes_utf8": 580, + "lines": 1, + "estimated_tokens": 173 + }, + "usage": { + "input_tokens": 26052, + "cached_input_tokens": 22912, + "output_tokens": 2249, + "reasoning_output_tokens": 2070 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..da288c1602b9769770da5deeb39aa3e7d92a2f53 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X1.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X1", + "item_col": "X2", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a2ff3e4b2b056e152afef13c0901f1484afcc2b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bb-1ed5-77a2-89b7-ca2dd9c59b42"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X2\\\",\\n SUM(CAST(\\\"X1\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X1\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X1\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X2\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 12;\",\"notes\":\"Applied the planned template with group_col=\\\"y\\\", item_col=\\\"X2\\\", and measure_col=\\\"X1\\\". Cast \\\"X1\\\" to REAL because the schema stores numeric-looking feature values as TEXT, and used LIMIT 12 from the provided bindings.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26052,"cached_input_tokens":22912,"output_tokens":2249,"reasoning_output_tokens":2070}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e9355eb10dc642ec65428af8f80582edd1fc21f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X2\",\n SUM(CAST(\"X1\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"X1\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X1\" AS REAL))) OVER (PARTITION BY \"y\") AS \"share_within_group\"\nFROM \"n6\"\nGROUP BY \"y\", \"X2\"\nORDER BY \"share_within_group\" DESC\nLIMIT 12;","notes":"Applied the planned template with group_col=\"y\", item_col=\"X2\", and measure_col=\"X1\". Cast \"X1\" to REAL because the schema stores numeric-looking feature values as TEXT, and used LIMIT 12 from the provided bindings."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..dadc11ac60cb5266fe01568bb28521c81c42cb8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X1. +Result preview: [{"y": "2", "X2": "2", "total_measure": -457.0, "share_within_group": 30.962059620596207}, {"y": "3", "X2": "10", "total_measure": 359.0, "share_within_group": 30.868443680137574}, {"y": "2", "X2": "4", "total_measure": -335.0, "share_within_group": 22.696476964769648}, {"y": "3", "X2": "2", "total_measure": 262.0, "share_within_group": 22.527944969905416}, {"y": "3", "X2": "1", "total_measure": 254.0, "share_within_group": 21.84006878761823}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f6da97d039a2a06f0a7e3606451ec1061137d8f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_3dece21ddce59eb2 +-- problem_id: v2p_n6_df4849e3e0cc204b +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X2", + SUM(CAST("X1" AS REAL)) AS "total_measure", + SUM(CAST("X1" AS REAL)) * 100.0 / SUM(SUM(CAST("X1" AS REAL))) OVER (PARTITION BY "y") AS "share_within_group" +FROM "n6" +GROUP BY "y", "X2" +ORDER BY "share_within_group" DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d5fc8da8dbd79c0ce5d5862094c3e80d63e734ad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X2\",\n SUM(CAST(\"X1\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"X1\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X1\" AS REAL))) OVER (PARTITION BY \"y\") AS \"share_within_group\"\nFROM \"n6\"\nGROUP BY \"y\", \"X2\"\nORDER BY \"share_within_group\" DESC\nLIMIT 12;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X2\\\",\\n SUM(CAST(\\\"X1\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X1\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X1\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X2\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 12;\", \"columns\": [\"y\", \"X2\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"2\", \"X2\": \"2\", \"total_measure\": -457.0, \"share_within_group\": 30.962059620596207}, {\"y\": \"3\", \"X2\": \"10\", \"total_measure\": 359.0, \"share_within_group\": 30.868443680137574}, {\"y\": \"2\", \"X2\": \"4\", \"total_measure\": -335.0, \"share_within_group\": 22.696476964769648}, {\"y\": \"3\", \"X2\": \"2\", \"total_measure\": 262.0, \"share_within_group\": 22.527944969905416}, {\"y\": \"3\", \"X2\": \"1\", \"total_measure\": 254.0, \"share_within_group\": 21.84006878761823}, {\"y\": \"2\", \"X2\": \"-1\", \"total_measure\": -300.0, \"share_within_group\": 20.32520325203252}, {\"y\": \"3\", \"X2\": \"-1\", \"total_measure\": 203.0, \"share_within_group\": 17.454858125537402}, {\"y\": \"3\", \"X2\": \"13\", \"total_measure\": 196.0, \"share_within_group\": 16.852966466036115}, {\"y\": \"3\", \"X2\": \"9\", \"total_measure\": 191.0, \"share_within_group\": 16.42304385210662}, {\"y\": \"3\", \"X2\": \"11\", \"total_measure\": 189.0, \"share_within_group\": 16.251074806534824}, {\"y\": \"3\", \"X2\": \"12\", \"total_measure\": 182.0, \"share_within_group\": 15.649183147033535}, {\"y\": \"3\", \"X2\": \"8\", \"total_measure\": 177.0, \"share_within_group\": 15.219260533104041}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.16}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7c175c737c7f1dcafcfec124080077656b187de9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:41:53.578838+00:00", + "ended_at": "2026-05-26T00:42:41.635714+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_3dece21ddce59eb2", + "problem_id": "v2p_n6_df4849e3e0cc204b", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X1.", + "bindings": { + "group_col": "y", + "measure_col": "X1", + "item_col": "X2", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=32" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_3dece21ddce59eb2.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_3dece21ddce59eb2", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 22912, + "output_tokens": 2249, + "total_tokens": 28301, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 173, + "estimated_total_tokens": 2930, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 48045.86, + "sql_execution_elapsed_ms_total": 5.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dcaa932c16c6eec2b93c3cf699389dabac8ba38b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:42:41.628495+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 48045.86, "started_at": "2026-05-26T00:41:53.579414+00:00", "ended_at": "2026-05-26T00:42:41.625365+00:00", "prompt_metrics": {"chars": 8823, "bytes_utf8": 8823, "lines": 302, "estimated_tokens": 2757}, "response_metrics": {"chars": 580, "bytes_utf8": 580, "lines": 1, "estimated_tokens": 173}, "usage": {"input_tokens": 26052, "cached_input_tokens": 22912, "output_tokens": 2249, "reasoning_output_tokens": 2070}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X2\\\",\\n SUM(CAST(\\\"X1\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X1\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X1\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X2\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 12;\",\"notes\":\"Applied the planned template with group_col=\\\"y\\\", item_col=\\\"X2\\\", and measure_col=\\\"X1\\\". Cast \\\"X1\\\" to REAL because the schema stores numeric-looking feature values as TEXT, and used LIMIT 12 from the provided bindings.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..623d1c019832f6566ec648d857b4eeaf571fb209 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_3dece21ddce59eb2", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 22912, + "output_tokens": 2249, + "total_tokens": 28301, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 173, + "estimated_total_tokens": 2930, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 48045.86, + "sql_execution_elapsed_ms_total": 5.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3dece21ddce59eb2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..780e3053e664b92566db33948f26354eb1e20a23 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8505, "bytes_utf8": 8505, "lines": 300, "estimated_tokens": 2649}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 420, "bytes_utf8": 420, "lines": 1, "estimated_tokens": 118}, "usage": {"input_tokens": 25944, "cached_input_tokens": 24960, "output_tokens": 640, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..12d2704106ea754d82c5404fcfe57e4bab0cc1f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_3e49e13dd8f263c5", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 640, + "total_tokens": 26584, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 118, + "estimated_total_tokens": 2767, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15702.27, + "sql_execution_elapsed_ms_total": 8.95, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..38c1ce01cf69592f7204bfd698c7ab7b86048462 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:42:41.637416+00:00", + "ended_at": "2026-05-26T00:42:57.339815+00:00", + "elapsed_ms": 15702.27, + "prompt_metrics": { + "chars": 8505, + "bytes_utf8": 8505, + "lines": 300, + "estimated_tokens": 2649 + }, + "stdout_metrics": { + "chars": 792, + "bytes_utf8": 792, + "lines": 4, + "estimated_tokens": 245 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 420, + "bytes_utf8": 420, + "lines": 1, + "estimated_tokens": 118 + }, + "usage": { + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 640, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ab7fff84f2886b1819d9e456c2a0ebf9be4f747f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X4.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "y", + "measure_col": "X4", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f1e1a10839405ac9f91db327c9c74a006aa7052b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bb-da92-7a00-97c1-0e9f5aef4e3d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X4\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nWHERE \\\"X4\\\" IS NOT NULL AND TRIM(\\\"X4\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X4\\\". CAST to REAL is applied because the schema stores feature values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25944,"cached_input_tokens":24960,"output_tokens":640,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d1610bdef15357fd12d368c9627214d35d1ae2e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X4\" AS REAL)) OVER (PARTITION BY \"y\") AS \"avg_measure\"\nFROM \"n6\"\nWHERE \"X4\" IS NOT NULL AND TRIM(\"X4\") <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Uses the Window Partition Average template with group_col=\"y\" and measure_col=\"X4\". CAST to REAL is applied because the schema stores feature values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ab1c15a11f15e3408cbe9c4fb7304f5750f9efcb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X4. +Result preview: [{"y": "3", "avg_measure": 0.164}, {"y": "2", "avg_measure": -0.6435}, {"y": "1", "avg_measure": -3.697}, {"y": "0", "avg_measure": -12.301}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f60d100e64f468c576e25a7fa122db49f04386fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_3e49e13dd8f263c5 +-- problem_id: v2p_n6_e96e5d85f38359bf +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X4" AS REAL)) OVER (PARTITION BY "y") AS "avg_measure" +FROM "n6" +WHERE "X4" IS NOT NULL AND TRIM("X4") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..223bf2a6a807623864f96ef442a09dae43d09f6c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X4\" AS REAL)) OVER (PARTITION BY \"y\") AS \"avg_measure\"\nFROM \"n6\"\nWHERE \"X4\" IS NOT NULL AND TRIM(\"X4\") <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X4\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nWHERE \\\"X4\\\" IS NOT NULL AND TRIM(\\\"X4\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"y\", \"avg_measure\"], \"rows\": [{\"y\": \"3\", \"avg_measure\": 0.164}, {\"y\": \"2\", \"avg_measure\": -0.6435}, {\"y\": \"1\", \"avg_measure\": -3.697}, {\"y\": \"0\", \"avg_measure\": -12.301}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 8.95}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3bda4f7dfcb4508db43b1b98ac18220c3279e7ad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:42:41.636227+00:00", + "ended_at": "2026-05-26T00:42:57.353744+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_3e49e13dd8f263c5", + "problem_id": "v2p_n6_e96e5d85f38359bf", + "dataset_id": "n6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X4.", + "bindings": { + "group_col": "y", + "measure_col": "X4", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=51" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_3e49e13dd8f263c5.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_3e49e13dd8f263c5", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 640, + "total_tokens": 26584, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 118, + "estimated_total_tokens": 2767, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15702.27, + "sql_execution_elapsed_ms_total": 8.95, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ce2b685e90035bf4a40127847910cfce76909f11 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:42:57.342760+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15702.27, "started_at": "2026-05-26T00:42:41.637416+00:00", "ended_at": "2026-05-26T00:42:57.339815+00:00", "prompt_metrics": {"chars": 8505, "bytes_utf8": 8505, "lines": 300, "estimated_tokens": 2649}, "response_metrics": {"chars": 420, "bytes_utf8": 420, "lines": 1, "estimated_tokens": 118}, "usage": {"input_tokens": 25944, "cached_input_tokens": 24960, "output_tokens": 640, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X4\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nWHERE \\\"X4\\\" IS NOT NULL AND TRIM(\\\"X4\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X4\\\". CAST to REAL is applied because the schema stores feature values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4b800cec0042334a0e70d7005b508a4f7ffd8e97 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_3e49e13dd8f263c5", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 640, + "total_tokens": 26584, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 118, + "estimated_total_tokens": 2767, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15702.27, + "sql_execution_elapsed_ms_total": 8.95, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_3e49e13dd8f263c5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..29ae9fe65b3dcf1d79c66d5dec25534c9a6f09e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8504, "bytes_utf8": 8504, "lines": 300, "estimated_tokens": 2649}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 397, "bytes_utf8": 397, "lines": 1, "estimated_tokens": 106}, "usage": {"input_tokens": 25944, "cached_input_tokens": 22912, "output_tokens": 611, "reasoning_output_tokens": 499}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5b824888a91c7e85036ff5c270ab47a49baa41f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_4ecbfbdffa32e0b3", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 22912, + "output_tokens": 611, + "total_tokens": 26555, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 106, + "estimated_total_tokens": 2755, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17403.31, + "sql_execution_elapsed_ms_total": 6.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..877fcd2984fef4892dc29093a25d08203831b3a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:42:57.354919+00:00", + "ended_at": "2026-05-26T00:43:14.758380+00:00", + "elapsed_ms": 17403.31, + "prompt_metrics": { + "chars": 8504, + "bytes_utf8": 8504, + "lines": 300, + "estimated_tokens": 2649 + }, + "stdout_metrics": { + "chars": 764, + "bytes_utf8": 764, + "lines": 4, + "estimated_tokens": 226 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 397, + "bytes_utf8": 397, + "lines": 1, + "estimated_tokens": 106 + }, + "usage": { + "input_tokens": 25944, + "cached_input_tokens": 22912, + "output_tokens": 611, + "reasoning_output_tokens": 499 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a19e05c93d6dfafa428a3b6e8cc24b408c9100b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X5.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "y", + "measure_col": "X5", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c5ae3d019ecd34ebad4c8b1b6ea917449706de44 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bc-17f5-7e82-be3c-62545bdd49a0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X5\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested window partition average template with group_col=\\\"y\\\" and measure_col=\\\"X5\\\". \\\"X5\\\" is cast to REAL because the schema stores numeric-looking feature values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25944,"cached_input_tokens":22912,"output_tokens":611,"reasoning_output_tokens":499}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f030d15b5bec8e945b70744854a80895005e43ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X5\" AS REAL)) OVER (PARTITION BY \"y\") AS \"avg_measure\"\nFROM \"n6\"\nORDER BY \"avg_measure\" DESC;","notes":"Uses the requested window partition average template with group_col=\"y\" and measure_col=\"X5\". \"X5\" is cast to REAL because the schema stores numeric-looking feature values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0eff94e7eba58ab5e80d05e3bb16d32aeaf78a0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X5. +Result preview: [{"y": "1", "avg_measure": 6.022}, {"y": "3", "avg_measure": 0.126}, {"y": "2", "avg_measure": -0.969}, {"y": "0", "avg_measure": -12.4655}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..72a7b6b1ea12cd859eba6a23c933a6f22f4635b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_4ecbfbdffa32e0b3 +-- problem_id: v2p_n6_310ae9c609d12104 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X5" AS REAL)) OVER (PARTITION BY "y") AS "avg_measure" +FROM "n6" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d8675d6e538f0e06b1302a28ed66ed8cbaa64c4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X5\" AS REAL)) OVER (PARTITION BY \"y\") AS \"avg_measure\"\nFROM \"n6\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X5\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"y\", \"avg_measure\"], \"rows\": [{\"y\": \"1\", \"avg_measure\": 6.022}, {\"y\": \"3\", \"avg_measure\": 0.126}, {\"y\": \"2\", \"avg_measure\": -0.969}, {\"y\": \"0\", \"avg_measure\": -12.4655}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 6.04}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4b02cdb139c26617a2db72e8aa8e98c168be486a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:42:57.354155+00:00", + "ended_at": "2026-05-26T00:43:14.769729+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_4ecbfbdffa32e0b3", + "problem_id": "v2p_n6_310ae9c609d12104", + "dataset_id": "n6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X5.", + "bindings": { + "group_col": "y", + "measure_col": "X5", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=52" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_4ecbfbdffa32e0b3.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_4ecbfbdffa32e0b3", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 22912, + "output_tokens": 611, + "total_tokens": 26555, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 106, + "estimated_total_tokens": 2755, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17403.31, + "sql_execution_elapsed_ms_total": 6.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..74074d5ae8c91ccade7a8802d39b656e3426208b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:43:14.761647+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17403.31, "started_at": "2026-05-26T00:42:57.354919+00:00", "ended_at": "2026-05-26T00:43:14.758380+00:00", "prompt_metrics": {"chars": 8504, "bytes_utf8": 8504, "lines": 300, "estimated_tokens": 2649}, "response_metrics": {"chars": 397, "bytes_utf8": 397, "lines": 1, "estimated_tokens": 106}, "usage": {"input_tokens": 25944, "cached_input_tokens": 22912, "output_tokens": 611, "reasoning_output_tokens": 499}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X5\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the requested window partition average template with group_col=\\\"y\\\" and measure_col=\\\"X5\\\". \\\"X5\\\" is cast to REAL because the schema stores numeric-looking feature values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3cf5a465f47ad321dcd64a48ed91406c1f381056 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_4ecbfbdffa32e0b3", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 22912, + "output_tokens": 611, + "total_tokens": 26555, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 106, + "estimated_total_tokens": 2755, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17403.31, + "sql_execution_elapsed_ms_total": 6.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_4ecbfbdffa32e0b3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e23658f58c6fbc817e7e3ca78d6bc15fe48de16d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8826, "bytes_utf8": 8826, "lines": 302, "estimated_tokens": 2757}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 668, "bytes_utf8": 668, "lines": 1, "estimated_tokens": 206}, "usage": {"input_tokens": 26052, "cached_input_tokens": 24960, "output_tokens": 2282, "reasoning_output_tokens": 2070}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0b5c80aa92771e39418399da94b3af36e9372886 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_50fb4b6c8eba7b84", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 2282, + "total_tokens": 28334, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 206, + "estimated_total_tokens": 2963, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 46487.89, + "sql_execution_elapsed_ms_total": 5.41, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b183b87eab699957684088ae17ef7e0b4cd965fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:43:14.771067+00:00", + "ended_at": "2026-05-26T00:44:01.259286+00:00", + "elapsed_ms": 46487.89, + "prompt_metrics": { + "chars": 8826, + "bytes_utf8": 8826, + "lines": 302, + "estimated_tokens": 2757 + }, + "stdout_metrics": { + "chars": 1091, + "bytes_utf8": 1091, + "lines": 4, + "estimated_tokens": 363 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 668, + "bytes_utf8": 668, + "lines": 1, + "estimated_tokens": 206 + }, + "usage": { + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 2282, + "reasoning_output_tokens": 2070 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a7e0be34504a70c05b92668aa1471a03336367e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X11.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X11", + "item_col": "X12", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2acdbc9400ed3f5c4cc7a657a14a0828b96d527b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bc-5bf8-76d0-80c7-035ff3fa714c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"y\\\",\\n \\\"X12\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"y\\\"), 0) AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"y\\\",\\n \\\"X12\\\",\\n SUM(CAST(\\\"X11\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\", \\\"X12\\\"\\n) AS \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 11;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"X12\\\", and measure_col=\\\"X11\\\". \\\"X11\\\" is cast to REAL because the SQLite schema stores it as TEXT, and NULLIF protects against division by zero.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26052,"cached_input_tokens":24960,"output_tokens":2282,"reasoning_output_tokens":2070}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2c7a7d1faf4f26d5992bcffc7886e909f25ae1e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"y\",\n \"X12\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(SUM(\"total_measure\") OVER (PARTITION BY \"y\"), 0) AS \"share_within_group\"\nFROM (\n SELECT\n \"y\",\n \"X12\",\n SUM(CAST(\"X11\" AS REAL)) AS \"total_measure\"\n FROM \"n6\"\n GROUP BY \"y\", \"X12\"\n) AS \"grouped\"\nORDER BY \"share_within_group\" DESC\nLIMIT 11;","notes":"Applied the Within-Group Share of Total template with group_col=\"y\", item_col=\"X12\", and measure_col=\"X11\". \"X11\" is cast to REAL because the SQLite schema stores it as TEXT, and NULLIF protects against division by zero."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..be6a07f5ffbe7ee92d1e3aa421bdc105447d36a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X11. +Result preview: [{"y": "1", "X12": "-23", "total_measure": 305.0, "share_within_group": 56.69144981412639}, {"y": "1", "X12": "-17", "total_measure": 304.0, "share_within_group": 56.50557620817844}, {"y": "1", "X12": "-45", "total_measure": 288.0, "share_within_group": 53.531598513011154}, {"y": "1", "X12": "-33", "total_measure": 256.0, "share_within_group": 47.58364312267658}, {"y": "1", "X12": "-53", "total_measure": 251.0, "share_within_group": 46.6542750929368}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e3d081704819fe8f9a5c1681c85b1bb924f8acb6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/generated_sql.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_50fb4b6c8eba7b84 +-- problem_id: v2p_n6_5fbe2494a74473eb +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + "X12", + "total_measure", + "total_measure" * 100.0 / NULLIF(SUM("total_measure") OVER (PARTITION BY "y"), 0) AS "share_within_group" +FROM ( + SELECT + "y", + "X12", + SUM(CAST("X11" AS REAL)) AS "total_measure" + FROM "n6" + GROUP BY "y", "X12" +) AS "grouped" +ORDER BY "share_within_group" DESC +LIMIT 11; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a47eba88e101c6d02b3f2d02e1e9187f7f227c90 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"y\",\n \"X12\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(SUM(\"total_measure\") OVER (PARTITION BY \"y\"), 0) AS \"share_within_group\"\nFROM (\n SELECT\n \"y\",\n \"X12\",\n SUM(CAST(\"X11\" AS REAL)) AS \"total_measure\"\n FROM \"n6\"\n GROUP BY \"y\", \"X12\"\n) AS \"grouped\"\nORDER BY \"share_within_group\" DESC\nLIMIT 11;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"y\\\",\\n \\\"X12\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"y\\\"), 0) AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"y\\\",\\n \\\"X12\\\",\\n SUM(CAST(\\\"X11\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\", \\\"X12\\\"\\n) AS \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 11;\", \"columns\": [\"y\", \"X12\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"1\", \"X12\": \"-23\", \"total_measure\": 305.0, \"share_within_group\": 56.69144981412639}, {\"y\": \"1\", \"X12\": \"-17\", \"total_measure\": 304.0, \"share_within_group\": 56.50557620817844}, {\"y\": \"1\", \"X12\": \"-45\", \"total_measure\": 288.0, \"share_within_group\": 53.531598513011154}, {\"y\": \"1\", \"X12\": \"-33\", \"total_measure\": 256.0, \"share_within_group\": 47.58364312267658}, {\"y\": \"1\", \"X12\": \"-53\", \"total_measure\": 251.0, \"share_within_group\": 46.6542750929368}, {\"y\": \"1\", \"X12\": \"-35\", \"total_measure\": 236.0, \"share_within_group\": 43.86617100371747}, {\"y\": \"1\", \"X12\": \"-40\", \"total_measure\": 236.0, \"share_within_group\": 43.86617100371747}, {\"y\": \"1\", \"X12\": \"-21\", \"total_measure\": 227.0, \"share_within_group\": 42.193308550185876}, {\"y\": \"1\", \"X12\": \"-36\", \"total_measure\": 226.0, \"share_within_group\": 42.00743494423792}, {\"y\": \"1\", \"X12\": \"-16\", \"total_measure\": 217.0, \"share_within_group\": 40.33457249070632}, {\"y\": \"1\", \"X12\": \"-30\", \"total_measure\": 206.0, \"share_within_group\": 38.28996282527881}], \"row_count_returned\": 11, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.41}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..28a1d699f12022b793042192d969ee1a95568565 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:43:14.770333+00:00", + "ended_at": "2026-05-26T00:44:01.268529+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_50fb4b6c8eba7b84", + "problem_id": "v2p_n6_5fbe2494a74473eb", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X11.", + "bindings": { + "group_col": "y", + "measure_col": "X11", + "item_col": "X12", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_50fb4b6c8eba7b84.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_50fb4b6c8eba7b84", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 2282, + "total_tokens": 28334, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 206, + "estimated_total_tokens": 2963, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 46487.89, + "sql_execution_elapsed_ms_total": 5.41, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ab0c6a58efd0da95ed7953f2477e800dd2e35961 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:44:01.261722+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 46487.89, "started_at": "2026-05-26T00:43:14.771067+00:00", "ended_at": "2026-05-26T00:44:01.259286+00:00", "prompt_metrics": {"chars": 8826, "bytes_utf8": 8826, "lines": 302, "estimated_tokens": 2757}, "response_metrics": {"chars": 668, "bytes_utf8": 668, "lines": 1, "estimated_tokens": 206}, "usage": {"input_tokens": 26052, "cached_input_tokens": 24960, "output_tokens": 2282, "reasoning_output_tokens": 2070}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"y\\\",\\n \\\"X12\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"y\\\"), 0) AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"y\\\",\\n \\\"X12\\\",\\n SUM(CAST(\\\"X11\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\", \\\"X12\\\"\\n) AS \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 11;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"X12\\\", and measure_col=\\\"X11\\\". \\\"X11\\\" is cast to REAL because the SQLite schema stores it as TEXT, and NULLIF protects against division by zero.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_50fb4b6c8eba7b84/usage_summary.json new file mode 100644 index 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with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c66f6bd23f7732f56187a203a012049391159e09 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9222, "bytes_utf8": 9222, "lines": 303, "estimated_tokens": 2845}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 708, "bytes_utf8": 708, "lines": 1, "estimated_tokens": 197}, "usage": {"input_tokens": 26140, "cached_input_tokens": 24960, "output_tokens": 719, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c3e3b7d2cdec58bd6091b4ce13ee332b5df2e4aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_5124ae6482314db3", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 719, + "total_tokens": 26859, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 197, + "estimated_total_tokens": 3042, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18698.09, + "sql_execution_elapsed_ms_total": 1.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f8d7bca28d37152b69e21e1d8342e1c6ef12877d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:44:01.269759+00:00", + "ended_at": "2026-05-26T00:44:19.967995+00:00", + "elapsed_ms": 18698.09, + "prompt_metrics": { + "chars": 9222, + "bytes_utf8": 9222, + "lines": 303, + "estimated_tokens": 2845 + }, + "stdout_metrics": { + "chars": 1101, + "bytes_utf8": 1101, + "lines": 4, + "estimated_tokens": 333 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 708, + "bytes_utf8": 708, + "lines": 1, + "estimated_tokens": 197 + }, + "usage": { + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 719, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..792968a10dd95401223d5453c4d6cc89ad7f617a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cbc99da8d11d03e989a3ac17f32c5222f88a9509 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bd-1195-7fa2-bf17-a29569cd9ae5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM grouped\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the requested grouped ratio template with group_col=\\\"y\\\" and condition_col=\\\"y\\\". Because grouping and condition use the same column, groups without any '1' rows produce NULL ratios via NULLIF, while the '1' group yields 0.0.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26140,"cached_input_tokens":24960,"output_tokens":719,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..474059e26ed2bb748cf83ce3195f44c4238a6b2b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"y\",\n SUM(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n6\"\n GROUP BY \"y\"\n)\nSELECT \"y\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM grouped\nORDER BY \"condition_ratio\" DESC;","notes":"Uses the requested grouped ratio template with group_col=\"y\" and condition_col=\"y\". Because grouping and condition use the same column, groups without any '1' rows produce NULL ratios via NULLIF, while the '1' group yields 0.0."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0113a6bc837802d248ad29c199273bc7176972ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "1", "condition_ratio": 0.0}, {"y": "0", "condition_ratio": null}, {"y": "2", "condition_ratio": null}, {"y": "3", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..316063e040bdbc1c30572c6c4fe57974149dafa7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n6_5124ae6482314db3 +-- problem_id: v2p_n6_a7ecb72ee5b373ad +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "y", + SUM(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n6" + GROUP BY "y" +) +SELECT "y", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM grouped +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d92e8ddfa9a2820f8677962502e8c4a0b7f7a7ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"y\",\n SUM(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n6\"\n GROUP BY \"y\"\n)\nSELECT \"y\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM grouped\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM grouped\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"y\", \"condition_ratio\"], \"rows\": [{\"y\": \"1\", \"condition_ratio\": 0.0}, {\"y\": \"0\", \"condition_ratio\": null}, {\"y\": \"2\", \"condition_ratio\": null}, {\"y\": \"3\", \"condition_ratio\": null}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.49}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1d39503a140826b2996711058674ac7a6eb766e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:44:01.269010+00:00", + "ended_at": "2026-05-26T00:44:19.974901+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_5124ae6482314db3", + "problem_id": "v2p_n6_a7ecb72ee5b373ad", + "dataset_id": "n6", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=39" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_5124ae6482314db3.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_5124ae6482314db3", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 719, + "total_tokens": 26859, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 197, + "estimated_total_tokens": 3042, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18698.09, + "sql_execution_elapsed_ms_total": 1.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c6947511c1ecef43443055cb43e1a3aec342b271 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:44:19.971311+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18698.09, "started_at": "2026-05-26T00:44:01.269759+00:00", "ended_at": "2026-05-26T00:44:19.967995+00:00", "prompt_metrics": {"chars": 9222, "bytes_utf8": 9222, "lines": 303, "estimated_tokens": 2845}, "response_metrics": {"chars": 708, "bytes_utf8": 708, "lines": 1, "estimated_tokens": 197}, "usage": {"input_tokens": 26140, "cached_input_tokens": 24960, "output_tokens": 719, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM grouped\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the requested grouped ratio template with group_col=\\\"y\\\" and condition_col=\\\"y\\\". Because grouping and condition use the same column, groups without any '1' rows produce NULL ratios via NULLIF, while the '1' group yields 0.0.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..301e6a6ed1da4d4f34285efa28a5b6ab2d4592b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_5124ae6482314db3", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 719, + "total_tokens": 26859, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 197, + "estimated_total_tokens": 3042, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18698.09, + "sql_execution_elapsed_ms_total": 1.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5124ae6482314db3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d2bda1d7477964064c4fccc6a0eb81b407b313f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8823, "bytes_utf8": 8823, "lines": 302, "estimated_tokens": 2756}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 526, "bytes_utf8": 526, "lines": 1, "estimated_tokens": 164}, "usage": {"input_tokens": 26051, "cached_input_tokens": 24960, "output_tokens": 686, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..10a1d84c2609e9a0d66f4228af0c2bbd25234df7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_5267b363fff950f5", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 686, + "total_tokens": 26737, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 164, + "estimated_total_tokens": 2920, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18722.05, + "sql_execution_elapsed_ms_total": 5.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8f86959e309c3a6451fc9eee8ec7b84c9bf17a22 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:44:19.976135+00:00", + "ended_at": "2026-05-26T00:44:38.698330+00:00", + "elapsed_ms": 18722.05, + "prompt_metrics": { + "chars": 8823, + "bytes_utf8": 8823, + "lines": 302, + "estimated_tokens": 2756 + }, + "stdout_metrics": { + "chars": 921, + "bytes_utf8": 921, + "lines": 4, + "estimated_tokens": 303 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 526, + "bytes_utf8": 526, + "lines": 1, + "estimated_tokens": 164 + }, + "usage": { + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 686, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f0953e028dca2eb39079aefbe5bbb4b1a07d5e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X13.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X13", + "item_col": "X14", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4d800b13145e5b9ef4801e5f98159f7ae745dc24 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bd-5aa8-72c2-b750-d3ffc58b62c4"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"y\\\",\\n \\\"X14\\\",\\n SUM(CAST(\\\"X13\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X13\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X13\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X14\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 18;\",\"notes\":\"Used the provided template with group_col=\\\"y\\\", item_col=\\\"X14\\\", and measure_col=\\\"X13\\\". CAST to REAL is included because the schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26051,"cached_input_tokens":24960,"output_tokens":686,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..13770fb27ca8bea0a61ff9c74d73e64d39b488ed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"y\",\n \"X14\",\n SUM(CAST(\"X13\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"X13\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X13\" AS REAL))) OVER (PARTITION BY \"y\") AS \"share_within_group\"\nFROM \"n6\"\nGROUP BY \"y\", \"X14\"\nORDER BY \"share_within_group\" DESC\nLIMIT 18;","notes":"Used the provided template with group_col=\"y\", item_col=\"X14\", and measure_col=\"X13\". CAST to REAL is included because the schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b4b2141ac16d9a58c71d078f5535cb85853079af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X13. +Result preview: [{"y": "2", "X14": "2", "total_measure": -301.0, "share_within_group": 47.55134281200632}, {"y": "2", "X14": "1", "total_measure": -263.0, "share_within_group": 41.548183254344394}, {"y": "2", "X14": "-2", "total_measure": -242.0, "share_within_group": 38.23064770932069}, {"y": "2", "X14": "3", "total_measure": -234.0, "share_within_group": 36.96682464454976}, {"y": "3", "X14": "2", "total_measure": 351.0, "share_within_group": 36.60062565172054}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c4fe7b3696344d724aecde29bfe8bc4963ce7bcc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_5267b363fff950f5 +-- problem_id: v2p_n6_38b76395de060a33 +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + "X14", + SUM(CAST("X13" AS REAL)) AS "total_measure", + SUM(CAST("X13" AS REAL)) * 100.0 / SUM(SUM(CAST("X13" AS REAL))) OVER (PARTITION BY "y") AS "share_within_group" +FROM "n6" +GROUP BY "y", "X14" +ORDER BY "share_within_group" DESC +LIMIT 18; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..732ceaf7b4a836fbc668638cb6b589af67ce1fdc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"y\",\n \"X14\",\n SUM(CAST(\"X13\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"X13\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X13\" AS REAL))) OVER (PARTITION BY \"y\") AS \"share_within_group\"\nFROM \"n6\"\nGROUP BY \"y\", \"X14\"\nORDER BY \"share_within_group\" DESC\nLIMIT 18;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"y\\\",\\n \\\"X14\\\",\\n SUM(CAST(\\\"X13\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X13\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X13\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X14\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 18;\", \"columns\": [\"y\", \"X14\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"2\", \"X14\": \"2\", \"total_measure\": -301.0, \"share_within_group\": 47.55134281200632}, {\"y\": \"2\", \"X14\": \"1\", \"total_measure\": -263.0, \"share_within_group\": 41.548183254344394}, {\"y\": \"2\", \"X14\": \"-2\", \"total_measure\": -242.0, \"share_within_group\": 38.23064770932069}, {\"y\": \"2\", \"X14\": \"3\", \"total_measure\": -234.0, \"share_within_group\": 36.96682464454976}, {\"y\": \"3\", \"X14\": \"2\", \"total_measure\": 351.0, \"share_within_group\": 36.60062565172054}, {\"y\": \"2\", \"X14\": \"6\", \"total_measure\": -212.0, \"share_within_group\": 33.4913112164297}, {\"y\": \"2\", \"X14\": \"-1\", \"total_measure\": -207.0, \"share_within_group\": 32.70142180094787}, {\"y\": \"3\", \"X14\": \"-5\", \"total_measure\": 301.0, \"share_within_group\": 31.386861313868614}, {\"y\": \"3\", \"X14\": \"-2\", \"total_measure\": 296.0, \"share_within_group\": 30.86548488008342}, {\"y\": \"3\", \"X14\": \"6\", \"total_measure\": 246.0, \"share_within_group\": 25.65172054223149}, {\"y\": \"2\", \"X14\": \"0\", \"total_measure\": -161.0, \"share_within_group\": 25.434439178515007}, {\"y\": \"3\", \"X14\": \"-3\", \"total_measure\": 208.0, \"share_within_group\": 21.689259645464023}, {\"y\": \"3\", \"X14\": \"-7\", \"total_measure\": 207.0, \"share_within_group\": 21.584984358706986}, {\"y\": \"3\", \"X14\": \"-6\", \"total_measure\": 198.0, \"share_within_group\": 20.646506777893638}, {\"y\": \"2\", \"X14\": \"7\", \"total_measure\": -123.0, \"share_within_group\": 19.43127962085308}, {\"y\": \"3\", \"X14\": \"7\", \"total_measure\": 185.0, \"share_within_group\": 19.290928050052138}, {\"y\": \"3\", \"X14\": \"0\", \"total_measure\": 164.0, \"share_within_group\": 17.101147028154326}, {\"y\": \"2\", \"X14\": \"11\", \"total_measure\": -101.0, \"share_within_group\": 15.955766192733018}], \"row_count_returned\": 18, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.5}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3caa3b9ccf7841709eb319d0769411439b2c8f85 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:44:19.975271+00:00", + "ended_at": "2026-05-26T00:44:38.708424+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_5267b363fff950f5", + "problem_id": "v2p_n6_38b76395de060a33", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X13.", + "bindings": { + "group_col": "y", + "measure_col": "X13", + "item_col": "X14", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=28" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_5267b363fff950f5.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_5267b363fff950f5", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 686, + "total_tokens": 26737, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 164, + "estimated_total_tokens": 2920, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18722.05, + "sql_execution_elapsed_ms_total": 5.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..951c2dc61d1aacf58d96b23a411b0500e99ad4d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:44:38.701001+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18722.05, "started_at": "2026-05-26T00:44:19.976135+00:00", "ended_at": "2026-05-26T00:44:38.698330+00:00", "prompt_metrics": {"chars": 8823, "bytes_utf8": 8823, "lines": 302, "estimated_tokens": 2756}, "response_metrics": {"chars": 526, "bytes_utf8": 526, "lines": 1, "estimated_tokens": 164}, "usage": {"input_tokens": 26051, "cached_input_tokens": 24960, "output_tokens": 686, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"y\\\",\\n \\\"X14\\\",\\n SUM(CAST(\\\"X13\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X13\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X13\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X14\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 18;\",\"notes\":\"Used the provided template with group_col=\\\"y\\\", item_col=\\\"X14\\\", and measure_col=\\\"X13\\\". CAST to REAL is included because the schema stores feature columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c4eae93ae72800f38d53c60ebe037e8d021487c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_5267b363fff950f5", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 686, + "total_tokens": 26737, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 164, + "estimated_total_tokens": 2920, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18722.05, + "sql_execution_elapsed_ms_total": 5.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5267b363fff950f5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2aaf5937e1ded31ad62769f2949bec74a0428bdb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8653, "bytes_utf8": 8653, "lines": 303, "estimated_tokens": 2697}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 413, "bytes_utf8": 413, "lines": 1, "estimated_tokens": 109}, "usage": {"input_tokens": 25992, "cached_input_tokens": 22912, "output_tokens": 448, "reasoning_output_tokens": 333}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3375f560acf6fa89a8890d8a449b8a061be5c2b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_57648f70e6276fbd", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 22912, + "output_tokens": 448, + "total_tokens": 26440, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 109, + "estimated_total_tokens": 2806, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11377.26, + "sql_execution_elapsed_ms_total": 1.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..bbe4f4dee81aaa12ff724b1d973a9f0089692fc9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:44:38.710017+00:00", + "ended_at": "2026-05-26T00:44:50.087392+00:00", + "elapsed_ms": 11377.26, + "prompt_metrics": { + "chars": 8653, + "bytes_utf8": 8653, + "lines": 303, + "estimated_tokens": 2697 + }, + "stdout_metrics": { + "chars": 772, + "bytes_utf8": 772, + "lines": 4, + "estimated_tokens": 223 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 413, + "bytes_utf8": 413, + "lines": 1, + "estimated_tokens": 109 + }, + "usage": { + "input_tokens": 25992, + "cached_input_tokens": 22912, + "output_tokens": 448, + "reasoning_output_tokens": 333 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a298f6f4baebd47df2ed2758b4d2f4422d34b9ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..78939cc7449f0e661cc54eb78891e64f4270aed8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bd-a3de-7f92-bd68-7cf6cd41a48c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the provided Grouped Condition Rate template with both group_col and condition_col bound to \\\"y\\\" and condition_value bound to '0', yielding a self-consistency view of the target classes.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25992,"cached_input_tokens":22912,"output_tokens":448,"reasoning_output_tokens":333}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6f09368328694a251c630de06ed4781f3c34bce0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;","notes":"Applies the provided Grouped Condition Rate template with both group_col and condition_col bound to \"y\" and condition_value bound to '0', yielding a self-consistency view of the target classes."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..899ff6cb0951ad90e34f41fbcd28d6f446944070 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "0", "condition_rate": 1.0}, {"y": "3", "condition_rate": 0.0}, {"y": "2", "condition_rate": 0.0}, {"y": "1", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..08cd94c5969213e31f9fe0cc3e1825e2fb9bf645 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_57648f70e6276fbd +-- problem_id: v2p_n6_fb9e15650cfad47e +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6f2bf3be815c54bbc8dd4f6e7c19ba403428d138 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"y\", \"condition_rate\"], \"rows\": [{\"y\": \"0\", \"condition_rate\": 1.0}, {\"y\": \"3\", \"condition_rate\": 0.0}, {\"y\": \"2\", \"condition_rate\": 0.0}, {\"y\": \"1\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.4}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c1d0869720592e131b37b2086ad4a92b63db3972 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:44:38.709082+00:00", + "ended_at": "2026-05-26T00:44:50.092287+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_57648f70e6276fbd", + "problem_id": "v2p_n6_fb9e15650cfad47e", + "dataset_id": "n6", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=97" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_57648f70e6276fbd.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_57648f70e6276fbd", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 22912, + "output_tokens": 448, + "total_tokens": 26440, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 109, + "estimated_total_tokens": 2806, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11377.26, + "sql_execution_elapsed_ms_total": 1.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f384bd118bfea20a7f8dbd51170637fb1e3edc88 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:44:50.089823+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11377.26, "started_at": "2026-05-26T00:44:38.710017+00:00", "ended_at": "2026-05-26T00:44:50.087392+00:00", "prompt_metrics": {"chars": 8653, "bytes_utf8": 8653, "lines": 303, "estimated_tokens": 2697}, "response_metrics": {"chars": 413, "bytes_utf8": 413, "lines": 1, "estimated_tokens": 109}, "usage": {"input_tokens": 25992, "cached_input_tokens": 22912, "output_tokens": 448, "reasoning_output_tokens": 333}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the provided Grouped Condition Rate template with both group_col and condition_col bound to \\\"y\\\" and condition_value bound to '0', yielding a self-consistency view of the target classes.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..365f64a70e92b42afae2556c90ee2243107168ad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_57648f70e6276fbd", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 22912, + "output_tokens": 448, + "total_tokens": 26440, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 109, + "estimated_total_tokens": 2806, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11377.26, + "sql_execution_elapsed_ms_total": 1.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_57648f70e6276fbd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dee5b1b7c2271c08e9556a1781a16cd802ecb5e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8505, "bytes_utf8": 8505, "lines": 300, "estimated_tokens": 2650}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 373, "bytes_utf8": 373, "lines": 1, "estimated_tokens": 99}, "usage": {"input_tokens": 25945, "cached_input_tokens": 22912, "output_tokens": 410, "reasoning_output_tokens": 305}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bd5ec71dd31592de38885d7f3d2bd3f93ee930db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_5bfa2369cf234c16", + "api_calls": 0, + "input_tokens": 25945, + "cached_input_tokens": 22912, + "output_tokens": 410, + "total_tokens": 26355, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2650, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2749, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12464.31, + "sql_execution_elapsed_ms_total": 6.84, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..194228ecdecebf981453ba4363355e7592a4e6a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:44:50.093289+00:00", + "ended_at": "2026-05-26T00:45:02.557715+00:00", + "elapsed_ms": 12464.31, + "prompt_metrics": { + "chars": 8505, + "bytes_utf8": 8505, + "lines": 300, + "estimated_tokens": 2650 + }, + "stdout_metrics": { + "chars": 731, + "bytes_utf8": 731, + "lines": 4, + "estimated_tokens": 216 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 373, + "bytes_utf8": 373, + "lines": 1, + "estimated_tokens": 99 + }, + "usage": { + "input_tokens": 25945, + "cached_input_tokens": 22912, + "output_tokens": 410, + "reasoning_output_tokens": 305 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9b8435bd0ab7486bee776c857606123a672c7e84 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X3.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "y", + "measure_col": "X3", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0584f4ab96f3e0810a0caaf3d3ba63866dd0dbe3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bd-d056-7f51-b7f6-69c45d732b4f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"X3\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applies the Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X3\\\". CAST(\\\"X3\\\" AS REAL) is used because the schema stores numeric values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25945,"cached_input_tokens":22912,"output_tokens":410,"reasoning_output_tokens":305}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ef13dee3faa698ce9bb95fcb138747029d6bd6ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"y\",\n AVG(CAST(\"X3\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"n6\"\nORDER BY avg_measure DESC;","notes":"Applies the Window Partition Average template with group_col=\"y\" and measure_col=\"X3\". CAST(\"X3\" AS REAL) is used because the schema stores numeric values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a5318a52f2939a470f16ad3fae9abbce4ec39966 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:45:01.651523Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61bd-d056-7f51-b7f6-69c45d732b4f.1779756290134940000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..54f9842bf36f791ad91054893b485765447150d8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X3. +Result preview: [{"y": "1", "avg_measure": 0.072}, {"y": "3", "avg_measure": -0.341}, {"y": "2", "avg_measure": -0.4465}, {"y": "0", "avg_measure": -12.2345}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..96eada29f7943089b8e45e55cde1a57fd07baaae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_5bfa2369cf234c16 +-- problem_id: v2p_n6_808257248ae77feb +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "y", + AVG(CAST("X3" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "n6" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e6df3cd75d891d49559b6c13e64fa357029747eb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"y\",\n AVG(CAST(\"X3\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"n6\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"X3\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"y\", \"avg_measure\"], \"rows\": [{\"y\": \"1\", \"avg_measure\": 0.072}, {\"y\": \"3\", \"avg_measure\": -0.341}, {\"y\": \"2\", \"avg_measure\": -0.4465}, {\"y\": \"0\", \"avg_measure\": -12.2345}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 6.84}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a84b8baacc83a7e2951af48bf5fa8eacb90e4188 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:44:50.092657+00:00", + "ended_at": "2026-05-26T00:45:02.568527+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_5bfa2369cf234c16", + "problem_id": "v2p_n6_808257248ae77feb", + "dataset_id": "n6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X3.", + "bindings": { + "group_col": "y", + "measure_col": "X3", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=50" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_5bfa2369cf234c16.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_5bfa2369cf234c16", + "api_calls": 0, + "input_tokens": 25945, + "cached_input_tokens": 22912, + "output_tokens": 410, + "total_tokens": 26355, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2650, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2749, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12464.31, + "sql_execution_elapsed_ms_total": 6.84, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..15c3e67920741ba6368d3b63f5b3bc7769c55899 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:45:02.560171+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12464.31, "started_at": "2026-05-26T00:44:50.093289+00:00", "ended_at": "2026-05-26T00:45:02.557715+00:00", "prompt_metrics": {"chars": 8505, "bytes_utf8": 8505, "lines": 300, "estimated_tokens": 2650}, "response_metrics": {"chars": 373, "bytes_utf8": 373, "lines": 1, "estimated_tokens": 99}, "usage": {"input_tokens": 25945, "cached_input_tokens": 22912, "output_tokens": 410, "reasoning_output_tokens": 305}, "stderr_preview": "2026-05-26T00:45:01.651523Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61bd-d056-7f51-b7f6-69c45d732b4f.1779756290134940000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"X3\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applies the Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X3\\\". CAST(\\\"X3\\\" AS REAL) is used because the schema stores numeric values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7aea6a1e33ea84fbc9a63520c6b45b25ad82b32f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_5bfa2369cf234c16", + "api_calls": 0, + "input_tokens": 25945, + "cached_input_tokens": 22912, + "output_tokens": 410, + "total_tokens": 26355, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2650, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2749, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12464.31, + "sql_execution_elapsed_ms_total": 6.84, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5bfa2369cf234c16/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8c26a4f9b0e07e666a5c91935182e491e2549df2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8505, "bytes_utf8": 8505, "lines": 300, "estimated_tokens": 2650}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 407, "bytes_utf8": 407, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 25945, "cached_input_tokens": 22912, "output_tokens": 629, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7104646a896652c9b61201e8d4099dffe59c92f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_5ca58a5b4a46fe1f", + "api_calls": 0, + "input_tokens": 25945, + "cached_input_tokens": 22912, + "output_tokens": 629, + "total_tokens": 26574, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2650, + "estimated_output_tokens": 107, + "estimated_total_tokens": 2757, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16135.4, + "sql_execution_elapsed_ms_total": 6.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fdc3e23954779aaaf2faa8aba0d8c929b368a3f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:45:02.570057+00:00", + "ended_at": "2026-05-26T00:45:18.705603+00:00", + "elapsed_ms": 16135.4, + "prompt_metrics": { + "chars": 8505, + "bytes_utf8": 8505, + "lines": 300, + "estimated_tokens": 2650 + }, + "stdout_metrics": { + "chars": 773, + "bytes_utf8": 773, + "lines": 4, + "estimated_tokens": 226 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 407, + "bytes_utf8": 407, + "lines": 1, + "estimated_tokens": 107 + }, + "usage": { + "input_tokens": 25945, + "cached_input_tokens": 22912, + "output_tokens": 629, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5ce6589de4f6ff935e26988201f7e735c82796ca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X1.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "y", + "measure_col": "X1", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..23e068fbc55d1d99f69c614cd006c2a5715e2714 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61be-0110-7c23-a0a1-62943c28117f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"X1\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X1\\\". \\\"X1\\\" is cast to REAL because the schema stores it as TEXT, while the analysis requires a numeric average.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25945,"cached_input_tokens":22912,"output_tokens":629,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..236710c411530c1167c2548fd26f437e9dbfb957 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"y\",\n AVG(CAST(\"X1\" AS REAL)) OVER (PARTITION BY \"y\") AS \"avg_measure\"\nFROM \"n6\"\nORDER BY \"avg_measure\" DESC;","notes":"Uses the Window Partition Average template with group_col=\"y\" and measure_col=\"X1\". \"X1\" is cast to REAL because the schema stores it as TEXT, while the analysis requires a numeric average."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0fb305267305a300bc8c8555400a946a62a66663 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X1. +Result preview: [{"y": "1", "avg_measure": 7.0595}, {"y": "3", "avg_measure": 0.5815}, {"y": "2", "avg_measure": -0.738}, {"y": "0", "avg_measure": -12.8645}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c132b55620e645143cce47a10c1a72adafe56360 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_5ca58a5b4a46fe1f +-- problem_id: v2p_n6_677d0ffecc0a8dd1 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "y", + AVG(CAST("X1" AS REAL)) OVER (PARTITION BY "y") AS "avg_measure" +FROM "n6" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ad4d75da8daa41b9cd8974c1ba0e5e1fb0c0ec55 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"y\",\n AVG(CAST(\"X1\" AS REAL)) OVER (PARTITION BY \"y\") AS \"avg_measure\"\nFROM \"n6\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"X1\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"y\", \"avg_measure\"], \"rows\": [{\"y\": \"1\", \"avg_measure\": 7.0595}, {\"y\": \"3\", \"avg_measure\": 0.5815}, {\"y\": \"2\", \"avg_measure\": -0.738}, {\"y\": \"0\", \"avg_measure\": -12.8645}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 6.98}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9a758d9ee71fa4863df9f07f5320c8f922b2796d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:45:02.568909+00:00", + "ended_at": "2026-05-26T00:45:18.717321+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_5ca58a5b4a46fe1f", + "problem_id": "v2p_n6_677d0ffecc0a8dd1", + "dataset_id": "n6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X1.", + "bindings": { + "group_col": "y", + "measure_col": "X1", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=48" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_5ca58a5b4a46fe1f.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_5ca58a5b4a46fe1f", + "api_calls": 0, + "input_tokens": 25945, + "cached_input_tokens": 22912, + "output_tokens": 629, + "total_tokens": 26574, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2650, + "estimated_output_tokens": 107, + "estimated_total_tokens": 2757, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16135.4, + "sql_execution_elapsed_ms_total": 6.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fbe9fd8a727a7289e40ca2613281a9317f208325 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:45:18.708214+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16135.4, "started_at": "2026-05-26T00:45:02.570057+00:00", "ended_at": "2026-05-26T00:45:18.705603+00:00", "prompt_metrics": {"chars": 8505, "bytes_utf8": 8505, "lines": 300, "estimated_tokens": 2650}, "response_metrics": {"chars": 407, "bytes_utf8": 407, "lines": 1, "estimated_tokens": 107}, "usage": {"input_tokens": 25945, "cached_input_tokens": 22912, "output_tokens": 629, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"X1\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X1\\\". \\\"X1\\\" is cast to REAL because the schema stores it as TEXT, while the analysis requires a numeric average.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..08eb4d1426b344a8f91de7f2c8819299479d1de5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_5ca58a5b4a46fe1f", + "api_calls": 0, + "input_tokens": 25945, + "cached_input_tokens": 22912, + "output_tokens": 629, + "total_tokens": 26574, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2650, + "estimated_output_tokens": 107, + "estimated_total_tokens": 2757, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16135.4, + "sql_execution_elapsed_ms_total": 6.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_5ca58a5b4a46fe1f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..242ce00bea64b057df59d6acc10ec4a4c1516c02 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8667, "bytes_utf8": 8667, "lines": 303, "estimated_tokens": 2698}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 519, "bytes_utf8": 519, "lines": 1, "estimated_tokens": 142}, "usage": {"input_tokens": 25993, "cached_input_tokens": 25472, "output_tokens": 494, "reasoning_output_tokens": 346}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..23d71d3bf92da5bfcbd55d00b52950855c1eb1f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_79db36974d34250d", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 25472, + "output_tokens": 494, + "total_tokens": 26487, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 142, + "estimated_total_tokens": 2840, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13867.68, + "sql_execution_elapsed_ms_total": 1.43, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..361fdd265bb3a7a23db1f5a2f0685bc4c4793149 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:45:18.718753+00:00", + "ended_at": "2026-05-26T00:45:32.586573+00:00", + "elapsed_ms": 13867.68, + "prompt_metrics": { + "chars": 8667, + "bytes_utf8": 8667, + "lines": 303, + "estimated_tokens": 2698 + }, + "stdout_metrics": { + "chars": 886, + "bytes_utf8": 886, + "lines": 4, + "estimated_tokens": 261 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 519, + "bytes_utf8": 519, + "lines": 1, + "estimated_tokens": 142 + }, + "usage": { + "input_tokens": 25993, + "cached_input_tokens": 25472, + "output_tokens": 494, + "reasoning_output_tokens": 346 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..495904c6e0a214a2c1906606f22acd2511c0e69e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..65b3fc871d8cdc85c68302909a069d652b0e4de8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61be-4026-7971-a4bd-f0029c8a8de5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the required Grouped Condition Rate template with group_col=\\\"y\\\" and condition_col=\\\"y\\\". Since \\\"y\\\" is stored as TEXT, the bound condition value is quoted as '0'. Because the grouping column and condition column are the same, this yields 1.0 for group '0' and 0.0 for the other target classes.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25993,"cached_input_tokens":25472,"output_tokens":494,"reasoning_output_tokens":346}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6ab1347f4cbaa74a6e07a83cba5e7fed7fef7e3a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the required Grouped Condition Rate template with group_col=\"y\" and condition_col=\"y\". Since \"y\" is stored as TEXT, the bound condition value is quoted as '0'. Because the grouping column and condition column are the same, this yields 1.0 for group '0' and 0.0 for the other target classes."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..dcabfb11685c352c952e26063417c3cbb920a0bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "0", "condition_rate": 1.0}, {"y": "3", "condition_rate": 0.0}, {"y": "2", "condition_rate": 0.0}, {"y": "1", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a6912e6c1bb70638644b5b1997422efe8c2cace9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_79db36974d34250d +-- problem_id: v2p_n6_2dc9761280ae4ba4 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b03633e8f1d8eeae0bdc65ec0419071ac3cce2ec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"y\", \"condition_rate\"], \"rows\": [{\"y\": \"0\", \"condition_rate\": 1.0}, {\"y\": \"3\", \"condition_rate\": 0.0}, {\"y\": \"2\", \"condition_rate\": 0.0}, {\"y\": \"1\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.43}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c04a5accc80dbf90de2d9ec8bd27eda861168338 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:45:18.717746+00:00", + "ended_at": "2026-05-26T00:45:32.592834+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_79db36974d34250d", + "problem_id": "v2p_n6_2dc9761280ae4ba4", + "dataset_id": "n6", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=98" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_79db36974d34250d.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_79db36974d34250d", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 25472, + "output_tokens": 494, + "total_tokens": 26487, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 142, + "estimated_total_tokens": 2840, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13867.68, + "sql_execution_elapsed_ms_total": 1.43, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9183a0218da917271eddd0693f38131a2aedc549 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:45:32.590015+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13867.68, "started_at": "2026-05-26T00:45:18.718753+00:00", "ended_at": "2026-05-26T00:45:32.586573+00:00", "prompt_metrics": {"chars": 8667, "bytes_utf8": 8667, "lines": 303, "estimated_tokens": 2698}, "response_metrics": {"chars": 519, "bytes_utf8": 519, "lines": 1, "estimated_tokens": 142}, "usage": {"input_tokens": 25993, "cached_input_tokens": 25472, "output_tokens": 494, "reasoning_output_tokens": 346}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the required Grouped Condition Rate template with group_col=\\\"y\\\" and condition_col=\\\"y\\\". Since \\\"y\\\" is stored as TEXT, the bound condition value is quoted as '0'. Because the grouping column and condition column are the same, this yields 1.0 for group '0' and 0.0 for the other target classes.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..89042c3af117d447d30d70f670a447e519e26cce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_79db36974d34250d", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 25472, + "output_tokens": 494, + "total_tokens": 26487, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 142, + "estimated_total_tokens": 2840, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13867.68, + "sql_execution_elapsed_ms_total": 1.43, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_79db36974d34250d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..89b8aa7c53e309ca8cbe406d2d3e487ff6e6183e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8826, "bytes_utf8": 8826, "lines": 302, "estimated_tokens": 2757}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 596, "bytes_utf8": 596, "lines": 1, "estimated_tokens": 182}, "usage": {"input_tokens": 26052, "cached_input_tokens": 24960, "output_tokens": 1172, "reasoning_output_tokens": 984}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8f4918f72050bb0f15794ca9e8bf8f02806e60a9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_840eaf99f909973c", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 1172, + "total_tokens": 27224, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 182, + "estimated_total_tokens": 2939, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26013.95, + "sql_execution_elapsed_ms_total": 3.89, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3dc088eeb020c82b7b23b651345b98ae71c6cdb3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:45:32.593768+00:00", + "ended_at": "2026-05-26T00:45:58.607954+00:00", + "elapsed_ms": 26013.95, + "prompt_metrics": { + "chars": 8826, + "bytes_utf8": 8826, + "lines": 302, + "estimated_tokens": 2757 + }, + "stdout_metrics": { + "chars": 983, + "bytes_utf8": 983, + "lines": 4, + "estimated_tokens": 318 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 596, + "bytes_utf8": 596, + "lines": 1, + "estimated_tokens": 182 + }, + "usage": { + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 1172, + "reasoning_output_tokens": 984 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ef5635085b544c4cefae9d056fbc12f95dc381ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X15.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X15", + "item_col": "X16", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..caaea8be7bc64482be0eba4782dfb5aa8244db95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61be-7656-7081-81c4-43afdbfcf4c5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"y\\\",\\n \\\"X16\\\",\\n SUM(CAST(\\\"X15\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X15\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"X15\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\"), 0) AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X16\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the bound roles group_col=\\\"y\\\", item_col=\\\"X16\\\", and measure_col=\\\"X15\\\". \\\"X15\\\" is cast to REAL because the SQLite schema stores feature values as TEXT; shares may be negative or exceed 100 if group totals mix positive and negative values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26052,"cached_input_tokens":24960,"output_tokens":1172,"reasoning_output_tokens":984}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1fcda8c995350cf0c541e04bdc5c75727d23970b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"y\",\n \"X16\",\n SUM(CAST(\"X15\" AS REAL)) AS total_measure,\n SUM(CAST(\"X15\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\"X15\" AS REAL))) OVER (PARTITION BY \"y\"), 0) AS share_within_group\nFROM \"n6\"\nGROUP BY \"y\", \"X16\"\nORDER BY share_within_group DESC;","notes":"Uses the bound roles group_col=\"y\", item_col=\"X16\", and measure_col=\"X15\". \"X15\" is cast to REAL because the SQLite schema stores feature values as TEXT; shares may be negative or exceed 100 if group totals mix positive and negative values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9ccde52b00ef02d837e2d14bcb6bd3c363238144 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X15. +Result preview: [{"y": "3", "X16": "-7", "total_measure": -339.0, "share_within_group": 77.93103448275862}, {"y": "3", "X16": "-4", "total_measure": -245.0, "share_within_group": 56.32183908045977}, {"y": "3", "X16": "-2", "total_measure": -235.0, "share_within_group": 54.02298850574713}, {"y": "3", "X16": "1", "total_measure": -174.0, "share_within_group": 40.0}, {"y": "3", "X16": "-8", "total_measure": -160.0, "share_within_group": 36.7816091954023}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..67f63a155dace812cd2c4b29b65e896289d15e0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_840eaf99f909973c +-- problem_id: v2p_n6_66a8d4be39be0146 +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + "X16", + SUM(CAST("X15" AS REAL)) AS total_measure, + SUM(CAST("X15" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST("X15" AS REAL))) OVER (PARTITION BY "y"), 0) AS share_within_group +FROM "n6" +GROUP BY "y", "X16" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cab02efd2e3d0c840c4223e7c15170761968b30e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"y\",\n \"X16\",\n SUM(CAST(\"X15\" AS REAL)) AS total_measure,\n SUM(CAST(\"X15\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\"X15\" AS REAL))) OVER (PARTITION BY \"y\"), 0) AS share_within_group\nFROM \"n6\"\nGROUP BY \"y\", \"X16\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"y\\\",\\n \\\"X16\\\",\\n SUM(CAST(\\\"X15\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X15\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"X15\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\"), 0) AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X16\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"y\", \"X16\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"3\", \"X16\": \"-7\", \"total_measure\": -339.0, \"share_within_group\": 77.93103448275862}, {\"y\": \"3\", \"X16\": \"-4\", \"total_measure\": -245.0, \"share_within_group\": 56.32183908045977}, {\"y\": \"3\", \"X16\": \"-2\", \"total_measure\": -235.0, \"share_within_group\": 54.02298850574713}, {\"y\": \"3\", \"X16\": \"1\", \"total_measure\": -174.0, \"share_within_group\": 40.0}, {\"y\": \"3\", \"X16\": \"-8\", \"total_measure\": -160.0, \"share_within_group\": 36.7816091954023}, {\"y\": \"3\", \"X16\": \"-1\", \"total_measure\": -150.0, \"share_within_group\": 34.48275862068966}, {\"y\": \"3\", \"X16\": \"2\", \"total_measure\": -125.0, \"share_within_group\": 28.735632183908045}, {\"y\": \"3\", \"X16\": \"3\", \"total_measure\": -125.0, \"share_within_group\": 28.735632183908045}, {\"y\": \"3\", \"X16\": \"0\", \"total_measure\": -76.0, \"share_within_group\": 17.471264367816094}, {\"y\": \"2\", \"X16\": \"-4\", \"total_measure\": -228.0, \"share_within_group\": 16.98956780923994}, {\"y\": \"1\", \"X16\": \"8\", \"total_measure\": -611.0, \"share_within_group\": 16.915836101882615}, {\"y\": \"2\", \"X16\": \"-3\", \"total_measure\": -227.0, \"share_within_group\": 16.9150521609538}, {\"y\": \"2\", \"X16\": \"-1\", \"total_measure\": -222.0, \"share_within_group\": 16.5424739195231}, {\"y\": \"2\", \"X16\": \"0\", \"total_measure\": -222.0, \"share_within_group\": 16.5424739195231}, {\"y\": \"1\", \"X16\": \"3\", \"total_measure\": -505.0, \"share_within_group\": 13.981173864894796}, {\"y\": \"1\", \"X16\": \"10\", \"total_measure\": -500.0, \"share_within_group\": 13.842746400885936}, {\"y\": \"2\", \"X16\": \"-2\", \"total_measure\": -182.0, \"share_within_group\": 13.561847988077496}, {\"y\": \"1\", \"X16\": \"9\", \"total_measure\": -488.0, \"share_within_group\": 13.510520487264673}, {\"y\": \"1\", \"X16\": \"1\", \"total_measure\": -449.0, \"share_within_group\": 12.43078626799557}, {\"y\": \"3\", \"X16\": \"-11\", \"total_measure\": -53.0, \"share_within_group\": 12.183908045977011}, {\"y\": \"2\", \"X16\": \"1\", \"total_measure\": -158.0, \"share_within_group\": 11.773472429210134}, {\"y\": \"2\", \"X16\": \"-5\", \"total_measure\": -150.0, \"share_within_group\": 11.177347242921014}, {\"y\": \"1\", \"X16\": \"-2\", \"total_measure\": -376.0, \"share_within_group\": 10.409745293466223}, {\"y\": \"3\", \"X16\": \"-9\", \"total_measure\": -45.0, \"share_within_group\": 10.344827586206897}, {\"y\": \"1\", \"X16\": \"2\", \"total_measure\": -368.0, \"share_within_group\": 10.188261351052049}, {\"y\": \"2\", \"X16\": \"-6\", \"total_measure\": -129.0, \"share_within_group\": 9.612518628912072}, {\"y\": \"1\", \"X16\": \"11\", \"total_measure\": -346.0, \"share_within_group\": 9.579180509413067}, {\"y\": \"3\", \"X16\": \"-10\", \"total_measure\": -40.0, \"share_within_group\": 9.195402298850574}, {\"y\": \"1\", \"X16\": \"12\", \"total_measure\": -327.0, \"share_within_group\": 9.053156146179402}, {\"y\": \"1\", \"X16\": \"4\", \"total_measure\": -324.0, \"share_within_group\": 8.970099667774086}, {\"y\": \"3\", \"X16\": \"-14\", \"total_measure\": -39.0, \"share_within_group\": 8.96551724137931}, {\"y\": \"1\", \"X16\": \"16\", \"total_measure\": -319.0, \"share_within_group\": 8.831672203765226}, {\"y\": \"1\", \"X16\": \"6\", \"total_measure\": -312.0, \"share_within_group\": 8.637873754152825}, {\"y\": \"1\", \"X16\": \"5\", \"total_measure\": -304.0, \"share_within_group\": 8.416389811738648}, {\"y\": \"1\", \"X16\": \"7\", \"total_measure\": -300.0, \"share_within_group\": 8.305647840531561}, {\"y\": \"1\", \"X16\": \"17\", \"total_measure\": -262.0, \"share_within_group\": 7.25359911406423}, {\"y\": \"1\", \"X16\": \"14\", \"total_measure\": -205.0, \"share_within_group\": 5.675526024363234}, {\"y\": \"1\", \"X16\": \"-1\", \"total_measure\": -204.0, \"share_within_group\": 5.647840531561462}, {\"y\": \"1\", \"X16\": \"0\", \"total_measure\": -200.0, \"share_within_group\": 5.537098560354374}, {\"y\": \"1\", \"X16\": \"15\", \"total_measure\": -184.0, \"share_within_group\": 5.094130675526024}, {\"y\": \"2\", \"X16\": \"12\", \"total_measure\": -61.0, \"share_within_group\": 4.545454545454546}, {\"y\": \"2\", \"X16\": \"13\", \"total_measure\": -60.0, \"share_within_group\": 4.470938897168406}, {\"y\": \"3\", \"X16\": \"-13\", \"total_measure\": -19.0, \"share_within_group\": 4.367816091954023}, {\"y\": \"1\", \"X16\": \"13\", \"total_measure\": -155.0, \"share_within_group\": 4.2912513842746405}, {\"y\": \"1\", \"X16\": \"20\", \"total_measure\": -150.0, \"share_within_group\": 4.152823920265781}, {\"y\": \"0\", \"X16\": \"-102\", \"total_measure\": -1111.0, \"share_within_group\": 3.7719834317919467}, {\"y\": \"3\", \"X16\": \"-3\", \"total_measure\": -16.0, \"share_within_group\": 3.67816091954023}, {\"y\": \"0\", \"X16\": \"-67\", \"total_measure\": -1029.0, \"share_within_group\": 3.4935832145039725}, {\"y\": \"1\", \"X16\": \"18\", \"total_measure\": -126.0, \"share_within_group\": 3.488372093023256}, {\"y\": \"0\", \"X16\": \"-99\", \"total_measure\": -956.0, \"share_within_group\": 3.2457391186256537}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.89}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..cfcafb9a57fcba7e7b40fbb07eec75e8fadafc7d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:45:32.593234+00:00", + "ended_at": "2026-05-26T00:45:58.616896+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_840eaf99f909973c", + "problem_id": "v2p_n6_66a8d4be39be0146", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X15.", + "bindings": { + "group_col": "y", + "measure_col": "X15", + "item_col": "X16", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=30" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_840eaf99f909973c.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_840eaf99f909973c", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 1172, + "total_tokens": 27224, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 182, + "estimated_total_tokens": 2939, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 26013.95, + "sql_execution_elapsed_ms_total": 3.89, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..63672ee71473b4c63cc2eaa2eff3168475104d36 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:45:58.611542+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 26013.95, "started_at": "2026-05-26T00:45:32.593768+00:00", "ended_at": "2026-05-26T00:45:58.607954+00:00", "prompt_metrics": {"chars": 8826, "bytes_utf8": 8826, "lines": 302, "estimated_tokens": 2757}, "response_metrics": {"chars": 596, "bytes_utf8": 596, "lines": 1, "estimated_tokens": 182}, "usage": {"input_tokens": 26052, "cached_input_tokens": 24960, "output_tokens": 1172, "reasoning_output_tokens": 984}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"y\\\",\\n \\\"X16\\\",\\n SUM(CAST(\\\"X15\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X15\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"X15\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\"), 0) AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X16\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the bound roles group_col=\\\"y\\\", item_col=\\\"X16\\\", and measure_col=\\\"X15\\\". \\\"X15\\\" is cast to REAL because the SQLite schema stores feature values as TEXT; shares may be negative or exceed 100 if group totals mix positive and negative values.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_840eaf99f909973c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a9ea9d5e08117f3d168f676924f5233c8cf9845b --- /dev/null +++ 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..670795798a11c8cd7b86a7b5d95e137cfdb786cb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8821, "bytes_utf8": 8821, "lines": 302, "estimated_tokens": 2756}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 550, "bytes_utf8": 550, "lines": 1, "estimated_tokens": 167}, "usage": {"input_tokens": 26051, "cached_input_tokens": 24960, "output_tokens": 689, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..68bb3c8e5f0d6d9d20e9db008c96f6928bd486a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_85f8056de2623aa0", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 689, + "total_tokens": 26740, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 167, + "estimated_total_tokens": 2923, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15699.54, + "sql_execution_elapsed_ms_total": 3.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..43c283aa782bcea8b68e4e75fac1a84e1c518e6f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:45:58.617781+00:00", + "ended_at": "2026-05-26T00:46:14.317476+00:00", + "elapsed_ms": 15699.54, + "prompt_metrics": { + "chars": 8821, + "bytes_utf8": 8821, + "lines": 302, + "estimated_tokens": 2756 + }, + "stdout_metrics": { + "chars": 933, + "bytes_utf8": 933, + "lines": 4, + "estimated_tokens": 296 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 550, + "bytes_utf8": 550, + "lines": 1, + "estimated_tokens": 167 + }, + "usage": { + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 689, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..316da47f34bb7b2d95f92b38e44f17d301b18bae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X10.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X10", + "item_col": "X11", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bb71e01f203ac03865b748513f98d48cdf7ea130 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61be-dbfe-7982-89ff-ea730588298b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"y\\\",\\n \\\"X11\\\",\\n SUM(CAST(\\\"X10\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X10\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X10\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X11\\\"\\nORDER BY share_within_group DESC\\nLIMIT 10;\",\"notes\":\"Used the provided Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"X11\\\", and measure_col=\\\"X10\\\". CAST to REAL is needed because the schema stores feature columns as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26051,"cached_input_tokens":24960,"output_tokens":689,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..64a3281e775207757c39d4984d1fff338102e3f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"y\",\n \"X11\",\n SUM(CAST(\"X10\" AS REAL)) AS total_measure,\n SUM(CAST(\"X10\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X10\" AS REAL))) OVER (PARTITION BY \"y\") AS share_within_group\nFROM \"n6\"\nGROUP BY \"y\", \"X11\"\nORDER BY share_within_group DESC\nLIMIT 10;","notes":"Used the provided Within-Group Share of Total template with group_col=\"y\", item_col=\"X11\", and measure_col=\"X10\". CAST to REAL is needed because the schema stores feature columns as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6c0c526cb8bbac5f4f097e0ee0ef844e72b583c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X10. +Result preview: [{"y": "3", "X11": "4", "total_measure": 590.0, "share_within_group": 183.8006230529595}, {"y": "3", "X11": "3", "total_measure": 538.0, "share_within_group": 167.60124610591902}, {"y": "3", "X11": "2", "total_measure": 504.0, "share_within_group": 157.00934579439252}, {"y": "3", "X11": "7", "total_measure": 476.0, "share_within_group": 148.2866043613707}, {"y": "3", "X11": "5", "total_measure": 473.0, "share_within_group": 147.35202492211837}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..82371edab3ccfe7e941f8362db4f2c8798b66be1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_85f8056de2623aa0 +-- problem_id: v2p_n6_8e3c4eddf53209f7 +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + "X11", + SUM(CAST("X10" AS REAL)) AS total_measure, + SUM(CAST("X10" AS REAL)) * 100.0 / SUM(SUM(CAST("X10" AS REAL))) OVER (PARTITION BY "y") AS share_within_group +FROM "n6" +GROUP BY "y", "X11" +ORDER BY share_within_group DESC +LIMIT 10; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1e219bfc3c68e534a80236858607979fbe148749 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"y\",\n \"X11\",\n SUM(CAST(\"X10\" AS REAL)) AS total_measure,\n SUM(CAST(\"X10\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X10\" AS REAL))) OVER (PARTITION BY \"y\") AS share_within_group\nFROM \"n6\"\nGROUP BY \"y\", \"X11\"\nORDER BY share_within_group DESC\nLIMIT 10;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"y\\\",\\n \\\"X11\\\",\\n SUM(CAST(\\\"X10\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X10\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X10\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X11\\\"\\nORDER BY share_within_group DESC\\nLIMIT 10;\", \"columns\": [\"y\", \"X11\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"3\", \"X11\": \"4\", \"total_measure\": 590.0, \"share_within_group\": 183.8006230529595}, {\"y\": \"3\", \"X11\": \"3\", \"total_measure\": 538.0, \"share_within_group\": 167.60124610591902}, {\"y\": \"3\", \"X11\": \"2\", \"total_measure\": 504.0, \"share_within_group\": 157.00934579439252}, {\"y\": \"3\", \"X11\": \"7\", \"total_measure\": 476.0, \"share_within_group\": 148.2866043613707}, {\"y\": \"3\", \"X11\": \"5\", \"total_measure\": 473.0, \"share_within_group\": 147.35202492211837}, {\"y\": \"3\", \"X11\": \"6\", \"total_measure\": 471.0, \"share_within_group\": 146.7289719626168}, {\"y\": \"3\", \"X11\": \"8\", \"total_measure\": 427.0, \"share_within_group\": 133.02180685358255}, {\"y\": \"3\", \"X11\": \"1\", \"total_measure\": 421.0, \"share_within_group\": 131.15264797507788}, {\"y\": \"3\", \"X11\": \"10\", \"total_measure\": 337.0, \"share_within_group\": 104.98442367601245}, {\"y\": \"3\", \"X11\": \"11\", \"total_measure\": 254.0, \"share_within_group\": 79.12772585669782}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.82}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..22ca8ae14f03dcb2072eacf9bc53b1e6ecbcbee4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:45:58.617224+00:00", + "ended_at": "2026-05-26T00:46:14.326449+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_85f8056de2623aa0", + "problem_id": "v2p_n6_8e3c4eddf53209f7", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X10.", + "bindings": { + "group_col": "y", + "measure_col": "X10", + "item_col": "X11", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=25" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_85f8056de2623aa0.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_85f8056de2623aa0", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 689, + "total_tokens": 26740, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 167, + "estimated_total_tokens": 2923, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15699.54, + "sql_execution_elapsed_ms_total": 3.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1482e89ac914052bbd44784a2bcb9a4fc624a7d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:46:14.321096+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15699.54, "started_at": "2026-05-26T00:45:58.617781+00:00", "ended_at": "2026-05-26T00:46:14.317476+00:00", "prompt_metrics": {"chars": 8821, "bytes_utf8": 8821, "lines": 302, "estimated_tokens": 2756}, "response_metrics": {"chars": 550, "bytes_utf8": 550, "lines": 1, "estimated_tokens": 167}, "usage": {"input_tokens": 26051, "cached_input_tokens": 24960, "output_tokens": 689, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"y\\\",\\n \\\"X11\\\",\\n SUM(CAST(\\\"X10\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X10\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X10\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X11\\\"\\nORDER BY share_within_group DESC\\nLIMIT 10;\",\"notes\":\"Used the provided Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"X11\\\", and measure_col=\\\"X10\\\". CAST to REAL is needed because the schema stores feature columns as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5a9a32c061610e871f13389ae1f0bc8fa35e21bb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_85f8056de2623aa0", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 689, + "total_tokens": 26740, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 167, + "estimated_total_tokens": 2923, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15699.54, + "sql_execution_elapsed_ms_total": 3.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_85f8056de2623aa0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ed4f48051700af356def1f08a342db602504a3ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9223, "bytes_utf8": 9223, "lines": 303, "estimated_tokens": 2845}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 763, "bytes_utf8": 763, "lines": 1, "estimated_tokens": 207}, "usage": {"input_tokens": 26140, "cached_input_tokens": 22912, "output_tokens": 957, "reasoning_output_tokens": 744}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..630d8b7af4c9c61673cc096c048d408ff4d0986c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_86e4ab8473ee0840", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 22912, + "output_tokens": 957, + "total_tokens": 27097, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 207, + "estimated_total_tokens": 3052, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20561.4, + "sql_execution_elapsed_ms_total": 1.56, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5c0d9dc7a39e46bf1045909a25fe95ee56f3bad0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:46:14.327520+00:00", + "ended_at": "2026-05-26T00:46:34.889092+00:00", + "elapsed_ms": 20561.4, + "prompt_metrics": { + "chars": 9223, + "bytes_utf8": 9223, + "lines": 303, + "estimated_tokens": 2845 + }, + "stdout_metrics": { + "chars": 1132, + "bytes_utf8": 1132, + "lines": 4, + "estimated_tokens": 330 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 103 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 763, + "bytes_utf8": 763, + "lines": 1, + "estimated_tokens": 207 + }, + "usage": { + "input_tokens": 26140, + "cached_input_tokens": 22912, + "output_tokens": 957, + "reasoning_output_tokens": 744 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..027ca8602201ac6ae817d4bc95d98422c7cfaefa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1a8e84e264d6ed40bd8f66c48df30badcdac51d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bf-1964-7192-9c99-4d817e19439c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the requested template with group_col=\\\"y\\\" and condition_col=\\\"y\\\", comparing class '0' against class '1'. Because the grouping and condition columns are the same, this ratio is self-referential: the '1' group yields 0, while the '0', '2', and '3' groups evaluate to NULL because the denominator is zero.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26140,"cached_input_tokens":22912,"output_tokens":957,"reasoning_output_tokens":744}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b6bcc334d57340e57db8c330f37b341572e4df65 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"y\",\n SUM(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n6\"\n GROUP BY \"y\"\n)\nSELECT \"y\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Uses the requested template with group_col=\"y\" and condition_col=\"y\", comparing class '0' against class '1'. Because the grouping and condition columns are the same, this ratio is self-referential: the '1' group yields 0, while the '0', '2', and '3' groups evaluate to NULL because the denominator is zero."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a67559e920569d3df6019c68249387c5657ae412 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:46:34.280492Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61bf-1964-7192-9c99-4d817e19439c.1779756374373274000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0113a6bc837802d248ad29c199273bc7176972ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "1", "condition_ratio": 0.0}, {"y": "0", "condition_ratio": null}, {"y": "2", "condition_ratio": null}, {"y": "3", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a312ea2e74405907f6b09b3240f07f6fbf60da25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n6_86e4ab8473ee0840 +-- problem_id: v2p_n6_ee06ced4ec575abb +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "y", + SUM(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS denominator_count + FROM "n6" + GROUP BY "y" +) +SELECT "y", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b9c37aebe52526a5c5a463e5da341b8ac65970b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"y\",\n SUM(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n6\"\n GROUP BY \"y\"\n)\nSELECT \"y\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"y\", \"condition_ratio\"], \"rows\": [{\"y\": \"1\", \"condition_ratio\": 0.0}, {\"y\": \"0\", \"condition_ratio\": null}, {\"y\": \"2\", \"condition_ratio\": null}, {\"y\": \"3\", \"condition_ratio\": null}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.56}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..abbec662e7557b70da34d13ef708f7566381b928 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:46:14.326895+00:00", + "ended_at": "2026-05-26T00:46:34.894607+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_86e4ab8473ee0840", + "problem_id": "v2p_n6_ee06ced4ec575abb", + "dataset_id": "n6", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=42" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_86e4ab8473ee0840.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_86e4ab8473ee0840", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 22912, + "output_tokens": 957, + "total_tokens": 27097, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 207, + "estimated_total_tokens": 3052, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20561.4, + "sql_execution_elapsed_ms_total": 1.56, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bf0252644461e4f6134614ff85d8658b77cf1f3f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:46:34.891870+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 20561.4, "started_at": "2026-05-26T00:46:14.327520+00:00", "ended_at": "2026-05-26T00:46:34.889092+00:00", "prompt_metrics": {"chars": 9223, "bytes_utf8": 9223, "lines": 303, "estimated_tokens": 2845}, "response_metrics": {"chars": 763, "bytes_utf8": 763, "lines": 1, "estimated_tokens": 207}, "usage": {"input_tokens": 26140, "cached_input_tokens": 22912, "output_tokens": 957, "reasoning_output_tokens": 744}, "stderr_preview": "2026-05-26T00:46:34.280492Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61bf-1964-7192-9c99-4d817e19439c.1779756374373274000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the requested template with group_col=\\\"y\\\" and condition_col=\\\"y\\\", comparing class '0' against class '1'. Because the grouping and condition columns are the same, this ratio is self-referential: the '1' group yields 0, while the '0', '2', and '3' groups evaluate to NULL because the denominator is zero.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a584f63c02fd9fe00d4a3374d162a6fd25a2b2ca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_86e4ab8473ee0840", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 22912, + "output_tokens": 957, + "total_tokens": 27097, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 207, + "estimated_total_tokens": 3052, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20561.4, + "sql_execution_elapsed_ms_total": 1.56, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_86e4ab8473ee0840/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8fc58b031bfe1dc2c528ce9355aa51d4b28e6200 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8340, "bytes_utf8": 8340, "lines": 298, "estimated_tokens": 2612}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 272, "bytes_utf8": 272, "lines": 1, "estimated_tokens": 68}, "usage": {"input_tokens": 25907, "cached_input_tokens": 22912, "output_tokens": 215, "reasoning_output_tokens": 141}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f2aab9f55e36c915dd3daa445aee36a6a0145d48 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_8b37b73a7642d7a0", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 22912, + "output_tokens": 215, + "total_tokens": 26122, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 68, + "estimated_total_tokens": 2680, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10185.73, + "sql_execution_elapsed_ms_total": 1.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7b530ddfdf8c4d6abe6228acbfb02c4248336a0f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:46:34.895576+00:00", + "ended_at": "2026-05-26T00:46:45.081406+00:00", + "elapsed_ms": 10185.73, + "prompt_metrics": { + "chars": 8340, + "bytes_utf8": 8340, + "lines": 298, + "estimated_tokens": 2612 + }, + "stdout_metrics": { + "chars": 618, + "bytes_utf8": 618, + "lines": 4, + "estimated_tokens": 177 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 272, + "bytes_utf8": 272, + "lines": 1, + "estimated_tokens": 68 + }, + "usage": { + "input_tokens": 25907, + "cached_input_tokens": 22912, + "output_tokens": 215, + "reasoning_output_tokens": 141 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c75044d645163363ddcdf6081c4f30dc70c56ebc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,298 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "y", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..34e956a28d10cd049ce09f5b8ccc3331052c6f81 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bf-69b2-7e00-b3a5-10b712d53f8f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"y\\\", COUNT(*) AS row_count\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Applies the planned grouped-count template with group_col bound to \\\"y\\\" to measure class/subgroup size distribution.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25907,"cached_input_tokens":22912,"output_tokens":215,"reasoning_output_tokens":141}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9d09c615b139ddc52aa100e393d5c8978f4f7365 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"y\", COUNT(*) AS row_count\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY row_count DESC;","notes":"Applies the planned grouped-count template with group_col bound to \"y\" to measure class/subgroup size distribution."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a53c7a5684844e46e21fbd2e8bf359549bc677e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y. +Result preview: [{"y": "3", "row_count": 2000}, {"y": "2", "row_count": 2000}, {"y": "1", "row_count": 2000}, {"y": "0", "row_count": 2000}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..75f965771a6b5f8a125ead913f5d3393f18ccd70 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n6_8b37b73a7642d7a0 +-- problem_id: v2p_n6_c5c5e73ff2e273f8 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", COUNT(*) AS row_count +FROM "n6" +GROUP BY "y" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..170cb6932419b809aed1f870e1baae9f5d18f170 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"y\", COUNT(*) AS row_count\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY row_count DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"y\\\", COUNT(*) AS row_count\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY row_count DESC;\", \"columns\": [\"y\", \"row_count\"], \"rows\": [{\"y\": \"3\", \"row_count\": 2000}, {\"y\": \"2\", \"row_count\": 2000}, {\"y\": \"1\", \"row_count\": 2000}, {\"y\": \"0\", \"row_count\": 2000}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.24}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..104f7d983a6b6c8a1c1f2e2acaa65b461733cb51 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:46:34.895020+00:00", + "ended_at": "2026-05-26T00:46:45.086591+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_8b37b73a7642d7a0", + "problem_id": "v2p_n6_c5c5e73ff2e273f8", + "dataset_id": "n6", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y.", + "bindings": { + "group_col": "y", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=17" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_8b37b73a7642d7a0.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_8b37b73a7642d7a0", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 22912, + "output_tokens": 215, + "total_tokens": 26122, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 68, + "estimated_total_tokens": 2680, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10185.73, + "sql_execution_elapsed_ms_total": 1.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..27ce4d135879ddd02e68e202c29da16ddc87aabe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:46:45.083775+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10185.73, "started_at": "2026-05-26T00:46:34.895576+00:00", "ended_at": "2026-05-26T00:46:45.081406+00:00", "prompt_metrics": {"chars": 8340, "bytes_utf8": 8340, "lines": 298, "estimated_tokens": 2612}, "response_metrics": {"chars": 272, "bytes_utf8": 272, "lines": 1, "estimated_tokens": 68}, "usage": {"input_tokens": 25907, "cached_input_tokens": 22912, "output_tokens": 215, "reasoning_output_tokens": 141}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"y\\\", COUNT(*) AS row_count\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Applies the planned grouped-count template with group_col bound to \\\"y\\\" to measure class/subgroup size distribution.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ddf9a9902523d30a48f56fdfd40d2f43d7d49ba3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_8b37b73a7642d7a0", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 22912, + "output_tokens": 215, + "total_tokens": 26122, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 68, + "estimated_total_tokens": 2680, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10185.73, + "sql_execution_elapsed_ms_total": 1.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_8b37b73a7642d7a0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2251d3f49a3ed97fb8beec22e85069f2ab99206b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8506, "bytes_utf8": 8506, "lines": 300, "estimated_tokens": 2650}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 370, "bytes_utf8": 370, "lines": 1, "estimated_tokens": 98}, "usage": {"input_tokens": 25945, "cached_input_tokens": 24960, "output_tokens": 294, "reasoning_output_tokens": 190}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e25228c76984d8a9dd45584aaebb30d3dfa405e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_92bee8fa097428f0", + "api_calls": 0, + "input_tokens": 25945, + "cached_input_tokens": 24960, + "output_tokens": 294, + "total_tokens": 26239, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2650, + "estimated_output_tokens": 98, + "estimated_total_tokens": 2748, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11098.29, + "sql_execution_elapsed_ms_total": 6.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b12c945419082d8047868c1d39c0cf11cafac738 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:46:45.088520+00:00", + "ended_at": "2026-05-26T00:46:56.186973+00:00", + "elapsed_ms": 11098.29, + "prompt_metrics": { + "chars": 8506, + "bytes_utf8": 8506, + "lines": 300, + "estimated_tokens": 2650 + }, + "stdout_metrics": { + "chars": 729, + "bytes_utf8": 729, + "lines": 4, + "estimated_tokens": 213 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 370, + "bytes_utf8": 370, + "lines": 1, + "estimated_tokens": 98 + }, + "usage": { + "input_tokens": 25945, + "cached_input_tokens": 24960, + "output_tokens": 294, + "reasoning_output_tokens": 190 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9ca0c2215ab532113ea15c4ade091638bdda592d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X5.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "y", + "measure_col": "X5", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b7a1d540b02b491e1e4ef3bec7decaba3f027ee7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bf-9187-7a00-ac9b-34a84093f808"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X5\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the requested Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X5\\\". Cast \\\"X5\\\" to REAL because the schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25945,"cached_input_tokens":24960,"output_tokens":294,"reasoning_output_tokens":190}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6f1295d7a0bbdc316f7f33910be52c60b02e8da3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X5\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"n6\"\nORDER BY avg_measure DESC;","notes":"Used the requested Window Partition Average template with group_col=\"y\" and measure_col=\"X5\". Cast \"X5\" to REAL because the schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2b653206eaf479401d17417ee718480f94d5e84b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X5. +Result preview: [{"y": "1", "avg_measure": 6.022}, {"y": "3", "avg_measure": 0.126}, {"y": "2", "avg_measure": -0.969}, {"y": "0", "avg_measure": -12.4655}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c51b11701a4571f94c7cac366b0b01675bc9e088 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_92bee8fa097428f0 +-- problem_id: v2p_n6_5fda5a2c6b13fc93 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X5" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "n6" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b048256300e9fe18e66866d52c448a4946d02b6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X5\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"n6\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X5\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"y\", \"avg_measure\"], \"rows\": [{\"y\": \"1\", \"avg_measure\": 6.022}, {\"y\": \"3\", \"avg_measure\": 0.126}, {\"y\": \"2\", \"avg_measure\": -0.969}, {\"y\": \"0\", \"avg_measure\": -12.4655}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 6.88}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8c25c44691555030a9f96359b8abea1e830b6396 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:46:45.087379+00:00", + "ended_at": "2026-05-26T00:46:56.197956+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_92bee8fa097428f0", + "problem_id": "v2p_n6_5fda5a2c6b13fc93", + "dataset_id": "n6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X5.", + "bindings": { + "group_col": "y", + "measure_col": "X5", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=52" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_92bee8fa097428f0.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_92bee8fa097428f0", + "api_calls": 0, + "input_tokens": 25945, + "cached_input_tokens": 24960, + "output_tokens": 294, + "total_tokens": 26239, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2650, + "estimated_output_tokens": 98, + "estimated_total_tokens": 2748, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11098.29, + "sql_execution_elapsed_ms_total": 6.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ea6725dc018af70830df5f038ff685fe90dc106b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:46:56.189893+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11098.29, "started_at": "2026-05-26T00:46:45.088520+00:00", "ended_at": "2026-05-26T00:46:56.186973+00:00", "prompt_metrics": {"chars": 8506, "bytes_utf8": 8506, "lines": 300, "estimated_tokens": 2650}, "response_metrics": {"chars": 370, "bytes_utf8": 370, "lines": 1, "estimated_tokens": 98}, "usage": {"input_tokens": 25945, "cached_input_tokens": 24960, "output_tokens": 294, "reasoning_output_tokens": 190}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X5\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the requested Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X5\\\". Cast \\\"X5\\\" to REAL because the schema stores feature columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..106b180f6a6aeb802de1905b2b8898e3b1561c7e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_92bee8fa097428f0", + "api_calls": 0, + "input_tokens": 25945, + "cached_input_tokens": 24960, + "output_tokens": 294, + "total_tokens": 26239, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2650, + "estimated_output_tokens": 98, + "estimated_total_tokens": 2748, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11098.29, + "sql_execution_elapsed_ms_total": 6.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92bee8fa097428f0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e34918556f0f4f8a4349cdbaefc0c97b619370ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8820, "bytes_utf8": 8820, "lines": 302, "estimated_tokens": 2756}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 534, "bytes_utf8": 534, "lines": 1, "estimated_tokens": 161}, "usage": {"input_tokens": 26051, "cached_input_tokens": 22912, "output_tokens": 683, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..14ccdf5479c0018f915315a9a0627908ab1c92ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_92f910f5bd008959", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 22912, + "output_tokens": 683, + "total_tokens": 26734, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 161, + "estimated_total_tokens": 2917, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16890.26, + "sql_execution_elapsed_ms_total": 4.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b54044a5542223596624d31f51b04591a481bc82 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:46:56.198846+00:00", + "ended_at": "2026-05-26T00:47:13.089254+00:00", + "elapsed_ms": 16890.26, + "prompt_metrics": { + "chars": 8820, + "bytes_utf8": 8820, + "lines": 302, + "estimated_tokens": 2756 + }, + "stdout_metrics": { + "chars": 918, + "bytes_utf8": 918, + "lines": 4, + "estimated_tokens": 294 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 534, + "bytes_utf8": 534, + "lines": 1, + "estimated_tokens": 161 + }, + "usage": { + "input_tokens": 26051, + "cached_input_tokens": 22912, + "output_tokens": 683, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4d43bedd3dd20f3141bc306f86a216846e759453 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X1.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X1", + "item_col": "X2", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 4.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..27cc5e93a7d8af57e09a388484ce174be264cf94 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bf-bce7-7740-a5d2-80cbfffb8af0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X2\\\",\\n SUM(CAST(\\\"X1\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X1\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X1\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X2\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"X2\\\", and measure_col=\\\"X1\\\". CAST(\\\"X1\\\" AS REAL) is used because the schema stores feature values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26051,"cached_input_tokens":22912,"output_tokens":683,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a060e7806cdda7ad7af7b4707c4872f468d3d68e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X2\",\n SUM(CAST(\"X1\" AS REAL)) AS total_measure,\n SUM(CAST(\"X1\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X1\" AS REAL))) OVER (PARTITION BY \"y\") AS share_within_group\nFROM \"n6\"\nGROUP BY \"y\", \"X2\"\nORDER BY share_within_group DESC;","notes":"Applied the provided Within-Group Share of Total template with group_col=\"y\", item_col=\"X2\", and measure_col=\"X1\". CAST(\"X1\" AS REAL) is used because the schema stores feature values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c5368139466f88e8fca3b5e1caf1ccc0e8f19b3b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X1. +Result preview: [{"y": "2", "X2": "2", "total_measure": -457.0, "share_within_group": 30.962059620596207}, {"y": "3", "X2": "10", "total_measure": 359.0, "share_within_group": 30.868443680137574}, {"y": "2", "X2": "4", "total_measure": -335.0, "share_within_group": 22.696476964769648}, {"y": "3", "X2": "2", "total_measure": 262.0, "share_within_group": 22.527944969905416}, {"y": "3", "X2": "1", "total_measure": 254.0, "share_within_group": 21.84006878761823}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..fb96f0641f253d1c92177625343a1ca459225f3c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_92f910f5bd008959 +-- problem_id: v2p_n6_43c1c20fdee8aa78 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X2", + SUM(CAST("X1" AS REAL)) AS total_measure, + SUM(CAST("X1" AS REAL)) * 100.0 / SUM(SUM(CAST("X1" AS REAL))) OVER (PARTITION BY "y") AS share_within_group +FROM "n6" +GROUP BY "y", "X2" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9d377372807184c44fbf47335dd35ef5676ddfb1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X2\",\n SUM(CAST(\"X1\" AS REAL)) AS total_measure,\n SUM(CAST(\"X1\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X1\" AS REAL))) OVER (PARTITION BY \"y\") AS share_within_group\nFROM \"n6\"\nGROUP BY \"y\", \"X2\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X2\\\",\\n SUM(CAST(\\\"X1\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X1\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X1\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X2\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"y\", \"X2\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"2\", \"X2\": \"2\", \"total_measure\": -457.0, \"share_within_group\": 30.962059620596207}, {\"y\": \"3\", \"X2\": \"10\", \"total_measure\": 359.0, \"share_within_group\": 30.868443680137574}, {\"y\": \"2\", \"X2\": \"4\", \"total_measure\": -335.0, \"share_within_group\": 22.696476964769648}, {\"y\": \"3\", \"X2\": \"2\", \"total_measure\": 262.0, \"share_within_group\": 22.527944969905416}, {\"y\": \"3\", \"X2\": \"1\", \"total_measure\": 254.0, \"share_within_group\": 21.84006878761823}, {\"y\": \"2\", \"X2\": \"-1\", \"total_measure\": -300.0, \"share_within_group\": 20.32520325203252}, {\"y\": \"3\", \"X2\": \"-1\", \"total_measure\": 203.0, \"share_within_group\": 17.454858125537402}, {\"y\": \"3\", \"X2\": \"13\", \"total_measure\": 196.0, \"share_within_group\": 16.852966466036115}, {\"y\": \"3\", \"X2\": \"9\", \"total_measure\": 191.0, \"share_within_group\": 16.42304385210662}, {\"y\": \"3\", \"X2\": \"11\", \"total_measure\": 189.0, \"share_within_group\": 16.251074806534824}, {\"y\": \"3\", \"X2\": \"12\", \"total_measure\": 182.0, \"share_within_group\": 15.649183147033535}, {\"y\": \"3\", \"X2\": \"8\", \"total_measure\": 177.0, \"share_within_group\": 15.219260533104041}, {\"y\": \"3\", \"X2\": \"0\", \"total_measure\": 158.0, \"share_within_group\": 13.58555460017197}, {\"y\": \"3\", \"X2\": \"5\", \"total_measure\": 153.0, \"share_within_group\": 13.155631986242476}, {\"y\": \"3\", \"X2\": \"14\", \"total_measure\": 146.0, \"share_within_group\": 12.553740326741186}, {\"y\": \"3\", \"X2\": \"-2\", \"total_measure\": 140.0, \"share_within_group\": 12.037833190025795}, {\"y\": \"2\", \"X2\": \"10\", \"total_measure\": -150.0, \"share_within_group\": 10.16260162601626}, {\"y\": \"2\", \"X2\": \"6\", \"total_measure\": -148.0, \"share_within_group\": 10.02710027100271}, {\"y\": \"2\", \"X2\": \"3\", \"total_measure\": -135.0, \"share_within_group\": 9.146341463414634}, {\"y\": \"3\", \"X2\": \"16\", \"total_measure\": 105.0, \"share_within_group\": 9.028374892519347}, {\"y\": \"3\", \"X2\": \"-3\", \"total_measure\": 101.0, \"share_within_group\": 8.684436801375753}, {\"y\": \"3\", \"X2\": \"3\", \"total_measure\": 93.0, \"share_within_group\": 7.996560619088564}, {\"y\": \"3\", \"X2\": \"15\", \"total_measure\": 83.0, \"share_within_group\": 7.136715391229579}, {\"y\": \"1\", \"X2\": \"6\", \"total_measure\": 953.0, \"share_within_group\": 6.749769813726185}, {\"y\": \"3\", \"X2\": \"4\", \"total_measure\": 77.0, \"share_within_group\": 6.620808254514188}, {\"y\": \"2\", \"X2\": \"12\", \"total_measure\": -96.0, \"share_within_group\": 6.504065040650406}, {\"y\": \"2\", \"X2\": \"1\", \"total_measure\": -92.0, \"share_within_group\": 6.233062330623306}, {\"y\": \"2\", \"X2\": \"8\", \"total_measure\": -86.0, \"share_within_group\": 5.826558265582656}, {\"y\": \"3\", \"X2\": \"17\", \"total_measure\": 67.0, \"share_within_group\": 5.760963026655202}, {\"y\": \"2\", \"X2\": \"11\", \"total_measure\": -84.0, \"share_within_group\": 5.691056910569106}, {\"y\": \"3\", \"X2\": \"18\", \"total_measure\": 59.0, \"share_within_group\": 5.073086844368014}, {\"y\": \"1\", \"X2\": \"9\", \"total_measure\": 592.0, \"share_within_group\": 4.192931510730221}, {\"y\": \"1\", \"X2\": \"16\", \"total_measure\": 566.0, \"share_within_group\": 4.008782491677881}, {\"y\": \"1\", \"X2\": \"3\", \"total_measure\": 558.0, \"share_within_group\": 3.9521212550463916}, {\"y\": \"2\", \"X2\": \"-3\", \"total_measure\": -58.0, \"share_within_group\": 3.9295392953929538}, {\"y\": \"1\", \"X2\": \"10\", \"total_measure\": 553.0, \"share_within_group\": 3.9167079821517103}, {\"y\": \"1\", \"X2\": \"14\", \"total_measure\": 549.0, \"share_within_group\": 3.8883773638359656}, {\"y\": \"1\", \"X2\": \"7\", \"total_measure\": 536.0, \"share_within_group\": 3.796302854309795}, {\"y\": \"2\", \"X2\": \"9\", \"total_measure\": -56.0, \"share_within_group\": 3.794037940379404}, {\"y\": \"0\", \"X2\": \"-90\", \"total_measure\": -911.0, \"share_within_group\": 3.5407516809825488}, {\"y\": \"1\", \"X2\": \"1\", \"total_measure\": 498.0, \"share_within_group\": 3.52716198031022}, {\"y\": \"3\", \"X2\": \"6\", \"total_measure\": 41.0, \"share_within_group\": 3.52536543422184}, {\"y\": \"1\", \"X2\": \"11\", \"total_measure\": 492.0, \"share_within_group\": 3.4846660528366034}, {\"y\": \"0\", \"X2\": \"-83\", \"total_measure\": -886.0, \"share_within_group\": 3.4435850596603057}, {\"y\": \"3\", \"X2\": \"20\", \"total_measure\": 40.0, \"share_within_group\": 3.4393809114359417}, {\"y\": \"0\", \"X2\": \"-61\", \"total_measure\": -848.0, \"share_within_group\": 3.2958917952504954}, {\"y\": \"0\", \"X2\": \"-75\", \"total_measure\": -846.0, \"share_within_group\": 3.288118465544716}, {\"y\": \"3\", \"X2\": \"19\", \"total_measure\": 38.0, \"share_within_group\": 3.2674118658641444}, {\"y\": \"2\", \"X2\": \"7\", \"total_measure\": -48.0, \"share_within_group\": 3.252032520325203}, {\"y\": \"1\", \"X2\": \"-4\", \"total_measure\": 457.0, \"share_within_group\": 3.2367731425738366}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.92}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8ea29160776863f5a9bb369b9f186a390817e4dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:46:56.198270+00:00", + "ended_at": "2026-05-26T00:47:13.099013+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_92f910f5bd008959", + "problem_id": "v2p_n6_43c1c20fdee8aa78", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X1.", + "bindings": { + "group_col": "y", + "measure_col": "X1", + "item_col": "X2", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 4.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=32" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_92f910f5bd008959.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_92f910f5bd008959", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 22912, + "output_tokens": 683, + "total_tokens": 26734, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 161, + "estimated_total_tokens": 2917, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16890.26, + "sql_execution_elapsed_ms_total": 4.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..81b908f6dea8e1299a7299750f3dfb67c15c6e8a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:47:13.092672+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16890.26, "started_at": "2026-05-26T00:46:56.198846+00:00", "ended_at": "2026-05-26T00:47:13.089254+00:00", "prompt_metrics": {"chars": 8820, "bytes_utf8": 8820, "lines": 302, "estimated_tokens": 2756}, "response_metrics": {"chars": 534, "bytes_utf8": 534, "lines": 1, "estimated_tokens": 161}, "usage": {"input_tokens": 26051, "cached_input_tokens": 22912, "output_tokens": 683, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X2\\\",\\n SUM(CAST(\\\"X1\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X1\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X1\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X2\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"X2\\\", and measure_col=\\\"X1\\\". CAST(\\\"X1\\\" AS REAL) is used because the schema stores feature values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5e1f6a9fd9d2cf49913dfc0730839ee45483aceb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_92f910f5bd008959", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 22912, + "output_tokens": 683, + "total_tokens": 26734, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 161, + "estimated_total_tokens": 2917, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16890.26, + "sql_execution_elapsed_ms_total": 4.92, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_92f910f5bd008959/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..aeb8cdd2f0ac490e5ac8c54792b864bbda87bd82 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8341, "bytes_utf8": 8341, "lines": 298, "estimated_tokens": 2612}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 276, "bytes_utf8": 276, "lines": 1, "estimated_tokens": 73}, "usage": {"input_tokens": 25907, "cached_input_tokens": 24960, "output_tokens": 482, "reasoning_output_tokens": 403}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..39ce64074bfe69f0e9326b3285f5770e4cb9636c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_957df4496075a854", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 24960, + "output_tokens": 482, + "total_tokens": 26389, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 73, + "estimated_total_tokens": 2685, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13555.93, + "sql_execution_elapsed_ms_total": 1.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c3044a9a1d7bc9bdeeff779cca8dccd582f31fb1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:47:13.100027+00:00", + "ended_at": "2026-05-26T00:47:26.656085+00:00", + "elapsed_ms": 13555.93, + "prompt_metrics": { + "chars": 8341, + "bytes_utf8": 8341, + "lines": 298, + "estimated_tokens": 2612 + }, + "stdout_metrics": { + "chars": 630, + "bytes_utf8": 630, + "lines": 4, + "estimated_tokens": 183 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 276, + "bytes_utf8": 276, + "lines": 1, + "estimated_tokens": 73 + }, + "usage": { + "input_tokens": 25907, + "cached_input_tokens": 24960, + "output_tokens": 482, + "reasoning_output_tokens": 403 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..054aa93e4b10cb9b2dc571522f2226917bd20ef9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,298 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "y", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5255abdd767ba3d8f3af8962f1fc9fc4bf89db8e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61bf-fef1-71c1-af23-bf14c6eb0bc5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"y\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the grouped-count template with group_col bound to \\\"y\\\" to count rows per target class in the single table.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25907,"cached_input_tokens":24960,"output_tokens":482,"reasoning_output_tokens":403}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5afa06635b1387e89136a0c70b92a9e26d6f53c8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"y\", COUNT(*) AS \"row_count\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"row_count\" DESC;","notes":"Uses the grouped-count template with group_col bound to \"y\" to count rows per target class in the single table."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a53c7a5684844e46e21fbd2e8bf359549bc677e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y. +Result preview: [{"y": "3", "row_count": 2000}, {"y": "2", "row_count": 2000}, {"y": "1", "row_count": 2000}, {"y": "0", "row_count": 2000}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..8d0a354c6b7d8acf0aac0c365e5674eddccb2cbd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n6_957df4496075a854 +-- problem_id: v2p_n6_caca05168ccc7909 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", COUNT(*) AS "row_count" +FROM "n6" +GROUP BY "y" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..391406c88d8363af4784afd1400d4e1865dc0fe2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"y\", COUNT(*) AS \"row_count\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"y\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"y\", \"row_count\"], \"rows\": [{\"y\": \"3\", \"row_count\": 2000}, {\"y\": \"2\", \"row_count\": 2000}, {\"y\": \"1\", \"row_count\": 2000}, {\"y\": \"0\", \"row_count\": 2000}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.24}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..481131b81e2451e2688313609d664530d6abe557 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:47:13.099441+00:00", + "ended_at": "2026-05-26T00:47:26.661625+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_957df4496075a854", + "problem_id": "v2p_n6_caca05168ccc7909", + "dataset_id": "n6", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y.", + "bindings": { + "group_col": "y", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=18" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_957df4496075a854.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_957df4496075a854", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 24960, + "output_tokens": 482, + "total_tokens": 26389, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 73, + "estimated_total_tokens": 2685, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13555.93, + "sql_execution_elapsed_ms_total": 1.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cee2866c45ab64abd1d61ec604a7c017a22f8e8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:47:26.658376+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13555.93, "started_at": "2026-05-26T00:47:13.100027+00:00", "ended_at": "2026-05-26T00:47:26.656085+00:00", "prompt_metrics": {"chars": 8341, "bytes_utf8": 8341, "lines": 298, "estimated_tokens": 2612}, "response_metrics": {"chars": 276, "bytes_utf8": 276, "lines": 1, "estimated_tokens": 73}, "usage": {"input_tokens": 25907, "cached_input_tokens": 24960, "output_tokens": 482, "reasoning_output_tokens": 403}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"y\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the grouped-count template with group_col bound to \\\"y\\\" to count rows per target class in the single table.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4ebea9afa21f4f78f6488157332ea7e8097b0045 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_957df4496075a854", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 24960, + "output_tokens": 482, + "total_tokens": 26389, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 73, + "estimated_total_tokens": 2685, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13555.93, + "sql_execution_elapsed_ms_total": 1.24, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_957df4496075a854/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1c77898dd0b2115e03ce59aedb3123945fb522ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8505, "bytes_utf8": 8505, "lines": 300, "estimated_tokens": 2649}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 518, "bytes_utf8": 518, "lines": 1, "estimated_tokens": 149}, "usage": {"input_tokens": 25944, "cached_input_tokens": 24960, "output_tokens": 671, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1c8f80e25226d029410750351b4f41ddabd21ac9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_959ae5cd80c9ce53", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 671, + "total_tokens": 26615, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 149, + "estimated_total_tokens": 2798, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16713.84, + "sql_execution_elapsed_ms_total": 7.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4a5ef102c649108013c4877bf4635213adcd4c1e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:47:26.662969+00:00", + "ended_at": "2026-05-26T00:47:43.376962+00:00", + "elapsed_ms": 16713.84, + "prompt_metrics": { + "chars": 8505, + "bytes_utf8": 8505, + "lines": 300, + "estimated_tokens": 2649 + }, + "stdout_metrics": { + "chars": 896, + "bytes_utf8": 896, + "lines": 4, + "estimated_tokens": 277 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 518, + "bytes_utf8": 518, + "lines": 1, + "estimated_tokens": 149 + }, + "usage": { + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 671, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..07944f8f2f8473407ebcfc9bf34122122986a62e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X8.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "y", + "measure_col": "X8", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..59911a3b30a8f67f18a1306f6c7eec1b9afeb082 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c0-33ed-7af0-9343-c1c03cadbd2c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"X8\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nWHERE \\\"y\\\" IS NOT NULL\\n AND TRIM(\\\"y\\\") <> ''\\n AND \\\"X8\\\" IS NOT NULL\\n AND TRIM(\\\"X8\\\") <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X8\\\". Cast \\\"X8\\\" to REAL because the column is stored as TEXT in SQLite, and filtered null/empty values to keep a stable view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25944,"cached_input_tokens":24960,"output_tokens":671,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e6e301be1b4ee086feabf0ecb00a0a9c020de4b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"y\",\n AVG(CAST(\"X8\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"n6\"\nWHERE \"y\" IS NOT NULL\n AND TRIM(\"y\") <> ''\n AND \"X8\" IS NOT NULL\n AND TRIM(\"X8\") <> ''\nORDER BY avg_measure DESC;","notes":"Applied the Window Partition Average template with group_col=\"y\" and measure_col=\"X8\". Cast \"X8\" to REAL because the column is stored as TEXT in SQLite, and filtered null/empty values to keep a stable view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9828e3d807a3880ab1e81dc449250667a0d0b97f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X8. +Result preview: [{"y": "2", "avg_measure": -0.213}, {"y": "3", "avg_measure": -0.226}, {"y": "1", "avg_measure": -0.7625}, {"y": "0", "avg_measure": -12.593}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a4e977feb2095af7613650e5e0b55402db68e90f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_959ae5cd80c9ce53 +-- problem_id: v2p_n6_a172622eac21ec25 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "y", + AVG(CAST("X8" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "n6" +WHERE "y" IS NOT NULL + AND TRIM("y") <> '' + AND "X8" IS NOT NULL + AND TRIM("X8") <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9a61cf2bce2d4c8f6d0e209aa2c44d8c468d0494 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"y\",\n AVG(CAST(\"X8\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"n6\"\nWHERE \"y\" IS NOT NULL\n AND TRIM(\"y\") <> ''\n AND \"X8\" IS NOT NULL\n AND TRIM(\"X8\") <> ''\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"X8\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nWHERE \\\"y\\\" IS NOT NULL\\n AND TRIM(\\\"y\\\") <> ''\\n AND \\\"X8\\\" IS NOT NULL\\n AND TRIM(\\\"X8\\\") <> ''\\nORDER BY avg_measure DESC;\", \"columns\": [\"y\", \"avg_measure\"], \"rows\": [{\"y\": \"2\", \"avg_measure\": -0.213}, {\"y\": \"3\", \"avg_measure\": -0.226}, {\"y\": \"1\", \"avg_measure\": -0.7625}, {\"y\": \"0\", \"avg_measure\": -12.593}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 7.5}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..852f757ba695ec668c089d256d70b556f195d29e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:47:26.662203+00:00", + "ended_at": "2026-05-26T00:47:43.389137+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_959ae5cd80c9ce53", + "problem_id": "v2p_n6_a172622eac21ec25", + "dataset_id": "n6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X8.", + "bindings": { + "group_col": "y", + "measure_col": "X8", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=55" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_959ae5cd80c9ce53.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_959ae5cd80c9ce53", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 671, + "total_tokens": 26615, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 149, + "estimated_total_tokens": 2798, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16713.84, + "sql_execution_elapsed_ms_total": 7.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0320e5aca72f34d535b271debf8d5ea0562c1131 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:47:43.379613+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16713.84, "started_at": "2026-05-26T00:47:26.662969+00:00", "ended_at": "2026-05-26T00:47:43.376962+00:00", "prompt_metrics": {"chars": 8505, "bytes_utf8": 8505, "lines": 300, "estimated_tokens": 2649}, "response_metrics": {"chars": 518, "bytes_utf8": 518, "lines": 1, "estimated_tokens": 149}, "usage": {"input_tokens": 25944, "cached_input_tokens": 24960, "output_tokens": 671, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"X8\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nWHERE \\\"y\\\" IS NOT NULL\\n AND TRIM(\\\"y\\\") <> ''\\n AND \\\"X8\\\" IS NOT NULL\\n AND TRIM(\\\"X8\\\") <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X8\\\". Cast \\\"X8\\\" to REAL because the column is stored as TEXT in SQLite, and filtered null/empty values to keep a stable view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ea8d30b981e80ed63dea2c117ef8aed316503cc9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_959ae5cd80c9ce53", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 671, + "total_tokens": 26615, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 149, + "estimated_total_tokens": 2798, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16713.84, + "sql_execution_elapsed_ms_total": 7.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_959ae5cd80c9ce53/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..48b1686f6365b300301ac9499f7f534b2fa7e4ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8660, "bytes_utf8": 8660, "lines": 303, "estimated_tokens": 2698}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 439, "bytes_utf8": 439, "lines": 1, "estimated_tokens": 126}, "usage": {"input_tokens": 25993, "cached_input_tokens": 22912, "output_tokens": 441, "reasoning_output_tokens": 309}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2da4307533527f332250bc802469b5c0c474fdc7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_9b89aac16ca5eb8d", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 22912, + "output_tokens": 441, + "total_tokens": 26434, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 126, + "estimated_total_tokens": 2824, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11255.39, + "sql_execution_elapsed_ms_total": 1.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d94bd96d95186b3134f05c42d711185b5aa64808 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:47:43.390223+00:00", + "ended_at": "2026-05-26T00:47:54.645730+00:00", + "elapsed_ms": 11255.39, + "prompt_metrics": { + "chars": 8660, + "bytes_utf8": 8660, + "lines": 303, + "estimated_tokens": 2698 + }, + "stdout_metrics": { + "chars": 802, + "bytes_utf8": 802, + "lines": 4, + "estimated_tokens": 245 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 439, + "bytes_utf8": 439, + "lines": 1, + "estimated_tokens": 126 + }, + "usage": { + "input_tokens": 25993, + "cached_input_tokens": 22912, + "output_tokens": 441, + "reasoning_output_tokens": 309 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f12ded0115cd7224dab7f02fd2fc95d4a337f9ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6214940468396a893b2b34b53eec7e420a48949c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c0-7551-7b81-9f87-cac5976b44b0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the planned Grouped Condition Rate template with group_col=\\\"y\\\" and condition_col=\\\"y\\\". Because both roles use the same column, the computed rate is 1.0 for the group where y='1' and 0.0 for all other y groups.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25993,"cached_input_tokens":22912,"output_tokens":441,"reasoning_output_tokens":309}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5a18151b081215117f84b9f8be19f1e6d071491e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the planned Grouped Condition Rate template with group_col=\"y\" and condition_col=\"y\". Because both roles use the same column, the computed rate is 1.0 for the group where y='1' and 0.0 for all other y groups."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4115336bffcf571f3f44153fb1a6c2dbb9e23875 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "1", "condition_rate": 1.0}, {"y": "3", "condition_rate": 0.0}, {"y": "2", "condition_rate": 0.0}, {"y": "0", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a268b93eb776ec7ef90aa7511355f648152c659d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_9b89aac16ca5eb8d +-- problem_id: v2p_n6_4860d3e881e368ea +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4be5e4a643be2f66bf34b1c36bfdda8c21acdf15 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"y\", \"condition_rate\"], \"rows\": [{\"y\": \"1\", \"condition_rate\": 1.0}, {\"y\": \"3\", \"condition_rate\": 0.0}, {\"y\": \"2\", \"condition_rate\": 0.0}, {\"y\": \"0\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.38}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..db25cbfbfa507d4512697006035f31fb2a32f7ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:47:43.389572+00:00", + "ended_at": "2026-05-26T00:47:54.651725+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_9b89aac16ca5eb8d", + "problem_id": "v2p_n6_4860d3e881e368ea", + "dataset_id": "n6", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=99" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_9b89aac16ca5eb8d.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_9b89aac16ca5eb8d", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 22912, + "output_tokens": 441, + "total_tokens": 26434, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 126, + "estimated_total_tokens": 2824, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11255.39, + "sql_execution_elapsed_ms_total": 1.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6713c1bc6a7c70a85eccc757b31094e31373a78e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:47:54.648194+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11255.39, "started_at": "2026-05-26T00:47:43.390223+00:00", "ended_at": "2026-05-26T00:47:54.645730+00:00", "prompt_metrics": {"chars": 8660, "bytes_utf8": 8660, "lines": 303, "estimated_tokens": 2698}, "response_metrics": {"chars": 439, "bytes_utf8": 439, "lines": 1, "estimated_tokens": 126}, "usage": {"input_tokens": 25993, "cached_input_tokens": 22912, "output_tokens": 441, "reasoning_output_tokens": 309}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the planned Grouped Condition Rate template with group_col=\\\"y\\\" and condition_col=\\\"y\\\". Because both roles use the same column, the computed rate is 1.0 for the group where y='1' and 0.0 for all other y groups.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..04f8eee4c086f1cbc4b3b709d1f3e34c67ed4101 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9b89aac16ca5eb8d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_9b89aac16ca5eb8d", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 22912, + "output_tokens": 441, + "total_tokens": 26434, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 126, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9223, "bytes_utf8": 9223, "lines": 303, "estimated_tokens": 2845}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 748, "bytes_utf8": 748, "lines": 1, "estimated_tokens": 204}, "usage": {"input_tokens": 26140, "cached_input_tokens": 24960, "output_tokens": 880, "reasoning_output_tokens": 670}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c504b5d7a6f73b7d3f71663f5b5f72e7574e4bd2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_9be6434354dfeab1", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 880, + "total_tokens": 27020, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 204, + "estimated_total_tokens": 3049, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19710.47, + "sql_execution_elapsed_ms_total": 1.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4a1d9ac585b4b3674f30015e9d35b5e424a0769a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:47:54.653241+00:00", + "ended_at": "2026-05-26T00:48:14.363877+00:00", + "elapsed_ms": 19710.47, + "prompt_metrics": { + "chars": 9223, + "bytes_utf8": 9223, + "lines": 303, + "estimated_tokens": 2845 + }, + "stdout_metrics": { + "chars": 1149, + "bytes_utf8": 1149, + "lines": 4, + "estimated_tokens": 346 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 748, + "bytes_utf8": 748, + "lines": 1, + "estimated_tokens": 204 + }, + "usage": { + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 880, + "reasoning_output_tokens": 670 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5f589ccecbfc7a5ec93d523a7965751dc66e58a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..900edab55280ba040d3092773d854ec04f6a475d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c0-a147-75a3-a03e-8497da5f50d9"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Applied the provided grouped-ratio template with group_col=\\\"y\\\" and condition_col=\\\"y\\\". Because the grouping column and condition column are the same target field, the resulting ratios are structurally contrastive by class and may be 0 or NULL for some groups.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26140,"cached_input_tokens":24960,"output_tokens":880,"reasoning_output_tokens":670}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..af80d225b390b562004f3a9b8b688f101df574b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT \"y\",\n SUM(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n6\"\n GROUP BY \"y\"\n)\nSELECT \"y\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Applied the provided grouped-ratio template with group_col=\"y\" and condition_col=\"y\". Because the grouping column and condition column are the same target field, the resulting ratios are structurally contrastive by class and may be 0 or NULL for some groups."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0113a6bc837802d248ad29c199273bc7176972ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "1", "condition_ratio": 0.0}, {"y": "0", "condition_ratio": null}, {"y": "2", "condition_ratio": null}, {"y": "3", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6f9387a42fc2a0faac93353cfeb05c26ed2e8f33 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n6_9be6434354dfeab1 +-- problem_id: v2p_n6_f26b43582de485b7 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "y", + SUM(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n6" + GROUP BY "y" +) +SELECT "y", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dfc4acec198dd2beb375caad96c411da2225ec10 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT \"y\",\n SUM(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n6\"\n GROUP BY \"y\"\n)\nSELECT \"y\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"y\", \"condition_ratio\"], \"rows\": [{\"y\": \"1\", \"condition_ratio\": 0.0}, {\"y\": \"0\", \"condition_ratio\": null}, {\"y\": \"2\", \"condition_ratio\": null}, {\"y\": \"3\", \"condition_ratio\": null}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.49}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..bb98973332f62d8cf12cf5126982b5250ee97330 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:47:54.652397+00:00", + "ended_at": "2026-05-26T00:48:14.369937+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_9be6434354dfeab1", + "problem_id": "v2p_n6_f26b43582de485b7", + "dataset_id": "n6", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=40" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_9be6434354dfeab1.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_9be6434354dfeab1", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 880, + "total_tokens": 27020, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 204, + "estimated_total_tokens": 3049, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19710.47, + "sql_execution_elapsed_ms_total": 1.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..975759f30234e1da2e7c44e1b3333e4dab11dead --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:48:14.367215+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 19710.47, "started_at": "2026-05-26T00:47:54.653241+00:00", "ended_at": "2026-05-26T00:48:14.363877+00:00", "prompt_metrics": {"chars": 9223, "bytes_utf8": 9223, "lines": 303, "estimated_tokens": 2845}, "response_metrics": {"chars": 748, "bytes_utf8": 748, "lines": 1, "estimated_tokens": 204}, "usage": {"input_tokens": 26140, "cached_input_tokens": 24960, "output_tokens": 880, "reasoning_output_tokens": 670}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Applied the provided grouped-ratio template with group_col=\\\"y\\\" and condition_col=\\\"y\\\". Because the grouping column and condition column are the same target field, the resulting ratios are structurally contrastive by class and may be 0 or NULL for some groups.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..39eff0fa4c923692f4c09f48dc782057e038f9f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_9be6434354dfeab1", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 880, + "total_tokens": 27020, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 204, + "estimated_total_tokens": 3049, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19710.47, + "sql_execution_elapsed_ms_total": 1.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_9be6434354dfeab1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..30454af80a026c34b04e1762aa779ff8bbc8aaba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8504, "bytes_utf8": 8504, "lines": 300, "estimated_tokens": 2649}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 397, "bytes_utf8": 397, "lines": 1, "estimated_tokens": 106}, "usage": {"input_tokens": 25944, "cached_input_tokens": 24960, "output_tokens": 529, "reasoning_output_tokens": 417}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fa3a2fa73cf5071c46353f8a4a783ed3d5fc5233 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_aaa3065ada7e23ec", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 529, + "total_tokens": 26473, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 106, + "estimated_total_tokens": 2755, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13681.25, + "sql_execution_elapsed_ms_total": 6.78, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e55abc6c8e5eda89ccfb2f48e67c27bb7083ab51 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:48:14.370872+00:00", + "ended_at": "2026-05-26T00:48:28.052277+00:00", + "elapsed_ms": 13681.25, + "prompt_metrics": { + "chars": 8504, + "bytes_utf8": 8504, + "lines": 300, + "estimated_tokens": 2649 + }, + "stdout_metrics": { + "chars": 764, + "bytes_utf8": 764, + "lines": 4, + "estimated_tokens": 226 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 397, + "bytes_utf8": 397, + "lines": 1, + "estimated_tokens": 106 + }, + "usage": { + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 529, + "reasoning_output_tokens": 417 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6b320cd50bc82eefc02a4218f7a7d1d26a5a3c8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X7.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "y", + "measure_col": "X7", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6f01983ba4da54612b2c344d24f81b8f211d839d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c0-ee4b-7732-a716-ecfb1685fda0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X7\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the requested Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X7\\\". CAST(\\\"X7\\\" AS REAL) is applied because the SQLite schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25944,"cached_input_tokens":24960,"output_tokens":529,"reasoning_output_tokens":417}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8762c0f22c4ab67d6f3ca5c94ecc83a53c8e422b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X7\" AS REAL)) OVER (PARTITION BY \"y\") AS \"avg_measure\"\nFROM \"n6\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the requested Window Partition Average template with group_col=\"y\" and measure_col=\"X7\". CAST(\"X7\" AS REAL) is applied because the SQLite schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d0dde4042418389e46f5e3c1337f4207c1eb50e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X7. +Result preview: [{"y": "3", "avg_measure": 0.0035}, {"y": "2", "avg_measure": -0.449}, {"y": "1", "avg_measure": -0.8735}, {"y": "0", "avg_measure": -12.2735}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a4419e463c72feb6b2f4cce9f34429294fe98888 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_aaa3065ada7e23ec +-- problem_id: v2p_n6_5342e1886045ecd5 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X7" AS REAL)) OVER (PARTITION BY "y") AS "avg_measure" +FROM "n6" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..96327fa00d54b164be07d1275e24214af3664888 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X7\" AS REAL)) OVER (PARTITION BY \"y\") AS \"avg_measure\"\nFROM \"n6\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X7\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"y\", \"avg_measure\"], \"rows\": [{\"y\": \"3\", \"avg_measure\": 0.0035}, {\"y\": \"2\", \"avg_measure\": -0.449}, {\"y\": \"1\", \"avg_measure\": -0.8735}, {\"y\": \"0\", \"avg_measure\": -12.2735}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 6.78}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d48e2560fd7a409dcd0d9231649f57975f790c51 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:48:14.370325+00:00", + "ended_at": "2026-05-26T00:48:28.062992+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_aaa3065ada7e23ec", + "problem_id": "v2p_n6_5342e1886045ecd5", + "dataset_id": "n6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X7.", + "bindings": { + "group_col": "y", + "measure_col": "X7", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=54" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_aaa3065ada7e23ec.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_aaa3065ada7e23ec", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 529, + "total_tokens": 26473, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 106, + "estimated_total_tokens": 2755, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13681.25, + "sql_execution_elapsed_ms_total": 6.78, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..66b440a864f1202e4522a57499649027ad0d4705 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:48:28.054850+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13681.25, "started_at": "2026-05-26T00:48:14.370872+00:00", "ended_at": "2026-05-26T00:48:28.052277+00:00", "prompt_metrics": {"chars": 8504, "bytes_utf8": 8504, "lines": 300, "estimated_tokens": 2649}, "response_metrics": {"chars": 397, "bytes_utf8": 397, "lines": 1, "estimated_tokens": 106}, "usage": {"input_tokens": 25944, "cached_input_tokens": 24960, "output_tokens": 529, "reasoning_output_tokens": 417}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X7\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the requested Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X7\\\". CAST(\\\"X7\\\" AS REAL) is applied because the SQLite schema stores feature columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2d29a315c0b3f31aca07f81b2e621e44c477f0f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_aaa3065ada7e23ec", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 529, + "total_tokens": 26473, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 106, + "estimated_total_tokens": 2755, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13681.25, + "sql_execution_elapsed_ms_total": 6.78, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_aaa3065ada7e23ec/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8a72a4fb8725ba3e4139d5bc29d57195a4f69b8f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8821, "bytes_utf8": 8821, "lines": 302, "estimated_tokens": 2756}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 560, "bytes_utf8": 560, "lines": 1, "estimated_tokens": 165}, "usage": {"input_tokens": 26051, "cached_input_tokens": 24960, "output_tokens": 687, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5d0e627bc11fe30c348e8bd70335cb1439ff0b8f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_b0740d8d9e7c1022", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 687, + "total_tokens": 26738, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 165, + "estimated_total_tokens": 2921, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15908.1, + "sql_execution_elapsed_ms_total": 5.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..29576ecd9ed1e5fcf69a128c9afd3cbba8e76788 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:48:28.064013+00:00", + "ended_at": "2026-05-26T00:48:43.972243+00:00", + "elapsed_ms": 15908.1, + "prompt_metrics": { + "chars": 8821, + "bytes_utf8": 8821, + "lines": 302, + "estimated_tokens": 2756 + }, + "stdout_metrics": { + "chars": 945, + "bytes_utf8": 945, + "lines": 4, + "estimated_tokens": 296 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 560, + "bytes_utf8": 560, + "lines": 1, + "estimated_tokens": 165 + }, + "usage": { + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 687, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..79cfa144be281b72efebff5fd35f8959e25166e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X12.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X12", + "item_col": "X13", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c97ce363f65d74d5b3fbe4de58a70e2f4e4d25ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c1-23c4-7812-a216-133861a791fc"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X13\\\",\\n SUM(CAST(\\\"X12\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X12\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X12\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X13\\\"\\nORDER BY share_within_group DESC\\nLIMIT 12;\",\"notes\":\"Used the provided Within-Group Share of Total template with bound roles group_col=\\\"y\\\", item_col=\\\"X13\\\", and measure_col=\\\"X12\\\". Cast \\\"X12\\\" to REAL because the SQLite schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26051,"cached_input_tokens":24960,"output_tokens":687,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..98c06d82b34aca9fcfb3eb5ecc579f2edf4c1140 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X13\",\n SUM(CAST(\"X12\" AS REAL)) AS total_measure,\n SUM(CAST(\"X12\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X12\" AS REAL))) OVER (PARTITION BY \"y\") AS share_within_group\nFROM \"n6\"\nGROUP BY \"y\", \"X13\"\nORDER BY share_within_group DESC\nLIMIT 12;","notes":"Used the provided Within-Group Share of Total template with bound roles group_col=\"y\", item_col=\"X13\", and measure_col=\"X12\". Cast \"X12\" to REAL because the SQLite schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b63676dab899febd035c04b4d6f42ab1dcb3d502 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X12. +Result preview: [{"y": "3", "X13": "-3", "total_measure": -226.0, "share_within_group": 183.739837398374}, {"y": "3", "X13": "-6", "total_measure": -210.0, "share_within_group": 170.73170731707316}, {"y": "3", "X13": "-13", "total_measure": -163.0, "share_within_group": 132.52032520325204}, {"y": "3", "X13": "-23", "total_measure": -143.0, "share_within_group": 116.26016260162602}, {"y": "3", "X13": "-2", "total_measure": -136.0, "share_within_group": 110.5691056910569}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6fb84ca431173b897c23ec146fed46d1c7d49ed5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_b0740d8d9e7c1022 +-- problem_id: v2p_n6_5c61d3dc26ce4093 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X13", + SUM(CAST("X12" AS REAL)) AS total_measure, + SUM(CAST("X12" AS REAL)) * 100.0 / SUM(SUM(CAST("X12" AS REAL))) OVER (PARTITION BY "y") AS share_within_group +FROM "n6" +GROUP BY "y", "X13" +ORDER BY share_within_group DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..43c51613e7e785b9178885ff775ae055e6cad190 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X13\",\n SUM(CAST(\"X12\" AS REAL)) AS total_measure,\n SUM(CAST(\"X12\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X12\" AS REAL))) OVER (PARTITION BY \"y\") AS share_within_group\nFROM \"n6\"\nGROUP BY \"y\", \"X13\"\nORDER BY share_within_group DESC\nLIMIT 12;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X13\\\",\\n SUM(CAST(\\\"X12\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X12\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X12\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X13\\\"\\nORDER BY share_within_group DESC\\nLIMIT 12;\", \"columns\": [\"y\", \"X13\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"3\", \"X13\": \"-3\", \"total_measure\": -226.0, \"share_within_group\": 183.739837398374}, {\"y\": \"3\", \"X13\": \"-6\", \"total_measure\": -210.0, \"share_within_group\": 170.73170731707316}, {\"y\": \"3\", \"X13\": \"-13\", \"total_measure\": -163.0, \"share_within_group\": 132.52032520325204}, {\"y\": \"3\", \"X13\": \"-23\", \"total_measure\": -143.0, \"share_within_group\": 116.26016260162602}, {\"y\": \"3\", \"X13\": \"-2\", \"total_measure\": -136.0, \"share_within_group\": 110.5691056910569}, {\"y\": \"3\", \"X13\": \"-1\", \"total_measure\": -125.0, \"share_within_group\": 101.6260162601626}, {\"y\": \"3\", \"X13\": \"-8\", \"total_measure\": -123.0, \"share_within_group\": 100.0}, {\"y\": \"3\", \"X13\": \"-16\", \"total_measure\": -113.0, \"share_within_group\": 91.869918699187}, {\"y\": \"3\", \"X13\": \"-4\", \"total_measure\": -108.0, \"share_within_group\": 87.8048780487805}, {\"y\": \"3\", \"X13\": \"-33\", \"total_measure\": -106.0, \"share_within_group\": 86.17886178861788}, {\"y\": \"3\", \"X13\": \"6\", \"total_measure\": -104.0, \"share_within_group\": 84.55284552845528}, {\"y\": \"3\", \"X13\": \"-24\", \"total_measure\": -91.0, \"share_within_group\": 73.98373983739837}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.18}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..364cc4b54d9a668653a71a39314ce9ba27adc7be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:48:28.063366+00:00", + "ended_at": "2026-05-26T00:48:43.981071+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_b0740d8d9e7c1022", + "problem_id": "v2p_n6_5c61d3dc26ce4093", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X12.", + "bindings": { + "group_col": "y", + "measure_col": "X12", + "item_col": "X13", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=27" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b0740d8d9e7c1022.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_b0740d8d9e7c1022", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 687, + "total_tokens": 26738, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 165, + "estimated_total_tokens": 2921, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15908.1, + "sql_execution_elapsed_ms_total": 5.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ba9781643fc4516256028a7a8a5fe82539861c04 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:48:43.974697+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15908.1, "started_at": "2026-05-26T00:48:28.064013+00:00", "ended_at": "2026-05-26T00:48:43.972243+00:00", "prompt_metrics": {"chars": 8821, "bytes_utf8": 8821, "lines": 302, "estimated_tokens": 2756}, "response_metrics": {"chars": 560, "bytes_utf8": 560, "lines": 1, "estimated_tokens": 165}, "usage": {"input_tokens": 26051, "cached_input_tokens": 24960, "output_tokens": 687, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X13\\\",\\n SUM(CAST(\\\"X12\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X12\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X12\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X13\\\"\\nORDER BY share_within_group DESC\\nLIMIT 12;\",\"notes\":\"Used the provided Within-Group Share of Total template with bound roles group_col=\\\"y\\\", item_col=\\\"X13\\\", and measure_col=\\\"X12\\\". Cast \\\"X12\\\" to REAL because the SQLite schema stores feature columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d62a5bddc4736284aad3c810a1d55d412231fc6c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_b0740d8d9e7c1022", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 687, + "total_tokens": 26738, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 165, + "estimated_total_tokens": 2921, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15908.1, + "sql_execution_elapsed_ms_total": 5.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b0740d8d9e7c1022/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9e6bd18ced2448cc0b9475caf805f864492f4bf1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8827, "bytes_utf8": 8827, "lines": 302, "estimated_tokens": 2757}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 677, "bytes_utf8": 677, "lines": 1, "estimated_tokens": 204}, "usage": {"input_tokens": 26052, "cached_input_tokens": 24960, "output_tokens": 2275, "reasoning_output_tokens": 2064}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a5e12bb2e920f11928a9f6e292fc650d8a190d27 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_b379c847161088a3", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 2275, + "total_tokens": 28327, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 204, + "estimated_total_tokens": 2961, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44337.78, + "sql_execution_elapsed_ms_total": 4.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2809de0d10819f8a92b196f1165741f43d3a3a4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:48:43.982008+00:00", + "ended_at": "2026-05-26T00:49:28.320103+00:00", + "elapsed_ms": 44337.78, + "prompt_metrics": { + "chars": 8827, + "bytes_utf8": 8827, + "lines": 302, + "estimated_tokens": 2757 + }, + "stdout_metrics": { + "chars": 1121, + "bytes_utf8": 1121, + "lines": 4, + "estimated_tokens": 380 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 677, + "bytes_utf8": 677, + "lines": 1, + "estimated_tokens": 204 + }, + "usage": { + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 2275, + "reasoning_output_tokens": 2064 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cbee8327c740846611e2664cded2d78921bbc62d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X16.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X16", + "item_col": "X1", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7b1cb4ddf3291ffe4130ed2f38339728e7ea176d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c1-61f0-7d21-979c-fc1a86b5d19d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"t\\\".\\\"y\\\",\\n \\\"t\\\".\\\"X1\\\",\\n \\\"t\\\".\\\"total_measure\\\",\\n \\\"t\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"t\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"t\\\".\\\"y\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT \\\"y\\\",\\n \\\"X1\\\",\\n SUM(CAST(\\\"X16\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\", \\\"X1\\\"\\n) AS \\\"t\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Implements the Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"X1\\\", and measure_col=\\\"X16\\\". CAST(\\\"X16\\\" AS REAL) is used because the SQLite schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26052,"cached_input_tokens":24960,"output_tokens":2275,"reasoning_output_tokens":2064}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..96137b732eb812611d0d92ca81930cfdd2d684f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT \"t\".\"y\",\n \"t\".\"X1\",\n \"t\".\"total_measure\",\n \"t\".\"total_measure\" * 100.0 / SUM(\"t\".\"total_measure\") OVER (PARTITION BY \"t\".\"y\") AS \"share_within_group\"\nFROM (\n SELECT \"y\",\n \"X1\",\n SUM(CAST(\"X16\" AS REAL)) AS \"total_measure\"\n FROM \"n6\"\n GROUP BY \"y\", \"X1\"\n) AS \"t\"\nORDER BY \"share_within_group\" DESC;","notes":"Implements the Within-Group Share of Total template with group_col=\"y\", item_col=\"X1\", and measure_col=\"X16\". CAST(\"X16\" AS REAL) is used because the SQLite schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..39b47392411425fd91944c317e5086b96865c54d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X16. +Result preview: [{"y": "2", "X1": "5", "total_measure": 77.0, "share_within_group": 108.45070422535211}, {"y": "2", "X1": "9", "total_measure": 73.0, "share_within_group": 102.8169014084507}, {"y": "2", "X1": "4", "total_measure": 72.0, "share_within_group": 101.40845070422536}, {"y": "2", "X1": "7", "total_measure": 71.0, "share_within_group": 100.0}, {"y": "3", "X1": "-2", "total_measure": -92.0, "share_within_group": 95.83333333333333}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1336c3c0d88f076a2123ff3224c97af2565d96cc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_b379c847161088a3 +-- problem_id: v2p_n6_8d9af93d62200f55 +-- realization_mode: agent +-- source_kind: agent +SELECT "t"."y", + "t"."X1", + "t"."total_measure", + "t"."total_measure" * 100.0 / SUM("t"."total_measure") OVER (PARTITION BY "t"."y") AS "share_within_group" +FROM ( + SELECT "y", + "X1", + SUM(CAST("X16" AS REAL)) AS "total_measure" + FROM "n6" + GROUP BY "y", "X1" +) AS "t" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..268dac1c340b9e89392ad81ef3af1131d20191cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT \"t\".\"y\",\n \"t\".\"X1\",\n \"t\".\"total_measure\",\n \"t\".\"total_measure\" * 100.0 / SUM(\"t\".\"total_measure\") OVER (PARTITION BY \"t\".\"y\") AS \"share_within_group\"\nFROM (\n SELECT \"y\",\n \"X1\",\n SUM(CAST(\"X16\" AS REAL)) AS \"total_measure\"\n FROM \"n6\"\n GROUP BY \"y\", \"X1\"\n) AS \"t\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"t\\\".\\\"y\\\",\\n \\\"t\\\".\\\"X1\\\",\\n \\\"t\\\".\\\"total_measure\\\",\\n \\\"t\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"t\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"t\\\".\\\"y\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT \\\"y\\\",\\n \\\"X1\\\",\\n SUM(CAST(\\\"X16\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\", \\\"X1\\\"\\n) AS \\\"t\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"y\", \"X1\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"2\", \"X1\": \"5\", \"total_measure\": 77.0, \"share_within_group\": 108.45070422535211}, {\"y\": \"2\", \"X1\": \"9\", \"total_measure\": 73.0, \"share_within_group\": 102.8169014084507}, {\"y\": \"2\", \"X1\": \"4\", \"total_measure\": 72.0, \"share_within_group\": 101.40845070422536}, {\"y\": \"2\", \"X1\": \"7\", \"total_measure\": 71.0, \"share_within_group\": 100.0}, {\"y\": \"3\", \"X1\": \"-2\", \"total_measure\": -92.0, \"share_within_group\": 95.83333333333333}, {\"y\": \"2\", \"X1\": \"8\", \"total_measure\": 62.0, \"share_within_group\": 87.32394366197182}, {\"y\": \"3\", \"X1\": \"-12\", \"total_measure\": -79.0, \"share_within_group\": 82.29166666666667}, {\"y\": \"3\", \"X1\": \"4\", \"total_measure\": -77.0, \"share_within_group\": 80.20833333333333}, {\"y\": \"3\", \"X1\": \"-15\", \"total_measure\": -65.0, \"share_within_group\": 67.70833333333333}, {\"y\": \"3\", \"X1\": \"12\", \"total_measure\": -64.0, \"share_within_group\": 66.66666666666667}, {\"y\": \"3\", \"X1\": \"-11\", \"total_measure\": -63.0, \"share_within_group\": 65.625}, {\"y\": \"2\", \"X1\": \"6\", \"total_measure\": 44.0, \"share_within_group\": 61.971830985915496}, {\"y\": \"3\", \"X1\": \"-6\", \"total_measure\": -56.0, \"share_within_group\": 58.333333333333336}, {\"y\": \"3\", \"X1\": \"6\", \"total_measure\": -51.0, \"share_within_group\": 53.125}, {\"y\": \"2\", \"X1\": \"13\", \"total_measure\": 37.0, \"share_within_group\": 52.11267605633803}, {\"y\": \"3\", \"X1\": \"5\", \"total_measure\": -48.0, \"share_within_group\": 50.0}, {\"y\": \"3\", \"X1\": \"-14\", \"total_measure\": -47.0, \"share_within_group\": 48.958333333333336}, {\"y\": \"2\", \"X1\": \"10\", \"total_measure\": 31.0, \"share_within_group\": 43.66197183098591}, {\"y\": \"2\", \"X1\": \"11\", \"total_measure\": 31.0, \"share_within_group\": 43.66197183098591}, {\"y\": \"3\", \"X1\": \"-7\", \"total_measure\": -41.0, \"share_within_group\": 42.708333333333336}, {\"y\": \"3\", \"X1\": \"-8\", \"total_measure\": -40.0, \"share_within_group\": 41.666666666666664}, {\"y\": \"2\", \"X1\": \"23\", \"total_measure\": 27.0, \"share_within_group\": 38.028169014084504}, {\"y\": \"2\", \"X1\": \"24\", \"total_measure\": 26.0, \"share_within_group\": 36.61971830985915}, {\"y\": \"3\", \"X1\": \"-4\", \"total_measure\": -34.0, \"share_within_group\": 35.416666666666664}, {\"y\": \"3\", \"X1\": \"11\", \"total_measure\": -34.0, \"share_within_group\": 35.416666666666664}, {\"y\": \"2\", \"X1\": \"28\", \"total_measure\": 24.0, \"share_within_group\": 33.80281690140845}, {\"y\": \"3\", \"X1\": \"-17\", \"total_measure\": -26.0, \"share_within_group\": 27.083333333333332}, {\"y\": \"2\", \"X1\": \"27\", \"total_measure\": 19.0, \"share_within_group\": 26.760563380281692}, {\"y\": \"2\", \"X1\": \"12\", \"total_measure\": 18.0, \"share_within_group\": 25.35211267605634}, {\"y\": \"3\", \"X1\": \"-13\", \"total_measure\": -24.0, \"share_within_group\": 25.0}, {\"y\": \"2\", \"X1\": \"29\", \"total_measure\": 16.0, \"share_within_group\": 22.535211267605632}, {\"y\": \"2\", \"X1\": \"3\", \"total_measure\": 16.0, \"share_within_group\": 22.535211267605632}, {\"y\": \"2\", \"X1\": \"-4\", \"total_measure\": 15.0, \"share_within_group\": 21.12676056338028}, {\"y\": \"2\", \"X1\": \"31\", \"total_measure\": 14.0, \"share_within_group\": 19.718309859154928}, {\"y\": \"3\", \"X1\": \"18\", \"total_measure\": -17.0, \"share_within_group\": 17.708333333333332}, {\"y\": \"2\", \"X1\": \"26\", \"total_measure\": 12.0, \"share_within_group\": 16.901408450704224}, {\"y\": \"2\", \"X1\": \"36\", \"total_measure\": 12.0, \"share_within_group\": 16.901408450704224}, {\"y\": \"3\", \"X1\": \"-24\", \"total_measure\": -16.0, \"share_within_group\": 16.666666666666668}, {\"y\": \"3\", \"X1\": \"13\", \"total_measure\": -16.0, \"share_within_group\": 16.666666666666668}, {\"y\": \"2\", \"X1\": \"30\", \"total_measure\": 11.0, \"share_within_group\": 15.492957746478874}, {\"y\": \"3\", \"X1\": \"-23\", \"total_measure\": -13.0, \"share_within_group\": 13.541666666666666}, {\"y\": \"2\", \"X1\": \"15\", \"total_measure\": 9.0, \"share_within_group\": 12.67605633802817}, {\"y\": \"2\", \"X1\": \"21\", \"total_measure\": 9.0, \"share_within_group\": 12.67605633802817}, {\"y\": \"3\", \"X1\": \"-19\", \"total_measure\": -12.0, \"share_within_group\": 12.5}, {\"y\": \"3\", \"X1\": \"-21\", \"total_measure\": -12.0, \"share_within_group\": 12.5}, {\"y\": \"3\", \"X1\": \"-41\", \"total_measure\": -12.0, \"share_within_group\": 12.5}, {\"y\": \"3\", \"X1\": \"-44\", \"total_measure\": -12.0, \"share_within_group\": 12.5}, {\"y\": \"3\", \"X1\": \"14\", \"total_measure\": -12.0, \"share_within_group\": 12.5}, {\"y\": \"3\", \"X1\": \"-33\", \"total_measure\": -11.0, \"share_within_group\": 11.458333333333334}, {\"y\": \"3\", \"X1\": \"-36\", \"total_measure\": -11.0, \"share_within_group\": 11.458333333333334}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.65}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3753f48d74f54a856f3547a5e815a50e6e2d9d4b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:48:43.981384+00:00", + "ended_at": "2026-05-26T00:49:28.328676+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_b379c847161088a3", + "problem_id": "v2p_n6_8d9af93d62200f55", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X16.", + "bindings": { + "group_col": "y", + "measure_col": "X16", + "item_col": "X1", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 2.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=31" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b379c847161088a3.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_b379c847161088a3", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 2275, + "total_tokens": 28327, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 204, + "estimated_total_tokens": 2961, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44337.78, + "sql_execution_elapsed_ms_total": 4.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3a0a72f27a738b4378fe53d44f534e1e6ea0b17c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:49:28.322669+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 44337.78, "started_at": "2026-05-26T00:48:43.982008+00:00", "ended_at": "2026-05-26T00:49:28.320103+00:00", "prompt_metrics": {"chars": 8827, "bytes_utf8": 8827, "lines": 302, "estimated_tokens": 2757}, "response_metrics": {"chars": 677, "bytes_utf8": 677, "lines": 1, "estimated_tokens": 204}, "usage": {"input_tokens": 26052, "cached_input_tokens": 24960, "output_tokens": 2275, "reasoning_output_tokens": 2064}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"t\\\".\\\"y\\\",\\n \\\"t\\\".\\\"X1\\\",\\n \\\"t\\\".\\\"total_measure\\\",\\n \\\"t\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"t\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"t\\\".\\\"y\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT \\\"y\\\",\\n \\\"X1\\\",\\n SUM(CAST(\\\"X16\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\", \\\"X1\\\"\\n) AS \\\"t\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Implements the Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"X1\\\", and measure_col=\\\"X16\\\". CAST(\\\"X16\\\" AS REAL) is used because the SQLite schema stores feature columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b7218d26e74d30438bd8786844b112e098d501b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_b379c847161088a3", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 2275, + "total_tokens": 28327, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 204, + "estimated_total_tokens": 2961, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44337.78, + "sql_execution_elapsed_ms_total": 4.65, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b379c847161088a3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3fbf84ff8ab5ca9cf222bacfd2a09bb8c51671f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8820, "bytes_utf8": 8820, "lines": 302, "estimated_tokens": 2756}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 557, "bytes_utf8": 557, "lines": 1, "estimated_tokens": 169}, "usage": {"input_tokens": 26051, "cached_input_tokens": 24960, "output_tokens": 2028, "reasoning_output_tokens": 1853}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a544a123f124dbdd0c1e836de7559d71d250326a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_b38549b4ce0eb902", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 2028, + "total_tokens": 28079, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 169, + "estimated_total_tokens": 2925, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 41599.33, + "sql_execution_elapsed_ms_total": 5.61, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1c6a226b7c28acae97b4ac254f47e65d9b0e5138 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:49:28.329690+00:00", + "ended_at": "2026-05-26T00:50:09.929319+00:00", + "elapsed_ms": 41599.33, + "prompt_metrics": { + "chars": 8820, + "bytes_utf8": 8820, + "lines": 302, + "estimated_tokens": 2756 + }, + "stdout_metrics": { + "chars": 956, + "bytes_utf8": 956, + "lines": 4, + "estimated_tokens": 312 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 557, + "bytes_utf8": 557, + "lines": 1, + "estimated_tokens": 169 + }, + "usage": { + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 2028, + "reasoning_output_tokens": 1853 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b627901b0d765076958ca4cebc75158cc83c3000 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X16.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X16", + "item_col": "X1", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 4.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ae645a077abdb11fae7752781a73b2242281b77 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c2-0f2d-77b0-a352-addb331e0a6a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X1\\\",\\n SUM(CAST(\\\"X16\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X16\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X16\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X1\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 11;\",\"notes\":\"Applied the planned template with group_col=\\\"y\\\", item_col=\\\"X1\\\", and measure_col=\\\"X16\\\". Cast \\\"X16\\\" from TEXT to REAL for SQLite aggregation and used LIMIT 11 from the provided top_k binding.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26051,"cached_input_tokens":24960,"output_tokens":2028,"reasoning_output_tokens":1853}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a1ca447eb93dcdcd15585dd462572a6246b7bbf3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X1\",\n SUM(CAST(\"X16\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"X16\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X16\" AS REAL))) OVER (PARTITION BY \"y\") AS \"share_within_group\"\nFROM \"n6\"\nGROUP BY \"y\", \"X1\"\nORDER BY \"share_within_group\" DESC\nLIMIT 11;","notes":"Applied the planned template with group_col=\"y\", item_col=\"X1\", and measure_col=\"X16\". Cast \"X16\" from TEXT to REAL for SQLite aggregation and used LIMIT 11 from the provided top_k binding."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c0123edfd4b70bae357a1b50e89055eea0ef1428 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X16. +Result preview: [{"y": "2", "X1": "5", "total_measure": 77.0, "share_within_group": 108.45070422535211}, {"y": "2", "X1": "9", "total_measure": 73.0, "share_within_group": 102.8169014084507}, {"y": "2", "X1": "4", "total_measure": 72.0, "share_within_group": 101.40845070422536}, {"y": "2", "X1": "7", "total_measure": 71.0, "share_within_group": 100.0}, {"y": "3", "X1": "-2", "total_measure": -92.0, "share_within_group": 95.83333333333333}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..75475d9e35a4078bcc6c34fdc476194635157ea4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_b38549b4ce0eb902 +-- problem_id: v2p_n6_504dd91637a6f879 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X1", + SUM(CAST("X16" AS REAL)) AS "total_measure", + SUM(CAST("X16" AS REAL)) * 100.0 / SUM(SUM(CAST("X16" AS REAL))) OVER (PARTITION BY "y") AS "share_within_group" +FROM "n6" +GROUP BY "y", "X1" +ORDER BY "share_within_group" DESC +LIMIT 11; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..81abdd75e51b8b09126df33e41bf0728e99167ab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X1\",\n SUM(CAST(\"X16\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"X16\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X16\" AS REAL))) OVER (PARTITION BY \"y\") AS \"share_within_group\"\nFROM \"n6\"\nGROUP BY \"y\", \"X1\"\nORDER BY \"share_within_group\" DESC\nLIMIT 11;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X1\\\",\\n SUM(CAST(\\\"X16\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X16\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X16\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X1\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 11;\", \"columns\": [\"y\", \"X1\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"2\", \"X1\": \"5\", \"total_measure\": 77.0, \"share_within_group\": 108.45070422535211}, {\"y\": \"2\", \"X1\": \"9\", \"total_measure\": 73.0, \"share_within_group\": 102.8169014084507}, {\"y\": \"2\", \"X1\": \"4\", \"total_measure\": 72.0, \"share_within_group\": 101.40845070422536}, {\"y\": \"2\", \"X1\": \"7\", \"total_measure\": 71.0, \"share_within_group\": 100.0}, {\"y\": \"3\", \"X1\": \"-2\", \"total_measure\": -92.0, \"share_within_group\": 95.83333333333333}, {\"y\": \"2\", \"X1\": \"8\", \"total_measure\": 62.0, \"share_within_group\": 87.32394366197182}, {\"y\": \"3\", \"X1\": \"-12\", \"total_measure\": -79.0, \"share_within_group\": 82.29166666666667}, {\"y\": \"3\", \"X1\": \"4\", \"total_measure\": -77.0, \"share_within_group\": 80.20833333333333}, {\"y\": \"3\", \"X1\": \"-15\", \"total_measure\": -65.0, \"share_within_group\": 67.70833333333333}, {\"y\": \"3\", \"X1\": \"12\", \"total_measure\": -64.0, \"share_within_group\": 66.66666666666667}, {\"y\": \"3\", \"X1\": \"-11\", \"total_measure\": -63.0, \"share_within_group\": 65.625}], \"row_count_returned\": 11, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.61}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0495e3a5523cabd75d12d6c123d3be64e9686aa8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:49:28.329064+00:00", + "ended_at": "2026-05-26T00:50:09.940590+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_b38549b4ce0eb902", + "problem_id": "v2p_n6_504dd91637a6f879", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X16.", + "bindings": { + "group_col": "y", + "measure_col": "X16", + "item_col": "X1", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 4.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=31" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b38549b4ce0eb902.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_b38549b4ce0eb902", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 2028, + "total_tokens": 28079, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 169, + "estimated_total_tokens": 2925, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 41599.33, + "sql_execution_elapsed_ms_total": 5.61, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3ddb69d4f711e8b38ec843b6ca2fc9d792ecf08f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:50:09.932065+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 41599.33, "started_at": "2026-05-26T00:49:28.329690+00:00", "ended_at": "2026-05-26T00:50:09.929319+00:00", "prompt_metrics": {"chars": 8820, "bytes_utf8": 8820, "lines": 302, "estimated_tokens": 2756}, "response_metrics": {"chars": 557, "bytes_utf8": 557, "lines": 1, "estimated_tokens": 169}, "usage": {"input_tokens": 26051, "cached_input_tokens": 24960, "output_tokens": 2028, "reasoning_output_tokens": 1853}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X1\\\",\\n SUM(CAST(\\\"X16\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X16\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X16\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X1\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 11;\",\"notes\":\"Applied the planned template with group_col=\\\"y\\\", item_col=\\\"X1\\\", and measure_col=\\\"X16\\\". Cast \\\"X16\\\" from TEXT to REAL for SQLite aggregation and used LIMIT 11 from the provided top_k binding.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..983e811368d89ea489d7ad81e53dd4662f4b1bf3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_b38549b4ce0eb902", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 2028, + "total_tokens": 28079, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 169, + "estimated_total_tokens": 2925, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 41599.33, + "sql_execution_elapsed_ms_total": 5.61, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b38549b4ce0eb902/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7f2df035a9b8bfdb6661fdd17d67b8f5d356fdde --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8500, "bytes_utf8": 8500, "lines": 300, "estimated_tokens": 2648}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 371, "bytes_utf8": 371, "lines": 1, "estimated_tokens": 100}, "usage": {"input_tokens": 25943, "cached_input_tokens": 24960, "output_tokens": 455, "reasoning_output_tokens": 349}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fe61c45dcbab1233fe63d205785b7d7e2a435339 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_b4a311798e541573", + "api_calls": 0, + "input_tokens": 25943, + "cached_input_tokens": 24960, + "output_tokens": 455, + "total_tokens": 26398, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2648, + "estimated_output_tokens": 100, + "estimated_total_tokens": 2748, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13621.68, + "sql_execution_elapsed_ms_total": 7.01, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e0e088849f7db003aeccf631a9711cef55ce7ee5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:50:09.941701+00:00", + "ended_at": "2026-05-26T00:50:23.563491+00:00", + "elapsed_ms": 13621.68, + "prompt_metrics": { + "chars": 8500, + "bytes_utf8": 8500, + "lines": 300, + "estimated_tokens": 2648 + }, + "stdout_metrics": { + "chars": 730, + "bytes_utf8": 730, + "lines": 4, + "estimated_tokens": 216 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 102 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 371, + "bytes_utf8": 371, + "lines": 1, + "estimated_tokens": 100 + }, + "usage": { + "input_tokens": 25943, + "cached_input_tokens": 24960, + "output_tokens": 455, + "reasoning_output_tokens": 349 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5a683a3e4aa5746bb3ea28075594a95225271ba2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X6.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "y", + "measure_col": "X6", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4cae97155d06022bcb34243529304134b64b29c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c2-b1c5-7251-b5ce-27ccdaabdabb"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X6\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X6\\\". CAST(\\\"X6\\\" AS REAL) is used because the schema stores feature values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25943,"cached_input_tokens":24960,"output_tokens":455,"reasoning_output_tokens":349}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..357cbf31baa01799edabc949f4a1cd67100c8ee5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X6\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"n6\"\nORDER BY avg_measure DESC;","notes":"Applied the Window Partition Average template with group_col=\"y\" and measure_col=\"X6\". CAST(\"X6\" AS REAL) is used because the schema stores feature values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b02a8a4ded79a4bbd61967009a840ad0ecc49faa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:50:23.083015Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c2-b1c5-7251-b5ce-27ccdaabdabb.1779756609990058000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..c6dbf10ef732eb46e9fbd9a60434649c0e7b5444 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X6. +Result preview: [{"y": "1", "avg_measure": 2.7045}, {"y": "3", "avg_measure": 0.331}, {"y": "2", "avg_measure": -0.0565}, {"y": "0", "avg_measure": -12.226}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..72dd7f0c892256a7fbe5cbe7531e5fe8eeb18980 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_b4a311798e541573 +-- problem_id: v2p_n6_cac9752a63d30a0c +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X6" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "n6" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f818379fc30b525843fb27887733c559e4af418e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X6\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"n6\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X6\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"y\", \"avg_measure\"], \"rows\": [{\"y\": \"1\", \"avg_measure\": 2.7045}, {\"y\": \"3\", \"avg_measure\": 0.331}, {\"y\": \"2\", \"avg_measure\": -0.0565}, {\"y\": \"0\", \"avg_measure\": -12.226}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 7.01}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5ec47f8b6386c5f4200bf3e7f3883ebdce1c9922 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:50:09.941072+00:00", + "ended_at": "2026-05-26T00:50:23.574228+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_b4a311798e541573", + "problem_id": "v2p_n6_cac9752a63d30a0c", + "dataset_id": "n6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X6.", + "bindings": { + "group_col": "y", + "measure_col": "X6", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=53" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b4a311798e541573.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_b4a311798e541573", + "api_calls": 0, + "input_tokens": 25943, + "cached_input_tokens": 24960, + "output_tokens": 455, + "total_tokens": 26398, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2648, + "estimated_output_tokens": 100, + "estimated_total_tokens": 2748, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13621.68, + "sql_execution_elapsed_ms_total": 7.01, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f8ae0e717b7c23c16c4d291e3e8163342d307fab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:50:23.565938+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13621.68, "started_at": "2026-05-26T00:50:09.941701+00:00", "ended_at": "2026-05-26T00:50:23.563491+00:00", "prompt_metrics": {"chars": 8500, "bytes_utf8": 8500, "lines": 300, "estimated_tokens": 2648}, "response_metrics": {"chars": 371, "bytes_utf8": 371, "lines": 1, "estimated_tokens": 100}, "usage": {"input_tokens": 25943, "cached_input_tokens": 24960, "output_tokens": 455, "reasoning_output_tokens": 349}, "stderr_preview": "2026-05-26T00:50:23.083015Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c2-b1c5-7251-b5ce-27ccdaabdabb.1779756609990058000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X6\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X6\\\". CAST(\\\"X6\\\" AS REAL) is used because the schema stores feature values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..849ab71afd8aeb511cf98d2bf0f7e5391fb2cc16 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_b4a311798e541573", + "api_calls": 0, + "input_tokens": 25943, + "cached_input_tokens": 24960, + "output_tokens": 455, + "total_tokens": 26398, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2648, + "estimated_output_tokens": 100, + "estimated_total_tokens": 2748, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13621.68, + "sql_execution_elapsed_ms_total": 7.01, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b4a311798e541573/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1435b47799ef3a32f9d5f08c6a4363a9b978e062 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8660, "bytes_utf8": 8660, "lines": 303, "estimated_tokens": 2698}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 362, "bytes_utf8": 362, "lines": 1, "estimated_tokens": 99}, "usage": {"input_tokens": 25993, "cached_input_tokens": 24960, "output_tokens": 414, "reasoning_output_tokens": 309}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4952b0ab37de91a178cfc73635ed85fb714948c8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_b56c4e10254488ff", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 24960, + "output_tokens": 414, + "total_tokens": 26407, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2797, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12868.78, + "sql_execution_elapsed_ms_total": 1.39, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d76ae7137fa2d6655d48821b3e4429b7df811759 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:50:23.575056+00:00", + "ended_at": "2026-05-26T00:50:36.443954+00:00", + "elapsed_ms": 12868.78, + "prompt_metrics": { + "chars": 8660, + "bytes_utf8": 8660, + "lines": 303, + "estimated_tokens": 2698 + }, + "stdout_metrics": { + "chars": 725, + "bytes_utf8": 725, + "lines": 4, + "estimated_tokens": 214 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 362, + "bytes_utf8": 362, + "lines": 1, + "estimated_tokens": 99 + }, + "usage": { + "input_tokens": 25993, + "cached_input_tokens": 24960, + "output_tokens": 414, + "reasoning_output_tokens": 309 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..07a8aab9e6ca81e797940fce057fe89ef8a2560e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..04163b36046d739c07e9ba5d572e17dd13bc894f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c2-e701-7aa3-b244-290747a6f321"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the provided Grouped Condition Rate template with group_col=\\\"y\\\" and condition_col=\\\"y\\\", comparing against the bound condition_value '1'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25993,"cached_input_tokens":24960,"output_tokens":414,"reasoning_output_tokens":309}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bee7b56f133b910ebb9d7fe1d1ad9611243b75e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the provided Grouped Condition Rate template with group_col=\"y\" and condition_col=\"y\", comparing against the bound condition_value '1'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4115336bffcf571f3f44153fb1a6c2dbb9e23875 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "1", "condition_rate": 1.0}, {"y": "3", "condition_rate": 0.0}, {"y": "2", "condition_rate": 0.0}, {"y": "0", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ac57f15c83ac1fd98682e9ead87462860c8a93f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_b56c4e10254488ff +-- problem_id: v2p_n6_0f777d7ccbc9a52c +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8575ca5e5d8ab2151b4387c5c2e2df95053ab781 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"y\", \"condition_rate\"], \"rows\": [{\"y\": \"1\", \"condition_rate\": 1.0}, {\"y\": \"3\", \"condition_rate\": 0.0}, {\"y\": \"2\", \"condition_rate\": 0.0}, {\"y\": \"0\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.39}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..966ed2572b6a3c036a20e091c1a874ae993c8aa9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:50:23.574538+00:00", + "ended_at": "2026-05-26T00:50:36.449630+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_b56c4e10254488ff", + "problem_id": "v2p_n6_0f777d7ccbc9a52c", + "dataset_id": "n6", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=97" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b56c4e10254488ff.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_b56c4e10254488ff", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 24960, + "output_tokens": 414, + "total_tokens": 26407, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2797, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12868.78, + "sql_execution_elapsed_ms_total": 1.39, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..67b00e82efdd551e45d3538b9bd41e4f8fe76866 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:50:36.447131+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12868.78, "started_at": "2026-05-26T00:50:23.575056+00:00", "ended_at": "2026-05-26T00:50:36.443954+00:00", "prompt_metrics": {"chars": 8660, "bytes_utf8": 8660, "lines": 303, "estimated_tokens": 2698}, "response_metrics": {"chars": 362, "bytes_utf8": 362, "lines": 1, "estimated_tokens": 99}, "usage": {"input_tokens": 25993, "cached_input_tokens": 24960, "output_tokens": 414, "reasoning_output_tokens": 309}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the provided Grouped Condition Rate template with group_col=\\\"y\\\" and condition_col=\\\"y\\\", comparing against the bound condition_value '1'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9fd9074da2121e6e140066882e74bd8c9fa61dcb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_b56c4e10254488ff", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 24960, + "output_tokens": 414, + "total_tokens": 26407, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2797, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12868.78, + "sql_execution_elapsed_ms_total": 1.39, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b56c4e10254488ff/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ec0eaf4ff671e735fc93e26eed7703e4c016b8b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9224, "bytes_utf8": 9224, "lines": 303, "estimated_tokens": 2845}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 766, "bytes_utf8": 766, "lines": 1, "estimated_tokens": 195}, "usage": {"input_tokens": 26140, "cached_input_tokens": 24960, "output_tokens": 604, "reasoning_output_tokens": 403}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9f30223d806faffc255dd8604e710c4bf7103fee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_b68ba23b8fa8aea0", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 604, + "total_tokens": 26744, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 195, + "estimated_total_tokens": 3040, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14167.99, + "sql_execution_elapsed_ms_total": 1.56, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d67cf167ed47690e8657063271a3b752ea5c67e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:50:36.450585+00:00", + "ended_at": "2026-05-26T00:50:50.618680+00:00", + "elapsed_ms": 14167.99, + "prompt_metrics": { + "chars": 9224, + "bytes_utf8": 9224, + "lines": 303, + "estimated_tokens": 2845 + }, + "stdout_metrics": { + "chars": 1135, + "bytes_utf8": 1135, + "lines": 4, + "estimated_tokens": 321 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 766, + "bytes_utf8": 766, + "lines": 1, + "estimated_tokens": 195 + }, + "usage": { + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 604, + "reasoning_output_tokens": 403 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..77df6cada93062fc04be8f95302ccc88b3e7ff32 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..93c8fec78fedff62ca3d508022478198ca7bedab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c3-1948-76e0-b656-8b394f9e6d1b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applied the provided template with group_col=\\\"y\\\" and condition_col=\\\"y\\\", using positive_value='0' and negative_value='1'. Because the grouping column and condition column are the same, most groups will produce NULL ratios from zero denominators, so the result is structurally valid but semantically degenerate.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26140,"cached_input_tokens":24960,"output_tokens":604,"reasoning_output_tokens":403}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1fc518e48cf90723b163e536bddc4006a7afa374 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"y\",\n SUM(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n6\"\n GROUP BY \"y\"\n)\nSELECT \"y\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Applied the provided template with group_col=\"y\" and condition_col=\"y\", using positive_value='0' and negative_value='1'. Because the grouping column and condition column are the same, most groups will produce NULL ratios from zero denominators, so the result is structurally valid but semantically degenerate."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0113a6bc837802d248ad29c199273bc7176972ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "1", "condition_ratio": 0.0}, {"y": "0", "condition_ratio": null}, {"y": "2", "condition_ratio": null}, {"y": "3", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..fc93a08a6b7806d180ef4a44bcfcfa38a5edf272 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n6_b68ba23b8fa8aea0 +-- problem_id: v2p_n6_1d5be6ff4f1fe228 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "y", + SUM(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS denominator_count + FROM "n6" + GROUP BY "y" +) +SELECT "y", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b9c37aebe52526a5c5a463e5da341b8ac65970b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"y\",\n SUM(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n6\"\n GROUP BY \"y\"\n)\nSELECT \"y\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"y\", \"condition_ratio\"], \"rows\": [{\"y\": \"1\", \"condition_ratio\": 0.0}, {\"y\": \"0\", \"condition_ratio\": null}, {\"y\": \"2\", \"condition_ratio\": null}, {\"y\": \"3\", \"condition_ratio\": null}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.56}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7cc8cf6dc56cda5f1940a4e59bfcb4c5a9d42c0f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:50:36.450040+00:00", + "ended_at": "2026-05-26T00:50:50.625182+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_b68ba23b8fa8aea0", + "problem_id": "v2p_n6_1d5be6ff4f1fe228", + "dataset_id": "n6", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=36" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b68ba23b8fa8aea0.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_b68ba23b8fa8aea0", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 604, + "total_tokens": 26744, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 195, + "estimated_total_tokens": 3040, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14167.99, + "sql_execution_elapsed_ms_total": 1.56, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a40d9d86c2ae6c36e669839fe636b0d5417e3c72 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:50:50.621448+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14167.99, "started_at": "2026-05-26T00:50:36.450585+00:00", "ended_at": "2026-05-26T00:50:50.618680+00:00", "prompt_metrics": {"chars": 9224, "bytes_utf8": 9224, "lines": 303, "estimated_tokens": 2845}, "response_metrics": {"chars": 766, "bytes_utf8": 766, "lines": 1, "estimated_tokens": 195}, "usage": {"input_tokens": 26140, "cached_input_tokens": 24960, "output_tokens": 604, "reasoning_output_tokens": 403}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT \\\"y\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applied the provided template with group_col=\\\"y\\\" and condition_col=\\\"y\\\", using positive_value='0' and negative_value='1'. Because the grouping column and condition column are the same, most groups will produce NULL ratios from zero denominators, so the result is structurally valid but semantically degenerate.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..dc2bf9682a191fbe925e297100997e202cde029d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_b68ba23b8fa8aea0", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 604, + "total_tokens": 26744, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 195, + "estimated_total_tokens": 3040, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14167.99, + "sql_execution_elapsed_ms_total": 1.56, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_b68ba23b8fa8aea0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..90e247a19d5b9cba1462e120e5c796a3c6b9b4da --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8500, "bytes_utf8": 8500, "lines": 300, "estimated_tokens": 2648}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 373, "bytes_utf8": 373, "lines": 1, "estimated_tokens": 99}, "usage": {"input_tokens": 25943, "cached_input_tokens": 25472, "output_tokens": 621, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..82eda96a0e9a87b717423eb769abfafe7cab9d7f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_bb129978a4781522", + "api_calls": 0, + "input_tokens": 25943, + "cached_input_tokens": 25472, + "output_tokens": 621, + "total_tokens": 26564, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2648, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2747, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15470.74, + "sql_execution_elapsed_ms_total": 6.87, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..90bf1584edf69ff66da6205aa3433d3b44d27a92 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:50:50.626226+00:00", + "ended_at": "2026-05-26T00:51:06.097097+00:00", + "elapsed_ms": 15470.74, + "prompt_metrics": { + "chars": 8500, + "bytes_utf8": 8500, + "lines": 300, + "estimated_tokens": 2648 + }, + "stdout_metrics": { + "chars": 736, + "bytes_utf8": 736, + "lines": 4, + "estimated_tokens": 217 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 373, + "bytes_utf8": 373, + "lines": 1, + "estimated_tokens": 99 + }, + "usage": { + "input_tokens": 25943, + "cached_input_tokens": 25472, + "output_tokens": 621, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2892e2adb46e380514d11ff33a78ebdb298dfb7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X8.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "y", + "measure_col": "X8", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..825bcfb4da355a1cd580cb4b0b3f5551bdea7615 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c3-50a6-7151-b9ad-268473b77bde"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X8\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X8\\\". CAST is applied because the schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25943,"cached_input_tokens":25472,"output_tokens":621,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6b1fcde015a3c5fb66f5b4762dea8ab1ccaa6ec5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X8\" AS REAL)) OVER (PARTITION BY \"y\") AS \"avg_measure\"\nFROM \"n6\"\nORDER BY \"avg_measure\" DESC;","notes":"Uses the planned Window Partition Average template with group_col=\"y\" and measure_col=\"X8\". CAST is applied because the schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..45040bc1352769a11d80e9b8ef15bd228a021cd3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X8. +Result preview: [{"y": "2", "avg_measure": -0.213}, {"y": "3", "avg_measure": -0.226}, {"y": "1", "avg_measure": -0.7625}, {"y": "0", "avg_measure": -12.593}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ab3044843ba3848dcbc9ad06efd24d1599e5ebbe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_bb129978a4781522 +-- problem_id: v2p_n6_7b1608a9c5bdfcc8 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X8" AS REAL)) OVER (PARTITION BY "y") AS "avg_measure" +FROM "n6" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e3b5faf3f6e5a0e9d0e350b419f6b3dce25b35ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X8\" AS REAL)) OVER (PARTITION BY \"y\") AS \"avg_measure\"\nFROM \"n6\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X8\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"y\", \"avg_measure\"], \"rows\": [{\"y\": \"2\", \"avg_measure\": -0.213}, {\"y\": \"3\", \"avg_measure\": -0.226}, {\"y\": \"1\", \"avg_measure\": -0.7625}, {\"y\": \"0\", \"avg_measure\": -12.593}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 6.87}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..abfe027666c7852801220798de0f2d12ac7a503a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:50:50.625585+00:00", + "ended_at": "2026-05-26T00:51:06.107883+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_bb129978a4781522", + "problem_id": "v2p_n6_7b1608a9c5bdfcc8", + "dataset_id": "n6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X8.", + "bindings": { + "group_col": "y", + "measure_col": "X8", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=55" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_bb129978a4781522.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_bb129978a4781522", + "api_calls": 0, + "input_tokens": 25943, + "cached_input_tokens": 25472, + "output_tokens": 621, + "total_tokens": 26564, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2648, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2747, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15470.74, + "sql_execution_elapsed_ms_total": 6.87, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9e7d7d2980acfe3b461379a8133b4763f23577d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:51:06.099564+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15470.74, "started_at": "2026-05-26T00:50:50.626226+00:00", "ended_at": "2026-05-26T00:51:06.097097+00:00", "prompt_metrics": {"chars": 8500, "bytes_utf8": 8500, "lines": 300, "estimated_tokens": 2648}, "response_metrics": {"chars": 373, "bytes_utf8": 373, "lines": 1, "estimated_tokens": 99}, "usage": {"input_tokens": 25943, "cached_input_tokens": 25472, "output_tokens": 621, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X8\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X8\\\". CAST is applied because the schema stores feature columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ee72ead04ffbf906514b0dcee57e149989d96ccc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_bb129978a4781522", + "api_calls": 0, + "input_tokens": 25943, + "cached_input_tokens": 25472, + "output_tokens": 621, + "total_tokens": 26564, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2648, + "estimated_output_tokens": 99, + "estimated_total_tokens": 2747, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15470.74, + "sql_execution_elapsed_ms_total": 6.87, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bb129978a4781522/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..86f647f75879af7fc737b730c0c5cc22dd420cc8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8504, "bytes_utf8": 8504, "lines": 300, "estimated_tokens": 2649}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 372, "bytes_utf8": 372, "lines": 1, "estimated_tokens": 103}, "usage": {"input_tokens": 25944, "cached_input_tokens": 22912, "output_tokens": 625, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5394ce37a158a600ee3a0cb13e62d8422e6ac77e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_be2b85294f85fb0b", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 22912, + "output_tokens": 625, + "total_tokens": 26569, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 103, + "estimated_total_tokens": 2752, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15400.71, + "sql_execution_elapsed_ms_total": 6.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8cd656ac564b17a18f087a3bfbf4bafc02aa66ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:51:06.109086+00:00", + "ended_at": "2026-05-26T00:51:21.509951+00:00", + "elapsed_ms": 15400.71, + "prompt_metrics": { + "chars": 8504, + "bytes_utf8": 8504, + "lines": 300, + "estimated_tokens": 2649 + }, + "stdout_metrics": { + "chars": 739, + "bytes_utf8": 739, + "lines": 4, + "estimated_tokens": 227 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 372, + "bytes_utf8": 372, + "lines": 1, + "estimated_tokens": 103 + }, + "usage": { + "input_tokens": 25944, + "cached_input_tokens": 22912, + "output_tokens": 625, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..15535411d48256587ebfc3217f4491d0994f2b67 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X3.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "y", + "measure_col": "X3", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cba9421352a533f266576e1776696ff26983aab1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c3-8d21-7a61-9a68-0b71c16048a1"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X3\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the requested window-partition-average template with group_col=\\\"y\\\" and measure_col=\\\"X3\\\". Cast \\\"X3\\\" to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25944,"cached_input_tokens":22912,"output_tokens":625,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ec37131bd375103334a29ddf6dea002995d63b1f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X3\" AS REAL)) OVER (PARTITION BY \"y\") AS \"avg_measure\"\nFROM \"n6\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the requested window-partition-average template with group_col=\"y\" and measure_col=\"X3\". Cast \"X3\" to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8b36e6267e266fc57601b4c1d125e97a16acd33e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X3. +Result preview: [{"y": "1", "avg_measure": 0.072}, {"y": "3", "avg_measure": -0.341}, {"y": "2", "avg_measure": -0.4465}, {"y": "0", "avg_measure": -12.2345}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f9957daf091e7a0d5b8889958bd63a3e30865e06 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_be2b85294f85fb0b +-- problem_id: v2p_n6_f78a251bdc6bb7e4 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X3" AS REAL)) OVER (PARTITION BY "y") AS "avg_measure" +FROM "n6" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..74d7f16eb663b3d7ddb205d0cef2d00ce23291aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X3\" AS REAL)) OVER (PARTITION BY \"y\") AS \"avg_measure\"\nFROM \"n6\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X3\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"y\", \"avg_measure\"], \"rows\": [{\"y\": \"1\", \"avg_measure\": 0.072}, {\"y\": \"3\", \"avg_measure\": -0.341}, {\"y\": \"2\", \"avg_measure\": -0.4465}, {\"y\": \"0\", \"avg_measure\": -12.2345}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 6.25}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3692869a7187694c02d0ea22df55b24ddced1a91 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:51:06.108335+00:00", + "ended_at": "2026-05-26T00:51:21.521438+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_be2b85294f85fb0b", + "problem_id": "v2p_n6_f78a251bdc6bb7e4", + "dataset_id": "n6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X3.", + "bindings": { + "group_col": "y", + "measure_col": "X3", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=50" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_be2b85294f85fb0b.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_be2b85294f85fb0b", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 22912, + "output_tokens": 625, + "total_tokens": 26569, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 103, + "estimated_total_tokens": 2752, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15400.71, + "sql_execution_elapsed_ms_total": 6.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..81ab17d07049c22b26b8d09a8ccf3ea297550553 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:51:21.513302+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15400.71, "started_at": "2026-05-26T00:51:06.109086+00:00", "ended_at": "2026-05-26T00:51:21.509951+00:00", "prompt_metrics": {"chars": 8504, "bytes_utf8": 8504, "lines": 300, "estimated_tokens": 2649}, "response_metrics": {"chars": 372, "bytes_utf8": 372, "lines": 1, "estimated_tokens": 103}, "usage": {"input_tokens": 25944, "cached_input_tokens": 22912, "output_tokens": 625, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X3\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the requested window-partition-average template with group_col=\\\"y\\\" and measure_col=\\\"X3\\\". Cast \\\"X3\\\" to REAL because the SQLite schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..810b1392c902f47d28a125c49393cb3d4bab6f50 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_be2b85294f85fb0b", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 22912, + "output_tokens": 625, + "total_tokens": 26569, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 103, + "estimated_total_tokens": 2752, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15400.71, + "sql_execution_elapsed_ms_total": 6.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_be2b85294f85fb0b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fcadd2e23eed8892d01a12ff5ed8fd9e9f928f9f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8828, "bytes_utf8": 8828, "lines": 302, "estimated_tokens": 2757}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 517, "bytes_utf8": 517, "lines": 1, "estimated_tokens": 157}, "usage": {"input_tokens": 26052, "cached_input_tokens": 24960, "output_tokens": 883, "reasoning_output_tokens": 720}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..08a0bea26f23a6cd6d48d0d0d4904444a7fedcb8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_bf41cc874a100e51", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 883, + "total_tokens": 26935, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 157, + "estimated_total_tokens": 2914, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20836.69, + "sql_execution_elapsed_ms_total": 4.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d00d729af917d4627de13bcfd9fa35d430f74850 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:51:21.523174+00:00", + "ended_at": "2026-05-26T00:51:42.360031+00:00", + "elapsed_ms": 20836.69, + "prompt_metrics": { + "chars": 8828, + "bytes_utf8": 8828, + "lines": 302, + "estimated_tokens": 2757 + }, + "stdout_metrics": { + "chars": 913, + "bytes_utf8": 913, + "lines": 4, + "estimated_tokens": 293 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 517, + "bytes_utf8": 517, + "lines": 1, + "estimated_tokens": 157 + }, + "usage": { + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 883, + "reasoning_output_tokens": 720 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b82d8cf862afb4b16e5a71e9cb240b4e49ef7586 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X12.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X12", + "item_col": "X13", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0f00a285f92ed22dbff21131ff3b6dd737603a1e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c3-c957-7910-88a2-66332390bb04"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X13\\\",\\n SUM(CAST(\\\"X12\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X12\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X12\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X13\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned template with group_col=\\\"y\\\", item_col=\\\"X13\\\", and measure_col=\\\"X12\\\". Cast \\\"X12\\\" to REAL because the schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26052,"cached_input_tokens":24960,"output_tokens":883,"reasoning_output_tokens":720}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..80bc7c5233960e891573340abd7ee9ba5406e678 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X13\",\n SUM(CAST(\"X12\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"X12\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X12\" AS REAL))) OVER (PARTITION BY \"y\") AS \"share_within_group\"\nFROM \"n6\"\nGROUP BY \"y\", \"X13\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the planned template with group_col=\"y\", item_col=\"X13\", and measure_col=\"X12\". Cast \"X12\" to REAL because the schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..96fc0ae7cb1ae5dc115e0f36d299b64110a16a22 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X12. +Result preview: [{"y": "3", "X13": "-3", "total_measure": -226.0, "share_within_group": 183.739837398374}, {"y": "3", "X13": "-6", "total_measure": -210.0, "share_within_group": 170.73170731707316}, {"y": "3", "X13": "-13", "total_measure": -163.0, "share_within_group": 132.52032520325204}, {"y": "3", "X13": "-23", "total_measure": -143.0, "share_within_group": 116.26016260162602}, {"y": "3", "X13": "-2", "total_measure": -136.0, "share_within_group": 110.5691056910569}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2a7e89c6894096f602492fbd0be319c7743d89db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_bf41cc874a100e51 +-- problem_id: v2p_n6_ebdb95450d0d1f8f +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X13", + SUM(CAST("X12" AS REAL)) AS "total_measure", + SUM(CAST("X12" AS REAL)) * 100.0 / SUM(SUM(CAST("X12" AS REAL))) OVER (PARTITION BY "y") AS "share_within_group" +FROM "n6" +GROUP BY "y", "X13" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1314eea05f89eef9e1673d50f2ea66838f54cbf2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X13\",\n SUM(CAST(\"X12\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"X12\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X12\" AS REAL))) OVER (PARTITION BY \"y\") AS \"share_within_group\"\nFROM \"n6\"\nGROUP BY \"y\", \"X13\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X13\\\",\\n SUM(CAST(\\\"X12\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X12\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X12\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X13\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"y\", \"X13\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"3\", \"X13\": \"-3\", \"total_measure\": -226.0, \"share_within_group\": 183.739837398374}, {\"y\": \"3\", \"X13\": \"-6\", \"total_measure\": -210.0, \"share_within_group\": 170.73170731707316}, {\"y\": \"3\", \"X13\": \"-13\", \"total_measure\": -163.0, \"share_within_group\": 132.52032520325204}, {\"y\": \"3\", \"X13\": \"-23\", \"total_measure\": -143.0, \"share_within_group\": 116.26016260162602}, {\"y\": \"3\", \"X13\": \"-2\", \"total_measure\": -136.0, \"share_within_group\": 110.5691056910569}, {\"y\": \"3\", \"X13\": \"-1\", \"total_measure\": -125.0, \"share_within_group\": 101.6260162601626}, {\"y\": \"3\", \"X13\": \"-8\", \"total_measure\": -123.0, \"share_within_group\": 100.0}, {\"y\": \"3\", \"X13\": \"-16\", \"total_measure\": -113.0, \"share_within_group\": 91.869918699187}, {\"y\": \"3\", \"X13\": \"-4\", \"total_measure\": -108.0, \"share_within_group\": 87.8048780487805}, {\"y\": \"3\", \"X13\": \"-33\", \"total_measure\": -106.0, \"share_within_group\": 86.17886178861788}, {\"y\": \"3\", \"X13\": \"6\", \"total_measure\": -104.0, \"share_within_group\": 84.55284552845528}, {\"y\": \"3\", \"X13\": \"-24\", \"total_measure\": -91.0, \"share_within_group\": 73.98373983739837}, {\"y\": \"3\", \"X13\": \"-25\", \"total_measure\": -91.0, \"share_within_group\": 73.98373983739837}, {\"y\": \"3\", \"X13\": \"-40\", \"total_measure\": -90.0, \"share_within_group\": 73.17073170731707}, {\"y\": \"3\", \"X13\": \"-27\", \"total_measure\": -85.0, \"share_within_group\": 69.10569105691057}, {\"y\": \"3\", \"X13\": \"-9\", \"total_measure\": -80.0, \"share_within_group\": 65.04065040650407}, {\"y\": \"3\", \"X13\": \"-26\", \"total_measure\": -77.0, \"share_within_group\": 62.60162601626016}, {\"y\": \"3\", \"X13\": \"-55\", \"total_measure\": -73.0, \"share_within_group\": 59.34959349593496}, {\"y\": \"3\", \"X13\": \"-56\", \"total_measure\": -73.0, \"share_within_group\": 59.34959349593496}, {\"y\": \"3\", \"X13\": \"-22\", \"total_measure\": -72.0, \"share_within_group\": 58.53658536585366}, {\"y\": \"3\", \"X13\": \"-39\", \"total_measure\": -72.0, \"share_within_group\": 58.53658536585366}, {\"y\": \"3\", \"X13\": \"-52\", \"total_measure\": -72.0, \"share_within_group\": 58.53658536585366}, {\"y\": \"3\", \"X13\": \"-48\", \"total_measure\": -69.0, \"share_within_group\": 56.09756097560975}, {\"y\": \"3\", \"X13\": \"-18\", \"total_measure\": -67.0, \"share_within_group\": 54.47154471544715}, {\"y\": \"3\", \"X13\": \"-45\", \"total_measure\": -62.0, \"share_within_group\": 50.40650406504065}, {\"y\": \"3\", \"X13\": \"-31\", \"total_measure\": -61.0, \"share_within_group\": 49.59349593495935}, {\"y\": \"3\", \"X13\": \"-7\", \"total_measure\": -61.0, \"share_within_group\": 49.59349593495935}, {\"y\": \"3\", \"X13\": \"-19\", \"total_measure\": -55.0, \"share_within_group\": 44.71544715447155}, {\"y\": \"3\", \"X13\": \"-47\", \"total_measure\": -53.0, \"share_within_group\": 43.08943089430894}, {\"y\": \"3\", \"X13\": \"-49\", \"total_measure\": -53.0, \"share_within_group\": 43.08943089430894}, {\"y\": \"3\", \"X13\": \"-37\", \"total_measure\": -50.0, \"share_within_group\": 40.65040650406504}, {\"y\": \"3\", \"X13\": \"-5\", \"total_measure\": -50.0, \"share_within_group\": 40.65040650406504}, {\"y\": \"3\", \"X13\": \"-11\", \"total_measure\": -49.0, \"share_within_group\": 39.83739837398374}, {\"y\": \"3\", \"X13\": \"-35\", \"total_measure\": -49.0, \"share_within_group\": 39.83739837398374}, {\"y\": \"3\", \"X13\": \"-32\", \"total_measure\": -45.0, \"share_within_group\": 36.58536585365854}, {\"y\": \"3\", \"X13\": \"-41\", \"total_measure\": -44.0, \"share_within_group\": 35.77235772357724}, {\"y\": \"3\", \"X13\": \"30\", \"total_measure\": -44.0, \"share_within_group\": 35.77235772357724}, {\"y\": \"3\", \"X13\": \"-29\", \"total_measure\": -40.0, \"share_within_group\": 32.520325203252035}, {\"y\": \"3\", \"X13\": \"-54\", \"total_measure\": -40.0, \"share_within_group\": 32.520325203252035}, {\"y\": \"3\", \"X13\": \"-38\", \"total_measure\": -34.0, \"share_within_group\": 27.642276422764226}, {\"y\": \"3\", \"X13\": \"-36\", \"total_measure\": -32.0, \"share_within_group\": 26.016260162601625}, {\"y\": \"2\", \"X13\": \"-12\", \"total_measure\": -160.0, \"share_within_group\": 22.82453637660485}, {\"y\": \"2\", \"X13\": \"-3\", \"total_measure\": -158.0, \"share_within_group\": 22.53922967189729}, {\"y\": \"3\", \"X13\": \"-44\", \"total_measure\": -26.0, \"share_within_group\": 21.13821138211382}, {\"y\": \"3\", \"X13\": \"-30\", \"total_measure\": -25.0, \"share_within_group\": 20.32520325203252}, {\"y\": \"3\", \"X13\": \"-10\", \"total_measure\": -23.0, \"share_within_group\": 18.69918699186992}, {\"y\": \"3\", \"X13\": \"-28\", \"total_measure\": -23.0, \"share_within_group\": 18.69918699186992}, {\"y\": \"2\", \"X13\": \"-13\", \"total_measure\": -131.0, \"share_within_group\": 18.687589158345222}, {\"y\": \"3\", \"X13\": \"-43\", \"total_measure\": -22.0, \"share_within_group\": 17.88617886178862}, {\"y\": \"2\", \"X13\": \"-2\", \"total_measure\": -122.0, \"share_within_group\": 17.4037089871612}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.99}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4fc27bee4150077a06edc7fd57321abbab3e989b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:51:21.522343+00:00", + "ended_at": "2026-05-26T00:51:42.369658+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_bf41cc874a100e51", + "problem_id": "v2p_n6_ebdb95450d0d1f8f", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X12.", + "bindings": { + "group_col": "y", + "measure_col": "X12", + "item_col": "X13", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=27" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_bf41cc874a100e51.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_bf41cc874a100e51", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 883, + "total_tokens": 26935, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 157, + "estimated_total_tokens": 2914, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20836.69, + "sql_execution_elapsed_ms_total": 4.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2a6e1bdcc88b3a5f17d15838cbe699b065364912 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:51:42.362805+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 20836.69, "started_at": "2026-05-26T00:51:21.523174+00:00", "ended_at": "2026-05-26T00:51:42.360031+00:00", "prompt_metrics": {"chars": 8828, "bytes_utf8": 8828, "lines": 302, "estimated_tokens": 2757}, "response_metrics": {"chars": 517, "bytes_utf8": 517, "lines": 1, "estimated_tokens": 157}, "usage": {"input_tokens": 26052, "cached_input_tokens": 24960, "output_tokens": 883, "reasoning_output_tokens": 720}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X13\\\",\\n SUM(CAST(\\\"X12\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X12\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X12\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X13\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned template with group_col=\\\"y\\\", item_col=\\\"X13\\\", and measure_col=\\\"X12\\\". Cast \\\"X12\\\" to REAL because the schema stores feature columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c0e6fa51a408998a05ef99c1cd8c0cb681b006a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_bf41cc874a100e51", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 883, + "total_tokens": 26935, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 157, + "estimated_total_tokens": 2914, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20836.69, + "sql_execution_elapsed_ms_total": 4.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_bf41cc874a100e51/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dfc274b71dd664ebb8f278e04951897016e9d6a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8500, "bytes_utf8": 8500, "lines": 300, "estimated_tokens": 2648}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 382, "bytes_utf8": 382, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 25943, "cached_input_tokens": 25472, "output_tokens": 389, "reasoning_output_tokens": 281}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c4816614bafc90a5cecc2991d21ad858a677e99b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_c7386a9f4a7cb63c", + "api_calls": 0, + "input_tokens": 25943, + "cached_input_tokens": 25472, + "output_tokens": 389, + "total_tokens": 26332, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2648, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2750, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12130.88, + "sql_execution_elapsed_ms_total": 6.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3c94da42ad5ff58681be71d7c7a4845dc421f1ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:51:42.370715+00:00", + "ended_at": "2026-05-26T00:51:54.501715+00:00", + "elapsed_ms": 12130.88, + "prompt_metrics": { + "chars": 8500, + "bytes_utf8": 8500, + "lines": 300, + "estimated_tokens": 2648 + }, + "stdout_metrics": { + "chars": 741, + "bytes_utf8": 741, + "lines": 4, + "estimated_tokens": 218 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 382, + "bytes_utf8": 382, + "lines": 1, + "estimated_tokens": 102 + }, + "usage": { + "input_tokens": 25943, + "cached_input_tokens": 25472, + "output_tokens": 389, + "reasoning_output_tokens": 281 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..538b337ec2045f59684c4da158be9e81d8956b9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X2.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "y", + "measure_col": "X2", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4e45224282094b1b3d6aa075e6a7af73b3a6124d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c4-1aca-7cb2-b035-d3cab889c27c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X2\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the provided Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X2\\\". CAST(\\\"X2\\\" AS REAL) is applied because the schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25943,"cached_input_tokens":25472,"output_tokens":389,"reasoning_output_tokens":281}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f23945752c28d45d06d519177771b3df3ab695cc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X2\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"n6\"\nORDER BY avg_measure DESC;","notes":"Used the provided Window Partition Average template with group_col=\"y\" and measure_col=\"X2\". CAST(\"X2\" AS REAL) is applied because the schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ed03cb9baaa1bcf021880acc2bbf0801e88ad951 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X2. +Result preview: [{"y": "1", "avg_measure": 3.6315}, {"y": "2", "avg_measure": 0.1225}, {"y": "3", "avg_measure": -0.1775}, {"y": "0", "avg_measure": -12.334}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..51f89c5259a933051eaed3a3d36d6ad9083ee706 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_c7386a9f4a7cb63c +-- problem_id: v2p_n6_345c3935e9f0beb5 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X2" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "n6" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d0891d93bd4cec4ab7686cd854bf250eca1c9955 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X2\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"n6\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X2\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"y\", \"avg_measure\"], \"rows\": [{\"y\": \"1\", \"avg_measure\": 3.6315}, {\"y\": \"2\", \"avg_measure\": 0.1225}, {\"y\": \"3\", \"avg_measure\": -0.1775}, {\"y\": \"0\", \"avg_measure\": -12.334}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 6.91}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ed7386ea3653594c7068aefe59fa60fa15e2be0a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:51:42.370056+00:00", + "ended_at": "2026-05-26T00:51:54.515403+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_c7386a9f4a7cb63c", + "problem_id": "v2p_n6_345c3935e9f0beb5", + "dataset_id": "n6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=y, measure_col=X2.", + "bindings": { + "group_col": "y", + "measure_col": "X2", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=49" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_c7386a9f4a7cb63c.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_c7386a9f4a7cb63c", + "api_calls": 0, + "input_tokens": 25943, + "cached_input_tokens": 25472, + "output_tokens": 389, + "total_tokens": 26332, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2648, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2750, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12130.88, + "sql_execution_elapsed_ms_total": 6.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5a95cc5b58a5de22b908370131b36b1cbc727281 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:51:54.505920+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12130.88, "started_at": "2026-05-26T00:51:42.370715+00:00", "ended_at": "2026-05-26T00:51:54.501715+00:00", "prompt_metrics": {"chars": 8500, "bytes_utf8": 8500, "lines": 300, "estimated_tokens": 2648}, "response_metrics": {"chars": 382, "bytes_utf8": 382, "lines": 1, "estimated_tokens": 102}, "usage": {"input_tokens": 25943, "cached_input_tokens": 25472, "output_tokens": 389, "reasoning_output_tokens": 281}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X2\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the provided Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X2\\\". CAST(\\\"X2\\\" AS REAL) is applied because the schema stores feature columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fd0d5ec959cf2aec36994586a1219523244e659e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_c7386a9f4a7cb63c", + "api_calls": 0, + "input_tokens": 25943, + "cached_input_tokens": 25472, + "output_tokens": 389, + "total_tokens": 26332, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2648, + "estimated_output_tokens": 102, + "estimated_total_tokens": 2750, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12130.88, + "sql_execution_elapsed_ms_total": 6.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7386a9f4a7cb63c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2ea1e3d254c82b93e6a5a15ba652d695c8be694f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8823, "bytes_utf8": 8823, "lines": 302, "estimated_tokens": 2756}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 539, "bytes_utf8": 539, "lines": 1, "estimated_tokens": 164}, "usage": {"input_tokens": 26051, "cached_input_tokens": 24960, "output_tokens": 1447, "reasoning_output_tokens": 1277}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..506786103dcd21d3c07cc5d1df29acef580fce2d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_c7864072c2b58537", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 1447, + "total_tokens": 27498, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 164, + "estimated_total_tokens": 2920, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30970.9, + "sql_execution_elapsed_ms_total": 4.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..541f5af443b6c6a1c9f98f32851e5d7c7a568f65 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:51:54.516692+00:00", + "ended_at": "2026-05-26T00:52:25.487822+00:00", + "elapsed_ms": 30970.9, + "prompt_metrics": { + "chars": 8823, + "bytes_utf8": 8823, + "lines": 302, + "estimated_tokens": 2756 + }, + "stdout_metrics": { + "chars": 937, + "bytes_utf8": 937, + "lines": 4, + "estimated_tokens": 306 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 539, + "bytes_utf8": 539, + "lines": 1, + "estimated_tokens": 164 + }, + "usage": { + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 1447, + "reasoning_output_tokens": 1277 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..db87bf45388f0d231e544e831748527b0bf346cb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X15.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X15", + "item_col": "X16", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..33e3390951dd3a83978d3b867e1ae7557a553130 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c4-4a3c-7013-9d39-5817181df70e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X16\\\",\\n SUM(CAST(\\\"X15\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X15\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X15\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X16\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"X16\\\", and measure_col=\\\"X15\\\". \\\"X15\\\" is cast from TEXT to REAL so SQLite can aggregate it numerically.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26051,"cached_input_tokens":24960,"output_tokens":1447,"reasoning_output_tokens":1277}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c9aa24b8019961ae94a7ba126ff930a4c915d38a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X16\",\n SUM(CAST(\"X15\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"X15\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X15\" AS REAL))) OVER (PARTITION BY \"y\") AS \"share_within_group\"\nFROM \"n6\"\nGROUP BY \"y\", \"X16\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the Within-Group Share of Total template with group_col=\"y\", item_col=\"X16\", and measure_col=\"X15\". \"X15\" is cast from TEXT to REAL so SQLite can aggregate it numerically."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..05217af120dc0f3a3e53e5a90770d1c18145a860 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X15. +Result preview: [{"y": "3", "X16": "-7", "total_measure": -339.0, "share_within_group": 77.93103448275862}, {"y": "3", "X16": "-4", "total_measure": -245.0, "share_within_group": 56.32183908045977}, {"y": "3", "X16": "-2", "total_measure": -235.0, "share_within_group": 54.02298850574713}, {"y": "3", "X16": "1", "total_measure": -174.0, "share_within_group": 40.0}, {"y": "3", "X16": "-8", "total_measure": -160.0, "share_within_group": 36.7816091954023}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4d93a4c5ecdf73d6f907b18ef286a741d8bbe152 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_c7864072c2b58537 +-- problem_id: v2p_n6_1473c1e179c82f37 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X16", + SUM(CAST("X15" AS REAL)) AS "total_measure", + SUM(CAST("X15" AS REAL)) * 100.0 / SUM(SUM(CAST("X15" AS REAL))) OVER (PARTITION BY "y") AS "share_within_group" +FROM "n6" +GROUP BY "y", "X16" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3e4d67a96bfc6c4f4412a0e09375b6abce85ebf1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X16\",\n SUM(CAST(\"X15\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"X15\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X15\" AS REAL))) OVER (PARTITION BY \"y\") AS \"share_within_group\"\nFROM \"n6\"\nGROUP BY \"y\", \"X16\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X16\\\",\\n SUM(CAST(\\\"X15\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X15\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X15\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X16\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"y\", \"X16\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"3\", \"X16\": \"-7\", \"total_measure\": -339.0, \"share_within_group\": 77.93103448275862}, {\"y\": \"3\", \"X16\": \"-4\", \"total_measure\": -245.0, \"share_within_group\": 56.32183908045977}, {\"y\": \"3\", \"X16\": \"-2\", \"total_measure\": -235.0, \"share_within_group\": 54.02298850574713}, {\"y\": \"3\", \"X16\": \"1\", \"total_measure\": -174.0, \"share_within_group\": 40.0}, {\"y\": \"3\", \"X16\": \"-8\", \"total_measure\": -160.0, \"share_within_group\": 36.7816091954023}, {\"y\": \"3\", \"X16\": \"-1\", \"total_measure\": -150.0, \"share_within_group\": 34.48275862068966}, {\"y\": \"3\", \"X16\": \"2\", \"total_measure\": -125.0, \"share_within_group\": 28.735632183908045}, {\"y\": \"3\", \"X16\": \"3\", \"total_measure\": -125.0, \"share_within_group\": 28.735632183908045}, {\"y\": \"3\", \"X16\": \"0\", \"total_measure\": -76.0, \"share_within_group\": 17.471264367816094}, {\"y\": \"2\", \"X16\": \"-4\", \"total_measure\": -228.0, \"share_within_group\": 16.98956780923994}, {\"y\": \"1\", \"X16\": \"8\", \"total_measure\": -611.0, \"share_within_group\": 16.915836101882615}, {\"y\": \"2\", \"X16\": \"-3\", \"total_measure\": -227.0, \"share_within_group\": 16.9150521609538}, {\"y\": \"2\", \"X16\": \"-1\", \"total_measure\": -222.0, \"share_within_group\": 16.5424739195231}, {\"y\": \"2\", \"X16\": \"0\", \"total_measure\": -222.0, \"share_within_group\": 16.5424739195231}, {\"y\": \"1\", \"X16\": \"3\", \"total_measure\": -505.0, \"share_within_group\": 13.981173864894796}, {\"y\": \"1\", \"X16\": \"10\", \"total_measure\": -500.0, \"share_within_group\": 13.842746400885936}, {\"y\": \"2\", \"X16\": \"-2\", \"total_measure\": -182.0, \"share_within_group\": 13.561847988077496}, {\"y\": \"1\", \"X16\": \"9\", \"total_measure\": -488.0, \"share_within_group\": 13.510520487264673}, {\"y\": \"1\", \"X16\": \"1\", \"total_measure\": -449.0, \"share_within_group\": 12.43078626799557}, {\"y\": \"3\", \"X16\": \"-11\", \"total_measure\": -53.0, \"share_within_group\": 12.183908045977011}, {\"y\": \"2\", \"X16\": \"1\", \"total_measure\": -158.0, \"share_within_group\": 11.773472429210134}, {\"y\": \"2\", \"X16\": \"-5\", \"total_measure\": -150.0, \"share_within_group\": 11.177347242921014}, {\"y\": \"1\", \"X16\": \"-2\", \"total_measure\": -376.0, \"share_within_group\": 10.409745293466223}, {\"y\": \"3\", \"X16\": \"-9\", \"total_measure\": -45.0, \"share_within_group\": 10.344827586206897}, {\"y\": \"1\", \"X16\": \"2\", \"total_measure\": -368.0, \"share_within_group\": 10.188261351052049}, {\"y\": \"2\", \"X16\": \"-6\", \"total_measure\": -129.0, \"share_within_group\": 9.612518628912072}, {\"y\": \"1\", \"X16\": \"11\", \"total_measure\": -346.0, \"share_within_group\": 9.579180509413067}, {\"y\": \"3\", \"X16\": \"-10\", \"total_measure\": -40.0, \"share_within_group\": 9.195402298850574}, {\"y\": \"1\", \"X16\": \"12\", \"total_measure\": -327.0, \"share_within_group\": 9.053156146179402}, {\"y\": \"1\", \"X16\": \"4\", \"total_measure\": -324.0, \"share_within_group\": 8.970099667774086}, {\"y\": \"3\", \"X16\": \"-14\", \"total_measure\": -39.0, \"share_within_group\": 8.96551724137931}, {\"y\": \"1\", \"X16\": \"16\", \"total_measure\": -319.0, \"share_within_group\": 8.831672203765226}, {\"y\": \"1\", \"X16\": \"6\", \"total_measure\": -312.0, \"share_within_group\": 8.637873754152825}, {\"y\": \"1\", \"X16\": \"5\", \"total_measure\": -304.0, \"share_within_group\": 8.416389811738648}, {\"y\": \"1\", \"X16\": \"7\", \"total_measure\": -300.0, \"share_within_group\": 8.305647840531561}, {\"y\": \"1\", \"X16\": \"17\", \"total_measure\": -262.0, \"share_within_group\": 7.25359911406423}, {\"y\": \"1\", \"X16\": \"14\", \"total_measure\": -205.0, \"share_within_group\": 5.675526024363234}, {\"y\": \"1\", \"X16\": \"-1\", \"total_measure\": -204.0, \"share_within_group\": 5.647840531561462}, {\"y\": \"1\", \"X16\": \"0\", \"total_measure\": -200.0, \"share_within_group\": 5.537098560354374}, {\"y\": \"1\", \"X16\": \"15\", \"total_measure\": -184.0, \"share_within_group\": 5.094130675526024}, {\"y\": \"2\", \"X16\": \"12\", \"total_measure\": -61.0, \"share_within_group\": 4.545454545454546}, {\"y\": \"2\", \"X16\": \"13\", \"total_measure\": -60.0, \"share_within_group\": 4.470938897168406}, {\"y\": \"3\", \"X16\": \"-13\", \"total_measure\": -19.0, \"share_within_group\": 4.367816091954023}, {\"y\": \"1\", \"X16\": \"13\", \"total_measure\": -155.0, \"share_within_group\": 4.2912513842746405}, {\"y\": \"1\", \"X16\": \"20\", \"total_measure\": -150.0, \"share_within_group\": 4.152823920265781}, {\"y\": \"0\", \"X16\": \"-102\", \"total_measure\": -1111.0, \"share_within_group\": 3.7719834317919467}, {\"y\": \"3\", \"X16\": \"-3\", \"total_measure\": -16.0, \"share_within_group\": 3.67816091954023}, {\"y\": \"0\", \"X16\": \"-67\", \"total_measure\": -1029.0, \"share_within_group\": 3.4935832145039725}, {\"y\": \"1\", \"X16\": \"18\", \"total_measure\": -126.0, \"share_within_group\": 3.488372093023256}, {\"y\": \"0\", \"X16\": \"-99\", \"total_measure\": -956.0, \"share_within_group\": 3.2457391186256537}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.09}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3753ea7601a79847c3453b4d5bdc2c6b6daa7f68 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:51:54.515835+00:00", + "ended_at": "2026-05-26T00:52:25.496568+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_c7864072c2b58537", + "problem_id": "v2p_n6_1473c1e179c82f37", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X15.", + "bindings": { + "group_col": "y", + "measure_col": "X15", + "item_col": "X16", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 3.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=30" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_c7864072c2b58537.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_c7864072c2b58537", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 1447, + "total_tokens": 27498, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 164, + "estimated_total_tokens": 2920, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30970.9, + "sql_execution_elapsed_ms_total": 4.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5e5b29a03d766db0c1ff8d5fa50e4191c1d69b96 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:52:25.490337+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 30970.9, "started_at": "2026-05-26T00:51:54.516692+00:00", "ended_at": "2026-05-26T00:52:25.487822+00:00", "prompt_metrics": {"chars": 8823, "bytes_utf8": 8823, "lines": 302, "estimated_tokens": 2756}, "response_metrics": {"chars": 539, "bytes_utf8": 539, "lines": 1, "estimated_tokens": 164}, "usage": {"input_tokens": 26051, "cached_input_tokens": 24960, "output_tokens": 1447, "reasoning_output_tokens": 1277}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X16\\\",\\n SUM(CAST(\\\"X15\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X15\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X15\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X16\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"X16\\\", and measure_col=\\\"X15\\\". \\\"X15\\\" is cast from TEXT to REAL so SQLite can aggregate it numerically.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_c7864072c2b58537/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..79c5f3ab0aa3fa9b6570f3af59758a1748eb34ba --- /dev/null +++ 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a5087fcdbac08e0d635cd0aabcb8cecc32fc87a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8505, "bytes_utf8": 8505, "lines": 300, "estimated_tokens": 2649}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 524, "bytes_utf8": 524, "lines": 1, "estimated_tokens": 143}, "usage": {"input_tokens": 25944, "cached_input_tokens": 24960, "output_tokens": 582, "reasoning_output_tokens": 433}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..10fa0bba67b5b53c3e0433dd4d3a07953d4d1ac6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_cbe54a7cfed0d758", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 582, + "total_tokens": 26526, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 143, + "estimated_total_tokens": 2792, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15221.54, + "sql_execution_elapsed_ms_total": 7.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..76479aa139e26c470c05e882013758acf5767cc6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:52:25.497718+00:00", + "ended_at": "2026-05-26T00:52:40.719395+00:00", + "elapsed_ms": 15221.54, + "prompt_metrics": { + "chars": 8505, + "bytes_utf8": 8505, + "lines": 300, + "estimated_tokens": 2649 + }, + "stdout_metrics": { + "chars": 898, + "bytes_utf8": 898, + "lines": 4, + "estimated_tokens": 269 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 524, + "bytes_utf8": 524, + "lines": 1, + "estimated_tokens": 143 + }, + "usage": { + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 582, + "reasoning_output_tokens": 433 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cc6d6bee41912dac24a7c8d33a2da2478bcae547 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X6.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "y", + "measure_col": "X6", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..59ad7444c80dfb31e77536232371bb307637eb92 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c4-c33d-78f3-9957-096de775e6d7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X6\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nWHERE \\\"y\\\" IS NOT NULL\\n AND \\\"X6\\\" IS NOT NULL\\n AND TRIM(\\\"X6\\\") <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the requested Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X6\\\". Cast \\\"X6\\\" to REAL because the SQLite schema stores feature columns as TEXT, and filtered out NULL/blank measure values for a stable numeric view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25944,"cached_input_tokens":24960,"output_tokens":582,"reasoning_output_tokens":433}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c9be26f58e68e4eb379d5b3aa8e57a5a01980200 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X6\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"n6\"\nWHERE \"y\" IS NOT NULL\n AND \"X6\" IS NOT NULL\n AND TRIM(\"X6\") <> ''\nORDER BY avg_measure DESC;","notes":"Used the requested Window Partition Average template with group_col=\"y\" and measure_col=\"X6\". Cast \"X6\" to REAL because the SQLite schema stores feature columns as TEXT, and filtered out NULL/blank measure values for a stable numeric view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..22870d16a8a26b41bd869d81738b8bf2bab1a08d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X6. +Result preview: [{"y": "1", "avg_measure": 2.7045}, {"y": "3", "avg_measure": 0.331}, {"y": "2", "avg_measure": -0.0565}, {"y": "0", "avg_measure": -12.226}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c67bb248ac65720edd6449e0cdcc5226cec74602 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_cbe54a7cfed0d758 +-- problem_id: v2p_n6_93e5fc329181579d +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X6" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "n6" +WHERE "y" IS NOT NULL + AND "X6" IS NOT NULL + AND TRIM("X6") <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5e1e44cb00a4d0b7f0d4ee91fb746f1c7d30273c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"y\",\n AVG(CAST(\"X6\" AS REAL)) OVER (PARTITION BY \"y\") AS avg_measure\nFROM \"n6\"\nWHERE \"y\" IS NOT NULL\n AND \"X6\" IS NOT NULL\n AND TRIM(\"X6\") <> ''\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X6\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nWHERE \\\"y\\\" IS NOT NULL\\n AND \\\"X6\\\" IS NOT NULL\\n AND TRIM(\\\"X6\\\") <> ''\\nORDER BY avg_measure DESC;\", \"columns\": [\"y\", \"avg_measure\"], \"rows\": [{\"y\": \"1\", \"avg_measure\": 2.7045}, {\"y\": \"3\", \"avg_measure\": 0.331}, {\"y\": \"2\", \"avg_measure\": -0.0565}, {\"y\": \"0\", \"avg_measure\": -12.226}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 7.23}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ab1bf695c21ae0d9f12b2e3548c5a97a4d8ce897 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:52:25.496979+00:00", + "ended_at": "2026-05-26T00:52:40.732430+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_cbe54a7cfed0d758", + "problem_id": "v2p_n6_93e5fc329181579d", + "dataset_id": "n6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X6.", + "bindings": { + "group_col": "y", + "measure_col": "X6", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=53" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_cbe54a7cfed0d758.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_cbe54a7cfed0d758", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 582, + "total_tokens": 26526, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 143, + "estimated_total_tokens": 2792, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15221.54, + "sql_execution_elapsed_ms_total": 7.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..47c53f73654f2992063fa7953d200ec7ac87ed6c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:52:40.723080+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15221.54, "started_at": "2026-05-26T00:52:25.497718+00:00", "ended_at": "2026-05-26T00:52:40.719395+00:00", "prompt_metrics": {"chars": 8505, "bytes_utf8": 8505, "lines": 300, "estimated_tokens": 2649}, "response_metrics": {"chars": 524, "bytes_utf8": 524, "lines": 1, "estimated_tokens": 143}, "usage": {"input_tokens": 25944, "cached_input_tokens": 24960, "output_tokens": 582, "reasoning_output_tokens": 433}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"y\\\",\\n AVG(CAST(\\\"X6\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS avg_measure\\nFROM \\\"n6\\\"\\nWHERE \\\"y\\\" IS NOT NULL\\n AND \\\"X6\\\" IS NOT NULL\\n AND TRIM(\\\"X6\\\") <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Used the requested Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X6\\\". Cast \\\"X6\\\" to REAL because the SQLite schema stores feature columns as TEXT, and filtered out NULL/blank measure values for a stable numeric view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..705969099a0e3f97b977f18c8792be5e83df2c1f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_cbe54a7cfed0d758", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 582, + "total_tokens": 26526, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 143, + "estimated_total_tokens": 2792, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15221.54, + "sql_execution_elapsed_ms_total": 7.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cbe54a7cfed0d758/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f3feb194aa2359d27d302820a93b61cbe8777285 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8827, "bytes_utf8": 8827, "lines": 302, "estimated_tokens": 2757}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 505, "bytes_utf8": 505, "lines": 1, "estimated_tokens": 150}, "usage": {"input_tokens": 26052, "cached_input_tokens": 22912, "output_tokens": 672, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..48e290ff5e519921b1113ad048f7e02d725bd88a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_cf7f1a97f0a3dfab", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 22912, + "output_tokens": 672, + "total_tokens": 26724, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 150, + "estimated_total_tokens": 2907, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15512.07, + "sql_execution_elapsed_ms_total": 3.75, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..bc9d27c23715081ae9b83f3766fd5c5508dd0d5d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:52:40.733998+00:00", + "ended_at": "2026-05-26T00:52:56.246225+00:00", + "elapsed_ms": 15512.07, + "prompt_metrics": { + "chars": 8827, + "bytes_utf8": 8827, + "lines": 302, + "estimated_tokens": 2757 + }, + "stdout_metrics": { + "chars": 885, + "bytes_utf8": 885, + "lines": 4, + "estimated_tokens": 283 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 505, + "bytes_utf8": 505, + "lines": 1, + "estimated_tokens": 150 + }, + "usage": { + "input_tokens": 26052, + "cached_input_tokens": 22912, + "output_tokens": 672, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c8c6690bbdc056bf0a5f9946dc3b5b50b4731fed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X13.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X13", + "item_col": "X14", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..88880c682e3326a35c7a06324bd2b4db13ba1df5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c4-fec3-7c11-8534-12a68d64c9b8"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X14\\\",\\n SUM(CAST(\\\"X13\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X13\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X13\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X14\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the planned template with group_col=\\\"y\\\", item_col=\\\"X14\\\", and measure_col=\\\"X13\\\". CAST to REAL is applied because the schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26052,"cached_input_tokens":22912,"output_tokens":672,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..79f26bb8ab86cf8435cf44b18f6018d79dc7cfe4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X14\",\n SUM(CAST(\"X13\" AS REAL)) AS total_measure,\n SUM(CAST(\"X13\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X13\" AS REAL))) OVER (PARTITION BY \"y\") AS share_within_group\nFROM \"n6\"\nGROUP BY \"y\", \"X14\"\nORDER BY share_within_group DESC;","notes":"Used the planned template with group_col=\"y\", item_col=\"X14\", and measure_col=\"X13\". CAST to REAL is applied because the schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a625d77e526eeddfc2c4541f8544c9bf554d8a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X13. +Result preview: [{"y": "2", "X14": "2", "total_measure": -301.0, "share_within_group": 47.55134281200632}, {"y": "2", "X14": "1", "total_measure": -263.0, "share_within_group": 41.548183254344394}, {"y": "2", "X14": "-2", "total_measure": -242.0, "share_within_group": 38.23064770932069}, {"y": "2", "X14": "3", "total_measure": -234.0, "share_within_group": 36.96682464454976}, {"y": "3", "X14": "2", "total_measure": 351.0, "share_within_group": 36.60062565172054}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..db134a649e01c0d78830959cf3a67db8e1aaf74d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_cf7f1a97f0a3dfab +-- problem_id: v2p_n6_9ce44b4b93da0dde +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X14", + SUM(CAST("X13" AS REAL)) AS total_measure, + SUM(CAST("X13" AS REAL)) * 100.0 / SUM(SUM(CAST("X13" AS REAL))) OVER (PARTITION BY "y") AS share_within_group +FROM "n6" +GROUP BY "y", "X14" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9afb2b9ca9c2316d937cbfed27739a772c407a05 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X14\",\n SUM(CAST(\"X13\" AS REAL)) AS total_measure,\n SUM(CAST(\"X13\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X13\" AS REAL))) OVER (PARTITION BY \"y\") AS share_within_group\nFROM \"n6\"\nGROUP BY \"y\", \"X14\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X14\\\",\\n SUM(CAST(\\\"X13\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X13\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X13\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X14\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"y\", \"X14\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"2\", \"X14\": \"2\", \"total_measure\": -301.0, \"share_within_group\": 47.55134281200632}, {\"y\": \"2\", \"X14\": \"1\", \"total_measure\": -263.0, \"share_within_group\": 41.548183254344394}, {\"y\": \"2\", \"X14\": \"-2\", \"total_measure\": -242.0, \"share_within_group\": 38.23064770932069}, {\"y\": \"2\", \"X14\": \"3\", \"total_measure\": -234.0, \"share_within_group\": 36.96682464454976}, {\"y\": \"3\", \"X14\": \"2\", \"total_measure\": 351.0, \"share_within_group\": 36.60062565172054}, {\"y\": \"2\", \"X14\": \"6\", \"total_measure\": -212.0, \"share_within_group\": 33.4913112164297}, {\"y\": \"2\", \"X14\": \"-1\", \"total_measure\": -207.0, \"share_within_group\": 32.70142180094787}, {\"y\": \"3\", \"X14\": \"-5\", \"total_measure\": 301.0, \"share_within_group\": 31.386861313868614}, {\"y\": \"3\", \"X14\": \"-2\", \"total_measure\": 296.0, \"share_within_group\": 30.86548488008342}, {\"y\": \"3\", \"X14\": \"6\", \"total_measure\": 246.0, \"share_within_group\": 25.65172054223149}, {\"y\": \"2\", \"X14\": \"0\", \"total_measure\": -161.0, \"share_within_group\": 25.434439178515007}, {\"y\": \"3\", \"X14\": \"-3\", \"total_measure\": 208.0, \"share_within_group\": 21.689259645464023}, {\"y\": \"3\", \"X14\": \"-7\", \"total_measure\": 207.0, \"share_within_group\": 21.584984358706986}, {\"y\": \"3\", \"X14\": \"-6\", \"total_measure\": 198.0, \"share_within_group\": 20.646506777893638}, {\"y\": \"2\", \"X14\": \"7\", \"total_measure\": -123.0, \"share_within_group\": 19.43127962085308}, {\"y\": \"3\", \"X14\": \"7\", \"total_measure\": 185.0, \"share_within_group\": 19.290928050052138}, {\"y\": \"3\", \"X14\": \"0\", \"total_measure\": 164.0, \"share_within_group\": 17.101147028154326}, {\"y\": \"2\", \"X14\": \"11\", \"total_measure\": -101.0, \"share_within_group\": 15.955766192733018}, {\"y\": \"3\", \"X14\": \"-1\", \"total_measure\": 151.0, \"share_within_group\": 15.745568300312826}, {\"y\": \"3\", \"X14\": \"5\", \"total_measure\": 148.0, \"share_within_group\": 15.43274244004171}, {\"y\": \"3\", \"X14\": \"3\", \"total_measure\": 141.0, \"share_within_group\": 14.70281543274244}, {\"y\": \"2\", \"X14\": \"-15\", \"total_measure\": -88.0, \"share_within_group\": 13.902053712480253}, {\"y\": \"3\", \"X14\": \"-4\", \"total_measure\": 125.0, \"share_within_group\": 13.034410844629823}, {\"y\": \"2\", \"X14\": \"-9\", \"total_measure\": -80.0, \"share_within_group\": 12.638230647709321}, {\"y\": \"2\", \"X14\": \"10\", \"total_measure\": -77.0, \"share_within_group\": 12.164296998420221}, {\"y\": \"2\", \"X14\": \"-17\", \"total_measure\": -71.0, \"share_within_group\": 11.216429699842022}, {\"y\": \"2\", \"X14\": \"-30\", \"total_measure\": -71.0, \"share_within_group\": 11.216429699842022}, {\"y\": \"2\", \"X14\": \"9\", \"total_measure\": -70.0, \"share_within_group\": 11.058451816745656}, {\"y\": \"3\", \"X14\": \"-10\", \"total_measure\": 100.0, \"share_within_group\": 10.427528675703858}, {\"y\": \"3\", \"X14\": \"1\", \"total_measure\": 100.0, \"share_within_group\": 10.427528675703858}, {\"y\": \"2\", \"X14\": \"-16\", \"total_measure\": -56.0, \"share_within_group\": 8.846761453396525}, {\"y\": \"2\", \"X14\": \"5\", \"total_measure\": -48.0, \"share_within_group\": 7.5829383886255926}, {\"y\": \"2\", \"X14\": \"-5\", \"total_measure\": -47.0, \"share_within_group\": 7.424960505529226}, {\"y\": \"3\", \"X14\": \"8\", \"total_measure\": 67.0, \"share_within_group\": 6.986444212721585}, {\"y\": \"3\", \"X14\": \"-24\", \"total_measure\": 63.0, \"share_within_group\": 6.569343065693431}, {\"y\": \"2\", \"X14\": \"8\", \"total_measure\": -38.0, \"share_within_group\": 6.003159557661927}, {\"y\": \"1\", \"X14\": \"11\", \"total_measure\": 654.0, \"share_within_group\": 5.896141363144609}, {\"y\": \"1\", \"X14\": \"13\", \"total_measure\": 637.0, \"share_within_group\": 5.7428777497295345}, {\"y\": \"1\", \"X14\": \"12\", \"total_measure\": 623.0, \"share_within_group\": 5.616660656328886}, {\"y\": \"3\", \"X14\": \"-28\", \"total_measure\": 51.0, \"share_within_group\": 5.318039624608968}, {\"y\": \"1\", \"X14\": \"18\", \"total_measure\": 587.0, \"share_within_group\": 5.292102416155788}, {\"y\": \"2\", \"X14\": \"-32\", \"total_measure\": -33.0, \"share_within_group\": 5.213270142180095}, {\"y\": \"3\", \"X14\": \"-23\", \"total_measure\": 49.0, \"share_within_group\": 5.109489051094891}, {\"y\": \"2\", \"X14\": \"-35\", \"total_measure\": -32.0, \"share_within_group\": 5.055292259083728}, {\"y\": \"2\", \"X14\": \"-39\", \"total_measure\": -32.0, \"share_within_group\": 5.055292259083728}, {\"y\": \"2\", \"X14\": \"-43\", \"total_measure\": -32.0, \"share_within_group\": 5.055292259083728}, {\"y\": \"2\", \"X14\": \"-45\", \"total_measure\": -31.0, \"share_within_group\": 4.897314375987362}, {\"y\": \"3\", \"X14\": \"-25\", \"total_measure\": 45.0, \"share_within_group\": 4.692387904066736}, {\"y\": \"3\", \"X14\": \"-27\", \"total_measure\": 44.0, \"share_within_group\": 4.588112617309697}, {\"y\": \"2\", \"X14\": \"14\", \"total_measure\": -28.0, \"share_within_group\": 4.423380726698262}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.75}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ce187bea31dc41ca6dde70ed232bcf0285ca87d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:52:40.732996+00:00", + "ended_at": "2026-05-26T00:52:56.253976+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_cf7f1a97f0a3dfab", + "problem_id": "v2p_n6_9ce44b4b93da0dde", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X13.", + "bindings": { + "group_col": "y", + "measure_col": "X13", + "item_col": "X14", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=28" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_cf7f1a97f0a3dfab.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_cf7f1a97f0a3dfab", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 22912, + "output_tokens": 672, + "total_tokens": 26724, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 150, + "estimated_total_tokens": 2907, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15512.07, + "sql_execution_elapsed_ms_total": 3.75, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c3415550f45fecf918581315d04a28f86d7553d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:52:56.248707+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15512.07, "started_at": "2026-05-26T00:52:40.733998+00:00", "ended_at": "2026-05-26T00:52:56.246225+00:00", "prompt_metrics": {"chars": 8827, "bytes_utf8": 8827, "lines": 302, "estimated_tokens": 2757}, "response_metrics": {"chars": 505, "bytes_utf8": 505, "lines": 1, "estimated_tokens": 150}, "usage": {"input_tokens": 26052, "cached_input_tokens": 22912, "output_tokens": 672, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X14\\\",\\n SUM(CAST(\\\"X13\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X13\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X13\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X14\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the planned template with group_col=\\\"y\\\", item_col=\\\"X14\\\", and measure_col=\\\"X13\\\". CAST to REAL is applied because the schema stores feature columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f4aa22c5ead618d446b9b28470fcd01a7dd0d0d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_cf7f1a97f0a3dfab", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 22912, + "output_tokens": 672, + "total_tokens": 26724, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 150, + "estimated_total_tokens": 2907, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15512.07, + "sql_execution_elapsed_ms_total": 3.75, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_cf7f1a97f0a3dfab/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cd7c72c4165f9a1c6bc26c05638a5b2372e28eb2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8660, "bytes_utf8": 8660, "lines": 303, "estimated_tokens": 2698}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 482, "bytes_utf8": 482, "lines": 1, "estimated_tokens": 136}, "usage": {"input_tokens": 25993, "cached_input_tokens": 25472, "output_tokens": 659, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e6c8e92407fc7e46b7f3722a23b0ccf3ce4368c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_d267b8a355d2a1ef", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 25472, + "output_tokens": 659, + "total_tokens": 26652, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 136, + "estimated_total_tokens": 2834, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16784.57, + "sql_execution_elapsed_ms_total": 1.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7869655da3950ae030fa7ac1761855c1828b7344 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:52:56.255862+00:00", + "ended_at": "2026-05-26T00:53:13.040571+00:00", + "elapsed_ms": 16784.57, + "prompt_metrics": { + "chars": 8660, + "bytes_utf8": 8660, + "lines": 303, + "estimated_tokens": 2698 + }, + "stdout_metrics": { + "chars": 845, + "bytes_utf8": 845, + "lines": 4, + "estimated_tokens": 254 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 482, + "bytes_utf8": 482, + "lines": 1, + "estimated_tokens": 136 + }, + "usage": { + "input_tokens": 25993, + "cached_input_tokens": 25472, + "output_tokens": 659, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0293e4239bdb89a4a96a55eb82809f563e0d119d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f03e7d4438e20760222c29cab54e0fc0ac184fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c5-3b64-7a02-a921-dc53ad13bb7c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the requested Grouped Condition Rate template with group_col=\\\"y\\\" and condition_col=\\\"y\\\" using condition_value='1'. Because the grouping column and condition column are the same, each group's rate is 1.0 only for y='1' and 0.0 for all other y groups.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25993,"cached_input_tokens":25472,"output_tokens":659,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c41a839a1ce39829e9fbae4af23e2cee599104b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '1' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;","notes":"Applies the requested Grouped Condition Rate template with group_col=\"y\" and condition_col=\"y\" using condition_value='1'. Because the grouping column and condition column are the same, each group's rate is 1.0 only for y='1' and 0.0 for all other y groups."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4115336bffcf571f3f44153fb1a6c2dbb9e23875 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "1", "condition_rate": 1.0}, {"y": "3", "condition_rate": 0.0}, {"y": "2", "condition_rate": 0.0}, {"y": "0", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d3b26106c42456d1c8a5737a0d6dd7eb44cf0a7d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_d267b8a355d2a1ef +-- problem_id: v2p_n6_37790988c5d260a1 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '1' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5e4126db86402328fbcdc25ef6de5ce1832dfdb9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"y\",\n AVG(CASE WHEN \"y\" = '1' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"y\", \"condition_rate\"], \"rows\": [{\"y\": \"1\", \"condition_rate\": 1.0}, {\"y\": \"3\", \"condition_rate\": 0.0}, {\"y\": \"2\", \"condition_rate\": 0.0}, {\"y\": \"0\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.42}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4c4a95fd239f996f2cf76623177860d8ea952455 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:52:56.254968+00:00", + "ended_at": "2026-05-26T00:53:13.046863+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_d267b8a355d2a1ef", + "problem_id": "v2p_n6_37790988c5d260a1", + "dataset_id": "n6", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=101" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_d267b8a355d2a1ef.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_d267b8a355d2a1ef", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 25472, + "output_tokens": 659, + "total_tokens": 26652, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 136, + "estimated_total_tokens": 2834, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16784.57, + "sql_execution_elapsed_ms_total": 1.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b3c718535e758c7e88232e40da794e7f95667750 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:53:13.043930+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16784.57, "started_at": "2026-05-26T00:52:56.255862+00:00", "ended_at": "2026-05-26T00:53:13.040571+00:00", "prompt_metrics": {"chars": 8660, "bytes_utf8": 8660, "lines": 303, "estimated_tokens": 2698}, "response_metrics": {"chars": 482, "bytes_utf8": 482, "lines": 1, "estimated_tokens": 136}, "usage": {"input_tokens": 25993, "cached_input_tokens": 25472, "output_tokens": 659, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '1' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applies the requested Grouped Condition Rate template with group_col=\\\"y\\\" and condition_col=\\\"y\\\" using condition_value='1'. Because the grouping column and condition column are the same, each group's rate is 1.0 only for y='1' and 0.0 for all other y groups.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..dbc37dab7414a455cafa79f2e20b4c3c898fe21c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_d267b8a355d2a1ef", + "api_calls": 0, + "input_tokens": 25993, + "cached_input_tokens": 25472, + "output_tokens": 659, + "total_tokens": 26652, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2698, + "estimated_output_tokens": 136, + "estimated_total_tokens": 2834, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16784.57, + "sql_execution_elapsed_ms_total": 1.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d267b8a355d2a1ef/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..abb95881563436a10d8907da0748b370ec8ac092 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8341, "bytes_utf8": 8341, "lines": 298, "estimated_tokens": 2612}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 252, "bytes_utf8": 252, "lines": 1, "estimated_tokens": 62}, "usage": {"input_tokens": 25907, "cached_input_tokens": 24960, "output_tokens": 238, "reasoning_output_tokens": 170}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9496993b66f0db9bab54c4f8f1939597ee3f9579 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_d4f769d654ebc024", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 24960, + "output_tokens": 238, + "total_tokens": 26145, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 62, + "estimated_total_tokens": 2674, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 7612.08, + "sql_execution_elapsed_ms_total": 1.32, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e6d81fd63789420436266ff79241585f27857bbd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:53:13.047816+00:00", + "ended_at": "2026-05-26T00:53:20.659982+00:00", + "elapsed_ms": 7612.08, + "prompt_metrics": { + "chars": 8341, + "bytes_utf8": 8341, + "lines": 298, + "estimated_tokens": 2612 + }, + "stdout_metrics": { + "chars": 598, + "bytes_utf8": 598, + "lines": 4, + "estimated_tokens": 168 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 252, + "bytes_utf8": 252, + "lines": 1, + "estimated_tokens": 62 + }, + "usage": { + "input_tokens": 25907, + "cached_input_tokens": 24960, + "output_tokens": 238, + "reasoning_output_tokens": 170 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d4e85dd5e3840c2b8c5d04943f6eef529cc0e7d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,298 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "y", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..72bd8775e022ca14b454a131e24168108803ec8f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c5-7d01-7b53-b6a9-f76513795244"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"y\\\", COUNT(*) AS row_count\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Grouped count by target category \\\"y\\\" to inspect subgroup size stability via count distribution.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25907,"cached_input_tokens":24960,"output_tokens":238,"reasoning_output_tokens":170}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5278f7071928c8a17204b90824365541393ea128 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"y\", COUNT(*) AS row_count\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY row_count DESC;","notes":"Grouped count by target category \"y\" to inspect subgroup size stability via count distribution."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a53c7a5684844e46e21fbd2e8bf359549bc677e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y. +Result preview: [{"y": "3", "row_count": 2000}, {"y": "2", "row_count": 2000}, {"y": "1", "row_count": 2000}, {"y": "0", "row_count": 2000}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4d3732aab311ee58d94515d7ad37cbb2e413a62f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n6_d4f769d654ebc024 +-- problem_id: v2p_n6_30b1ff2eef8ac6e5 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", COUNT(*) AS row_count +FROM "n6" +GROUP BY "y" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c087f030fc40eb38dac3aabdd6e3fdc928a94af3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"y\", COUNT(*) AS row_count\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY row_count DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"y\\\", COUNT(*) AS row_count\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY row_count DESC;\", \"columns\": [\"y\", \"row_count\"], \"rows\": [{\"y\": \"3\", \"row_count\": 2000}, {\"y\": \"2\", \"row_count\": 2000}, {\"y\": \"1\", \"row_count\": 2000}, {\"y\": \"0\", \"row_count\": 2000}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.32}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..423a0b3f9157fd2c37dcc13bd0fd299308d253f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:53:13.047244+00:00", + "ended_at": "2026-05-26T00:53:20.665706+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_d4f769d654ebc024", + "problem_id": "v2p_n6_30b1ff2eef8ac6e5", + "dataset_id": "n6", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y.", + "bindings": { + "group_col": "y", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=16" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_d4f769d654ebc024.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_d4f769d654ebc024", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 24960, + "output_tokens": 238, + "total_tokens": 26145, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 62, + "estimated_total_tokens": 2674, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 7612.08, + "sql_execution_elapsed_ms_total": 1.32, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f17cd4c40737d222988935a755d82daa94ec534f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:53:20.663046+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 7612.08, "started_at": "2026-05-26T00:53:13.047816+00:00", "ended_at": "2026-05-26T00:53:20.659982+00:00", "prompt_metrics": {"chars": 8341, "bytes_utf8": 8341, "lines": 298, "estimated_tokens": 2612}, "response_metrics": {"chars": 252, "bytes_utf8": 252, "lines": 1, "estimated_tokens": 62}, "usage": {"input_tokens": 25907, "cached_input_tokens": 24960, "output_tokens": 238, "reasoning_output_tokens": 170}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"y\\\", COUNT(*) AS row_count\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Grouped count by target category \\\"y\\\" to inspect subgroup size stability via count distribution.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..981a996d89b4329fcb979908438aa166ad6418f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_d4f769d654ebc024", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 24960, + "output_tokens": 238, + "total_tokens": 26145, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 62, + "estimated_total_tokens": 2674, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 7612.08, + "sql_execution_elapsed_ms_total": 1.32, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_d4f769d654ebc024/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1dacdb4228e6f7a61fe6011c6d18f0902cf281bb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8818, "bytes_utf8": 8818, "lines": 302, "estimated_tokens": 2756}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 605, "bytes_utf8": 605, "lines": 1, "estimated_tokens": 187}, "usage": {"input_tokens": 26051, "cached_input_tokens": 22912, "output_tokens": 709, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..de7ab6fd0a52c28a1be0f5093f33127834decced --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_dc52c6b45177aef1", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 22912, + "output_tokens": 709, + "total_tokens": 26760, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 187, + "estimated_total_tokens": 2943, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18368.15, + "sql_execution_elapsed_ms_total": 3.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..820bd87e980f854a8407a296b7bccad9db4158fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:53:20.666862+00:00", + "ended_at": "2026-05-26T00:53:39.035181+00:00", + "elapsed_ms": 18368.15, + "prompt_metrics": { + "chars": 8818, + "bytes_utf8": 8818, + "lines": 302, + "estimated_tokens": 2756 + }, + "stdout_metrics": { + "chars": 992, + "bytes_utf8": 992, + "lines": 4, + "estimated_tokens": 323 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 605, + "bytes_utf8": 605, + "lines": 1, + "estimated_tokens": 187 + }, + "usage": { + "input_tokens": 26051, + "cached_input_tokens": 22912, + "output_tokens": 709, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b33f8a2b75d562a83f472d49fc5af3070f92678f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X2.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X2", + "item_col": "X3", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad121bbbe0be700481118a36f5c17dcf7b13a9c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c5-9abf-7d73-b753-88da3c21339a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"y\\\",\\n \\\"X3\\\",\\n SUM(CAST(\\\"X2\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X2\\\" AS REAL)) * 100.0 /\\n NULLIF(SUM(SUM(CAST(\\\"X2\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\"), 0) AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X3\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"X3\\\", and measure_col=\\\"X2\\\". Cast \\\"X2\\\" from TEXT to REAL for numeric aggregation, and used NULLIF to avoid division-by-zero in groups whose total measure sums to 0.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26051,"cached_input_tokens":22912,"output_tokens":709,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a7a754735539c0be594b73655f08b2de40d0408a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"y\",\n \"X3\",\n SUM(CAST(\"X2\" AS REAL)) AS total_measure,\n SUM(CAST(\"X2\" AS REAL)) * 100.0 /\n NULLIF(SUM(SUM(CAST(\"X2\" AS REAL))) OVER (PARTITION BY \"y\"), 0) AS share_within_group\nFROM \"n6\"\nGROUP BY \"y\", \"X3\"\nORDER BY share_within_group DESC;","notes":"Applied the provided Within-Group Share of Total template with group_col=\"y\", item_col=\"X3\", and measure_col=\"X2\". Cast \"X2\" from TEXT to REAL for numeric aggregation, and used NULLIF to avoid division-by-zero in groups whose total measure sums to 0."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..d3a318f8d3e112d76a679060ace561361083914e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X2. +Result preview: [{"y": "3", "X3": "-10", "total_measure": -529.0, "share_within_group": 149.01408450704224}, {"y": "3", "X3": "-8", "total_measure": -355.0, "share_within_group": 100.0}, {"y": "3", "X3": "-7", "total_measure": -354.0, "share_within_group": 99.71830985915493}, {"y": "3", "X3": "-9", "total_measure": -320.0, "share_within_group": 90.14084507042253}, {"y": "3", "X3": "-14", "total_measure": -278.0, "share_within_group": 78.30985915492958}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..eb4a71d29dd81101c1b4aea040606c01ea7d5a6b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_dc52c6b45177aef1 +-- problem_id: v2p_n6_0b3ac28ae86b902e +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + "X3", + SUM(CAST("X2" AS REAL)) AS total_measure, + SUM(CAST("X2" AS REAL)) * 100.0 / + NULLIF(SUM(SUM(CAST("X2" AS REAL))) OVER (PARTITION BY "y"), 0) AS share_within_group +FROM "n6" +GROUP BY "y", "X3" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2af5860ba3a57a0958ca1464fbc4452455513dee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"y\",\n \"X3\",\n SUM(CAST(\"X2\" AS REAL)) AS total_measure,\n SUM(CAST(\"X2\" AS REAL)) * 100.0 /\n NULLIF(SUM(SUM(CAST(\"X2\" AS REAL))) OVER (PARTITION BY \"y\"), 0) AS share_within_group\nFROM \"n6\"\nGROUP BY \"y\", \"X3\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"y\\\",\\n \\\"X3\\\",\\n SUM(CAST(\\\"X2\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X2\\\" AS REAL)) * 100.0 /\\n NULLIF(SUM(SUM(CAST(\\\"X2\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\"), 0) AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X3\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"y\", \"X3\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"3\", \"X3\": \"-10\", \"total_measure\": -529.0, \"share_within_group\": 149.01408450704224}, {\"y\": \"3\", \"X3\": \"-8\", \"total_measure\": -355.0, \"share_within_group\": 100.0}, {\"y\": \"3\", \"X3\": \"-7\", \"total_measure\": -354.0, \"share_within_group\": 99.71830985915493}, {\"y\": \"3\", \"X3\": \"-9\", \"total_measure\": -320.0, \"share_within_group\": 90.14084507042253}, {\"y\": \"3\", \"X3\": \"-14\", \"total_measure\": -278.0, \"share_within_group\": 78.30985915492958}, {\"y\": \"3\", \"X3\": \"-3\", \"total_measure\": -260.0, \"share_within_group\": 73.2394366197183}, {\"y\": \"3\", \"X3\": \"-5\", \"total_measure\": -258.0, \"share_within_group\": 72.67605633802818}, {\"y\": \"3\", \"X3\": \"-4\", \"total_measure\": -252.0, \"share_within_group\": 70.98591549295774}, {\"y\": \"3\", \"X3\": \"-13\", \"total_measure\": -215.0, \"share_within_group\": 60.563380281690144}, {\"y\": \"3\", \"X3\": \"-6\", \"total_measure\": -202.0, \"share_within_group\": 56.901408450704224}, {\"y\": \"2\", \"X3\": \"-1\", \"total_measure\": 132.0, \"share_within_group\": 53.87755102040816}, {\"y\": \"3\", \"X3\": \"-11\", \"total_measure\": -191.0, \"share_within_group\": 53.80281690140845}, {\"y\": \"3\", \"X3\": \"-2\", \"total_measure\": -167.0, \"share_within_group\": 47.04225352112676}, {\"y\": \"2\", \"X3\": \"4\", \"total_measure\": 90.0, \"share_within_group\": 36.734693877551024}, {\"y\": \"2\", \"X3\": \"12\", \"total_measure\": 88.0, \"share_within_group\": 35.91836734693877}, {\"y\": \"2\", \"X3\": \"10\", \"total_measure\": 79.0, \"share_within_group\": 32.244897959183675}, {\"y\": \"3\", \"X3\": \"-12\", \"total_measure\": -108.0, \"share_within_group\": 30.422535211267604}, {\"y\": \"2\", \"X3\": \"8\", \"total_measure\": 72.0, \"share_within_group\": 29.387755102040817}, {\"y\": \"2\", \"X3\": \"9\", \"total_measure\": 67.0, \"share_within_group\": 27.346938775510203}, {\"y\": \"2\", \"X3\": \"7\", \"total_measure\": 61.0, \"share_within_group\": 24.897959183673468}, {\"y\": \"3\", \"X3\": \"-28\", \"total_measure\": -86.0, \"share_within_group\": 24.225352112676056}, {\"y\": \"2\", \"X3\": \"5\", \"total_measure\": 58.0, \"share_within_group\": 23.6734693877551}, {\"y\": \"3\", \"X3\": \"-27\", \"total_measure\": -82.0, \"share_within_group\": 23.098591549295776}, {\"y\": \"3\", \"X3\": \"-15\", \"total_measure\": -77.0, \"share_within_group\": 21.690140845070424}, {\"y\": \"2\", \"X3\": \"11\", \"total_measure\": 52.0, \"share_within_group\": 21.224489795918366}, {\"y\": \"3\", \"X3\": \"-20\", \"total_measure\": -74.0, \"share_within_group\": 20.845070422535212}, {\"y\": \"3\", \"X3\": \"-17\", \"total_measure\": -68.0, \"share_within_group\": 19.154929577464788}, {\"y\": \"2\", \"X3\": \"16\", \"total_measure\": 41.0, \"share_within_group\": 16.73469387755102}, {\"y\": \"2\", \"X3\": \"0\", \"total_measure\": 40.0, \"share_within_group\": 16.3265306122449}, {\"y\": \"2\", \"X3\": \"3\", \"total_measure\": 33.0, \"share_within_group\": 13.46938775510204}, {\"y\": \"3\", \"X3\": \"-16\", \"total_measure\": -46.0, \"share_within_group\": 12.95774647887324}, {\"y\": \"3\", \"X3\": \"-19\", \"total_measure\": -46.0, \"share_within_group\": 12.95774647887324}, {\"y\": \"3\", \"X3\": \"-18\", \"total_measure\": -42.0, \"share_within_group\": 11.830985915492958}, {\"y\": \"3\", \"X3\": \"-26\", \"total_measure\": -39.0, \"share_within_group\": 10.985915492957746}, {\"y\": \"2\", \"X3\": \"1\", \"total_measure\": 26.0, \"share_within_group\": 10.612244897959183}, {\"y\": \"2\", \"X3\": \"2\", \"total_measure\": 25.0, \"share_within_group\": 10.204081632653061}, {\"y\": \"3\", \"X3\": \"-24\", \"total_measure\": -35.0, \"share_within_group\": 9.859154929577464}, {\"y\": \"3\", \"X3\": \"-25\", \"total_measure\": -35.0, \"share_within_group\": 9.859154929577464}, {\"y\": \"2\", \"X3\": \"14\", \"total_measure\": 23.0, \"share_within_group\": 9.387755102040817}, {\"y\": \"2\", \"X3\": \"-3\", \"total_measure\": 22.0, \"share_within_group\": 8.979591836734693}, {\"y\": \"3\", \"X3\": \"-21\", \"total_measure\": -31.0, \"share_within_group\": 8.732394366197184}, {\"y\": \"3\", \"X3\": \"-22\", \"total_measure\": -28.0, \"share_within_group\": 7.887323943661972}, {\"y\": \"2\", \"X3\": \"-13\", \"total_measure\": 14.0, \"share_within_group\": 5.714285714285714}, {\"y\": \"1\", \"X3\": \"8\", \"total_measure\": 407.0, \"share_within_group\": 5.60374500894947}, {\"y\": \"1\", \"X3\": \"4\", \"total_measure\": 396.0, \"share_within_group\": 5.452292441140025}, {\"y\": \"1\", \"X3\": \"3\", \"total_measure\": 391.0, \"share_within_group\": 5.3834503648630045}, {\"y\": \"2\", \"X3\": \"15\", \"total_measure\": 13.0, \"share_within_group\": 5.3061224489795915}, {\"y\": \"1\", \"X3\": \"9\", \"total_measure\": 378.0, \"share_within_group\": 5.204460966542751}, {\"y\": \"1\", \"X3\": \"7\", \"total_measure\": 369.0, \"share_within_group\": 5.080545229244114}, {\"y\": \"1\", \"X3\": \"16\", \"total_measure\": 358.0, \"share_within_group\": 4.929092661434669}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 3.7}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4ed88103ca964c64dd7266776b9cfbc52f43e254 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:53:20.666036+00:00", + "ended_at": "2026-05-26T00:53:39.043596+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_dc52c6b45177aef1", + "problem_id": "v2p_n6_0b3ac28ae86b902e", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X2.", + "bindings": { + "group_col": "y", + "measure_col": "X2", + "item_col": "X3", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=1/2", + "binding_index=33" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 10, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_dc52c6b45177aef1.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_dc52c6b45177aef1", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 22912, + "output_tokens": 709, + "total_tokens": 26760, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 187, + "estimated_total_tokens": 2943, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18368.15, + "sql_execution_elapsed_ms_total": 3.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ac29ba31ab978a6d78fd1e647307c7006c2d42d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:53:39.037730+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18368.15, "started_at": "2026-05-26T00:53:20.666862+00:00", "ended_at": "2026-05-26T00:53:39.035181+00:00", "prompt_metrics": {"chars": 8818, "bytes_utf8": 8818, "lines": 302, "estimated_tokens": 2756}, "response_metrics": {"chars": 605, "bytes_utf8": 605, "lines": 1, "estimated_tokens": 187}, "usage": {"input_tokens": 26051, "cached_input_tokens": 22912, "output_tokens": 709, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"y\\\",\\n \\\"X3\\\",\\n SUM(CAST(\\\"X2\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X2\\\" AS REAL)) * 100.0 /\\n NULLIF(SUM(SUM(CAST(\\\"X2\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\"), 0) AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X3\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"X3\\\", and measure_col=\\\"X2\\\". Cast \\\"X2\\\" from TEXT to REAL for numeric aggregation, and used NULLIF to avoid division-by-zero in groups whose total measure sums to 0.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7f9687c6c38036bdbd46dcb219b7f4ea1c889ee1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_dc52c6b45177aef1/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_dc52c6b45177aef1", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 22912, + "output_tokens": 709, + "total_tokens": 26760, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8653, "bytes_utf8": 8653, "lines": 303, "estimated_tokens": 2697}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 367, "bytes_utf8": 367, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 25992, "cached_input_tokens": 25472, "output_tokens": 425, "reasoning_output_tokens": 314}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..78edc535a3c21c4fbf0becf03e6914ea630675e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_df00a45508b0a914", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 25472, + "output_tokens": 425, + "total_tokens": 26417, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 105, + "estimated_total_tokens": 2802, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12076.35, + "sql_execution_elapsed_ms_total": 1.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a1cda938afb7e172c1d9847b77dfecddf561467a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:53:39.044745+00:00", + "ended_at": "2026-05-26T00:53:51.121214+00:00", + "elapsed_ms": 12076.35, + "prompt_metrics": { + "chars": 8653, + "bytes_utf8": 8653, + "lines": 303, + "estimated_tokens": 2697 + }, + "stdout_metrics": { + "chars": 727, + "bytes_utf8": 727, + "lines": 4, + "estimated_tokens": 216 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 100 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 367, + "bytes_utf8": 367, + "lines": 1, + "estimated_tokens": 105 + }, + "usage": { + "input_tokens": 25992, + "cached_input_tokens": 25472, + "output_tokens": 425, + "reasoning_output_tokens": 314 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a3c3edc68578e06c1961203aba98ef1cf688b4ad --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a5c7051727eafed95bcc8861d26842e463f75b2f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c5-e288-7881-9767-c70986bc2388"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the grouped condition rate template with both group_col and condition_col bound to \\\"y\\\", measuring the within-group rate of target value '0'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25992,"cached_input_tokens":25472,"output_tokens":425,"reasoning_output_tokens":314}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..dd3820f26d138034fca72448f4f11752d591c2c8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"y\",\n AVG(CASE WHEN \"y\" = '0' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the grouped condition rate template with both group_col and condition_col bound to \"y\", measuring the within-group rate of target value '0'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2e8686a7fa7732b5b83440e38cdc4008c569bc70 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:53:50.249678Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c5-e288-7881-9767-c70986bc2388.1779756819081265000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..899ff6cb0951ad90e34f41fbcd28d6f446944070 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "0", "condition_rate": 1.0}, {"y": "3", "condition_rate": 0.0}, {"y": "2", "condition_rate": 0.0}, {"y": "1", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e849c45856cff1de5e719e1ecbf4f79dd6098590 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_df00a45508b0a914 +-- problem_id: v2p_n6_c66c52c8815d35cb +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + AVG(CASE WHEN "y" = '0' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fe4e263192bd7e9df6fb72329013adc1caad3604 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"y\",\n AVG(CASE WHEN \"y\" = '0' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"y\", \"condition_rate\"], \"rows\": [{\"y\": \"0\", \"condition_rate\": 1.0}, {\"y\": \"3\", \"condition_rate\": 0.0}, {\"y\": \"2\", \"condition_rate\": 0.0}, {\"y\": \"1\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.5}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4b92d3b973dbf7cdeddcea68b0736bd10ef39292 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:53:39.044002+00:00", + "ended_at": "2026-05-26T00:53:51.127170+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_df00a45508b0a914", + "problem_id": "v2p_n6_c66c52c8815d35cb", + "dataset_id": "n6", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=101" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_df00a45508b0a914.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_df00a45508b0a914", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 25472, + "output_tokens": 425, + "total_tokens": 26417, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 105, + "estimated_total_tokens": 2802, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12076.35, + "sql_execution_elapsed_ms_total": 1.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fc9450145ad0ef779825218aecdd0cb138a093ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:53:51.124510+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12076.35, "started_at": "2026-05-26T00:53:39.044745+00:00", "ended_at": "2026-05-26T00:53:51.121214+00:00", "prompt_metrics": {"chars": 8653, "bytes_utf8": 8653, "lines": 303, "estimated_tokens": 2697}, "response_metrics": {"chars": 367, "bytes_utf8": 367, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 25992, "cached_input_tokens": 25472, "output_tokens": 425, "reasoning_output_tokens": 314}, "stderr_preview": "2026-05-26T00:53:50.249678Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c5-e288-7881-9767-c70986bc2388.1779756819081265000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"y\\\",\\n AVG(CASE WHEN \\\"y\\\" = '0' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the grouped condition rate template with both group_col and condition_col bound to \\\"y\\\", measuring the within-group rate of target value '0'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3f8be65a9de9e4d019e26bb84db42c7d2ff363a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_df00a45508b0a914", + "api_calls": 0, + "input_tokens": 25992, + "cached_input_tokens": 25472, + "output_tokens": 425, + "total_tokens": 26417, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2697, + "estimated_output_tokens": 105, + "estimated_total_tokens": 2802, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12076.35, + "sql_execution_elapsed_ms_total": 1.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_df00a45508b0a914/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..07b12a19647e9a46efdc75e18ad2bc2842c0d437 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8505, "bytes_utf8": 8505, "lines": 300, "estimated_tokens": 2649}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 383, "bytes_utf8": 383, "lines": 1, "estimated_tokens": 103}, "usage": {"input_tokens": 25944, "cached_input_tokens": 24960, "output_tokens": 319, "reasoning_output_tokens": 210}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a8286e6bc0617d6b26498b9e11fe07a74c6cdd78 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_e1f862fd13f9d3ff", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 319, + "total_tokens": 26263, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 103, + "estimated_total_tokens": 2752, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9475.68, + "sql_execution_elapsed_ms_total": 6.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5d8cc9bf760672886517fe6a5fe6f1735af0deef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:53:51.128366+00:00", + "ended_at": "2026-05-26T00:54:00.604142+00:00", + "elapsed_ms": 9475.68, + "prompt_metrics": { + "chars": 8505, + "bytes_utf8": 8505, + "lines": 300, + "estimated_tokens": 2649 + }, + "stdout_metrics": { + "chars": 749, + "bytes_utf8": 749, + "lines": 4, + "estimated_tokens": 220 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 383, + "bytes_utf8": 383, + "lines": 1, + "estimated_tokens": 103 + }, + "usage": { + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 319, + "reasoning_output_tokens": 210 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..27eda3a57f201b3fc5509a89f800d5dfb4255e89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X2.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "y", + "measure_col": "X2", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4d750ee67d89324f85514f5ba00aef3702cadebf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c6-11bc-7572-bbec-ce95c711954f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"X2\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X2\\\". CAST(\\\"X2\\\" AS REAL) is applied because the schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25944,"cached_input_tokens":24960,"output_tokens":319,"reasoning_output_tokens":210}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..56ef23b747ffb3382ebc8c1cd0941837cd14c8a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"y\",\n AVG(CAST(\"X2\" AS REAL)) OVER (PARTITION BY \"y\") AS \"avg_measure\"\nFROM \"n6\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the Window Partition Average template with group_col=\"y\" and measure_col=\"X2\". CAST(\"X2\" AS REAL) is applied because the schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..26b2ae3288c39d347e4e6820f8e96bbc60f51500 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X2. +Result preview: [{"y": "1", "avg_measure": 3.6315}, {"y": "2", "avg_measure": 0.1225}, {"y": "3", "avg_measure": -0.1775}, {"y": "0", "avg_measure": -12.334}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a948445948171e9ed6c8e8d553455608a2f6245c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_e1f862fd13f9d3ff +-- problem_id: v2p_n6_3f329e24b6b87896 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "y", + AVG(CAST("X2" AS REAL)) OVER (PARTITION BY "y") AS "avg_measure" +FROM "n6" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e7be563920b5db2027c3c7ae21267b42c85a588f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"y\",\n AVG(CAST(\"X2\" AS REAL)) OVER (PARTITION BY \"y\") AS \"avg_measure\"\nFROM \"n6\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"X2\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"y\", \"avg_measure\"], \"rows\": [{\"y\": \"1\", \"avg_measure\": 3.6315}, {\"y\": \"2\", \"avg_measure\": 0.1225}, {\"y\": \"3\", \"avg_measure\": -0.1775}, {\"y\": \"0\", \"avg_measure\": -12.334}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 6.38}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..03944664d819f44c8eb3a7fac04ad9f21b94bcd5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:53:51.127657+00:00", + "ended_at": "2026-05-26T00:54:00.614628+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_e1f862fd13f9d3ff", + "problem_id": "v2p_n6_3f329e24b6b87896", + "dataset_id": "n6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X2.", + "bindings": { + "group_col": "y", + "measure_col": "X2", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=49" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_e1f862fd13f9d3ff.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_e1f862fd13f9d3ff", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 319, + "total_tokens": 26263, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 103, + "estimated_total_tokens": 2752, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9475.68, + "sql_execution_elapsed_ms_total": 6.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d49037d92369b1789ac9fdc3c197129658cac3d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:54:00.606538+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 9475.68, "started_at": "2026-05-26T00:53:51.128366+00:00", "ended_at": "2026-05-26T00:54:00.604142+00:00", "prompt_metrics": {"chars": 8505, "bytes_utf8": 8505, "lines": 300, "estimated_tokens": 2649}, "response_metrics": {"chars": 383, "bytes_utf8": 383, "lines": 1, "estimated_tokens": 103}, "usage": {"input_tokens": 25944, "cached_input_tokens": 24960, "output_tokens": 319, "reasoning_output_tokens": 210}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"X2\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X2\\\". CAST(\\\"X2\\\" AS REAL) is applied because the schema stores feature columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3333e10c2be29d489441159d6165c44ed2c47b44 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_e1f862fd13f9d3ff", + "api_calls": 0, + "input_tokens": 25944, + "cached_input_tokens": 24960, + "output_tokens": 319, + "total_tokens": 26263, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2649, + "estimated_output_tokens": 103, + "estimated_total_tokens": 2752, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9475.68, + "sql_execution_elapsed_ms_total": 6.38, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e1f862fd13f9d3ff/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8b80a10d08b30be5ed28f0e97ec8eaf2a91c85fb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8340, "bytes_utf8": 8340, "lines": 298, "estimated_tokens": 2612}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 252, "bytes_utf8": 252, "lines": 1, "estimated_tokens": 65}, "usage": {"input_tokens": 25907, "cached_input_tokens": 22912, "output_tokens": 320, "reasoning_output_tokens": 249}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7b28cc8bf00032cdf8cc48899f4a765057d05eb7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_e2ac864927f053ef", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 22912, + "output_tokens": 320, + "total_tokens": 26227, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 65, + "estimated_total_tokens": 2677, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10194.89, + "sql_execution_elapsed_ms_total": 1.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0b6d6d38c7df24335b7643db0b9ffc07758f5f14 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:54:00.615737+00:00", + "ended_at": "2026-05-26T00:54:10.810732+00:00", + "elapsed_ms": 10194.89, + "prompt_metrics": { + "chars": 8340, + "bytes_utf8": 8340, + "lines": 298, + "estimated_tokens": 2612 + }, + "stdout_metrics": { + "chars": 606, + "bytes_utf8": 606, + "lines": 4, + "estimated_tokens": 176 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 252, + "bytes_utf8": 252, + "lines": 1, + "estimated_tokens": 65 + }, + "usage": { + "input_tokens": 25907, + "cached_input_tokens": 22912, + "output_tokens": 320, + "reasoning_output_tokens": 249 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2bceb5c0010c592c577b7dc461a0ee1cd17f5284 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,298 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "primary_family": "subgroup_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "y", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb7bef29f283256e427823a7311812f378fa95a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c6-36ca-7891-9f4d-d6cb50b07794"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"y\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Grouped count by target label \\\"y\\\" to inspect subgroup size distribution across classes.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25907,"cached_input_tokens":22912,"output_tokens":320,"reasoning_output_tokens":249}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d2a6c22942ab85554a15a11d9d71d1fec4f82948 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"y\", COUNT(*) AS \"row_count\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"row_count\" DESC;","notes":"Grouped count by target label \"y\" to inspect subgroup size distribution across classes."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a53c7a5684844e46e21fbd2e8bf359549bc677e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y. +Result preview: [{"y": "3", "row_count": 2000}, {"y": "2", "row_count": 2000}, {"y": "1", "row_count": 2000}, {"y": "0", "row_count": 2000}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a00fc11be7aac4cb8636f47972a70f87a614e962 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n6_e2ac864927f053ef +-- problem_id: v2p_n6_4a6ab977a0675ccc +-- realization_mode: agent +-- source_kind: agent +SELECT "y", COUNT(*) AS "row_count" +FROM "n6" +GROUP BY "y" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8176a21dc8e36e237dd4d5f6172d4c7d66766ae4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_clickbench_group_count\nSELECT \"y\", COUNT(*) AS \"row_count\"\nFROM \"n6\"\nGROUP BY \"y\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"y\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"y\", \"row_count\"], \"rows\": [{\"y\": \"3\", \"row_count\": 2000}, {\"y\": \"2\", \"row_count\": 2000}, {\"y\": \"1\", \"row_count\": 2000}, {\"y\": \"0\", \"row_count\": 2000}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.22}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e0972bcd7b0843f90e61ac3d5d69f59f7ccaf62b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/run_manifest.json @@ -0,0 +1,87 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:54:00.614993+00:00", + "ended_at": "2026-05-26T00:54:10.815447+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_e2ac864927f053ef", + "problem_id": "v2p_n6_4a6ab977a0675ccc", + "dataset_id": "n6", + "template_id": "tpl_clickbench_group_count", + "template_name": "Grouped Count by Category", + "family_id": "subgroup_structure", + "canonical_subitem_id": "subgroup_size_stability", + "intended_facet_id": "subgroup_distribution_shift", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y.", + "bindings": { + "group_col": "y", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=subgroup_distribution_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=13" + ], + "template_selection_mode": "rule", + "selected_template_rank": 2, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_e2ac864927f053ef.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_e2ac864927f053ef", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 22912, + "output_tokens": 320, + "total_tokens": 26227, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 65, + "estimated_total_tokens": 2677, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10194.89, + "sql_execution_elapsed_ms_total": 1.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1df413b9eaa0c5f37ec8e983e8d932ebdbfc7aa9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:54:10.813041+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10194.89, "started_at": "2026-05-26T00:54:00.615737+00:00", "ended_at": "2026-05-26T00:54:10.810732+00:00", "prompt_metrics": {"chars": 8340, "bytes_utf8": 8340, "lines": 298, "estimated_tokens": 2612}, "response_metrics": {"chars": 252, "bytes_utf8": 252, "lines": 1, "estimated_tokens": 65}, "usage": {"input_tokens": 25907, "cached_input_tokens": 22912, "output_tokens": 320, "reasoning_output_tokens": 249}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"y\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Grouped count by target label \\\"y\\\" to inspect subgroup size distribution across classes.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..072ab2835f52e3de02cfcdd96d9e4105c8725b5e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_e2ac864927f053ef", + "api_calls": 0, + "input_tokens": 25907, + "cached_input_tokens": 22912, + "output_tokens": 320, + "total_tokens": 26227, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2612, + "estimated_output_tokens": 65, + "estimated_total_tokens": 2677, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10194.89, + "sql_execution_elapsed_ms_total": 1.22, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e2ac864927f053ef/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ae0e64f61074ea1cb32043c5fcecce4e6ca6cd54 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8828, "bytes_utf8": 8828, "lines": 302, "estimated_tokens": 2757}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 608, "bytes_utf8": 608, "lines": 1, "estimated_tokens": 185}, "usage": {"input_tokens": 26052, "cached_input_tokens": 24960, "output_tokens": 3281, "reasoning_output_tokens": 3090}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7690a9d57a38ab3ed7c7468daa539e757c1453a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_e3e333ba897efbaa", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 3281, + "total_tokens": 29333, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 185, + "estimated_total_tokens": 2942, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 62082.67, + "sql_execution_elapsed_ms_total": 5.32, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2b2555fb5aad6491138f78012825490b51ad9f24 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:54:10.816556+00:00", + "ended_at": "2026-05-26T00:55:12.899701+00:00", + "elapsed_ms": 62082.67, + "prompt_metrics": { + "chars": 8828, + "bytes_utf8": 8828, + "lines": 302, + "estimated_tokens": 2757 + }, + "stdout_metrics": { + "chars": 1006, + "bytes_utf8": 1006, + "lines": 4, + "estimated_tokens": 324 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 608, + "bytes_utf8": 608, + "lines": 1, + "estimated_tokens": 185 + }, + "usage": { + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 3281, + "reasoning_output_tokens": 3090 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6caae1d73af8789900909b2f3452c6f833dab99b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X10.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X10", + "item_col": "X11", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a1a39e4859d4e73640fbd3a9b40b199349fefdab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c6-5ea5-7690-a64c-d35f77878610"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X11\\\",\\n SUM(CAST(\\\"X10\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X10\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"X10\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X11\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiated the within-group share template with group_col=\\\"y\\\", item_col=\\\"X11\\\", and measure_col=\\\"X10\\\". \\\"X10\\\" is cast to REAL because the feature columns are stored as TEXT, and NULLIF avoids divide-by-zero when a group's X10 total is 0.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26052,"cached_input_tokens":24960,"output_tokens":3281,"reasoning_output_tokens":3090}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..121a481656f3dd6c9ac6e0c397d82d8097eacc76 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X11\",\n SUM(CAST(\"X10\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"X10\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\"X10\" AS REAL))) OVER (PARTITION BY \"y\"), 0) AS \"share_within_group\"\nFROM \"n6\"\nGROUP BY \"y\", \"X11\"\nORDER BY \"share_within_group\" DESC;","notes":"Instantiated the within-group share template with group_col=\"y\", item_col=\"X11\", and measure_col=\"X10\". \"X10\" is cast to REAL because the feature columns are stored as TEXT, and NULLIF avoids divide-by-zero when a group's X10 total is 0."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..499beb3b082facd79df92fe935f094bc868ec1d8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X10. +Result preview: [{"y": "3", "X11": "4", "total_measure": 590.0, "share_within_group": 183.8006230529595}, {"y": "3", "X11": "3", "total_measure": 538.0, "share_within_group": 167.60124610591902}, {"y": "3", "X11": "2", "total_measure": 504.0, "share_within_group": 157.00934579439252}, {"y": "3", "X11": "7", "total_measure": 476.0, "share_within_group": 148.2866043613707}, {"y": "3", "X11": "5", "total_measure": 473.0, "share_within_group": 147.35202492211837}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..265b7cc4472bb740311813dcb01d061caec9365c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_e3e333ba897efbaa +-- problem_id: v2p_n6_811be91e434ecfda +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X11", + SUM(CAST("X10" AS REAL)) AS "total_measure", + SUM(CAST("X10" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST("X10" AS REAL))) OVER (PARTITION BY "y"), 0) AS "share_within_group" +FROM "n6" +GROUP BY "y", "X11" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8a15cdcfdb7e49a36e33f8eda217cea3814f3f01 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X11\",\n SUM(CAST(\"X10\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"X10\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\"X10\" AS REAL))) OVER (PARTITION BY \"y\"), 0) AS \"share_within_group\"\nFROM \"n6\"\nGROUP BY \"y\", \"X11\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X11\\\",\\n SUM(CAST(\\\"X10\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X10\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"X10\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X11\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"y\", \"X11\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"3\", \"X11\": \"4\", \"total_measure\": 590.0, \"share_within_group\": 183.8006230529595}, {\"y\": \"3\", \"X11\": \"3\", \"total_measure\": 538.0, \"share_within_group\": 167.60124610591902}, {\"y\": \"3\", \"X11\": \"2\", \"total_measure\": 504.0, \"share_within_group\": 157.00934579439252}, {\"y\": \"3\", \"X11\": \"7\", \"total_measure\": 476.0, \"share_within_group\": 148.2866043613707}, {\"y\": \"3\", \"X11\": \"5\", \"total_measure\": 473.0, \"share_within_group\": 147.35202492211837}, {\"y\": \"3\", \"X11\": \"6\", \"total_measure\": 471.0, \"share_within_group\": 146.7289719626168}, {\"y\": \"3\", \"X11\": \"8\", \"total_measure\": 427.0, \"share_within_group\": 133.02180685358255}, {\"y\": \"3\", \"X11\": \"1\", \"total_measure\": 421.0, \"share_within_group\": 131.15264797507788}, {\"y\": \"3\", \"X11\": \"10\", \"total_measure\": 337.0, \"share_within_group\": 104.98442367601245}, {\"y\": \"3\", \"X11\": \"11\", \"total_measure\": 254.0, \"share_within_group\": 79.12772585669782}, {\"y\": \"3\", \"X11\": \"9\", \"total_measure\": 232.0, \"share_within_group\": 72.27414330218069}, {\"y\": \"3\", \"X11\": \"13\", \"total_measure\": 152.0, \"share_within_group\": 47.35202492211838}, {\"y\": \"3\", \"X11\": \"14\", \"total_measure\": 127.0, \"share_within_group\": 39.56386292834891}, {\"y\": \"2\", \"X11\": \"-4\", \"total_measure\": -372.0, \"share_within_group\": 35.803657362848895}, {\"y\": \"3\", \"X11\": \"12\", \"total_measure\": 110.0, \"share_within_group\": 34.26791277258567}, {\"y\": \"2\", \"X11\": \"-2\", \"total_measure\": -252.0, \"share_within_group\": 24.254090471607316}, {\"y\": \"3\", \"X11\": \"19\", \"total_measure\": 76.0, \"share_within_group\": 23.67601246105919}, {\"y\": \"3\", \"X11\": \"0\", \"total_measure\": 75.0, \"share_within_group\": 23.364485981308412}, {\"y\": \"2\", \"X11\": \"-6\", \"total_measure\": -237.0, \"share_within_group\": 22.810394610202117}, {\"y\": \"3\", \"X11\": \"18\", \"total_measure\": 63.0, \"share_within_group\": 19.626168224299064}, {\"y\": \"2\", \"X11\": \"-1\", \"total_measure\": -201.0, \"share_within_group\": 19.345524542829644}, {\"y\": \"2\", \"X11\": \"-3\", \"total_measure\": -195.0, \"share_within_group\": 18.768046198267566}, {\"y\": \"2\", \"X11\": \"0\", \"total_measure\": -193.0, \"share_within_group\": 18.57555341674687}, {\"y\": \"3\", \"X11\": \"17\", \"total_measure\": 54.0, \"share_within_group\": 16.822429906542055}, {\"y\": \"2\", \"X11\": \"-5\", \"total_measure\": -164.0, \"share_within_group\": 15.784408084696825}, {\"y\": \"2\", \"X11\": \"-7\", \"total_measure\": -150.0, \"share_within_group\": 14.436958614051973}, {\"y\": \"3\", \"X11\": \"23\", \"total_measure\": 46.0, \"share_within_group\": 14.330218068535826}, {\"y\": \"3\", \"X11\": \"24\", \"total_measure\": 46.0, \"share_within_group\": 14.330218068535826}, {\"y\": \"2\", \"X11\": \"-9\", \"total_measure\": -146.0, \"share_within_group\": 14.051973051010586}, {\"y\": \"3\", \"X11\": \"16\", \"total_measure\": 42.0, \"share_within_group\": 13.08411214953271}, {\"y\": \"2\", \"X11\": \"-8\", \"total_measure\": -120.0, \"share_within_group\": 11.549566891241579}, {\"y\": \"2\", \"X11\": \"-10\", \"total_measure\": -114.0, \"share_within_group\": 10.9720885466795}, {\"y\": \"3\", \"X11\": \"21\", \"total_measure\": 34.0, \"share_within_group\": 10.59190031152648}, {\"y\": \"3\", \"X11\": \"15\", \"total_measure\": 32.0, \"share_within_group\": 9.968847352024921}, {\"y\": \"1\", \"X11\": \"6\", \"total_measure\": 592.0, \"share_within_group\": 7.89859906604403}, {\"y\": \"1\", \"X11\": \"5\", \"total_measure\": 518.0, \"share_within_group\": 6.911274182788525}, {\"y\": \"1\", \"X11\": \"7\", \"total_measure\": 510.0, \"share_within_group\": 6.804536357571714}, {\"y\": \"1\", \"X11\": \"8\", \"total_measure\": 436.0, \"share_within_group\": 5.817211474316211}, {\"y\": \"1\", \"X11\": \"9\", \"total_measure\": 390.0, \"share_within_group\": 5.203468979319546}, {\"y\": \"1\", \"X11\": \"14\", \"total_measure\": 349.0, \"share_within_group\": 4.656437625083389}, {\"y\": \"1\", \"X11\": \"4\", \"total_measure\": 346.0, \"share_within_group\": 4.616410940627085}, {\"y\": \"1\", \"X11\": \"2\", \"total_measure\": 343.0, \"share_within_group\": 4.576384256170781}, {\"y\": \"1\", \"X11\": \"3\", \"total_measure\": 342.0, \"share_within_group\": 4.563042028018679}, {\"y\": \"1\", \"X11\": \"12\", \"total_measure\": 330.0, \"share_within_group\": 4.402935290193462}, {\"y\": \"1\", \"X11\": \"11\", \"total_measure\": 314.0, \"share_within_group\": 4.18945963975984}, {\"y\": \"1\", \"X11\": \"-1\", \"total_measure\": 307.0, \"share_within_group\": 4.09606404269513}, {\"y\": \"1\", \"X11\": \"13\", \"total_measure\": 302.0, \"share_within_group\": 4.029352901934623}, {\"y\": \"1\", \"X11\": \"10\", \"total_measure\": 280.0, \"share_within_group\": 3.735823882588392}, {\"y\": \"1\", \"X11\": \"1\", \"total_measure\": 269.0, \"share_within_group\": 3.5890593729152767}, {\"y\": \"1\", \"X11\": \"-2\", \"total_measure\": 259.0, \"share_within_group\": 3.4556370913942627}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 5.32}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7875bbb53b77f91ba6a195b60d61ac8c4a392101 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:54:10.815846+00:00", + "ended_at": "2026-05-26T00:55:12.909159+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_e3e333ba897efbaa", + "problem_id": "v2p_n6_811be91e434ecfda", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X10.", + "bindings": { + "group_col": "y", + "measure_col": "X10", + "item_col": "X11", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=25" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_e3e333ba897efbaa.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_e3e333ba897efbaa", + "api_calls": 0, + "input_tokens": 26052, + "cached_input_tokens": 24960, + "output_tokens": 3281, + "total_tokens": 29333, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2757, + "estimated_output_tokens": 185, + "estimated_total_tokens": 2942, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 62082.67, + "sql_execution_elapsed_ms_total": 5.32, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f51c656fceeeb91bb46ad2e28813b920fe76a741 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:55:12.902365+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 62082.67, "started_at": "2026-05-26T00:54:10.816556+00:00", "ended_at": "2026-05-26T00:55:12.899701+00:00", "prompt_metrics": {"chars": 8828, "bytes_utf8": 8828, "lines": 302, "estimated_tokens": 2757}, "response_metrics": {"chars": 608, "bytes_utf8": 608, "lines": 1, "estimated_tokens": 185}, "usage": {"input_tokens": 26052, "cached_input_tokens": 24960, "output_tokens": 3281, "reasoning_output_tokens": 3090}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X11\\\",\\n SUM(CAST(\\\"X10\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X10\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"X10\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X11\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiated the within-group share template with group_col=\\\"y\\\", item_col=\\\"X11\\\", and measure_col=\\\"X10\\\". \\\"X10\\\" is cast to REAL because the feature columns are stored as TEXT, and NULLIF avoids divide-by-zero when a group's X10 total is 0.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e3e333ba897efbaa/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f5e643e53c328dec4b164905e571d376611b1535 --- 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..226070211e999f8e4b1e0b2b43ee183e97e8d1c2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8821, "bytes_utf8": 8821, "lines": 302, "estimated_tokens": 2756}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 550, "bytes_utf8": 550, "lines": 1, "estimated_tokens": 162}, "usage": {"input_tokens": 26051, "cached_input_tokens": 24960, "output_tokens": 684, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b7b3e05b35b84b185e91ed8b534b1fc5bebbd3c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_e714d06596c58a41", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 684, + "total_tokens": 26735, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 162, + "estimated_total_tokens": 2918, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17463.85, + "sql_execution_elapsed_ms_total": 4.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a2dc031346a083bd3840811e4642f20ded90ec04 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:55:12.910186+00:00", + "ended_at": "2026-05-26T00:55:30.374184+00:00", + "elapsed_ms": 17463.85, + "prompt_metrics": { + "chars": 8821, + "bytes_utf8": 8821, + "lines": 302, + "estimated_tokens": 2756 + }, + "stdout_metrics": { + "chars": 934, + "bytes_utf8": 934, + "lines": 4, + "estimated_tokens": 298 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 106 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 550, + "bytes_utf8": 550, + "lines": 1, + "estimated_tokens": 162 + }, + "usage": { + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 684, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..965371db8562f6ae7bd7c6790be4e3788f0d98cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X14.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X14", + "item_col": "X15", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..57d9a9b5883667e869bcd76d5f060038ed7a73d8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c7-5136-7a92-83ff-8a2a73d5882e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X15\\\",\\n SUM(CAST(\\\"X14\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X14\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X14\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X15\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the provided Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"X15\\\", and measure_col=\\\"X14\\\". CAST(\\\"X14\\\" AS REAL) is applied because the SQLite schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26051,"cached_input_tokens":24960,"output_tokens":684,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..31887e484303094938ff8872627d988b7e3c96e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X15\",\n SUM(CAST(\"X14\" AS REAL)) AS total_measure,\n SUM(CAST(\"X14\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X14\" AS REAL))) OVER (PARTITION BY \"y\") AS share_within_group\nFROM \"n6\"\nGROUP BY \"y\", \"X15\"\nORDER BY share_within_group DESC;","notes":"Used the provided Within-Group Share of Total template with group_col=\"y\", item_col=\"X15\", and measure_col=\"X14\". CAST(\"X14\" AS REAL) is applied because the SQLite schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ee3f03f137a8e3ae55c637bf9f75d90ea4534ad7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:55:29.842834Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c7-5136-7a92-83ff-8a2a73d5882e.1779756912951517000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..85f1d2e3633e878b228ca3e5bd0a738ff0ea6198 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X14. +Result preview: [{"y": "3", "X15": "-7", "total_measure": -301.0, "share_within_group": 82.92011019283747}, {"y": "3", "X15": "-4", "total_measure": -238.0, "share_within_group": 65.56473829201101}, {"y": "3", "X15": "-6", "total_measure": -217.0, "share_within_group": 59.77961432506887}, {"y": "3", "X15": "-5", "total_measure": -179.0, "share_within_group": 49.31129476584022}, {"y": "3", "X15": "-8", "total_measure": -162.0, "share_within_group": 44.62809917355372}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d02ed4d94a4a82089356d21d12f00d78890e0a19 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_e714d06596c58a41 +-- problem_id: v2p_n6_f093a6f0a1b8e0a2 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X15", + SUM(CAST("X14" AS REAL)) AS total_measure, + SUM(CAST("X14" AS REAL)) * 100.0 / SUM(SUM(CAST("X14" AS REAL))) OVER (PARTITION BY "y") AS share_within_group +FROM "n6" +GROUP BY "y", "X15" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ff920ed8297bdf358dbdb78d95dc7227936c2211 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X15\",\n SUM(CAST(\"X14\" AS REAL)) AS total_measure,\n SUM(CAST(\"X14\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"X14\" AS REAL))) OVER (PARTITION BY \"y\") AS share_within_group\nFROM \"n6\"\nGROUP BY \"y\", \"X15\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X15\\\",\\n SUM(CAST(\\\"X14\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X14\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X14\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X15\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"y\", \"X15\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"3\", \"X15\": \"-7\", \"total_measure\": -301.0, \"share_within_group\": 82.92011019283747}, {\"y\": \"3\", \"X15\": \"-4\", \"total_measure\": -238.0, \"share_within_group\": 65.56473829201101}, {\"y\": \"3\", \"X15\": \"-6\", \"total_measure\": -217.0, \"share_within_group\": 59.77961432506887}, {\"y\": \"3\", \"X15\": \"-5\", \"total_measure\": -179.0, \"share_within_group\": 49.31129476584022}, {\"y\": \"3\", \"X15\": \"-8\", \"total_measure\": -162.0, \"share_within_group\": 44.62809917355372}, {\"y\": \"2\", \"X15\": \"-9\", \"total_measure\": -303.0, \"share_within_group\": 40.780619111709285}, {\"y\": \"3\", \"X15\": \"-10\", \"total_measure\": -135.0, \"share_within_group\": 37.1900826446281}, {\"y\": \"2\", \"X15\": \"-5\", \"total_measure\": -229.0, \"share_within_group\": 30.82099596231494}, {\"y\": \"3\", \"X15\": \"-9\", \"total_measure\": -109.0, \"share_within_group\": 30.02754820936639}, {\"y\": \"2\", \"X15\": \"-7\", \"total_measure\": -210.0, \"share_within_group\": 28.263795423956932}, {\"y\": \"2\", \"X15\": \"3\", \"total_measure\": -184.0, \"share_within_group\": 24.764468371467025}, {\"y\": \"2\", \"X15\": \"-6\", \"total_measure\": -182.0, \"share_within_group\": 24.49528936742934}, {\"y\": \"2\", \"X15\": \"-1\", \"total_measure\": -160.0, \"share_within_group\": 21.534320323014803}, {\"y\": \"3\", \"X15\": \"5\", \"total_measure\": -73.0, \"share_within_group\": 20.110192837465565}, {\"y\": \"3\", \"X15\": \"-12\", \"total_measure\": -69.0, \"share_within_group\": 19.00826446280992}, {\"y\": \"3\", \"X15\": \"-14\", \"total_measure\": -68.0, \"share_within_group\": 18.732782369146005}, {\"y\": \"2\", \"X15\": \"-3\", \"total_measure\": -130.0, \"share_within_group\": 17.49663526244953}, {\"y\": \"2\", \"X15\": \"-8\", \"total_measure\": -130.0, \"share_within_group\": 17.49663526244953}, {\"y\": \"2\", \"X15\": \"-10\", \"total_measure\": -127.0, \"share_within_group\": 17.092866756393}, {\"y\": \"2\", \"X15\": \"-2\", \"total_measure\": -103.0, \"share_within_group\": 13.86271870794078}, {\"y\": \"3\", \"X15\": \"0\", \"total_measure\": -45.0, \"share_within_group\": 12.396694214876034}, {\"y\": \"3\", \"X15\": \"-3\", \"total_measure\": -35.0, \"share_within_group\": 9.641873278236915}, {\"y\": \"3\", \"X15\": \"6\", \"total_measure\": -34.0, \"share_within_group\": 9.366391184573002}, {\"y\": \"3\", \"X15\": \"-11\", \"total_measure\": -33.0, \"share_within_group\": 9.090909090909092}, {\"y\": \"2\", \"X15\": \"1\", \"total_measure\": -67.0, \"share_within_group\": 9.01749663526245}, {\"y\": \"3\", \"X15\": \"-17\", \"total_measure\": -29.0, \"share_within_group\": 7.988980716253444}, {\"y\": \"1\", \"X15\": \"7\", \"total_measure\": 564.0, \"share_within_group\": 7.7345035655512895}, {\"y\": \"1\", \"X15\": \"9\", \"total_measure\": 535.0, \"share_within_group\": 7.336807460230389}, {\"y\": \"3\", \"X15\": \"19\", \"total_measure\": -26.0, \"share_within_group\": 7.162534435261708}, {\"y\": \"1\", \"X15\": \"13\", \"total_measure\": 510.0, \"share_within_group\": 6.993965990126165}, {\"y\": \"1\", \"X15\": \"18\", \"total_measure\": 496.0, \"share_within_group\": 6.8019747668678}, {\"y\": \"1\", \"X15\": \"10\", \"total_measure\": 463.0, \"share_within_group\": 6.349424026330225}, {\"y\": \"1\", \"X15\": \"14\", \"total_measure\": 447.0, \"share_within_group\": 6.1300054854635215}, {\"y\": \"2\", \"X15\": \"0\", \"total_measure\": -45.0, \"share_within_group\": 6.056527590847914}, {\"y\": \"1\", \"X15\": \"8\", \"total_measure\": 433.0, \"share_within_group\": 5.938014262205156}, {\"y\": \"1\", \"X15\": \"11\", \"total_measure\": 419.0, \"share_within_group\": 5.746023038946791}, {\"y\": \"1\", \"X15\": \"6\", \"total_measure\": 408.0, \"share_within_group\": 5.595172792100932}, {\"y\": \"1\", \"X15\": \"5\", \"total_measure\": 400.0, \"share_within_group\": 5.485463521667581}, {\"y\": \"1\", \"X15\": \"4\", \"total_measure\": 377.0, \"share_within_group\": 5.170049369171695}, {\"y\": \"1\", \"X15\": \"2\", \"total_measure\": 374.0, \"share_within_group\": 5.128908392759188}, {\"y\": \"1\", \"X15\": \"22\", \"total_measure\": 362.0, \"share_within_group\": 4.964344487109161}, {\"y\": \"3\", \"X15\": \"-16\", \"total_measure\": -18.0, \"share_within_group\": 4.958677685950414}, {\"y\": \"3\", \"X15\": \"-18\", \"total_measure\": -18.0, \"share_within_group\": 4.958677685950414}, {\"y\": \"1\", \"X15\": \"3\", \"total_measure\": 360.0, \"share_within_group\": 4.9369171695008225}, {\"y\": \"1\", \"X15\": \"16\", \"total_measure\": 321.0, \"share_within_group\": 4.402084476138234}, {\"y\": \"1\", \"X15\": \"-5\", \"total_measure\": 289.0, \"share_within_group\": 3.9632473944048274}, {\"y\": \"0\", \"X15\": \"-94\", \"total_measure\": -1146.0, \"share_within_group\": 3.8883045499270517}, {\"y\": \"1\", \"X15\": \"-2\", \"total_measure\": 279.0, \"share_within_group\": 3.8261108063631375}, {\"y\": \"1\", \"X15\": \"1\", \"total_measure\": 279.0, \"share_within_group\": 3.8261108063631375}, {\"y\": \"1\", \"X15\": \"23\", \"total_measure\": 272.0, \"share_within_group\": 3.730115194733955}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.44}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..09a360b8b398eabafeee1b79f61145cb0ea51b6a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:55:12.909527+00:00", + "ended_at": "2026-05-26T00:55:30.382960+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_e714d06596c58a41", + "problem_id": "v2p_n6_f093a6f0a1b8e0a2", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X14.", + "bindings": { + "group_col": "y", + "measure_col": "X14", + "item_col": "X15", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=29" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_e714d06596c58a41.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_e714d06596c58a41", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 684, + "total_tokens": 26735, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 162, + "estimated_total_tokens": 2918, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17463.85, + "sql_execution_elapsed_ms_total": 4.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d02e0676159d38b5489033384ca34d5adedcc595 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:55:30.376763+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17463.85, "started_at": "2026-05-26T00:55:12.910186+00:00", "ended_at": "2026-05-26T00:55:30.374184+00:00", "prompt_metrics": {"chars": 8821, "bytes_utf8": 8821, "lines": 302, "estimated_tokens": 2756}, "response_metrics": {"chars": 550, "bytes_utf8": 550, "lines": 1, "estimated_tokens": 162}, "usage": {"input_tokens": 26051, "cached_input_tokens": 24960, "output_tokens": 684, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:55:29.842834Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c7-5136-7a92-83ff-8a2a73d5882e.1779756912951517000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X15\\\",\\n SUM(CAST(\\\"X14\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"X14\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"X14\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\") AS share_within_group\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X15\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the provided Within-Group Share of Total template with group_col=\\\"y\\\", item_col=\\\"X15\\\", and measure_col=\\\"X14\\\". CAST(\\\"X14\\\" AS REAL) is applied because the SQLite schema stores feature columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..71972608defc2a207470d4652efa300b29938d83 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_e714d06596c58a41", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 684, + "total_tokens": 26735, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 162, + "estimated_total_tokens": 2918, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17463.85, + "sql_execution_elapsed_ms_total": 4.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_e714d06596c58a41/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b6bc3ec3af7fa375eb6e50b5c692580a0118b84b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 9222, "bytes_utf8": 9222, "lines": 303, "estimated_tokens": 2845}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 767, "bytes_utf8": 767, "lines": 1, "estimated_tokens": 213}, "usage": {"input_tokens": 26140, "cached_input_tokens": 24960, "output_tokens": 735, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e922d62c927de53727ef3934f94cf9fbc3ef23f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_f6c157177c90a398", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 735, + "total_tokens": 26875, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 213, + "estimated_total_tokens": 3058, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16932.34, + "sql_execution_elapsed_ms_total": 2.12, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..df4a9cbfdff28cdcb0e8cd0449caaf334a89a106 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:55:30.384028+00:00", + "ended_at": "2026-05-26T00:55:47.316528+00:00", + "elapsed_ms": 16932.34, + "prompt_metrics": { + "chars": 9222, + "bytes_utf8": 9222, + "lines": 303, + "estimated_tokens": 2845 + }, + "stdout_metrics": { + "chars": 1170, + "bytes_utf8": 1170, + "lines": 4, + "estimated_tokens": 354 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 767, + "bytes_utf8": 767, + "lines": 1, + "estimated_tokens": 213 + }, + "usage": { + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 735, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9d3aff1ed2f5cfdb6821098dbc3b032e8cd246ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,303 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..81d0c54b17a1879b6a70ab5160d7ab1919b43126 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c7-9574-79b1-af12-1e4bc1106570"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT\\n \\\"y\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the planned grouped-ratio template with both group_col and condition_col bound to \\\"y\\\". Because the grouping column and condition column are the same, most groups will have a zero denominator and return NULL via NULLIF; only the \\\"y\\\"='1' group has a nonzero denominator.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26140,"cached_input_tokens":24960,"output_tokens":735,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..58b3ee6baec0eacbe867c7c1bbb01a8e6fc25ab4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT\n \"y\",\n SUM(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n6\"\n GROUP BY \"y\"\n)\nSELECT\n \"y\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Uses the planned grouped-ratio template with both group_col and condition_col bound to \"y\". Because the grouping column and condition column are the same, most groups will have a zero denominator and return NULL via NULLIF; only the \"y\"='1' group has a nonzero denominator."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0113a6bc837802d248ad29c199273bc7176972ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y. +Result preview: [{"y": "1", "condition_ratio": 0.0}, {"y": "0", "condition_ratio": null}, {"y": "2", "condition_ratio": null}, {"y": "3", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..9eb2f1543c6d46d9351250376d42d61b8336069b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/generated_sql.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n6_f6c157177c90a398 +-- problem_id: v2p_n6_950289f6262cd3fb +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "y", + SUM(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n6" + GROUP BY "y" +) +SELECT + "y", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..61c7c09cb246462434bc98c6c87beb6b2d48e1ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH \"grouped\" AS (\n SELECT\n \"y\",\n SUM(CASE WHEN \"y\" = '0' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"y\" = '1' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n6\"\n GROUP BY \"y\"\n)\nSELECT\n \"y\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT\\n \\\"y\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"y\", \"condition_ratio\"], \"rows\": [{\"y\": \"1\", \"condition_ratio\": 0.0}, {\"y\": \"0\", \"condition_ratio\": null}, {\"y\": \"2\", \"condition_ratio\": null}, {\"y\": \"3\", \"condition_ratio\": null}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.12}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..da73c8270a276cae015b398f8c08a4b4ff6d54e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:55:30.383317+00:00", + "ended_at": "2026-05-26T00:55:47.323502+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_f6c157177c90a398", + "problem_id": "v2p_n6_950289f6262cd3fb", + "dataset_id": "n6", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=y, condition_col=y.", + "bindings": { + "group_col": "y", + "condition_col": "y", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 8.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=41" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_f6c157177c90a398.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_f6c157177c90a398", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 735, + "total_tokens": 26875, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 213, + "estimated_total_tokens": 3058, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16932.34, + "sql_execution_elapsed_ms_total": 2.12, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..097815b32f28d73dc03c38c22cd2bb07e96f06d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:55:47.319342+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16932.34, "started_at": "2026-05-26T00:55:30.384028+00:00", "ended_at": "2026-05-26T00:55:47.316528+00:00", "prompt_metrics": {"chars": 9222, "bytes_utf8": 9222, "lines": 303, "estimated_tokens": 2845}, "response_metrics": {"chars": 767, "bytes_utf8": 767, "lines": 1, "estimated_tokens": 213}, "usage": {"input_tokens": 26140, "cached_input_tokens": 24960, "output_tokens": 735, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"y\\\",\\n SUM(CASE WHEN \\\"y\\\" = '0' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"y\\\" = '1' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n6\\\"\\n GROUP BY \\\"y\\\"\\n)\\nSELECT\\n \\\"y\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the planned grouped-ratio template with both group_col and condition_col bound to \\\"y\\\". Because the grouping column and condition column are the same, most groups will have a zero denominator and return NULL via NULLIF; only the \\\"y\\\"='1' group has a nonzero denominator.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8156714867c2ad94f60d71181052a797dd5aa7ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_f6c157177c90a398", + "api_calls": 0, + "input_tokens": 26140, + "cached_input_tokens": 24960, + "output_tokens": 735, + "total_tokens": 26875, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2845, + "estimated_output_tokens": 213, + "estimated_total_tokens": 3058, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16932.34, + "sql_execution_elapsed_ms_total": 2.12, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_f6c157177c90a398/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3ad2f3532dae8e335482757050856e111650d766 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8821, "bytes_utf8": 8821, "lines": 302, "estimated_tokens": 2756}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 521, "bytes_utf8": 521, "lines": 1, "estimated_tokens": 164}, "usage": {"input_tokens": 26051, "cached_input_tokens": 24960, "output_tokens": 686, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c2b3fb570065aff54afa624f6b8b34de5feb797f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_fbe46781a6b3ea71", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 686, + "total_tokens": 26737, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 164, + "estimated_total_tokens": 2920, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16350.36, + "sql_execution_elapsed_ms_total": 4.93, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9c737eff57be398f6b6d6cba2b3c11b856635b5d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:55:47.324544+00:00", + "ended_at": "2026-05-26T00:56:03.675050+00:00", + "elapsed_ms": 16350.36, + "prompt_metrics": { + "chars": 8821, + "bytes_utf8": 8821, + "lines": 302, + "estimated_tokens": 2756 + }, + "stdout_metrics": { + "chars": 917, + "bytes_utf8": 917, + "lines": 4, + "estimated_tokens": 305 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 106 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 521, + "bytes_utf8": 521, + "lines": 1, + "estimated_tokens": 164 + }, + "usage": { + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 686, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..df5cff4d8b6ca0a62bb281d3cde958899763dfed --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,302 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X9.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "y", + "measure_col": "X9", + "item_col": "X10", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cc245fc6beed42498a1fc9856a213b4b2a4b5bf5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c7-d7a2-7c61-950e-0d93ac2dfa6c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X10\\\",\\n SUM(CAST(\\\"X9\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X9\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"X9\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X10\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the provided template with group_col=\\\"y\\\", item_col=\\\"X10\\\", and measure_col=\\\"X9\\\". Cast \\\"X9\\\" to REAL because the schema stores feature columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":26051,"cached_input_tokens":24960,"output_tokens":686,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9e541f577a7bda131f5a04e679ba9ba8f120e06d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X10\",\n SUM(CAST(\"X9\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"X9\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\"X9\" AS REAL))) OVER (PARTITION BY \"y\"), 0) AS \"share_within_group\"\nFROM \"n6\"\nGROUP BY \"y\", \"X10\"\nORDER BY \"share_within_group\" DESC;","notes":"Used the provided template with group_col=\"y\", item_col=\"X10\", and measure_col=\"X9\". Cast \"X9\" to REAL because the schema stores feature columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3ccc7d120bd333a3e1c48b7aa421558d0a576761 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:56:02.914547Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c7-d7a2-7c61-950e-0d93ac2dfa6c.1779756947362940000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..90874306dddb719bcf3dd431c27fc8cb31cf9388 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X9. +Result preview: [{"y": "2", "X10": "6", "total_measure": -352.0, "share_within_group": 178.6802030456853}, {"y": "2", "X10": "5", "total_measure": -315.0, "share_within_group": 159.89847715736042}, {"y": "2", "X10": "-4", "total_measure": -274.0, "share_within_group": 139.08629441624365}, {"y": "2", "X10": "9", "total_measure": -225.0, "share_within_group": 114.21319796954315}, {"y": "2", "X10": "8", "total_measure": -206.0, "share_within_group": 104.56852791878173}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..660667db09addf135ed75b5018deb3d7c1b20627 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_fbe46781a6b3ea71 +-- problem_id: v2p_n6_735cca90a3071339 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X10", + SUM(CAST("X9" AS REAL)) AS "total_measure", + SUM(CAST("X9" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST("X9" AS REAL))) OVER (PARTITION BY "y"), 0) AS "share_within_group" +FROM "n6" +GROUP BY "y", "X10" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..540cf3fd12ffd8fbcec231e40f85bead163bf794 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"y\", \"X10\",\n SUM(CAST(\"X9\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"X9\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\"X9\" AS REAL))) OVER (PARTITION BY \"y\"), 0) AS \"share_within_group\"\nFROM \"n6\"\nGROUP BY \"y\", \"X10\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X10\\\",\\n SUM(CAST(\\\"X9\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X9\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"X9\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X10\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"y\", \"X10\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"y\": \"2\", \"X10\": \"6\", \"total_measure\": -352.0, \"share_within_group\": 178.6802030456853}, {\"y\": \"2\", \"X10\": \"5\", \"total_measure\": -315.0, \"share_within_group\": 159.89847715736042}, {\"y\": \"2\", \"X10\": \"-4\", \"total_measure\": -274.0, \"share_within_group\": 139.08629441624365}, {\"y\": \"2\", \"X10\": \"9\", \"total_measure\": -225.0, \"share_within_group\": 114.21319796954315}, {\"y\": \"2\", \"X10\": \"8\", \"total_measure\": -206.0, \"share_within_group\": 104.56852791878173}, {\"y\": \"2\", \"X10\": \"7\", \"total_measure\": -136.0, \"share_within_group\": 69.03553299492386}, {\"y\": \"2\", \"X10\": \"2\", \"total_measure\": -135.0, \"share_within_group\": 68.52791878172589}, {\"y\": \"2\", \"X10\": \"3\", \"total_measure\": -133.0, \"share_within_group\": 67.51269035532995}, {\"y\": \"2\", \"X10\": \"1\", \"total_measure\": -89.0, \"share_within_group\": 45.17766497461929}, {\"y\": \"2\", \"X10\": \"4\", \"total_measure\": -84.0, \"share_within_group\": 42.63959390862944}, {\"y\": \"3\", \"X10\": \"5\", \"total_measure\": 193.0, \"share_within_group\": 42.417582417582416}, {\"y\": \"3\", \"X10\": \"14\", \"total_measure\": 182.0, \"share_within_group\": 40.0}, {\"y\": \"3\", \"X10\": \"8\", \"total_measure\": 134.0, \"share_within_group\": 29.45054945054945}, {\"y\": \"3\", \"X10\": \"3\", \"total_measure\": 130.0, \"share_within_group\": 28.571428571428573}, {\"y\": \"2\", \"X10\": \"-14\", \"total_measure\": -54.0, \"share_within_group\": 27.411167512690355}, {\"y\": \"3\", \"X10\": \"16\", \"total_measure\": 119.0, \"share_within_group\": 26.153846153846153}, {\"y\": \"3\", \"X10\": \"11\", \"total_measure\": 117.0, \"share_within_group\": 25.714285714285715}, {\"y\": \"3\", \"X10\": \"19\", \"total_measure\": 115.0, \"share_within_group\": 25.274725274725274}, {\"y\": \"2\", \"X10\": \"-15\", \"total_measure\": -48.0, \"share_within_group\": 24.365482233502537}, {\"y\": \"3\", \"X10\": \"9\", \"total_measure\": 107.0, \"share_within_group\": 23.516483516483518}, {\"y\": \"3\", \"X10\": \"15\", \"total_measure\": 106.0, \"share_within_group\": 23.296703296703296}, {\"y\": \"2\", \"X10\": \"-19\", \"total_measure\": -44.0, \"share_within_group\": 22.33502538071066}, {\"y\": \"3\", \"X10\": \"2\", \"total_measure\": 96.0, \"share_within_group\": 21.0989010989011}, {\"y\": \"2\", \"X10\": \"-23\", \"total_measure\": -40.0, \"share_within_group\": 20.304568527918782}, {\"y\": \"2\", \"X10\": \"-28\", \"total_measure\": -40.0, \"share_within_group\": 20.304568527918782}, {\"y\": \"2\", \"X10\": \"10\", \"total_measure\": -40.0, \"share_within_group\": 20.304568527918782}, {\"y\": \"2\", \"X10\": \"-27\", \"total_measure\": -38.0, \"share_within_group\": 19.289340101522843}, {\"y\": \"3\", \"X10\": \"18\", \"total_measure\": 76.0, \"share_within_group\": 16.703296703296704}, {\"y\": \"3\", \"X10\": \"6\", \"total_measure\": 75.0, \"share_within_group\": 16.483516483516482}, {\"y\": \"3\", \"X10\": \"22\", \"total_measure\": 71.0, \"share_within_group\": 15.604395604395604}, {\"y\": \"3\", \"X10\": \"4\", \"total_measure\": 57.0, \"share_within_group\": 12.527472527472527}, {\"y\": \"3\", \"X10\": \"24\", \"total_measure\": 56.0, \"share_within_group\": 12.307692307692308}, {\"y\": \"3\", \"X10\": \"12\", \"total_measure\": 53.0, \"share_within_group\": 11.648351648351648}, {\"y\": \"3\", \"X10\": \"17\", \"total_measure\": 53.0, \"share_within_group\": 11.648351648351648}, {\"y\": \"2\", \"X10\": \"18\", \"total_measure\": -19.0, \"share_within_group\": 9.644670050761421}, {\"y\": \"3\", \"X10\": \"46\", \"total_measure\": 38.0, \"share_within_group\": 8.351648351648352}, {\"y\": \"3\", \"X10\": \"10\", \"total_measure\": 37.0, \"share_within_group\": 8.131868131868131}, {\"y\": \"3\", \"X10\": \"21\", \"total_measure\": 36.0, \"share_within_group\": 7.912087912087912}, {\"y\": \"3\", \"X10\": \"35\", \"total_measure\": 33.0, \"share_within_group\": 7.252747252747253}, {\"y\": \"3\", \"X10\": \"-3\", \"total_measure\": 28.0, \"share_within_group\": 6.153846153846154}, {\"y\": \"3\", \"X10\": \"32\", \"total_measure\": 27.0, \"share_within_group\": 5.934065934065934}, {\"y\": \"3\", \"X10\": \"37\", \"total_measure\": 24.0, \"share_within_group\": 5.274725274725275}, {\"y\": \"1\", \"X10\": \"23\", \"total_measure\": 689.0, \"share_within_group\": 5.194119864304561}, {\"y\": \"2\", \"X10\": \"21\", \"total_measure\": -10.0, \"share_within_group\": 5.0761421319796955}, {\"y\": \"1\", \"X10\": \"13\", \"total_measure\": 632.0, \"share_within_group\": 4.764417640407086}, {\"y\": \"3\", \"X10\": \"13\", \"total_measure\": 21.0, \"share_within_group\": 4.615384615384615}, {\"y\": \"2\", \"X10\": \"23\", \"total_measure\": -9.0, \"share_within_group\": 4.568527918781726}, {\"y\": \"3\", \"X10\": \"25\", \"total_measure\": 20.0, \"share_within_group\": 4.395604395604396}, {\"y\": \"3\", \"X10\": \"26\", \"total_measure\": 20.0, \"share_within_group\": 4.395604395604396}, {\"y\": \"1\", \"X10\": \"17\", \"total_measure\": 567.0, \"share_within_group\": 4.274406332453826}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 4.93}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..697fb6f3ea541c552b7902ec1f07a07dd771301e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:55:47.323927+00:00", + "ended_at": "2026-05-26T00:56:03.684718+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_fbe46781a6b3ea71", + "problem_id": "v2p_n6_735cca90a3071339", + "dataset_id": "n6", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X9.", + "bindings": { + "group_col": "y", + "measure_col": "X9", + "item_col": "X10", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 5.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=24" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_fbe46781a6b3ea71.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_fbe46781a6b3ea71", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 686, + "total_tokens": 26737, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 164, + "estimated_total_tokens": 2920, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16350.36, + "sql_execution_elapsed_ms_total": 4.93, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5390e086e7d48e1ca780921c0726c2d29eb0a0aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:56:03.677933+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16350.36, "started_at": "2026-05-26T00:55:47.324544+00:00", "ended_at": "2026-05-26T00:56:03.675050+00:00", "prompt_metrics": {"chars": 8821, "bytes_utf8": 8821, "lines": 302, "estimated_tokens": 2756}, "response_metrics": {"chars": 521, "bytes_utf8": 521, "lines": 1, "estimated_tokens": 164}, "usage": {"input_tokens": 26051, "cached_input_tokens": 24960, "output_tokens": 686, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T00:56:02.914547Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c7-d7a2-7c61-950e-0d93ac2dfa6c.1779756947362940000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"y\\\", \\\"X10\\\",\\n SUM(CAST(\\\"X9\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"X9\\\" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST(\\\"X9\\\" AS REAL))) OVER (PARTITION BY \\\"y\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"n6\\\"\\nGROUP BY \\\"y\\\", \\\"X10\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the provided template with group_col=\\\"y\\\", item_col=\\\"X10\\\", and measure_col=\\\"X9\\\". Cast \\\"X9\\\" to REAL because the schema stores feature columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..750bd50ced636f724bd772a8d148ac74068456b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fbe46781a6b3ea71/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_fbe46781a6b3ea71", + "api_calls": 0, + "input_tokens": 26051, + "cached_input_tokens": 24960, + "output_tokens": 686, + "total_tokens": 26737, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2756, + "estimated_output_tokens": 164, + "estimated_total_tokens": 2920, + "usage_source": 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+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 8505, "bytes_utf8": 8505, "lines": 300, "estimated_tokens": 2650}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 374, "bytes_utf8": 374, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 25945, "cached_input_tokens": 24960, "output_tokens": 316, "reasoning_output_tokens": 209}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..86818db5c695a51870ea824617a5bee88f213875 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_fc4ad965fcfb3540", + "api_calls": 0, + "input_tokens": 25945, + "cached_input_tokens": 24960, + "output_tokens": 316, + "total_tokens": 26261, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2650, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2751, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9828.89, + "sql_execution_elapsed_ms_total": 6.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..74617ba66a03506b7b5d63c08e8549f6b1a56175 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:56:03.685867+00:00", + "ended_at": "2026-05-26T00:56:13.514874+00:00", + "elapsed_ms": 9828.89, + "prompt_metrics": { + "chars": 8505, + "bytes_utf8": 8505, + "lines": 300, + "estimated_tokens": 2650 + }, + "stdout_metrics": { + "chars": 740, + "bytes_utf8": 740, + "lines": 4, + "estimated_tokens": 222 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 374, + "bytes_utf8": 374, + "lines": 1, + "estimated_tokens": 101 + }, + "usage": { + "input_tokens": 25945, + "cached_input_tokens": 24960, + "output_tokens": 316, + "reasoning_output_tokens": 209 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..36496cce9045e22027b7af77a4f39f3565c2ff41 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,300 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n6 +- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset +- table_name: n6 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 16 feature columns and target `y`. +- task_type: classification +- target_column: y +- main_row_count: 8000 +- important_fields: +- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1. +- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2. +- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3. +- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4. +- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5. +- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6. +- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7. +- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8. +- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9. +- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10. +- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11. +- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12. +- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13. +- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14. +- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15. +- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16. +- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y. +- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']] +- fields_requiring_caution: ['y', 'X1', 'X2', 'X3'] +- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset + +SQLite schema snapshot: +{ + "table_name": "n6", + "quoted_table_name": "\"n6\"", + "row_count": 8000, + "columns": [ + { + "name": "X1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "X16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "y", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "X1": "4", + "X2": "7", + "X3": "18", + "X4": "25", + "X5": "28", + "X6": "27", + "X7": "20", + "X8": "10", + "X9": "-10", + "X10": "-18", + "X11": "-20", + "X12": "-16", + "X13": "13", + "X14": "32", + "X15": "12", + "X16": "10", + "y": "0" + }, + { + "X1": "87", + "X2": "114", + "X3": "120", + "X4": "106", + "X5": "76", + "X6": "54", + "X7": "28", + "X8": "5", + "X9": "-19", + "X10": "-49", + "X11": "-85", + "X12": "-102", + "X13": "-100", + "X14": "-89", + "X15": "-61", + "X16": "-21", + "y": "0" + }, + { + "X1": "-131", + "X2": "-133", + "X3": "-140", + "X4": "-131", + "X5": "-123", + "X6": "-108", + "X7": "-58", + "X8": "-51", + "X9": "-70", + "X10": "-77", + "X11": "-76", + "X12": "-76", + "X13": "-73", + "X14": "-57", + "X15": "-40", + "X16": "-14", + "y": "0" + }, + { + "X1": "68", + "X2": "104", + "X3": "73", + "X4": "34", + "X5": "-12", + "X6": "-26", + "X7": "-38", + "X8": "-36", + "X9": "-67", + "X10": "-88", + "X11": "-25", + "X12": "31", + "X13": "18", + "X14": "-4", + "X15": "6", + "X16": "-29", + "y": "0" + }, + { + "X1": "-67", + "X2": "-90", + "X3": "-97", + "X4": "-94", + "X5": "-86", + "X6": "-71", + "X7": "-43", + "X8": "-11", + "X9": "23", + "X10": "46", + "X11": "58", + "X12": "50", + "X13": "39", + "X14": "19", + "X15": "-9", + "X16": "-41", + "y": "0" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n6", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X7.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "y", + "measure_col": "X7", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d34fdf5ae903899cd365721e904e925d0912e9df --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c8-178d-7ee0-a6f7-086f56e83b39"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"X7\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the provided Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X7\\\". Cast \\\"X7\\\" to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":25945,"cached_input_tokens":24960,"output_tokens":316,"reasoning_output_tokens":209}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..56abce6fc16ddfe5017963a510ae62c18a822f63 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"y\",\n AVG(CAST(\"X7\" AS REAL)) OVER (PARTITION BY \"y\") AS \"avg_measure\"\nFROM \"n6\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the provided Window Partition Average template with group_col=\"y\" and measure_col=\"X7\". Cast \"X7\" to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ee5962c5f6f14a7f2de03d2c7e025062343802a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X7. +Result preview: [{"y": "3", "avg_measure": 0.0035}, {"y": "2", "avg_measure": -0.449}, {"y": "1", "avg_measure": -0.8735}, {"y": "0", "avg_measure": -12.2735}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..07b12e9610c8dca7935f1bc5bb838d3e040fbd89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_fc4ad965fcfb3540 +-- problem_id: v2p_n6_9d61a65500e52260 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "y", + AVG(CAST("X7" AS REAL)) OVER (PARTITION BY "y") AS "avg_measure" +FROM "n6" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..31d71bf7e8c5f278fbd28f19d9e31e38bb5dd5e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT \"y\",\n AVG(CAST(\"X7\" AS REAL)) OVER (PARTITION BY \"y\") AS \"avg_measure\"\nFROM \"n6\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"X7\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"y\", \"avg_measure\"], \"rows\": [{\"y\": \"3\", \"avg_measure\": 0.0035}, {\"y\": \"2\", \"avg_measure\": -0.449}, {\"y\": \"1\", \"avg_measure\": -0.8735}, {\"y\": \"0\", \"avg_measure\": -12.2735}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 6.03}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..78f18e3d9fa3078a34378d49272ede6209c9922a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n6", + "started_at": "2026-05-26T00:56:03.685160+00:00", + "ended_at": "2026-05-26T00:56:13.526131+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n6_fc4ad965fcfb3540", + "problem_id": "v2p_n6_9d61a65500e52260", + "dataset_id": "n6", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X7.", + "bindings": { + "group_col": "y", + "measure_col": "X7", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=54" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_fc4ad965fcfb3540.sql", + "usage_summary": { + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_fc4ad965fcfb3540", + "api_calls": 0, + "input_tokens": 25945, + "cached_input_tokens": 24960, + "output_tokens": 316, + "total_tokens": 26261, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2650, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2751, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9828.89, + "sql_execution_elapsed_ms_total": 6.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0eb4528efb75c20f0fd478b260a1090649d598c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:56:13.518679+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 9828.89, "started_at": "2026-05-26T00:56:03.685867+00:00", "ended_at": "2026-05-26T00:56:13.514874+00:00", "prompt_metrics": {"chars": 8505, "bytes_utf8": 8505, "lines": 300, "estimated_tokens": 2650}, "response_metrics": {"chars": 374, "bytes_utf8": 374, "lines": 1, "estimated_tokens": 101}, "usage": {"input_tokens": 25945, "cached_input_tokens": 24960, "output_tokens": 316, "reasoning_output_tokens": 209}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT \\\"y\\\",\\n AVG(CAST(\\\"X7\\\" AS REAL)) OVER (PARTITION BY \\\"y\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n6\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the provided Window Partition Average template with group_col=\\\"y\\\" and measure_col=\\\"X7\\\". Cast \\\"X7\\\" to REAL because the SQLite schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..50b2b6b8f2c490b36c9f8222313e9dacda374ad2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n6", + "model": "v2-cli:codex", + "run_id": "v2q_n6_fc4ad965fcfb3540", + "api_calls": 0, + "input_tokens": 25945, + "cached_input_tokens": 24960, + "output_tokens": 316, + "total_tokens": 26261, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 2650, + "estimated_output_tokens": 101, + "estimated_total_tokens": 2751, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9828.89, + "sql_execution_elapsed_ms_total": 6.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/artifacts/v2q_n6_fc4ad965fcfb3540/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_002bfb04c0038154.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_002bfb04c0038154.sql new file mode 100644 index 0000000000000000000000000000000000000000..933c097c949a558958f53e4acb6920c82a3a80ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_002bfb04c0038154.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_002bfb04c0038154 +-- problem_id: v2p_n6_354a8fc4e34c2bf6 +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + "X12", + SUM(CAST("X11" AS REAL)) AS total_measure, + SUM(CAST("X11" AS REAL)) * 100.0 / SUM(SUM(CAST("X11" AS REAL))) OVER (PARTITION BY "y") AS share_within_group +FROM "n6" +GROUP BY "y", "X12" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_004ca483ea0263e1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_004ca483ea0263e1.sql new file mode 100644 index 0000000000000000000000000000000000000000..0611a0f0ed974b86ccd8e1fb6f3ee486617dda8c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_004ca483ea0263e1.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n6_004ca483ea0263e1 +-- problem_id: v2p_n6_ba9521820f2052d1 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", COUNT(*) AS "row_count" +FROM "n6" +GROUP BY "y" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_043d104aa126e1ac.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_043d104aa126e1ac.sql new file mode 100644 index 0000000000000000000000000000000000000000..df65335001572c7fdd6e2d66efbf0ca975f15e87 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_043d104aa126e1ac.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_043d104aa126e1ac +-- problem_id: v2p_n6_f8b66587eae18361 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X3", + SUM(CAST("X2" AS REAL)) AS total_measure, + SUM(CAST("X2" AS REAL)) * 100.0 / SUM(SUM(CAST("X2" AS REAL))) OVER (PARTITION BY "y") AS share_within_group +FROM "n6" +GROUP BY "y", "X3" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_0454066871070eef.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_0454066871070eef.sql new file mode 100644 index 0000000000000000000000000000000000000000..0269bfe4b9ae28487547f4754a094f05514fd850 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_0454066871070eef.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_0454066871070eef +-- problem_id: v2p_n6_024cf89b095573e7 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS condition_rate +FROM "n6" +GROUP BY "y" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_086d314cc9fd4539.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_086d314cc9fd4539.sql new file mode 100644 index 0000000000000000000000000000000000000000..ebc02d2ec4b8dafda3893953103915ce412ff639 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_086d314cc9fd4539.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_086d314cc9fd4539 +-- problem_id: v2p_n6_2ff205190cec5776 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "y", + AVG(CAST("X4" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "n6" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_0f9eb7a61da03b8e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_0f9eb7a61da03b8e.sql new file mode 100644 index 0000000000000000000000000000000000000000..c0cc1e7fda95b457e6e0196a049441206239f4cb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_0f9eb7a61da03b8e.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_0f9eb7a61da03b8e +-- problem_id: v2p_n6_211869e8380e91b7 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X1" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "n6" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1036168da76f370e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1036168da76f370e.sql new file mode 100644 index 0000000000000000000000000000000000000000..ae1aedfc3c48c73d212015ada45cec96e0b7c146 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1036168da76f370e.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n6_1036168da76f370e +-- problem_id: v2p_n6_bd3a99739bb5d78a +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "y", + SUM(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS denominator_count + FROM "n6" + GROUP BY "y" +) +SELECT "y", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_114117e07c7f660b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_114117e07c7f660b.sql new file mode 100644 index 0000000000000000000000000000000000000000..e3a2593c1d9b77b73675653850358c093b3c90f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_114117e07c7f660b.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_114117e07c7f660b +-- problem_id: v2p_n6_1a5892cc8218b1ca +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1814591329132e9b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1814591329132e9b.sql new file mode 100644 index 0000000000000000000000000000000000000000..946c5d28fb0dcd1368a37f750c7772a865133193 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1814591329132e9b.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n6_1814591329132e9b +-- problem_id: v2p_n6_0f4b8ff373d0e040 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "y", + SUM(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS denominator_count + FROM "n6" + GROUP BY "y" +) +SELECT "y", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_192cbb6e26735678.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_192cbb6e26735678.sql new file mode 100644 index 0000000000000000000000000000000000000000..b7ffe84524664311f095259f870eaa1c29fc7a60 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_192cbb6e26735678.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n6_192cbb6e26735678 +-- problem_id: v2p_n6_59f97a497d931237 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", COUNT(*) AS row_count +FROM "n6" +GROUP BY "y" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1dade5d59fb2bd33.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1dade5d59fb2bd33.sql new file mode 100644 index 0000000000000000000000000000000000000000..3501d7b28d1369c337b1d6892ebcd958250b7296 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1dade5d59fb2bd33.sql @@ -0,0 +1,23 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_1dade5d59fb2bd33 +-- problem_id: v2p_n6_e97a68ee765a6d9d +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + CAST("X10" AS REAL) AS "X10", + SUM(CAST("X9" AS REAL)) AS total_measure, + SUM(CAST("X9" AS REAL)) * 100.0 / SUM(SUM(CAST("X9" AS REAL))) OVER (PARTITION BY "y") AS share_within_group +FROM "n6" +GROUP BY + "y", + CAST("X10" AS REAL) +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1f41748565d91e26.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1f41748565d91e26.sql new file mode 100644 index 0000000000000000000000000000000000000000..b54cdd01b35d8ca57772cb4beaaac60748c397ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1f41748565d91e26.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_1f41748565d91e26 +-- problem_id: v2p_n6_b1c834c6a7bc3835 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1ffb31994a3828f7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1ffb31994a3828f7.sql new file mode 100644 index 0000000000000000000000000000000000000000..27fa7f316fe545678b05f055e30ee867698df142 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_1ffb31994a3828f7.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n6_1ffb31994a3828f7 +-- problem_id: v2p_n6_465f89044d96bf2d +-- realization_mode: agent +-- source_kind: agent +SELECT "y", COUNT(*) AS "row_count" +FROM "n6" +GROUP BY "y" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_202a54b20ea18af1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_202a54b20ea18af1.sql new file mode 100644 index 0000000000000000000000000000000000000000..5eed33d6fe313f4636532254b470acdf070ed81d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_202a54b20ea18af1.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_202a54b20ea18af1 +-- problem_id: v2p_n6_cf9fbd04ebf3eb26 +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + "X15", + SUM(CAST("X14" AS REAL)) AS "total_measure", + SUM(CAST("X14" AS REAL)) * 100.0 / SUM(SUM(CAST("X14" AS REAL))) OVER (PARTITION BY "y") AS "share_within_group" +FROM "n6" +GROUP BY "y", "X15" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_215cc6c39ca76b81.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_215cc6c39ca76b81.sql new file mode 100644 index 0000000000000000000000000000000000000000..d00e972d1737a1399be78ece285286265476c025 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_215cc6c39ca76b81.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_215cc6c39ca76b81 +-- problem_id: v2p_n6_3cb9c981ad7fa2c6 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_2f2c6671a2aa1105.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_2f2c6671a2aa1105.sql new file mode 100644 index 0000000000000000000000000000000000000000..72b9ae86aa10024d6966073bc3f17d8da1895c98 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_2f2c6671a2aa1105.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_2f2c6671a2aa1105 +-- problem_id: v2p_n6_362587e4ddb714cf +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_345eb50ede2b14bf.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_345eb50ede2b14bf.sql new file mode 100644 index 0000000000000000000000000000000000000000..701c51ecc0c6b91a4ce9245bec25ebd0d6cf90a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_345eb50ede2b14bf.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_345eb50ede2b14bf +-- problem_id: v2p_n6_835d7ebbc6383af6 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '0' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_385905b0f371e621.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_385905b0f371e621.sql new file mode 100644 index 0000000000000000000000000000000000000000..d600d6b0a1fccc2cd4fca7a1cee7395bdeff9ab3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_385905b0f371e621.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_385905b0f371e621 +-- problem_id: v2p_n6_d09d6e1c513a9704 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_38d5834ebfa48511.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_38d5834ebfa48511.sql new file mode 100644 index 0000000000000000000000000000000000000000..beb944c8ef525fcbeb45e11a67a333f06efe072c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_38d5834ebfa48511.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_38d5834ebfa48511 +-- problem_id: v2p_n6_c7beba94ee2698c9 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_3dece21ddce59eb2.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_3dece21ddce59eb2.sql new file mode 100644 index 0000000000000000000000000000000000000000..f6da97d039a2a06f0a7e3606451ec1061137d8f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_3dece21ddce59eb2.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_3dece21ddce59eb2 +-- problem_id: v2p_n6_df4849e3e0cc204b +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X2", + SUM(CAST("X1" AS REAL)) AS "total_measure", + SUM(CAST("X1" AS REAL)) * 100.0 / SUM(SUM(CAST("X1" AS REAL))) OVER (PARTITION BY "y") AS "share_within_group" +FROM "n6" +GROUP BY "y", "X2" +ORDER BY "share_within_group" DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_3e49e13dd8f263c5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_3e49e13dd8f263c5.sql new file mode 100644 index 0000000000000000000000000000000000000000..f60d100e64f468c576e25a7fa122db49f04386fa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_3e49e13dd8f263c5.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_3e49e13dd8f263c5 +-- problem_id: v2p_n6_e96e5d85f38359bf +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X4" AS REAL)) OVER (PARTITION BY "y") AS "avg_measure" +FROM "n6" +WHERE "X4" IS NOT NULL AND TRIM("X4") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_4ecbfbdffa32e0b3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_4ecbfbdffa32e0b3.sql new file mode 100644 index 0000000000000000000000000000000000000000..72a7b6b1ea12cd859eba6a23c933a6f22f4635b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_4ecbfbdffa32e0b3.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_4ecbfbdffa32e0b3 +-- problem_id: v2p_n6_310ae9c609d12104 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X5" AS REAL)) OVER (PARTITION BY "y") AS "avg_measure" +FROM "n6" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_50fb4b6c8eba7b84.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_50fb4b6c8eba7b84.sql new file mode 100644 index 0000000000000000000000000000000000000000..e3d081704819fe8f9a5c1681c85b1bb924f8acb6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_50fb4b6c8eba7b84.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_50fb4b6c8eba7b84 +-- problem_id: v2p_n6_5fbe2494a74473eb +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + "X12", + "total_measure", + "total_measure" * 100.0 / NULLIF(SUM("total_measure") OVER (PARTITION BY "y"), 0) AS "share_within_group" +FROM ( + SELECT + "y", + "X12", + SUM(CAST("X11" AS REAL)) AS "total_measure" + FROM "n6" + GROUP BY "y", "X12" +) AS "grouped" +ORDER BY "share_within_group" DESC +LIMIT 11; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_5124ae6482314db3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_5124ae6482314db3.sql new file mode 100644 index 0000000000000000000000000000000000000000..316063e040bdbc1c30572c6c4fe57974149dafa7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_5124ae6482314db3.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n6_5124ae6482314db3 +-- problem_id: v2p_n6_a7ecb72ee5b373ad +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "y", + SUM(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n6" + GROUP BY "y" +) +SELECT "y", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM grouped +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_5267b363fff950f5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_5267b363fff950f5.sql new file mode 100644 index 0000000000000000000000000000000000000000..c4fe7b3696344d724aecde29bfe8bc4963ce7bcc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_5267b363fff950f5.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_5267b363fff950f5 +-- problem_id: v2p_n6_38b76395de060a33 +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + "X14", + SUM(CAST("X13" AS REAL)) AS "total_measure", + SUM(CAST("X13" AS REAL)) * 100.0 / SUM(SUM(CAST("X13" AS REAL))) OVER (PARTITION BY "y") AS "share_within_group" +FROM "n6" +GROUP BY "y", "X14" +ORDER BY "share_within_group" DESC +LIMIT 18; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_57648f70e6276fbd.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_57648f70e6276fbd.sql new file mode 100644 index 0000000000000000000000000000000000000000..08cd94c5969213e31f9fe0cc3e1825e2fb9bf645 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_57648f70e6276fbd.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_57648f70e6276fbd +-- problem_id: v2p_n6_fb9e15650cfad47e +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_5bfa2369cf234c16.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_5bfa2369cf234c16.sql new file mode 100644 index 0000000000000000000000000000000000000000..96eada29f7943089b8e45e55cde1a57fd07baaae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_5bfa2369cf234c16.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_5bfa2369cf234c16 +-- problem_id: v2p_n6_808257248ae77feb +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "y", + AVG(CAST("X3" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "n6" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_5ca58a5b4a46fe1f.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_5ca58a5b4a46fe1f.sql new file mode 100644 index 0000000000000000000000000000000000000000..c132b55620e645143cce47a10c1a72adafe56360 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_5ca58a5b4a46fe1f.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_5ca58a5b4a46fe1f +-- problem_id: v2p_n6_677d0ffecc0a8dd1 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "y", + AVG(CAST("X1" AS REAL)) OVER (PARTITION BY "y") AS "avg_measure" +FROM "n6" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_79db36974d34250d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_79db36974d34250d.sql new file mode 100644 index 0000000000000000000000000000000000000000..a6912e6c1bb70638644b5b1997422efe8c2cace9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_79db36974d34250d.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_79db36974d34250d +-- problem_id: v2p_n6_2dc9761280ae4ba4 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_840eaf99f909973c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_840eaf99f909973c.sql new file mode 100644 index 0000000000000000000000000000000000000000..67f63a155dace812cd2c4b29b65e896289d15e0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_840eaf99f909973c.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_840eaf99f909973c +-- problem_id: v2p_n6_66a8d4be39be0146 +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + "X16", + SUM(CAST("X15" AS REAL)) AS total_measure, + SUM(CAST("X15" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST("X15" AS REAL))) OVER (PARTITION BY "y"), 0) AS share_within_group +FROM "n6" +GROUP BY "y", "X16" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_85f8056de2623aa0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_85f8056de2623aa0.sql new file mode 100644 index 0000000000000000000000000000000000000000..82371edab3ccfe7e941f8362db4f2c8798b66be1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_85f8056de2623aa0.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_85f8056de2623aa0 +-- problem_id: v2p_n6_8e3c4eddf53209f7 +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + "X11", + SUM(CAST("X10" AS REAL)) AS total_measure, + SUM(CAST("X10" AS REAL)) * 100.0 / SUM(SUM(CAST("X10" AS REAL))) OVER (PARTITION BY "y") AS share_within_group +FROM "n6" +GROUP BY "y", "X11" +ORDER BY share_within_group DESC +LIMIT 10; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_86e4ab8473ee0840.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_86e4ab8473ee0840.sql new file mode 100644 index 0000000000000000000000000000000000000000..a312ea2e74405907f6b09b3240f07f6fbf60da25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_86e4ab8473ee0840.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n6_86e4ab8473ee0840 +-- problem_id: v2p_n6_ee06ced4ec575abb +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "y", + SUM(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS denominator_count + FROM "n6" + GROUP BY "y" +) +SELECT "y", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_8b37b73a7642d7a0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_8b37b73a7642d7a0.sql new file mode 100644 index 0000000000000000000000000000000000000000..75f965771a6b5f8a125ead913f5d3393f18ccd70 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_8b37b73a7642d7a0.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n6_8b37b73a7642d7a0 +-- problem_id: v2p_n6_c5c5e73ff2e273f8 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", COUNT(*) AS row_count +FROM "n6" +GROUP BY "y" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_92bee8fa097428f0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_92bee8fa097428f0.sql new file mode 100644 index 0000000000000000000000000000000000000000..c51b11701a4571f94c7cac366b0b01675bc9e088 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_92bee8fa097428f0.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_92bee8fa097428f0 +-- problem_id: v2p_n6_5fda5a2c6b13fc93 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X5" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "n6" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_92f910f5bd008959.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_92f910f5bd008959.sql new file mode 100644 index 0000000000000000000000000000000000000000..fb96f0641f253d1c92177625343a1ca459225f3c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_92f910f5bd008959.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_92f910f5bd008959 +-- problem_id: v2p_n6_43c1c20fdee8aa78 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X2", + SUM(CAST("X1" AS REAL)) AS total_measure, + SUM(CAST("X1" AS REAL)) * 100.0 / SUM(SUM(CAST("X1" AS REAL))) OVER (PARTITION BY "y") AS share_within_group +FROM "n6" +GROUP BY "y", "X2" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_957df4496075a854.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_957df4496075a854.sql new file mode 100644 index 0000000000000000000000000000000000000000..8d0a354c6b7d8acf0aac0c365e5674eddccb2cbd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_957df4496075a854.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n6_957df4496075a854 +-- problem_id: v2p_n6_caca05168ccc7909 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", COUNT(*) AS "row_count" +FROM "n6" +GROUP BY "y" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_959ae5cd80c9ce53.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_959ae5cd80c9ce53.sql new file mode 100644 index 0000000000000000000000000000000000000000..a4e977feb2095af7613650e5e0b55402db68e90f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_959ae5cd80c9ce53.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_959ae5cd80c9ce53 +-- problem_id: v2p_n6_a172622eac21ec25 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "y", + AVG(CAST("X8" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "n6" +WHERE "y" IS NOT NULL + AND TRIM("y") <> '' + AND "X8" IS NOT NULL + AND TRIM("X8") <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_9b89aac16ca5eb8d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_9b89aac16ca5eb8d.sql new file mode 100644 index 0000000000000000000000000000000000000000..a268b93eb776ec7ef90aa7511355f648152c659d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_9b89aac16ca5eb8d.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_9b89aac16ca5eb8d +-- problem_id: v2p_n6_4860d3e881e368ea +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_9be6434354dfeab1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_9be6434354dfeab1.sql new file mode 100644 index 0000000000000000000000000000000000000000..6f9387a42fc2a0faac93353cfeb05c26ed2e8f33 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_9be6434354dfeab1.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n6_9be6434354dfeab1 +-- problem_id: v2p_n6_f26b43582de485b7 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "y", + SUM(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n6" + GROUP BY "y" +) +SELECT "y", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_aaa3065ada7e23ec.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_aaa3065ada7e23ec.sql new file mode 100644 index 0000000000000000000000000000000000000000..a4419e463c72feb6b2f4cce9f34429294fe98888 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_aaa3065ada7e23ec.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_aaa3065ada7e23ec +-- problem_id: v2p_n6_5342e1886045ecd5 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X7" AS REAL)) OVER (PARTITION BY "y") AS "avg_measure" +FROM "n6" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b0740d8d9e7c1022.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b0740d8d9e7c1022.sql new file mode 100644 index 0000000000000000000000000000000000000000..6fb84ca431173b897c23ec146fed46d1c7d49ed5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b0740d8d9e7c1022.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_b0740d8d9e7c1022 +-- problem_id: v2p_n6_5c61d3dc26ce4093 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X13", + SUM(CAST("X12" AS REAL)) AS total_measure, + SUM(CAST("X12" AS REAL)) * 100.0 / SUM(SUM(CAST("X12" AS REAL))) OVER (PARTITION BY "y") AS share_within_group +FROM "n6" +GROUP BY "y", "X13" +ORDER BY share_within_group DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b379c847161088a3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b379c847161088a3.sql new file mode 100644 index 0000000000000000000000000000000000000000..1336c3c0d88f076a2123ff3224c97af2565d96cc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b379c847161088a3.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_b379c847161088a3 +-- problem_id: v2p_n6_8d9af93d62200f55 +-- realization_mode: agent +-- source_kind: agent +SELECT "t"."y", + "t"."X1", + "t"."total_measure", + "t"."total_measure" * 100.0 / SUM("t"."total_measure") OVER (PARTITION BY "t"."y") AS "share_within_group" +FROM ( + SELECT "y", + "X1", + SUM(CAST("X16" AS REAL)) AS "total_measure" + FROM "n6" + GROUP BY "y", "X1" +) AS "t" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b38549b4ce0eb902.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b38549b4ce0eb902.sql new file mode 100644 index 0000000000000000000000000000000000000000..75475d9e35a4078bcc6c34fdc476194635157ea4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b38549b4ce0eb902.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_b38549b4ce0eb902 +-- problem_id: v2p_n6_504dd91637a6f879 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X1", + SUM(CAST("X16" AS REAL)) AS "total_measure", + SUM(CAST("X16" AS REAL)) * 100.0 / SUM(SUM(CAST("X16" AS REAL))) OVER (PARTITION BY "y") AS "share_within_group" +FROM "n6" +GROUP BY "y", "X1" +ORDER BY "share_within_group" DESC +LIMIT 11; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b4a311798e541573.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b4a311798e541573.sql new file mode 100644 index 0000000000000000000000000000000000000000..72dd7f0c892256a7fbe5cbe7531e5fe8eeb18980 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b4a311798e541573.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_b4a311798e541573 +-- problem_id: v2p_n6_cac9752a63d30a0c +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X6" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "n6" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b56c4e10254488ff.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b56c4e10254488ff.sql new file mode 100644 index 0000000000000000000000000000000000000000..ac57f15c83ac1fd98682e9ead87462860c8a93f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b56c4e10254488ff.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_b56c4e10254488ff +-- problem_id: v2p_n6_0f777d7ccbc9a52c +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b68ba23b8fa8aea0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b68ba23b8fa8aea0.sql new file mode 100644 index 0000000000000000000000000000000000000000..fc93a08a6b7806d180ef4a44bcfcfa38a5edf272 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_b68ba23b8fa8aea0.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n6_b68ba23b8fa8aea0 +-- problem_id: v2p_n6_1d5be6ff4f1fe228 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "y", + SUM(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS denominator_count + FROM "n6" + GROUP BY "y" +) +SELECT "y", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_bb129978a4781522.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_bb129978a4781522.sql new file mode 100644 index 0000000000000000000000000000000000000000..ab3044843ba3848dcbc9ad06efd24d1599e5ebbe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_bb129978a4781522.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_bb129978a4781522 +-- problem_id: v2p_n6_7b1608a9c5bdfcc8 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X8" AS REAL)) OVER (PARTITION BY "y") AS "avg_measure" +FROM "n6" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_be2b85294f85fb0b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_be2b85294f85fb0b.sql new file mode 100644 index 0000000000000000000000000000000000000000..f9957daf091e7a0d5b8889958bd63a3e30865e06 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_be2b85294f85fb0b.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_be2b85294f85fb0b +-- problem_id: v2p_n6_f78a251bdc6bb7e4 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X3" AS REAL)) OVER (PARTITION BY "y") AS "avg_measure" +FROM "n6" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_bf41cc874a100e51.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_bf41cc874a100e51.sql new file mode 100644 index 0000000000000000000000000000000000000000..2a7e89c6894096f602492fbd0be319c7743d89db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_bf41cc874a100e51.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_bf41cc874a100e51 +-- problem_id: v2p_n6_ebdb95450d0d1f8f +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X13", + SUM(CAST("X12" AS REAL)) AS "total_measure", + SUM(CAST("X12" AS REAL)) * 100.0 / SUM(SUM(CAST("X12" AS REAL))) OVER (PARTITION BY "y") AS "share_within_group" +FROM "n6" +GROUP BY "y", "X13" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_c7386a9f4a7cb63c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_c7386a9f4a7cb63c.sql new file mode 100644 index 0000000000000000000000000000000000000000..51f89c5259a933051eaed3a3d36d6ad9083ee706 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_c7386a9f4a7cb63c.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_c7386a9f4a7cb63c +-- problem_id: v2p_n6_345c3935e9f0beb5 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X2" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "n6" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_c7864072c2b58537.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_c7864072c2b58537.sql new file mode 100644 index 0000000000000000000000000000000000000000..4d93a4c5ecdf73d6f907b18ef286a741d8bbe152 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_c7864072c2b58537.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_c7864072c2b58537 +-- problem_id: v2p_n6_1473c1e179c82f37 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X16", + SUM(CAST("X15" AS REAL)) AS "total_measure", + SUM(CAST("X15" AS REAL)) * 100.0 / SUM(SUM(CAST("X15" AS REAL))) OVER (PARTITION BY "y") AS "share_within_group" +FROM "n6" +GROUP BY "y", "X16" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_cbe54a7cfed0d758.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_cbe54a7cfed0d758.sql new file mode 100644 index 0000000000000000000000000000000000000000..c67bb248ac65720edd6449e0cdcc5226cec74602 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_cbe54a7cfed0d758.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_cbe54a7cfed0d758 +-- problem_id: v2p_n6_93e5fc329181579d +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "y", + AVG(CAST("X6" AS REAL)) OVER (PARTITION BY "y") AS avg_measure +FROM "n6" +WHERE "y" IS NOT NULL + AND "X6" IS NOT NULL + AND TRIM("X6") <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_cf7f1a97f0a3dfab.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_cf7f1a97f0a3dfab.sql new file mode 100644 index 0000000000000000000000000000000000000000..db134a649e01c0d78830959cf3a67db8e1aaf74d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_cf7f1a97f0a3dfab.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_cf7f1a97f0a3dfab +-- problem_id: v2p_n6_9ce44b4b93da0dde +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X14", + SUM(CAST("X13" AS REAL)) AS total_measure, + SUM(CAST("X13" AS REAL)) * 100.0 / SUM(SUM(CAST("X13" AS REAL))) OVER (PARTITION BY "y") AS share_within_group +FROM "n6" +GROUP BY "y", "X14" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_d267b8a355d2a1ef.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_d267b8a355d2a1ef.sql new file mode 100644 index 0000000000000000000000000000000000000000..d3b26106c42456d1c8a5737a0d6dd7eb44cf0a7d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_d267b8a355d2a1ef.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_d267b8a355d2a1ef +-- problem_id: v2p_n6_37790988c5d260a1 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", + AVG(CASE WHEN "y" = '1' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_d4f769d654ebc024.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_d4f769d654ebc024.sql new file mode 100644 index 0000000000000000000000000000000000000000..4d3732aab311ee58d94515d7ad37cbb2e413a62f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_d4f769d654ebc024.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n6_d4f769d654ebc024 +-- problem_id: v2p_n6_30b1ff2eef8ac6e5 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", COUNT(*) AS row_count +FROM "n6" +GROUP BY "y" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_dc52c6b45177aef1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_dc52c6b45177aef1.sql new file mode 100644 index 0000000000000000000000000000000000000000..eb4a71d29dd81101c1b4aea040606c01ea7d5a6b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_dc52c6b45177aef1.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_dc52c6b45177aef1 +-- problem_id: v2p_n6_0b3ac28ae86b902e +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + "X3", + SUM(CAST("X2" AS REAL)) AS total_measure, + SUM(CAST("X2" AS REAL)) * 100.0 / + NULLIF(SUM(SUM(CAST("X2" AS REAL))) OVER (PARTITION BY "y"), 0) AS share_within_group +FROM "n6" +GROUP BY "y", "X3" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_df00a45508b0a914.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_df00a45508b0a914.sql new file mode 100644 index 0000000000000000000000000000000000000000..e849c45856cff1de5e719e1ecbf4f79dd6098590 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_df00a45508b0a914.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n6_df00a45508b0a914 +-- problem_id: v2p_n6_c66c52c8815d35cb +-- realization_mode: agent +-- source_kind: agent +SELECT + "y", + AVG(CASE WHEN "y" = '0' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n6" +GROUP BY "y" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_e1f862fd13f9d3ff.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_e1f862fd13f9d3ff.sql new file mode 100644 index 0000000000000000000000000000000000000000..a948445948171e9ed6c8e8d553455608a2f6245c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_e1f862fd13f9d3ff.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_e1f862fd13f9d3ff +-- problem_id: v2p_n6_3f329e24b6b87896 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "y", + AVG(CAST("X2" AS REAL)) OVER (PARTITION BY "y") AS "avg_measure" +FROM "n6" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_e2ac864927f053ef.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_e2ac864927f053ef.sql new file mode 100644 index 0000000000000000000000000000000000000000..a00fc11be7aac4cb8636f47972a70f87a614e962 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_e2ac864927f053ef.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: subgroup_structure +-- canonical_subitem_id: subgroup_size_stability +-- intended_facet_id: subgroup_distribution_shift +-- variant_semantic_role: count_distribution +-- template_id: tpl_clickbench_group_count +-- query_record_id: v2q_n6_e2ac864927f053ef +-- problem_id: v2p_n6_4a6ab977a0675ccc +-- realization_mode: agent +-- source_kind: agent +SELECT "y", COUNT(*) AS "row_count" +FROM "n6" +GROUP BY "y" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_e3e333ba897efbaa.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_e3e333ba897efbaa.sql new file mode 100644 index 0000000000000000000000000000000000000000..265b7cc4472bb740311813dcb01d061caec9365c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_e3e333ba897efbaa.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_e3e333ba897efbaa +-- problem_id: v2p_n6_811be91e434ecfda +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X11", + SUM(CAST("X10" AS REAL)) AS "total_measure", + SUM(CAST("X10" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST("X10" AS REAL))) OVER (PARTITION BY "y"), 0) AS "share_within_group" +FROM "n6" +GROUP BY "y", "X11" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_e714d06596c58a41.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_e714d06596c58a41.sql new file mode 100644 index 0000000000000000000000000000000000000000..d02ed4d94a4a82089356d21d12f00d78890e0a19 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_e714d06596c58a41.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_e714d06596c58a41 +-- problem_id: v2p_n6_f093a6f0a1b8e0a2 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X15", + SUM(CAST("X14" AS REAL)) AS total_measure, + SUM(CAST("X14" AS REAL)) * 100.0 / SUM(SUM(CAST("X14" AS REAL))) OVER (PARTITION BY "y") AS share_within_group +FROM "n6" +GROUP BY "y", "X15" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_f6c157177c90a398.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_f6c157177c90a398.sql new file mode 100644 index 0000000000000000000000000000000000000000..9eb2f1543c6d46d9351250376d42d61b8336069b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_f6c157177c90a398.sql @@ -0,0 +1,26 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n6_f6c157177c90a398 +-- problem_id: v2p_n6_950289f6262cd3fb +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "y", + SUM(CASE WHEN "y" = '0' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "y" = '1' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n6" + GROUP BY "y" +) +SELECT + "y", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_fbe46781a6b3ea71.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_fbe46781a6b3ea71.sql new file mode 100644 index 0000000000000000000000000000000000000000..660667db09addf135ed75b5018deb3d7c1b20627 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_fbe46781a6b3ea71.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n6_fbe46781a6b3ea71 +-- problem_id: v2p_n6_735cca90a3071339 +-- realization_mode: agent +-- source_kind: agent +SELECT "y", "X10", + SUM(CAST("X9" AS REAL)) AS "total_measure", + SUM(CAST("X9" AS REAL)) * 100.0 / NULLIF(SUM(SUM(CAST("X9" AS REAL))) OVER (PARTITION BY "y"), 0) AS "share_within_group" +FROM "n6" +GROUP BY "y", "X10" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_fc4ad965fcfb3540.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_fc4ad965fcfb3540.sql new file mode 100644 index 0000000000000000000000000000000000000000..07b12e9610c8dca7935f1bc5bb838d3e040fbd89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n6/sql/v2q_n6_fc4ad965fcfb3540.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n6 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n6_fc4ad965fcfb3540 +-- problem_id: v2p_n6_9d61a65500e52260 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "y", + AVG(CAST("X7" AS REAL)) OVER (PARTITION BY "y") AS "avg_measure" +FROM "n6" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4331a205a9f3d1e92122bd0f32b21f55fe2a8524 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14832, "bytes_utf8": 14832, "lines": 412, "estimated_tokens": 5056}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 440, "bytes_utf8": 440, "lines": 1, "estimated_tokens": 125}, "usage": {"input_tokens": 28351, "cached_input_tokens": 22912, "output_tokens": 647, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c7ad37c8aa25c77e2d2492ca6fe191c95bcff976 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_06bb19e8d4b87367", + "api_calls": 0, + "input_tokens": 28351, + "cached_input_tokens": 22912, + "output_tokens": 647, + "total_tokens": 28998, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5056, + "estimated_output_tokens": 125, + "estimated_total_tokens": 5181, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15616.29, + "sql_execution_elapsed_ms_total": 2.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2e558627337502cff44db13c0fd6652cc1944293 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:56:13.886521+00:00", + "ended_at": "2026-05-26T00:56:29.500666+00:00", + "elapsed_ms": 15616.29, + "prompt_metrics": { + "chars": 14832, + "bytes_utf8": 14832, + "lines": 412, + "estimated_tokens": 5056 + }, + "stdout_metrics": { + "chars": 815, + "bytes_utf8": 815, + "lines": 4, + "estimated_tokens": 246 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 440, + "bytes_utf8": 440, + "lines": 1, + "estimated_tokens": 125 + }, + "usage": { + "input_tokens": 28351, + "cached_input_tokens": 22912, + "output_tokens": 647, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..72a3861779535ddc38494d09acc92970f9c97ff6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,412 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Genus, group_col_2=Species.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Genus", + "group_col_2": "Species", + "predicate_col": "MFCCs_ 2", + "predicate_op": ">=", + "predicate_value": 0.466566, + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.075108, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f8075c6394fba82bbef97ab7eb25bd5fa7060b1b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c8-3f66-76c2-bed3-369be342d783"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Genus\\\", \\\"Species\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n7\\\"\\nWHERE CAST(\\\"MFCCs_ 2\\\" AS REAL) >= 0.466566\\nGROUP BY \\\"Genus\\\", \\\"Species\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned filtered two-dimensional group count template with \\\"Genus\\\" and \\\"Species\\\" as grouping columns. \\\"MFCCs_ 2\\\" is cast to REAL because the schema stores MFCC fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28351,"cached_input_tokens":22912,"output_tokens":647,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6faab42d637b4f4df41c8263551f8475648b4569 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Genus\", \"Species\", COUNT(*) AS \"row_count\"\nFROM \"n7\"\nWHERE CAST(\"MFCCs_ 2\" AS REAL) >= 0.466566\nGROUP BY \"Genus\", \"Species\"\nORDER BY \"row_count\" DESC;","notes":"Applied the planned filtered two-dimensional group count template with \"Genus\" and \"Species\" as grouping columns. \"MFCCs_ 2\" is cast to REAL because the schema stores MFCC fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..16a7e08f178f88cc6a00363b8c9bba786ba44dca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Genus, group_col_2=Species. +Result preview: [{"Genus": "Hypsiboas", "Species": "HypsiboasCinerascens", "row_count": 457}, {"Genus": "Adenomera", "Species": "AdenomeraHylaedactylus", "row_count": 424}, {"Genus": "Hypsiboas", "Species": "HypsiboasCordobae", "row_count": 422}, {"Genus": "Adenomera", "Species": "AdenomeraAndre", "row_count": 356}, {"Genus": "Osteocephalus", "Species": "OsteocephalusOophagus", "row_count": 80}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f638e4ddbbaed1d51f97ba15fb48f8f07cf1f6c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n7_06bb19e8d4b87367 +-- problem_id: v2p_n7_82f42f7e75735d0d +-- realization_mode: agent +-- source_kind: agent +SELECT "Genus", "Species", COUNT(*) AS "row_count" +FROM "n7" +WHERE CAST("MFCCs_ 2" AS REAL) >= 0.466566 +GROUP BY "Genus", "Species" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2bc2278c2ef8432b549225c2b02a6067f255f609 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Genus\", \"Species\", COUNT(*) AS \"row_count\"\nFROM \"n7\"\nWHERE CAST(\"MFCCs_ 2\" AS REAL) >= 0.466566\nGROUP BY \"Genus\", \"Species\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Genus\\\", \\\"Species\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n7\\\"\\nWHERE CAST(\\\"MFCCs_ 2\\\" AS REAL) >= 0.466566\\nGROUP BY \\\"Genus\\\", \\\"Species\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Genus\", \"Species\", \"row_count\"], \"rows\": [{\"Genus\": \"Hypsiboas\", \"Species\": \"HypsiboasCinerascens\", \"row_count\": 457}, {\"Genus\": \"Adenomera\", \"Species\": \"AdenomeraHylaedactylus\", \"row_count\": 424}, {\"Genus\": \"Hypsiboas\", \"Species\": \"HypsiboasCordobae\", \"row_count\": 422}, {\"Genus\": \"Adenomera\", \"Species\": \"AdenomeraAndre\", \"row_count\": 356}, {\"Genus\": \"Osteocephalus\", \"Species\": \"OsteocephalusOophagus\", \"row_count\": 80}, {\"Genus\": \"Dendropsophus\", \"Species\": \"HylaMinuta\", \"row_count\": 27}, {\"Genus\": \"Leptodactylus\", \"Species\": \"LeptodactylusFuscus\", \"row_count\": 22}, {\"Genus\": \"Rhinella\", \"Species\": \"Rhinellagranulosa\", \"row_count\": 6}, {\"Genus\": \"Ameerega\", \"Species\": \"Ameeregatrivittata\", \"row_count\": 5}], \"row_count_returned\": 9, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.91}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..57bfb0cda8e14165b5875798777f2b8478de2d6d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T00:56:13.885049+00:00", + "ended_at": "2026-05-26T00:56:29.508402+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_06bb19e8d4b87367", + "problem_id": "v2p_n7_82f42f7e75735d0d", + "dataset_id": "n7", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Genus, group_col_2=Species.", + "bindings": { + "group_col": "Genus", + "group_col_2": "Species", + "predicate_col": "MFCCs_ 2", + "predicate_op": ">=", + "predicate_value": 0.466566, + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.075108, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=53" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_06bb19e8d4b87367.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_06bb19e8d4b87367", + "api_calls": 0, + "input_tokens": 28351, + "cached_input_tokens": 22912, + "output_tokens": 647, + "total_tokens": 28998, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5056, + "estimated_output_tokens": 125, + "estimated_total_tokens": 5181, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15616.29, + "sql_execution_elapsed_ms_total": 2.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c913f2723847bbd7da44d16b62ca94eb063945c5 --- /dev/null +++ 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\\\"Genus\\\", \\\"Species\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n7\\\"\\nWHERE CAST(\\\"MFCCs_ 2\\\" AS REAL) >= 0.466566\\nGROUP BY \\\"Genus\\\", \\\"Species\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the planned filtered two-dimensional group count template with \\\"Genus\\\" and \\\"Species\\\" as grouping columns. \\\"MFCCs_ 2\\\" is cast to REAL because the schema stores MFCC fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..19d750471f0aadc3787ee9b33f7bb883a9bcf77c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_06bb19e8d4b87367", + "api_calls": 0, + "input_tokens": 28351, + "cached_input_tokens": 22912, + "output_tokens": 647, + "total_tokens": 28998, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5056, + "estimated_output_tokens": 125, + "estimated_total_tokens": 5181, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15616.29, + "sql_execution_elapsed_ms_total": 2.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_06bb19e8d4b87367/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8770780838bd32fd0cc126f53c01a4d2fa070af5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14781, "bytes_utf8": 14781, "lines": 411, "estimated_tokens": 5029}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 520, "bytes_utf8": 520, "lines": 1, "estimated_tokens": 136}, "usage": {"input_tokens": 28324, "cached_input_tokens": 22912, "output_tokens": 658, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a2807e40c37e331d0b254e7eecfcd817ba2107e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_07bbd5699e3b9765", + "api_calls": 0, + "input_tokens": 28324, + "cached_input_tokens": 22912, + "output_tokens": 658, + "total_tokens": 28982, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5029, + "estimated_output_tokens": 136, + "estimated_total_tokens": 5165, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15790.26, + "sql_execution_elapsed_ms_total": 1.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..52a02ac2c930e274833e5298fba4c8ea1a6221b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:56:29.511112+00:00", + "ended_at": "2026-05-26T00:56:45.293545+00:00", + "elapsed_ms": 15790.26, + "prompt_metrics": { + "chars": 14781, + "bytes_utf8": 14781, + "lines": 411, + "estimated_tokens": 5029 + }, + "stdout_metrics": { + "chars": 883, + "bytes_utf8": 883, + "lines": 4, + "estimated_tokens": 254 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 520, + "bytes_utf8": 520, + "lines": 1, + "estimated_tokens": 136 + }, + "usage": { + "input_tokens": 28324, + "cached_input_tokens": 22912, + "output_tokens": 658, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..edc6e4868cf6f5523742a5d0ff623639bbdc4eec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Genus, condition_col=Genus.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Genus", + "condition_col": "Genus", + "condition_value": "Hypsiboas", + "positive_value": "Adenomera", + "negative_value": "Hypsiboas", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.175957, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e78dc22e5564a15acd8cb9fb2025bf50f1d6f2f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c8-7c6a-7052-b442-04e5f63c8a49"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Genus\\\",\\n AVG(CASE WHEN \\\"Genus\\\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned grouped condition-rate template with both group_col and condition_col bound to \\\"Genus\\\". Because the grouping column matches the condition column, the \\\"Hypsiboas\\\" group will have rate 1 and all other genera will have rate 0, making this a self-consistency probe.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28324,"cached_input_tokens":22912,"output_tokens":658,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fcda730e8826af1c72a5e9f97acd91d17113543f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Genus\",\n AVG(CASE WHEN \"Genus\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n7\"\nGROUP BY \"Genus\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned grouped condition-rate template with both group_col and condition_col bound to \"Genus\". Because the grouping column matches the condition column, the \"Hypsiboas\" group will have rate 1 and all other genera will have rate 0, making this a self-consistency probe."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..938debaa5f90dd1129721901a0d4bfb6eb3a7ea3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Genus, condition_col=Genus. +Result preview: [{"Genus": "Hypsiboas", "condition_rate": 1.0}, {"Genus": "Scinax", "condition_rate": 0.0}, {"Genus": "Rhinella", "condition_rate": 0.0}, {"Genus": "Osteocephalus", "condition_rate": 0.0}, {"Genus": "Leptodactylus", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..53d8edb628db44c7cc06dbe07e03b69d29df352c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_07bbd5699e3b9765 +-- problem_id: v2p_n7_fbc1683c49738bfd +-- realization_mode: agent +-- source_kind: agent +SELECT "Genus", + AVG(CASE WHEN "Genus" = 'Hypsiboas' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n7" +GROUP BY "Genus" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..eab897b11276b72db2ce9d795956ce15990c46d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Genus\",\n AVG(CASE WHEN \"Genus\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n7\"\nGROUP BY \"Genus\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Genus\\\",\\n AVG(CASE WHEN \\\"Genus\\\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Genus\", \"condition_rate\"], \"rows\": [{\"Genus\": \"Hypsiboas\", \"condition_rate\": 1.0}, {\"Genus\": \"Scinax\", \"condition_rate\": 0.0}, {\"Genus\": \"Rhinella\", \"condition_rate\": 0.0}, {\"Genus\": \"Osteocephalus\", \"condition_rate\": 0.0}, {\"Genus\": \"Leptodactylus\", \"condition_rate\": 0.0}, {\"Genus\": \"Dendropsophus\", \"condition_rate\": 0.0}, {\"Genus\": \"Ameerega\", \"condition_rate\": 0.0}, {\"Genus\": \"Adenomera\", \"condition_rate\": 0.0}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.88}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5f363d16bf53f3326e62765c9cbdbc13d042d81e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T00:56:29.509051+00:00", + "ended_at": "2026-05-26T00:56:45.299924+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_07bbd5699e3b9765", + "problem_id": "v2p_n7_fbc1683c49738bfd", + "dataset_id": "n7", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Genus, condition_col=Genus.", + "bindings": { + "group_col": "Genus", + "condition_col": "Genus", + "condition_value": "Hypsiboas", + "positive_value": "Adenomera", + "negative_value": "Hypsiboas", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.175957, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=97" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_07bbd5699e3b9765.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_07bbd5699e3b9765", + "api_calls": 0, + "input_tokens": 28324, + "cached_input_tokens": 22912, + "output_tokens": 658, + "total_tokens": 28982, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5029, + "estimated_output_tokens": 136, + "estimated_total_tokens": 5165, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15790.26, + "sql_execution_elapsed_ms_total": 1.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..02b291c4969dbdd391ee78123c76d8186cf8997a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:56:45.296889+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15790.26, "started_at": "2026-05-26T00:56:29.511112+00:00", "ended_at": "2026-05-26T00:56:45.293545+00:00", "prompt_metrics": {"chars": 14781, "bytes_utf8": 14781, "lines": 411, "estimated_tokens": 5029}, "response_metrics": {"chars": 520, "bytes_utf8": 520, "lines": 1, "estimated_tokens": 136}, "usage": {"input_tokens": 28324, "cached_input_tokens": 22912, "output_tokens": 658, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Genus\\\",\\n AVG(CASE WHEN \\\"Genus\\\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned grouped condition-rate template with both group_col and condition_col bound to \\\"Genus\\\". Because the grouping column matches the condition column, the \\\"Hypsiboas\\\" group will have rate 1 and all other genera will have rate 0, making this a self-consistency probe.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..04e23a4e5bb56f54fe46f5d09bcdc2899f167bec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_07bbd5699e3b9765", + "api_calls": 0, + "input_tokens": 28324, + "cached_input_tokens": 22912, + "output_tokens": 658, + "total_tokens": 28982, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5029, + "estimated_output_tokens": 136, + "estimated_total_tokens": 5165, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15790.26, + "sql_execution_elapsed_ms_total": 1.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_07bbd5699e3b9765/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ec8a63fa269c24326bd145a7743d481b3f0d07e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15343, "bytes_utf8": 15343, "lines": 411, "estimated_tokens": 5176}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 759, "bytes_utf8": 759, "lines": 1, "estimated_tokens": 197}, "usage": {"input_tokens": 28471, "cached_input_tokens": 22912, "output_tokens": 1350, "reasoning_output_tokens": 1147}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7151d62596654d218cf9f59c7181d374919553cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_0d4f622a578e2e2d", + "api_calls": 0, + "input_tokens": 28471, + "cached_input_tokens": 22912, + "output_tokens": 1350, + "total_tokens": 29821, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5176, + "estimated_output_tokens": 197, + "estimated_total_tokens": 5373, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30104.49, + "sql_execution_elapsed_ms_total": 2.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..67342b1f3f5ae6a29fd8f5970700f99820694c5d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:56:45.301355+00:00", + "ended_at": "2026-05-26T00:57:15.402172+00:00", + "elapsed_ms": 30104.49, + "prompt_metrics": { + "chars": 15343, + "bytes_utf8": 15343, + "lines": 411, + "estimated_tokens": 5176 + }, + "stdout_metrics": { + "chars": 1126, + "bytes_utf8": 1126, + "lines": 4, + "estimated_tokens": 319 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 759, + "bytes_utf8": 759, + "lines": 1, + "estimated_tokens": 197 + }, + "usage": { + "input_tokens": 28471, + "cached_input_tokens": 22912, + "output_tokens": 1350, + "reasoning_output_tokens": 1147 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7fbef74c5d0c3f05edc1779facfc4295be4951f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Genus, condition_col=Genus.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Genus", + "condition_col": "Genus", + "condition_value": "Adenomera", + "positive_value": "Adenomera", + "negative_value": "Hypsiboas", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.017348, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f2e8938f9cb3f25a22b0bae5e9a51aa186c62b74 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c8-ba1a-72a2-bcb3-74aa33e38ec6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Genus\\\",\\n SUM(CASE WHEN \\\"Genus\\\" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Genus\\\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Genus\\\"\\n)\\nSELECT \\\"Genus\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped-ratio template with both group_col and condition_col bound to \\\"Genus\\\". NULLIF prevents division by zero; because the grouping and condition columns are the same, most genera will yield NULL ratios unless they match one of the two bound values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28471,"cached_input_tokens":22912,"output_tokens":1350,"reasoning_output_tokens":1147}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f9312a2d3d4b109fecf33fe60365fe23013b3ba0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Genus\",\n SUM(CASE WHEN \"Genus\" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Genus\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n7\"\n GROUP BY \"Genus\"\n)\nSELECT \"Genus\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Uses the planned grouped-ratio template with both group_col and condition_col bound to \"Genus\". NULLIF prevents division by zero; because the grouping and condition columns are the same, most genera will yield NULL ratios unless they match one of the two bound values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8a805c57379c964f6a79722868a6a3c396817dc9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Genus, condition_col=Genus. +Result preview: [{"Genus": "Hypsiboas", "condition_ratio": 0.0}, {"Genus": "Adenomera", "condition_ratio": null}, {"Genus": "Ameerega", "condition_ratio": null}, {"Genus": "Dendropsophus", "condition_ratio": null}, {"Genus": "Leptodactylus", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e49560cd35058ef552b42149608f2f8bbeb5a706 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n7_0d4f622a578e2e2d +-- problem_id: v2p_n7_3648d85cde1e56f5 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Genus", + SUM(CASE WHEN "Genus" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Genus" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count + FROM "n7" + GROUP BY "Genus" +) +SELECT "Genus", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d5fb9c954ca1285ee9c343e99c3a7ce1449e6f95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Genus\",\n SUM(CASE WHEN \"Genus\" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Genus\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n7\"\n GROUP BY \"Genus\"\n)\nSELECT \"Genus\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Genus\\\",\\n SUM(CASE WHEN \\\"Genus\\\" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Genus\\\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Genus\\\"\\n)\\nSELECT \\\"Genus\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"Genus\", \"condition_ratio\"], \"rows\": [{\"Genus\": \"Hypsiboas\", \"condition_ratio\": 0.0}, {\"Genus\": \"Adenomera\", \"condition_ratio\": null}, {\"Genus\": \"Ameerega\", \"condition_ratio\": null}, {\"Genus\": \"Dendropsophus\", \"condition_ratio\": null}, {\"Genus\": \"Leptodactylus\", \"condition_ratio\": null}, {\"Genus\": \"Osteocephalus\", \"condition_ratio\": null}, {\"Genus\": \"Rhinella\", \"condition_ratio\": null}, {\"Genus\": \"Scinax\", \"condition_ratio\": null}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.18}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..afaccb012b25541131c45b9277331014f1f46c90 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T00:56:45.300302+00:00", + "ended_at": "2026-05-26T00:57:15.409803+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_0d4f622a578e2e2d", + "problem_id": "v2p_n7_3648d85cde1e56f5", + "dataset_id": "n7", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Genus, condition_col=Genus.", + "bindings": { + "group_col": "Genus", + "condition_col": "Genus", + "condition_value": "Adenomera", + "positive_value": "Adenomera", + "negative_value": "Hypsiboas", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.017348, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=37" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_0d4f622a578e2e2d.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_0d4f622a578e2e2d", + "api_calls": 0, + "input_tokens": 28471, + "cached_input_tokens": 22912, + "output_tokens": 1350, + "total_tokens": 29821, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5176, + "estimated_output_tokens": 197, + "estimated_total_tokens": 5373, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30104.49, + "sql_execution_elapsed_ms_total": 2.18, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bbfe1557fa2467789052cdbe9e5ee05143c95f49 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:57:15.405700+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 30104.49, "started_at": "2026-05-26T00:56:45.301355+00:00", "ended_at": "2026-05-26T00:57:15.402172+00:00", "prompt_metrics": {"chars": 15343, "bytes_utf8": 15343, "lines": 411, "estimated_tokens": 5176}, "response_metrics": {"chars": 759, "bytes_utf8": 759, "lines": 1, "estimated_tokens": 197}, "usage": {"input_tokens": 28471, "cached_input_tokens": 22912, "output_tokens": 1350, "reasoning_output_tokens": 1147}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Genus\\\",\\n SUM(CASE WHEN \\\"Genus\\\" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Genus\\\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Genus\\\"\\n)\\nSELECT \\\"Genus\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped-ratio template with both group_col and condition_col bound to \\\"Genus\\\". NULLIF prevents division by zero; because the grouping and condition columns are the same, most genera will yield NULL ratios unless they match one of the two bound values.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c3bcc1e7b2222977d80b3eaccc08be28d453a367 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_0d4f622a578e2e2d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_0d4f622a578e2e2d", + "api_calls": 0, + "input_tokens": 28471, + "cached_input_tokens": 22912, + "output_tokens": 1350, + "total_tokens": 29821, + "cost_usd": 0.0, + "ai_cli_calls": 1, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14930, "bytes_utf8": 14930, "lines": 410, "estimated_tokens": 5089}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 581, "bytes_utf8": 581, "lines": 1, "estimated_tokens": 187}, "usage": {"input_tokens": 28384, "cached_input_tokens": 22912, "output_tokens": 978, "reasoning_output_tokens": 785}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..12f2303c827464f4bcb74f8f5121565a4b9d6d9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_1099cb5561d60dc6", + "api_calls": 0, + "input_tokens": 28384, + "cached_input_tokens": 22912, + "output_tokens": 978, + "total_tokens": 29362, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5089, + "estimated_output_tokens": 187, + "estimated_total_tokens": 5276, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20785.29, + "sql_execution_elapsed_ms_total": 16.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..cb1ad3c4079bda1ff20d31c8e39b8da3d362c77b --- /dev/null +++ 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"input_tokens": 28384, + "cached_input_tokens": 22912, + "output_tokens": 978, + "reasoning_output_tokens": 785 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..52a0dda4003592bdb21dc137d5f9060752625b08 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Genus, measure_col=MFCCs_ 6.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_ 6", + "item_col": "MFCCs_ 7", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.175957, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..376113d89ee271c08a1f2355893f2b4910174293 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c9-2fb9-75f1-a7b8-36a242cc620e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Genus\\\", \\\"MFCCs_ 7\\\",\\n SUM(CAST(\\\"MFCCs_ 6\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"MFCCs_ 6\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 6\\\" AS REAL))) OVER (PARTITION BY \\\"Genus\\\") AS share_within_group\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\", \\\"MFCCs_ 7\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the requested template with bound roles group_col=\\\"Genus\\\", item_col=\\\"MFCCs_ 7\\\", and measure_col=\\\"MFCCs_ 6\\\". Cast the measure column to REAL because the SQLite schema stores MFCC fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28384,"cached_input_tokens":22912,"output_tokens":978,"reasoning_output_tokens":785}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8e9b35ed5f55c9bdaab451a01ad778eebce433d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Genus\", \"MFCCs_ 7\",\n SUM(CAST(\"MFCCs_ 6\" AS REAL)) AS total_measure,\n SUM(CAST(\"MFCCs_ 6\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 6\" AS REAL))) OVER (PARTITION BY \"Genus\") AS share_within_group\nFROM \"n7\"\nGROUP BY \"Genus\", \"MFCCs_ 7\"\nORDER BY share_within_group DESC;","notes":"Used the requested template with bound roles group_col=\"Genus\", item_col=\"MFCCs_ 7\", and measure_col=\"MFCCs_ 6\". Cast the measure column to REAL because the SQLite schema stores MFCC fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1a319e18e0b951080eb358680c62b45dc373fc84 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Genus, measure_col=MFCCs_ 6. +Result preview: [{"Genus": "Rhinella", "MFCCs_ 7": "0.479873946233167", "total_measure": 0.501597446275476, "share_within_group": 10.58525599397216}, {"Genus": "Rhinella", "MFCCs_ 7": "0.267717403954574", "total_measure": 0.367493222786347, "share_within_group": 7.755242511954383}, {"Genus": "Rhinella", "MFCCs_ 7": "1", "total_measure": 0.349842054450189, "share_within_group": 7.382748320011637}, {"Genus": "Rhinella", "MFCCs_ 7": "0.379032869903192", "total_measure": 0.345867289697416, "share_within_group": 7.2988685021689985}, {"Genus": "Rhinella", "MFCCs_ 7": "0.607949388122362", "total_measure": 0.295115994659552, "share_within_group": 6.227859361292388}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..399cc288a8268a9d3e27ea9a1e591b00bf048f7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_1099cb5561d60dc6 +-- problem_id: v2p_n7_6208cb336d593868 +-- realization_mode: agent +-- source_kind: agent +SELECT "Genus", "MFCCs_ 7", + SUM(CAST("MFCCs_ 6" AS REAL)) AS total_measure, + SUM(CAST("MFCCs_ 6" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 6" AS REAL))) OVER (PARTITION BY "Genus") AS share_within_group +FROM "n7" +GROUP BY "Genus", "MFCCs_ 7" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5433f02910ec4d144a3ac6d7ef7ea345be8dee69 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Genus\", \"MFCCs_ 7\",\n SUM(CAST(\"MFCCs_ 6\" AS REAL)) AS total_measure,\n SUM(CAST(\"MFCCs_ 6\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 6\" AS REAL))) OVER (PARTITION BY \"Genus\") AS share_within_group\nFROM \"n7\"\nGROUP BY \"Genus\", \"MFCCs_ 7\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Genus\\\", \\\"MFCCs_ 7\\\",\\n SUM(CAST(\\\"MFCCs_ 6\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"MFCCs_ 6\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 6\\\" AS REAL))) OVER (PARTITION BY \\\"Genus\\\") AS share_within_group\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\", \\\"MFCCs_ 7\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"Genus\", \"MFCCs_ 7\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.479873946233167\", \"total_measure\": 0.501597446275476, \"share_within_group\": 10.58525599397216}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.267717403954574\", \"total_measure\": 0.367493222786347, \"share_within_group\": 7.755242511954383}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"1\", \"total_measure\": 0.349842054450189, \"share_within_group\": 7.382748320011637}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.379032869903192\", \"total_measure\": 0.345867289697416, \"share_within_group\": 7.2988685021689985}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.607949388122362\", \"total_measure\": 0.295115994659552, \"share_within_group\": 6.227859361292388}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.935136967720093\", \"total_measure\": 0.28496164870245, \"share_within_group\": 6.013571285853803}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.21231369256792\", \"total_measure\": 0.259347385261737, \"share_within_group\": 5.473031182170573}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.748802451796924\", \"total_measure\": 0.24549758844681, \"share_within_group\": 5.180757675120083}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.429462951704972\", \"total_measure\": 0.170739901623379, \"share_within_group\": 3.6031394906195575}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.338758455531226\", \"total_measure\": 0.168043631011221, \"share_within_group\": 3.5462398495415566}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0965055979475996\", \"total_measure\": 0.501500365212566, \"share_within_group\": 3.289366728338095}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.125143405703591\", \"total_measure\": 0.484274310154016, \"share_within_group\": 3.176380145873499}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.121195792121826\", \"total_measure\": 0.471155372777701, \"share_within_group\": 3.090332359849433}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0880193830386568\", \"total_measure\": 0.469023813764364, \"share_within_group\": 3.076351354481694}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0791314117161924\", \"total_measure\": 0.456616991573668, \"share_within_group\": 2.9949743686420445}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.180033273347533\", \"total_measure\": 0.447966657876604, \"share_within_group\": 2.9382363843335315}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0592675806877505\", \"total_measure\": 0.444705876948923, \"share_within_group\": 2.916848754261982}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0938887716651172\", \"total_measure\": 0.443451112524509, \"share_within_group\": 2.908618689767771}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0694140771519407\", \"total_measure\": 0.439929759609484, \"share_within_group\": 2.8855219546088446}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.073288450394051\", \"total_measure\": 0.424856231330054, \"share_within_group\": 2.7866539061678344}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0819239718236408\", \"total_measure\": 0.423630646447075, \"share_within_group\": 2.77861523178897}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"-0.12374912889\", \"total_measure\": 0.421566711330116, \"share_within_group\": 2.7650777750409654}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0696102912579462\", \"total_measure\": 0.408475525168038, \"share_within_group\": 2.6792120106605797}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0966278967218619\", \"total_measure\": 0.402889595613644, \"share_within_group\": 2.6425736109751163}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0935011938293701\", \"total_measure\": 0.4021318407405, \"share_within_group\": 2.637603457729267}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.094596346502988\", \"total_measure\": 0.397188461033726, \"share_within_group\": 2.605179575592886}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"-0.0304693185711778\", \"total_measure\": 0.397033282735041, \"share_within_group\": 2.6041617531383836}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.066522269212262\", \"total_measure\": 0.395953339947125, \"share_within_group\": 2.5970783527632433}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.114905286180925\", \"total_measure\": 0.385595605243547, \"share_within_group\": 2.5291414373026515}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0868664413388795\", \"total_measure\": 0.377130684416003, \"share_within_group\": 2.473619585556168}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"-0.117153845653826\", \"total_measure\": 0.369783488607634, \"share_within_group\": 2.4254289497858617}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"-0.0498221890013086\", \"total_measure\": 0.441383313547352, \"share_within_group\": 2.417438631388136}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.074797591441903\", \"total_measure\": 0.33334869765977, \"share_within_group\": 2.1864512791573283}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"-0.0327857148770935\", \"total_measure\": 0.395630833698173, \"share_within_group\": 2.166854141955808}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"-0.0544515586413886\", \"total_measure\": 0.381465390024541, \"share_within_group\": 2.089270577474916}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"0.0671914257615127\", \"total_measure\": 0.378988634015497, \"share_within_group\": 2.0757054845658396}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"-0.0476802616095651\", \"total_measure\": 0.373338595293534, \"share_within_group\": 2.0447604500434897}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"0.0620390832429598\", \"total_measure\": 0.369814526874961, \"share_within_group\": 2.0254592692483997}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"-0.00171144044450246\", \"total_measure\": 0.369698887975632, \"share_within_group\": 2.0248259196541833}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"-0.0338106968042721\", \"total_measure\": 0.334788683874014, \"share_within_group\": 1.8336241378137328}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"-0.0363181232992696\", \"total_measure\": 0.317260205173699, \"share_within_group\": 1.7376213659394408}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"0.00992035479108654\", \"total_measure\": 0.312168632274004, \"share_within_group\": 1.709735026233191}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.225301410419778\", \"total_measure\": 0.259776087665444, \"share_within_group\": 1.703884740387704}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.136913506859843\", \"total_measure\": 0.0777508612133009, \"share_within_group\": 1.6407834126862648}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"0.174462178019264\", \"total_measure\": 0.298735105395886, \"share_within_group\": 1.6361601405630526}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"0.111599514524225\", \"total_measure\": 0.290472309000219, \"share_within_group\": 1.590905137491811}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"-0.22623642740044\", \"total_measure\": 0.242280003538458, \"share_within_group\": 1.5891270233537023}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"0.110627964794315\", \"total_measure\": 0.288374140943665, \"share_within_group\": 1.5794135555507234}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.085386079895268\", \"total_measure\": 0.237975989912392, \"share_within_group\": 1.560896776275229}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"0.116806406999303\", \"total_measure\": 0.283610368126372, \"share_within_group\": 1.5533225636934944}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 16.2}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..09a8f3c0053adcdc8d89be3761208bbfdbd24882 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T00:57:15.410187+00:00", + "ended_at": "2026-05-26T00:57:36.217773+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_1099cb5561d60dc6", + "problem_id": "v2p_n7_6208cb336d593868", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Genus, measure_col=MFCCs_ 6.", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_ 6", + "item_col": "MFCCs_ 7", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.175957, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=28" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_1099cb5561d60dc6.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_1099cb5561d60dc6", + "api_calls": 0, + "input_tokens": 28384, + "cached_input_tokens": 22912, + "output_tokens": 978, + "total_tokens": 29362, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5089, + "estimated_output_tokens": 187, + "estimated_total_tokens": 5276, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20785.29, + "sql_execution_elapsed_ms_total": 16.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a3f8949bb28330d960ab63757d5642b016f021e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:57:36.199991+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 20785.29, "started_at": "2026-05-26T00:57:15.411607+00:00", "ended_at": "2026-05-26T00:57:36.196531+00:00", "prompt_metrics": {"chars": 14930, "bytes_utf8": 14930, "lines": 410, "estimated_tokens": 5089}, "response_metrics": {"chars": 581, "bytes_utf8": 581, "lines": 1, "estimated_tokens": 187}, "usage": {"input_tokens": 28384, "cached_input_tokens": 22912, "output_tokens": 978, "reasoning_output_tokens": 785}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Genus\\\", \\\"MFCCs_ 7\\\",\\n SUM(CAST(\\\"MFCCs_ 6\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"MFCCs_ 6\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 6\\\" AS REAL))) OVER (PARTITION BY \\\"Genus\\\") AS share_within_group\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\", \\\"MFCCs_ 7\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Used the requested template with bound roles group_col=\\\"Genus\\\", item_col=\\\"MFCCs_ 7\\\", and measure_col=\\\"MFCCs_ 6\\\". Cast the measure column to REAL because the SQLite schema stores MFCC fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..522de579764c96571a8bc6b865f6697dd9c87a89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_1099cb5561d60dc6", + "api_calls": 0, + "input_tokens": 28384, + "cached_input_tokens": 22912, + "output_tokens": 978, + "total_tokens": 29362, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5089, + "estimated_output_tokens": 187, + "estimated_total_tokens": 5276, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20785.29, + "sql_execution_elapsed_ms_total": 16.2, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1099cb5561d60dc6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..87c32bba2b243615555a2a08faa29ac0202c1bf9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14610, "bytes_utf8": 14610, "lines": 408, "estimated_tokens": 4974}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 548, "bytes_utf8": 548, "lines": 1, "estimated_tokens": 158}, "usage": {"input_tokens": 28269, "cached_input_tokens": 22912, "output_tokens": 2066, "reasoning_output_tokens": 1902}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..149d4620afae7628f2008aefc5505011c53b6f3a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_13d4feca04d77bb5", + "api_calls": 0, + "input_tokens": 28269, + "cached_input_tokens": 22912, + "output_tokens": 2066, + "total_tokens": 30335, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4974, + "estimated_output_tokens": 158, + "estimated_total_tokens": 5132, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 40881.59, + "sql_execution_elapsed_ms_total": 11.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..33146f7c2e00fad241d3f37df40645adaf75eb47 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:57:36.219697+00:00", + "ended_at": "2026-05-26T00:58:17.101350+00:00", + "elapsed_ms": 40881.59, + "prompt_metrics": { + "chars": 14610, + "bytes_utf8": 14610, + "lines": 408, + "estimated_tokens": 4974 + }, + "stdout_metrics": { + "chars": 937, + "bytes_utf8": 937, + "lines": 4, + "estimated_tokens": 292 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 105 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 548, + "bytes_utf8": 548, + "lines": 1, + "estimated_tokens": 158 + }, + "usage": { + "input_tokens": 28269, + "cached_input_tokens": 22912, + "output_tokens": 2066, + "reasoning_output_tokens": 1902 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..768d80d4ef46d2178fbcee528dab693a5838bbca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,408 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Species, measure_col=MFCCs_20.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Species", + "measure_col": "MFCCs_20", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.001342, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5d77b498560e88f9523ea69bcae7c941c700967d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61c9-810d-7fc3-b9de-69a3dc90a4aa"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Species\\\",\\n AVG(CAST(\\\"MFCCs_20\\\" AS REAL)) OVER (PARTITION BY \\\"Species\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Species\\\" IS NOT NULL\\n AND \\\"Species\\\" <> ''\\n AND \\\"MFCCs_20\\\" IS NOT NULL\\n AND \\\"MFCCs_20\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC, \\\"Species\\\" ASC;\",\"notes\":\"Uses the requested window-partition average template with group_col=\\\"Species\\\" and measure_col=\\\"MFCCs_20\\\"; casts the TEXT measure to REAL and filters NULL/empty values for a stable view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28269,"cached_input_tokens":22912,"output_tokens":2066,"reasoning_output_tokens":1902}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f9c9f3aa13ebd66b156f681bb507f0df17052f3f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Species\",\n AVG(CAST(\"MFCCs_20\" AS REAL)) OVER (PARTITION BY \"Species\") AS \"avg_measure\"\nFROM \"n7\"\nWHERE \"Species\" IS NOT NULL\n AND \"Species\" <> ''\n AND \"MFCCs_20\" IS NOT NULL\n AND \"MFCCs_20\" <> ''\nORDER BY \"avg_measure\" DESC, \"Species\" ASC;","notes":"Uses the requested window-partition average template with group_col=\"Species\" and measure_col=\"MFCCs_20\"; casts the TEXT measure to REAL and filters NULL/empty values for a stable view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..74aedc918ff83787eaf50eeb37c78b4e199810ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:58:16.494770Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61c9-810d-7fc3-b9de-69a3dc90a4aa.1779757056269497000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1cfeb8f93a25e849936698ca6e35053244e16fb2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Species, measure_col=MFCCs_20. +Result preview: [{"Species": "LeptodactylusFuscus", "avg_measure": 0.08802668762259502}, {"Species": "HypsiboasCinerascens", "avg_measure": 0.06938619523942442}, {"Species": "Rhinellagranulosa", "avg_measure": 0.024549724678272555}, {"Species": "ScinaxRuber", "avg_measure": 0.01820521157757368}, {"Species": "HylaMinuta", "avg_measure": 0.014698953206491911}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2cfcfd807be050c321cc9944b3b2c04c3df3ac24 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_13d4feca04d77bb5 +-- problem_id: v2p_n7_d6bd8c13b8543b0d +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Species", + AVG(CAST("MFCCs_20" AS REAL)) OVER (PARTITION BY "Species") AS "avg_measure" +FROM "n7" +WHERE "Species" IS NOT NULL + AND "Species" <> '' + AND "MFCCs_20" IS NOT NULL + AND "MFCCs_20" <> '' +ORDER BY "avg_measure" DESC, "Species" ASC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2cb01925769cff301b401568773c0fa9d8fe819b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Species\",\n AVG(CAST(\"MFCCs_20\" AS REAL)) OVER (PARTITION BY \"Species\") AS \"avg_measure\"\nFROM \"n7\"\nWHERE \"Species\" IS NOT NULL\n AND \"Species\" <> ''\n AND \"MFCCs_20\" IS NOT NULL\n AND \"MFCCs_20\" <> ''\nORDER BY \"avg_measure\" DESC, \"Species\" ASC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Species\\\",\\n AVG(CAST(\\\"MFCCs_20\\\" AS REAL)) OVER (PARTITION BY \\\"Species\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Species\\\" IS NOT NULL\\n AND \\\"Species\\\" <> ''\\n AND \\\"MFCCs_20\\\" IS NOT NULL\\n AND \\\"MFCCs_20\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC, \\\"Species\\\" ASC;\", \"columns\": [\"Species\", \"avg_measure\"], \"rows\": [{\"Species\": \"LeptodactylusFuscus\", \"avg_measure\": 0.08802668762259502}, {\"Species\": \"HypsiboasCinerascens\", \"avg_measure\": 0.06938619523942442}, {\"Species\": \"Rhinellagranulosa\", \"avg_measure\": 0.024549724678272555}, {\"Species\": \"ScinaxRuber\", \"avg_measure\": 0.01820521157757368}, {\"Species\": \"HylaMinuta\", \"avg_measure\": 0.014698953206491911}, {\"Species\": \"OsteocephalusOophagus\", \"avg_measure\": -0.0015119200079892594}, {\"Species\": \"AdenomeraAndre\", \"avg_measure\": -0.007639876490043697}, {\"Species\": \"HypsiboasCordobae\", \"avg_measure\": -0.015308105288587823}, {\"Species\": \"Ameeregatrivittata\", \"avg_measure\": -0.017406835397825633}, {\"Species\": \"AdenomeraHylaedactylus\", \"avg_measure\": -0.11978942288548868}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 11.25}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d97bbe124405d55a9bdb5f9107ace4387b287446 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T00:57:36.218210+00:00", + "ended_at": "2026-05-26T00:58:17.118970+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_13d4feca04d77bb5", + "problem_id": "v2p_n7_d6bd8c13b8543b0d", + "dataset_id": "n7", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Species, measure_col=MFCCs_20.", + "bindings": { + "group_col": "Species", + "measure_col": "MFCCs_20", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.001342, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=134" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_13d4feca04d77bb5.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_13d4feca04d77bb5", + "api_calls": 0, + "input_tokens": 28269, + "cached_input_tokens": 22912, + "output_tokens": 2066, + "total_tokens": 30335, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4974, + "estimated_output_tokens": 158, + "estimated_total_tokens": 5132, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 40881.59, + "sql_execution_elapsed_ms_total": 11.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3d73c75f26fd3ee818e7c6474e9942e8405ef3a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:58:17.105992+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 40881.59, "started_at": "2026-05-26T00:57:36.219697+00:00", "ended_at": "2026-05-26T00:58:17.101350+00:00", "prompt_metrics": {"chars": 14610, "bytes_utf8": 14610, "lines": 408, "estimated_tokens": 4974}, "response_metrics": {"chars": 548, "bytes_utf8": 548, "lines": 1, "estimated_tokens": 158}, "usage": {"input_tokens": 28269, "cached_input_tokens": 22912, "output_tokens": 2066, "reasoning_output_tokens": 1902}, "stderr_preview": "2026-05-26T00:58:16.494770Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61c9-810d-7fc3-b9de-69a3dc90a4aa.1779757056269497000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Species\\\",\\n AVG(CAST(\\\"MFCCs_20\\\" AS REAL)) OVER (PARTITION BY \\\"Species\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Species\\\" IS NOT NULL\\n AND \\\"Species\\\" <> ''\\n AND \\\"MFCCs_20\\\" IS NOT NULL\\n AND \\\"MFCCs_20\\\" <> ''\\nORDER BY \\\"avg_measure\\\" DESC, \\\"Species\\\" ASC;\",\"notes\":\"Uses the requested window-partition average template with group_col=\\\"Species\\\" and measure_col=\\\"MFCCs_20\\\"; casts the TEXT measure to REAL and filters NULL/empty values for a stable view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_13d4feca04d77bb5/usage_summary.json new file mode 100644 index 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with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..be92d2d6c02e92e97cdb05b241852da199c72000 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14603, "bytes_utf8": 14603, "lines": 408, "estimated_tokens": 4972}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 393, "bytes_utf8": 393, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 28267, "cached_input_tokens": 22912, "output_tokens": 426, "reasoning_output_tokens": 310}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..16fdb3f5aff3b71c2d2148ae4cff11860119c29e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_1ba47e131ee599cf", + "api_calls": 0, + "input_tokens": 28267, + "cached_input_tokens": 22912, + "output_tokens": 426, + "total_tokens": 28693, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4972, + "estimated_output_tokens": 110, + "estimated_total_tokens": 5082, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13072.61, + "sql_execution_elapsed_ms_total": 11.93, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a1ec664b3db5685643a3e41108428da47fc99b1e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:58:17.120862+00:00", + "ended_at": "2026-05-26T00:58:30.193551+00:00", + "elapsed_ms": 13072.61, + "prompt_metrics": { + "chars": 14603, + "bytes_utf8": 14603, + "lines": 408, + "estimated_tokens": 4972 + }, + "stdout_metrics": { + "chars": 760, + "bytes_utf8": 760, + "lines": 4, + "estimated_tokens": 230 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 393, + "bytes_utf8": 393, + "lines": 1, + "estimated_tokens": 110 + }, + "usage": { + "input_tokens": 28267, + "cached_input_tokens": 22912, + "output_tokens": 426, + "reasoning_output_tokens": 310 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a68c7e098817dd8da30aaf4b44b77bc973a8d767 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,408 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Family, measure_col=MFCCs_21.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_21", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.089619, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fa9ed4fafaabfbb6f17c72cfd142c3e362a6d2bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ca-20c6-7310-9a37-3014bc237fe9"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Family\\\",\\n AVG(CAST(\\\"MFCCs_21\\\" AS REAL)) OVER (PARTITION BY \\\"Family\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"Family\\\" and measure_col=\\\"MFCCs_21\\\". Casted \\\"MFCCs_21\\\" to REAL because the schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28267,"cached_input_tokens":22912,"output_tokens":426,"reasoning_output_tokens":310}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..31adc0b8511f502c854dfeaf2efd9a61200aa9fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Family\",\n AVG(CAST(\"MFCCs_21\" AS REAL)) OVER (PARTITION BY \"Family\") AS \"avg_measure\"\nFROM \"n7\"\nORDER BY \"avg_measure\" DESC;","notes":"Applied the Window Partition Average template with group_col=\"Family\" and measure_col=\"MFCCs_21\". Casted \"MFCCs_21\" to REAL because the schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8680ea1bf29e879f80824ca7af81eebc3a7425e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Family, measure_col=MFCCs_21. +Result preview: [{"Family": "Leptodactylidae", "avg_measure": 0.06671222050006587}, {"Family": "Bufonidae", "avg_measure": 0.0056320237167379345}, {"Family": "Hylidae", "avg_measure": -0.008994150062516967}, {"Family": "Dendrobatidae", "avg_measure": -0.013483917574405585}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ad16e869db3c27c79c06552e854d090c0ad7cb22 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_1ba47e131ee599cf +-- problem_id: v2p_n7_0a11cd1bf86fa48f +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Family", + AVG(CAST("MFCCs_21" AS REAL)) OVER (PARTITION BY "Family") AS "avg_measure" +FROM "n7" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..74900049cc8bdae332affd7b3053b00550ffecc6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Family\",\n AVG(CAST(\"MFCCs_21\" AS REAL)) OVER (PARTITION BY \"Family\") AS \"avg_measure\"\nFROM \"n7\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Family\\\",\\n AVG(CAST(\\\"MFCCs_21\\\" AS REAL)) OVER (PARTITION BY \\\"Family\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Family\", \"avg_measure\"], \"rows\": [{\"Family\": \"Leptodactylidae\", \"avg_measure\": 0.06671222050006587}, {\"Family\": \"Bufonidae\", \"avg_measure\": 0.0056320237167379345}, {\"Family\": \"Hylidae\", \"avg_measure\": -0.008994150062516967}, {\"Family\": \"Dendrobatidae\", \"avg_measure\": -0.013483917574405585}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 11.93}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..af30b8d99ed32c0e6a33cb20e049f275833e16bb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T00:58:17.119375+00:00", + "ended_at": "2026-05-26T00:58:30.210805+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_1ba47e131ee599cf", + "problem_id": "v2p_n7_0a11cd1bf86fa48f", + "dataset_id": "n7", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Family, measure_col=MFCCs_21.", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_21", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.089619, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=135" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_1ba47e131ee599cf.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_1ba47e131ee599cf", + "api_calls": 0, + "input_tokens": 28267, + "cached_input_tokens": 22912, + "output_tokens": 426, + "total_tokens": 28693, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4972, + "estimated_output_tokens": 110, + "estimated_total_tokens": 5082, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13072.61, + "sql_execution_elapsed_ms_total": 11.93, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..678f3cf6cfe8cd90e38d5765b9d775e8b633d833 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:58:30.197256+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13072.61, "started_at": "2026-05-26T00:58:17.120862+00:00", "ended_at": "2026-05-26T00:58:30.193551+00:00", "prompt_metrics": {"chars": 14603, "bytes_utf8": 14603, "lines": 408, "estimated_tokens": 4972}, "response_metrics": {"chars": 393, "bytes_utf8": 393, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 28267, "cached_input_tokens": 22912, "output_tokens": 426, "reasoning_output_tokens": 310}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Family\\\",\\n AVG(CAST(\\\"MFCCs_21\\\" AS REAL)) OVER (PARTITION BY \\\"Family\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"Family\\\" and measure_col=\\\"MFCCs_21\\\". Casted \\\"MFCCs_21\\\" to REAL because the schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cfd6880ebe68ece90390c1bc0318b0a32758ce84 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_1ba47e131ee599cf", + "api_calls": 0, + "input_tokens": 28267, + "cached_input_tokens": 22912, + "output_tokens": 426, + "total_tokens": 28693, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4972, + "estimated_output_tokens": 110, + "estimated_total_tokens": 5082, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13072.61, + "sql_execution_elapsed_ms_total": 11.93, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1ba47e131ee599cf/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9e4ca4613ebcb49c12c1508b3b25b4b6b5699476 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14829, "bytes_utf8": 14829, "lines": 412, "estimated_tokens": 5053}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 424, "bytes_utf8": 424, "lines": 1, "estimated_tokens": 118}, "usage": {"input_tokens": 28348, "cached_input_tokens": 22912, "output_tokens": 1414, "reasoning_output_tokens": 1290}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3fa5dbeaf204b210e9a94f31a21b7d999449d9d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_1e8fe493f89a491b", + "api_calls": 0, + "input_tokens": 28348, + "cached_input_tokens": 22912, + "output_tokens": 1414, + "total_tokens": 29762, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5053, + "estimated_output_tokens": 118, + "estimated_total_tokens": 5171, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30685.82, + "sql_execution_elapsed_ms_total": 5.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8e0b14254376e7cd01255399fa7b1e4156bb3f84 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:58:30.212644+00:00", + "ended_at": "2026-05-26T00:59:00.898643+00:00", + "elapsed_ms": 30685.82, + "prompt_metrics": { + "chars": 14829, + "bytes_utf8": 14829, + "lines": 412, + "estimated_tokens": 5053 + }, + "stdout_metrics": { + "chars": 801, + "bytes_utf8": 801, + "lines": 4, + "estimated_tokens": 244 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 105 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 424, + "bytes_utf8": 424, + "lines": 1, + "estimated_tokens": 118 + }, + "usage": { + "input_tokens": 28348, + "cached_input_tokens": 22912, + "output_tokens": 1414, + "reasoning_output_tokens": 1290 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..df5cebe96405fa14430b3f1a5d3cd890cbdc957e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,412 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Family, group_col_2=Species.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Family", + "group_col_2": "Species", + "predicate_col": "MFCCs_ 1", + "predicate_op": ">=", + "predicate_value": 1.0, + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.08558, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fa08d857e44d27d44eb7e1f40cd09aa601e17e5e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ca-53ed-7431-9a53-9db9d0b9fd09"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Family\\\", \\\"Species\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n7\\\"\\nWHERE CAST(\\\"MFCCs_ 1\\\" AS REAL) >= 1.0\\nGROUP BY \\\"Family\\\", \\\"Species\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with \\\"Family\\\" and \\\"Species\\\" grouping, and casts \\\"MFCCs_ 1\\\" to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28348,"cached_input_tokens":22912,"output_tokens":1414,"reasoning_output_tokens":1290}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..57d4a63cedfc300ee5b58cedd05acad76dca1798 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Family\", \"Species\", COUNT(*) AS \"row_count\"\nFROM \"n7\"\nWHERE CAST(\"MFCCs_ 1\" AS REAL) >= 1.0\nGROUP BY \"Family\", \"Species\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned filtered two-dimensional group count template with \"Family\" and \"Species\" grouping, and casts \"MFCCs_ 1\" to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5376ac4b19a398c3d21236e2cc15d07ed783b6ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T00:59:00.383062Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61ca-53ed-7431-9a53-9db9d0b9fd09.1779757110253465000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..bccbf5f8e4aed6d3729bd9df9b81a1ccb9ebe46e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Family, group_col_2=Species. +Result preview: [{"Family": "Leptodactylidae", "Species": "AdenomeraHylaedactylus", "row_count": 3445}, {"Family": "Hylidae", "Species": "HypsiboasCordobae", "row_count": 1038}, {"Family": "Leptodactylidae", "Species": "AdenomeraAndre", "row_count": 663}, {"Family": "Dendrobatidae", "Species": "Ameeregatrivittata", "row_count": 542}, {"Family": "Hylidae", "Species": "HypsiboasCinerascens", "row_count": 397}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4702275703edb6aa65ab8fe9dbec27b973a05611 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n7_1e8fe493f89a491b +-- problem_id: v2p_n7_660f79d706f467b2 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "Species", COUNT(*) AS "row_count" +FROM "n7" +WHERE CAST("MFCCs_ 1" AS REAL) >= 1.0 +GROUP BY "Family", "Species" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..538de792cdcc336ad5f8ff88d65ff95c7898f11e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Family\", \"Species\", COUNT(*) AS \"row_count\"\nFROM \"n7\"\nWHERE CAST(\"MFCCs_ 1\" AS REAL) >= 1.0\nGROUP BY \"Family\", \"Species\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Family\\\", \\\"Species\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n7\\\"\\nWHERE CAST(\\\"MFCCs_ 1\\\" AS REAL) >= 1.0\\nGROUP BY \\\"Family\\\", \\\"Species\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Family\", \"Species\", \"row_count\"], \"rows\": [{\"Family\": \"Leptodactylidae\", \"Species\": \"AdenomeraHylaedactylus\", \"row_count\": 3445}, {\"Family\": \"Hylidae\", \"Species\": \"HypsiboasCordobae\", \"row_count\": 1038}, {\"Family\": \"Leptodactylidae\", \"Species\": \"AdenomeraAndre\", \"row_count\": 663}, {\"Family\": \"Dendrobatidae\", \"Species\": \"Ameeregatrivittata\", \"row_count\": 542}, {\"Family\": \"Hylidae\", \"Species\": \"HypsiboasCinerascens\", \"row_count\": 397}, {\"Family\": \"Hylidae\", \"Species\": \"HylaMinuta\", \"row_count\": 308}, {\"Family\": \"Leptodactylidae\", \"Species\": \"LeptodactylusFuscus\", \"row_count\": 261}, {\"Family\": \"Hylidae\", \"Species\": \"ScinaxRuber\", \"row_count\": 141}, {\"Family\": \"Hylidae\", \"Species\": \"OsteocephalusOophagus\", \"row_count\": 87}, {\"Family\": \"Bufonidae\", \"Species\": \"Rhinellagranulosa\", \"row_count\": 65}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.73}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..12680b9b6cfba4b6ce9cc696fe1190577eded384 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T00:58:30.211182+00:00", + "ended_at": "2026-05-26T00:59:00.910228+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_1e8fe493f89a491b", + "problem_id": "v2p_n7_660f79d706f467b2", + "dataset_id": "n7", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Family, group_col_2=Species.", + "bindings": { + "group_col": "Family", + "group_col_2": "Species", + "predicate_col": "MFCCs_ 1", + "predicate_op": ">=", + "predicate_value": 1.0, + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.08558, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=52" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_1e8fe493f89a491b.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_1e8fe493f89a491b", + "api_calls": 0, + "input_tokens": 28348, + "cached_input_tokens": 22912, + "output_tokens": 1414, + "total_tokens": 29762, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5053, + "estimated_output_tokens": 118, + "estimated_total_tokens": 5171, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30685.82, + "sql_execution_elapsed_ms_total": 5.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8764221e79a0803e9a19c49b790339f226c17073 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:59:00.902819+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 30685.82, "started_at": "2026-05-26T00:58:30.212644+00:00", "ended_at": "2026-05-26T00:59:00.898643+00:00", "prompt_metrics": {"chars": 14829, "bytes_utf8": 14829, "lines": 412, "estimated_tokens": 5053}, "response_metrics": {"chars": 424, "bytes_utf8": 424, "lines": 1, "estimated_tokens": 118}, "usage": {"input_tokens": 28348, "cached_input_tokens": 22912, "output_tokens": 1414, "reasoning_output_tokens": 1290}, "stderr_preview": "2026-05-26T00:59:00.383062Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61ca-53ed-7431-9a53-9db9d0b9fd09.1779757110253465000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Family\\\", \\\"Species\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n7\\\"\\nWHERE CAST(\\\"MFCCs_ 1\\\" AS REAL) >= 1.0\\nGROUP BY \\\"Family\\\", \\\"Species\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with \\\"Family\\\" and \\\"Species\\\" grouping, and casts \\\"MFCCs_ 1\\\" to REAL because the SQLite schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e06b01ae746761812a7f413d3cad48c1b9511d06 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_1e8fe493f89a491b", + "api_calls": 0, + "input_tokens": 28348, + "cached_input_tokens": 22912, + "output_tokens": 1414, + "total_tokens": 29762, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5053, + "estimated_output_tokens": 118, + "estimated_total_tokens": 5171, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30685.82, + "sql_execution_elapsed_ms_total": 5.73, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1e8fe493f89a491b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e5420c647f0ee7f8df495aa6eabbce806cddedb5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14789, "bytes_utf8": 14789, "lines": 411, "estimated_tokens": 5026}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 342, "bytes_utf8": 342, "lines": 1, "estimated_tokens": 96}, "usage": {"input_tokens": 28321, "cached_input_tokens": 22912, "output_tokens": 542, "reasoning_output_tokens": 440}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f686aab2e08a8b7dbad4c72414d7987e226124dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_1f5bde397a184dc5", + "api_calls": 0, + "input_tokens": 28321, + "cached_input_tokens": 22912, + "output_tokens": 542, + "total_tokens": 28863, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5026, + "estimated_output_tokens": 96, + "estimated_total_tokens": 5122, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15487.96, + "sql_execution_elapsed_ms_total": 2.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3a1add92336cc4000778c1263658eb41e0a3a717 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:59:00.912066+00:00", + "ended_at": "2026-05-26T00:59:16.400117+00:00", + "elapsed_ms": 15487.96, + "prompt_metrics": { + "chars": 14789, + "bytes_utf8": 14789, + "lines": 411, + "estimated_tokens": 5026 + }, + "stdout_metrics": { + "chars": 693, + "bytes_utf8": 693, + "lines": 4, + "estimated_tokens": 206 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 342, + "bytes_utf8": 342, + "lines": 1, + "estimated_tokens": 96 + }, + "usage": { + "input_tokens": 28321, + "cached_input_tokens": 22912, + "output_tokens": 542, + "reasoning_output_tokens": 440 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e70b62ae739cffe082d36186ce34f4802c13abca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Genus, condition_col=Family.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Genus", + "condition_col": "Family", + "condition_value": "Hylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.265395, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..eb47a06c7e8b9fa2d4bd93de97cd9e080fb8ee0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ca-cbd6-7972-88e2-50db8f3d8956"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"Genus\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Computes the per-genus rate of rows where \\\"Family\\\" equals 'Hylidae' using the grouped condition-rate template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28321,"cached_input_tokens":22912,"output_tokens":542,"reasoning_output_tokens":440}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6e54c7708138435523e91deaaca473e49dee49f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate.\nSELECT \"Genus\",\n AVG(CASE WHEN \"Family\" = 'Hylidae' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n7\"\nGROUP BY \"Genus\"\nORDER BY condition_rate DESC;","notes":"Computes the per-genus rate of rows where \"Family\" equals 'Hylidae' using the grouped condition-rate template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e61cf3b11b550a2d07dd6e7890df103779d01898 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Genus, condition_col=Family. +Result preview: [{"Genus": "Scinax", "condition_rate": 1.0}, {"Genus": "Osteocephalus", "condition_rate": 1.0}, {"Genus": "Hypsiboas", "condition_rate": 1.0}, {"Genus": "Dendropsophus", "condition_rate": 1.0}, {"Genus": "Rhinella", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f1632d018435f738fd39985bcf81da5c7896615a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_1f5bde397a184dc5 +-- problem_id: v2p_n7_a0bf6425e109bdeb +-- realization_mode: agent +-- source_kind: agent +SELECT "Genus", + AVG(CASE WHEN "Family" = 'Hylidae' THEN 1 ELSE 0 END) AS condition_rate +FROM "n7" +GROUP BY "Genus" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ae78224a0f0911ccc280f60b6c46ff3015907808 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate.\nSELECT \"Genus\",\n AVG(CASE WHEN \"Family\" = 'Hylidae' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n7\"\nGROUP BY \"Genus\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"Genus\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"Genus\", \"condition_rate\"], \"rows\": [{\"Genus\": \"Scinax\", \"condition_rate\": 1.0}, {\"Genus\": \"Osteocephalus\", \"condition_rate\": 1.0}, {\"Genus\": \"Hypsiboas\", \"condition_rate\": 1.0}, {\"Genus\": \"Dendropsophus\", \"condition_rate\": 1.0}, {\"Genus\": \"Rhinella\", \"condition_rate\": 0.0}, {\"Genus\": \"Leptodactylus\", \"condition_rate\": 0.0}, {\"Genus\": \"Ameerega\", \"condition_rate\": 0.0}, {\"Genus\": \"Adenomera\", \"condition_rate\": 0.0}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.09}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..fbed338e97ebfb903043852caa8f46c531631524 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T00:59:00.910600+00:00", + "ended_at": "2026-05-26T00:59:16.407797+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_1f5bde397a184dc5", + "problem_id": "v2p_n7_a0bf6425e109bdeb", + "dataset_id": "n7", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Genus, condition_col=Family.", + "bindings": { + "group_col": "Genus", + "condition_col": "Family", + "condition_value": "Hylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.265395, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=100" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_1f5bde397a184dc5.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_1f5bde397a184dc5", + "api_calls": 0, + "input_tokens": 28321, + "cached_input_tokens": 22912, + "output_tokens": 542, + "total_tokens": 28863, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5026, + "estimated_output_tokens": 96, + "estimated_total_tokens": 5122, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15487.96, + "sql_execution_elapsed_ms_total": 2.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..89e63927f5b08ec72d188508744bbf546e16bedc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:59:16.403452+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15487.96, "started_at": "2026-05-26T00:59:00.912066+00:00", "ended_at": "2026-05-26T00:59:16.400117+00:00", "prompt_metrics": {"chars": 14789, "bytes_utf8": 14789, "lines": 411, "estimated_tokens": 5026}, "response_metrics": {"chars": 342, "bytes_utf8": 342, "lines": 1, "estimated_tokens": 96}, "usage": {"input_tokens": 28321, "cached_input_tokens": 22912, "output_tokens": 542, "reasoning_output_tokens": 440}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate.\\nSELECT \\\"Genus\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Computes the per-genus rate of rows where \\\"Family\\\" equals 'Hylidae' using the grouped condition-rate template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..265ac20c9dd098569f8d95e6efe67bf3d9d548d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_1f5bde397a184dc5", + "api_calls": 0, + "input_tokens": 28321, + "cached_input_tokens": 22912, + "output_tokens": 542, + "total_tokens": 28863, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5026, + "estimated_output_tokens": 96, + "estimated_total_tokens": 5122, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15487.96, + "sql_execution_elapsed_ms_total": 2.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_1f5bde397a184dc5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ecb9d21ab3e007cef34c23e9be6ea4269a58d414 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14925, "bytes_utf8": 14925, "lines": 410, "estimated_tokens": 5088}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 566, "bytes_utf8": 566, "lines": 1, "estimated_tokens": 192}, "usage": {"input_tokens": 28383, "cached_input_tokens": 27008, "output_tokens": 1039, "reasoning_output_tokens": 841}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ebd9b087224cd29fd38c4ae1d3fcb6cd1cbffa19 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_21b496f27e1c5e43", + "api_calls": 0, + "input_tokens": 28383, + "cached_input_tokens": 27008, + "output_tokens": 1039, + "total_tokens": 29422, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5088, + "estimated_output_tokens": 192, + "estimated_total_tokens": 5280, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23836.81, + "sql_execution_elapsed_ms_total": 17.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..578f47210940a8ad7230b0704e6426ff09cf2066 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:59:16.409545+00:00", + "ended_at": "2026-05-26T00:59:40.246470+00:00", + "elapsed_ms": 23836.81, + "prompt_metrics": { + "chars": 14925, + "bytes_utf8": 14925, + "lines": 410, + "estimated_tokens": 5088 + }, + "stdout_metrics": { + "chars": 950, + "bytes_utf8": 950, + "lines": 4, + "estimated_tokens": 326 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 566, + "bytes_utf8": 566, + "lines": 1, + "estimated_tokens": 192 + }, + "usage": { + "input_tokens": 28383, + "cached_input_tokens": 27008, + "output_tokens": 1039, + "reasoning_output_tokens": 841 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..151df330430f344bd1e339e9d3a7a17498b37459 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Genus, measure_col=MFCCs_ 3.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_ 3", + "item_col": "MFCCs_ 4", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.430695, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..40f0ff28a8c94069571b1809ce86621a7da6ffd6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cb-0864-7e50-b0ac-c5c849ee2d63"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Genus\\\",\\n \\\"MFCCs_ 4\\\",\\n SUM(CAST(\\\"MFCCs_ 3\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"MFCCs_ 3\\\" AS REAL)) * 100.0 /\\n SUM(SUM(CAST(\\\"MFCCs_ 3\\\" AS REAL))) OVER (PARTITION BY \\\"Genus\\\") AS share_within_group\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\", \\\"MFCCs_ 4\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Instantiates the planned template with group_col=\\\"Genus\\\", item_col=\\\"MFCCs_ 4\\\", and measure_col=\\\"MFCCs_ 3\\\". The measure is cast to REAL because the schema stores MFCC fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28383,"cached_input_tokens":27008,"output_tokens":1039,"reasoning_output_tokens":841}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2ad64c1295945c1ed6239f1bafd2ec279703b7cb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Genus\",\n \"MFCCs_ 4\",\n SUM(CAST(\"MFCCs_ 3\" AS REAL)) AS total_measure,\n SUM(CAST(\"MFCCs_ 3\" AS REAL)) * 100.0 /\n SUM(SUM(CAST(\"MFCCs_ 3\" AS REAL))) OVER (PARTITION BY \"Genus\") AS share_within_group\nFROM \"n7\"\nGROUP BY \"Genus\", \"MFCCs_ 4\"\nORDER BY share_within_group DESC;","notes":"Instantiates the planned template with group_col=\"Genus\", item_col=\"MFCCs_ 4\", and measure_col=\"MFCCs_ 3\". The measure is cast to REAL because the schema stores MFCC fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..482115ccd2299197a2a03f7d6e7bcdba8d95e16f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Genus, measure_col=MFCCs_ 3. +Result preview: [{"Genus": "Rhinella", "MFCCs_ 4": "0.18680569503311", "total_measure": 1.0, "share_within_group": 3.973257046692722}, {"Genus": "Rhinella", "MFCCs_ 4": "0.379691760814906", "total_measure": 0.78638858035633, "share_within_group": 3.124523968339474}, {"Genus": "Rhinella", "MFCCs_ 4": "0.322008252715157", "total_measure": 0.7218594344894, "share_within_group": 2.868133084806632}, {"Genus": "Rhinella", "MFCCs_ 4": "0.719340678258376", "total_measure": 0.71629725418454, "share_within_group": 2.8460331127153715}, {"Genus": "Rhinella", "MFCCs_ 4": "0.820553882386732", "total_measure": 0.696727415236487, "share_within_group": 2.768277112212378}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e2c5739ad2728d1b83219d369279436d5811d9ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_21b496f27e1c5e43 +-- problem_id: v2p_n7_b982cbad5d9ff39d +-- realization_mode: agent +-- source_kind: agent +SELECT + "Genus", + "MFCCs_ 4", + SUM(CAST("MFCCs_ 3" AS REAL)) AS total_measure, + SUM(CAST("MFCCs_ 3" AS REAL)) * 100.0 / + SUM(SUM(CAST("MFCCs_ 3" AS REAL))) OVER (PARTITION BY "Genus") AS share_within_group +FROM "n7" +GROUP BY "Genus", "MFCCs_ 4" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1008ef8fe2bd5f2d2d885313204c21c17546b78d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Genus\",\n \"MFCCs_ 4\",\n SUM(CAST(\"MFCCs_ 3\" AS REAL)) AS total_measure,\n SUM(CAST(\"MFCCs_ 3\" AS REAL)) * 100.0 /\n SUM(SUM(CAST(\"MFCCs_ 3\" AS REAL))) OVER (PARTITION BY \"Genus\") AS share_within_group\nFROM \"n7\"\nGROUP BY \"Genus\", \"MFCCs_ 4\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Genus\\\",\\n \\\"MFCCs_ 4\\\",\\n SUM(CAST(\\\"MFCCs_ 3\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"MFCCs_ 3\\\" AS REAL)) * 100.0 /\\n SUM(SUM(CAST(\\\"MFCCs_ 3\\\" AS REAL))) OVER (PARTITION BY \\\"Genus\\\") AS share_within_group\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\", \\\"MFCCs_ 4\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"Genus\", \"MFCCs_ 4\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Genus\": \"Rhinella\", \"MFCCs_ 4\": \"0.18680569503311\", \"total_measure\": 1.0, \"share_within_group\": 3.973257046692722}, {\"Genus\": \"Rhinella\", \"MFCCs_ 4\": \"0.379691760814906\", \"total_measure\": 0.78638858035633, \"share_within_group\": 3.124523968339474}, {\"Genus\": \"Rhinella\", \"MFCCs_ 4\": \"0.322008252715157\", \"total_measure\": 0.7218594344894, \"share_within_group\": 2.868133084806632}, {\"Genus\": \"Rhinella\", \"MFCCs_ 4\": \"0.719340678258376\", \"total_measure\": 0.71629725418454, \"share_within_group\": 2.8460331127153715}, {\"Genus\": \"Rhinella\", \"MFCCs_ 4\": \"0.820553882386732\", \"total_measure\": 0.696727415236487, \"share_within_group\": 2.768277112212378}, {\"Genus\": \"Rhinella\", \"MFCCs_ 4\": \"0.680031732589425\", \"total_measure\": 0.678506760241583, \"share_within_group\": 2.6958817663585184}, {\"Genus\": \"Rhinella\", \"MFCCs_ 4\": \"0.619842075526362\", \"total_measure\": 0.577995567708462, \"share_within_group\": 2.296524962354807}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.370978298865114\", \"total_measure\": 0.386103666168359, \"share_within_group\": 2.2356181448975114}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.464037450160344\", \"total_measure\": 0.373963530833509, \"share_within_group\": 2.1653243113645564}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.401774498135746\", \"total_measure\": 0.370560831327423, \"share_within_group\": 2.1456219945413784}, {\"Genus\": \"Rhinella\", \"MFCCs_ 4\": \"0.403239589608088\", \"total_measure\": 0.525994906952533, \"share_within_group\": 2.0899129705736343}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.471495790127017\", \"total_measure\": 0.355610012473722, \"share_within_group\": 2.0590537362233254}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.55683428346917\", \"total_measure\": 0.352040222297148, \"share_within_group\": 2.038383930698232}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.409727410252739\", \"total_measure\": 0.349919918578312, \"share_within_group\": 2.0261069442775526}, {\"Genus\": \"Dendropsophus\", \"MFCCs_ 4\": \"0.642771145212133\", \"total_measure\": 0.460516188301182, \"share_within_group\": 2.0201998724625296}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.397928215423533\", \"total_measure\": 0.344144588738258, \"share_within_group\": 1.9926666190112214}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.463267849358365\", \"total_measure\": 0.339504093399881, \"share_within_group\": 1.9657972145252665}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.458413067029268\", \"total_measure\": 0.338634730424356, \"share_within_group\": 1.960763427454883}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.316170788925766\", \"total_measure\": 0.338069336093758, \"share_within_group\": 1.9574896801811237}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.479877846169713\", \"total_measure\": 0.337853716984662, \"share_within_group\": 1.9562412020263698}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.285510377274794\", \"total_measure\": 0.333387982738498, \"share_within_group\": 1.93038369953205}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.395819500286092\", \"total_measure\": 0.33050756771508, \"share_within_group\": 1.9137055152633182}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.375406139592855\", \"total_measure\": 0.326928236723169, \"share_within_group\": 1.8929804664920356}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.328407498529715\", \"total_measure\": 0.326657294981095, \"share_within_group\": 1.8914116591279362}, {\"Genus\": \"Rhinella\", \"MFCCs_ 4\": \"0.415741971265745\", \"total_measure\": 0.470043887747537, \"share_within_group\": 1.867605189247744}, {\"Genus\": \"Dendropsophus\", \"MFCCs_ 4\": \"0.716877501279044\", \"total_measure\": 0.425507362883794, \"share_within_group\": 1.8666225901868072}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.371592047810473\", \"total_measure\": 0.320365566635073, \"share_within_group\": 1.8549812823000729}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.392506770981131\", \"total_measure\": 0.318637011769232, \"share_within_group\": 1.8449726007952463}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.420968076950216\", \"total_measure\": 0.311379131794354, \"share_within_group\": 1.8029480110617464}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.437867378383747\", \"total_measure\": 0.310234567546842, \"share_within_group\": 1.7963207530894714}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.38137644849427\", \"total_measure\": 0.309973397380134, \"share_within_group\": 1.7948085251186972}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.388567929447213\", \"total_measure\": 0.309305047616188, \"share_within_group\": 1.7909386451088964}, {\"Genus\": \"Dendropsophus\", \"MFCCs_ 4\": \"0.934727815805684\", \"total_measure\": 0.408045820866479, \"share_within_group\": 1.7900220148921377}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.406347396175732\", \"total_measure\": 0.308406193340031, \"share_within_group\": 1.7857340974563523}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.605395662181905\", \"total_measure\": 0.307176394513015, \"share_within_group\": 1.7786133140679556}, {\"Genus\": \"Rhinella\", \"MFCCs_ 4\": \"0.31329008801901\", \"total_measure\": 0.444124985842393, \"share_within_group\": 1.7646227296105934}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.430845608071744\", \"total_measure\": 0.304037258184817, \"share_within_group\": 1.7604370812332066}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.396739656172711\", \"total_measure\": 0.302423437757758, \"share_within_group\": 1.7510927352829502}, {\"Genus\": \"Dendropsophus\", \"MFCCs_ 4\": \"0.788227243743198\", \"total_measure\": 0.398883873935765, \"share_within_group\": 1.7498302377274406}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.384953376486061\", \"total_measure\": 0.30114128388102, \"share_within_group\": 1.743668805591135}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.354474401962282\", \"total_measure\": 0.299616678061305, \"share_within_group\": 1.7348410302213846}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.427176134863784\", \"total_measure\": 0.299010892656083, \"share_within_group\": 1.7313334104744178}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.425783357264574\", \"total_measure\": 0.298464139386417, \"share_within_group\": 1.7281675987053209}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.572483799452381\", \"total_measure\": 0.296575196004774, \"share_within_group\": 1.717230235326741}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.405580051805029\", \"total_measure\": 0.293614518492206, \"share_within_group\": 1.700087315048432}, {\"Genus\": \"Dendropsophus\", \"MFCCs_ 4\": \"0.737890195472303\", \"total_measure\": 0.387101908338957, \"share_within_group\": 1.6981449202496048}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.414270796233653\", \"total_measure\": 0.291788047877319, \"share_within_group\": 1.6895116815967077}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.368282854716231\", \"total_measure\": 0.288962023007001, \"share_within_group\": 1.673148427290649}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.368781733813918\", \"total_measure\": 0.288820600979562, \"share_within_group\": 1.6723295652120562}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.370374012692827\", \"total_measure\": 0.288179752128115, \"share_within_group\": 1.6686189210354556}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 17.31}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0536ae67436eef6270062ac3c057ec9fd0b6a5fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T00:59:16.408172+00:00", + "ended_at": "2026-05-26T00:59:40.270248+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_21b496f27e1c5e43", + "problem_id": "v2p_n7_b982cbad5d9ff39d", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Genus, measure_col=MFCCs_ 3.", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_ 3", + "item_col": "MFCCs_ 4", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.430695, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=25" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_21b496f27e1c5e43.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_21b496f27e1c5e43", + "api_calls": 0, + "input_tokens": 28383, + "cached_input_tokens": 27008, + "output_tokens": 1039, + "total_tokens": 29422, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5088, + "estimated_output_tokens": 192, + "estimated_total_tokens": 5280, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23836.81, + "sql_execution_elapsed_ms_total": 17.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4d3d1b3bb5673564f8d023088e329180d050ecf1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:59:40.251123+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 23836.81, "started_at": "2026-05-26T00:59:16.409545+00:00", "ended_at": "2026-05-26T00:59:40.246470+00:00", "prompt_metrics": {"chars": 14925, "bytes_utf8": 14925, "lines": 410, "estimated_tokens": 5088}, "response_metrics": {"chars": 566, "bytes_utf8": 566, "lines": 1, "estimated_tokens": 192}, "usage": {"input_tokens": 28383, "cached_input_tokens": 27008, "output_tokens": 1039, "reasoning_output_tokens": 841}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Genus\\\",\\n \\\"MFCCs_ 4\\\",\\n SUM(CAST(\\\"MFCCs_ 3\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"MFCCs_ 3\\\" AS REAL)) * 100.0 /\\n SUM(SUM(CAST(\\\"MFCCs_ 3\\\" AS REAL))) OVER (PARTITION BY \\\"Genus\\\") AS share_within_group\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\", \\\"MFCCs_ 4\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Instantiates the planned template with group_col=\\\"Genus\\\", item_col=\\\"MFCCs_ 4\\\", and measure_col=\\\"MFCCs_ 3\\\". The measure is cast to REAL because the schema stores MFCC fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2d03284a31b09b66cfd74071e68b14270057828a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_21b496f27e1c5e43", + "api_calls": 0, + "input_tokens": 28383, + "cached_input_tokens": 27008, + "output_tokens": 1039, + "total_tokens": 29422, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5088, + "estimated_output_tokens": 192, + "estimated_total_tokens": 5280, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 23836.81, + "sql_execution_elapsed_ms_total": 17.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_21b496f27e1c5e43/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0707ccd66ddec32adb2fc58b2536724ffc4830d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14608, "bytes_utf8": 14608, "lines": 408, "estimated_tokens": 4973}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 415, "bytes_utf8": 415, "lines": 1, "estimated_tokens": 106}, "usage": {"input_tokens": 28268, "cached_input_tokens": 22912, "output_tokens": 476, "reasoning_output_tokens": 364}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4c10876bb995f0fdd6c8d752ba191109c282d13c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_23a3ba1f8e736ed5", + "api_calls": 0, + "input_tokens": 28268, + "cached_input_tokens": 22912, + "output_tokens": 476, + "total_tokens": 28744, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4973, + "estimated_output_tokens": 106, + "estimated_total_tokens": 5079, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12121.41, + "sql_execution_elapsed_ms_total": 11.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a004023c6eca2cce330d426619ce186196423d1f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:59:40.271869+00:00", + "ended_at": "2026-05-26T00:59:52.393387+00:00", + "elapsed_ms": 12121.41, + "prompt_metrics": { + "chars": 14608, + "bytes_utf8": 14608, + "lines": 408, + "estimated_tokens": 4973 + }, + "stdout_metrics": { + "chars": 777, + "bytes_utf8": 777, + "lines": 4, + "estimated_tokens": 224 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 415, + "bytes_utf8": 415, + "lines": 1, + "estimated_tokens": 106 + }, + "usage": { + "input_tokens": 28268, + "cached_input_tokens": 22912, + "output_tokens": 476, + "reasoning_output_tokens": 364 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1b27bea4e9b782b607f8b52335cdb4732f1c82b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,408 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Family, measure_col=MFCCs_21.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_21", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.066782, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7cac12a6257798c59d9d31e271db7f44d99af4d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cb-65bb-7fd3-9780-28d744d8da5a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Family\\\",\\n AVG(CAST(\\\"MFCCs_21\\\" AS REAL)) OVER (PARTITION BY \\\"Family\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the planned Window Partition Average template with group_col=\\\"Family\\\" and measure_col=\\\"MFCCs_21\\\". CAST to REAL is included because the schema snapshot stores MFCC fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28268,"cached_input_tokens":22912,"output_tokens":476,"reasoning_output_tokens":364}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..392b1d2b52c447ce199e814a1edc9c8f72df4140 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Family\",\n AVG(CAST(\"MFCCs_21\" AS REAL)) OVER (PARTITION BY \"Family\") AS \"avg_measure\"\nFROM \"n7\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the planned Window Partition Average template with group_col=\"Family\" and measure_col=\"MFCCs_21\". CAST to REAL is included because the schema snapshot stores MFCC fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..8a05976352be56438d66c77953fc21fa9288a07b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Family, measure_col=MFCCs_21. +Result preview: [{"Family": "Leptodactylidae", "avg_measure": 0.06671222050006587}, {"Family": "Bufonidae", "avg_measure": 0.0056320237167379345}, {"Family": "Hylidae", "avg_measure": -0.008994150062516967}, {"Family": "Dendrobatidae", "avg_measure": -0.013483917574405585}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..bb93e325a7247497d48ad9bc746b6ce0944082e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_23a3ba1f8e736ed5 +-- problem_id: v2p_n7_ac07805978a207d1 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Family", + AVG(CAST("MFCCs_21" AS REAL)) OVER (PARTITION BY "Family") AS "avg_measure" +FROM "n7" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..82da5eab25ef97c1f918e62617a22fdb8a9a6771 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Family\",\n AVG(CAST(\"MFCCs_21\" AS REAL)) OVER (PARTITION BY \"Family\") AS \"avg_measure\"\nFROM \"n7\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Family\\\",\\n AVG(CAST(\\\"MFCCs_21\\\" AS REAL)) OVER (PARTITION BY \\\"Family\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Family\", \"avg_measure\"], \"rows\": [{\"Family\": \"Leptodactylidae\", \"avg_measure\": 0.06671222050006587}, {\"Family\": \"Bufonidae\", \"avg_measure\": 0.0056320237167379345}, {\"Family\": \"Hylidae\", \"avg_measure\": -0.008994150062516967}, {\"Family\": \"Dendrobatidae\", \"avg_measure\": -0.013483917574405585}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 11.7}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1229ae9027fbe688b96f9f25dc010d883122b973 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T00:59:40.270630+00:00", + "ended_at": "2026-05-26T00:59:52.410284+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_23a3ba1f8e736ed5", + "problem_id": "v2p_n7_ac07805978a207d1", + "dataset_id": "n7", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Family, measure_col=MFCCs_21.", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_21", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.066782, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=135" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_23a3ba1f8e736ed5.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_23a3ba1f8e736ed5", + "api_calls": 0, + "input_tokens": 28268, + "cached_input_tokens": 22912, + "output_tokens": 476, + "total_tokens": 28744, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4973, + "estimated_output_tokens": 106, + "estimated_total_tokens": 5079, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12121.41, + "sql_execution_elapsed_ms_total": 11.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..390b157205796b2d802b075a640c95e732241fd7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T00:59:52.397100+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 12121.41, "started_at": "2026-05-26T00:59:40.271869+00:00", "ended_at": "2026-05-26T00:59:52.393387+00:00", "prompt_metrics": {"chars": 14608, "bytes_utf8": 14608, "lines": 408, "estimated_tokens": 4973}, "response_metrics": {"chars": 415, "bytes_utf8": 415, "lines": 1, "estimated_tokens": 106}, "usage": {"input_tokens": 28268, "cached_input_tokens": 22912, "output_tokens": 476, "reasoning_output_tokens": 364}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Family\\\",\\n AVG(CAST(\\\"MFCCs_21\\\" AS REAL)) OVER (PARTITION BY \\\"Family\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the planned Window Partition Average template with group_col=\\\"Family\\\" and measure_col=\\\"MFCCs_21\\\". CAST to REAL is included because the schema snapshot stores MFCC fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..84a8f27cb30eb53cac9678aed83e805a6e8a720b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_23a3ba1f8e736ed5", + "api_calls": 0, + "input_tokens": 28268, + "cached_input_tokens": 22912, + "output_tokens": 476, + "total_tokens": 28744, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4973, + "estimated_output_tokens": 106, + "estimated_total_tokens": 5079, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 12121.41, + "sql_execution_elapsed_ms_total": 11.7, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_23a3ba1f8e736ed5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..15a3250632d17f2856049925a3bd032372ef0a04 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14601, "bytes_utf8": 14601, "lines": 408, "estimated_tokens": 4976}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 400, "bytes_utf8": 400, "lines": 1, "estimated_tokens": 109}, "usage": {"input_tokens": 28271, "cached_input_tokens": 27008, "output_tokens": 631, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2c10c17c2b1651256f805bfa37e90c06ded4634f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_27036980dec6429e", + "api_calls": 0, + "input_tokens": 28271, + "cached_input_tokens": 27008, + "output_tokens": 631, + "total_tokens": 28902, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4976, + "estimated_output_tokens": 109, + "estimated_total_tokens": 5085, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17588.23, + "sql_execution_elapsed_ms_total": 10.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2a0fd980b8ea5ae3d376d7d11ddfe0bd4c3a2f0e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T00:59:52.412879+00:00", + "ended_at": "2026-05-26T01:00:10.001220+00:00", + "elapsed_ms": 17588.23, + "prompt_metrics": { + "chars": 14601, + "bytes_utf8": 14601, + "lines": 408, + "estimated_tokens": 4976 + }, + "stdout_metrics": { + "chars": 762, + "bytes_utf8": 762, + "lines": 4, + "estimated_tokens": 227 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 400, + "bytes_utf8": 400, + "lines": 1, + "estimated_tokens": 109 + }, + "usage": { + "input_tokens": 28271, + "cached_input_tokens": 27008, + "output_tokens": 631, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ac054bdd39286b03b81f50f4970ecb30139e57e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,408 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Genus, measure_col=MFCCs_ 2.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_ 2", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.466566, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cf1e2df18b64e26138bec9e25d7868e78f4dd64f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cb-9501-7bd2-8e47-3bd534505a3a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Genus\\\",\\n AVG(CAST(\\\"MFCCs_ 2\\\" AS REAL)) OVER (PARTITION BY \\\"Genus\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned Window Partition Average template with group_col=\\\"Genus\\\" and measure_col=\\\"MFCCs_ 2\\\"; CAST to REAL is added because the schema stores the measure as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28271,"cached_input_tokens":27008,"output_tokens":631,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b114dc4cce1ab80755bcf8e5fed757f992836c34 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Genus\",\n AVG(CAST(\"MFCCs_ 2\" AS REAL)) OVER (PARTITION BY \"Genus\") AS \"avg_measure\"\nFROM \"n7\"\nORDER BY \"avg_measure\" DESC;","notes":"Uses the planned Window Partition Average template with group_col=\"Genus\" and measure_col=\"MFCCs_ 2\"; CAST to REAL is added because the schema stores the measure as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e9428564c041c596ffeb5dde1263b3fc1b4b8956 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Genus, measure_col=MFCCs_ 2. +Result preview: [{"Genus": "Osteocephalus", "avg_measure": 0.5845113369109928}, {"Genus": "Hypsiboas", "avg_measure": 0.44305415169497026}, {"Genus": "Rhinella", "avg_measure": 0.38873474573823974}, {"Genus": "Adenomera", "avg_measure": 0.3033137593054268}, {"Genus": "Ameerega", "avg_measure": 0.28550267724071887}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..57a67a6dd09e63c5ccfc29cbde3016bc58184316 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_27036980dec6429e +-- problem_id: v2p_n7_f14fc6f3eb55fd81 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Genus", + AVG(CAST("MFCCs_ 2" AS REAL)) OVER (PARTITION BY "Genus") AS "avg_measure" +FROM "n7" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6e5f251f8021892d75015a9ebeb08ac76984ebf1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Genus\",\n AVG(CAST(\"MFCCs_ 2\" AS REAL)) OVER (PARTITION BY \"Genus\") AS \"avg_measure\"\nFROM \"n7\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Genus\\\",\\n AVG(CAST(\\\"MFCCs_ 2\\\" AS REAL)) OVER (PARTITION BY \\\"Genus\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Genus\", \"avg_measure\"], \"rows\": [{\"Genus\": \"Osteocephalus\", \"avg_measure\": 0.5845113369109928}, {\"Genus\": \"Hypsiboas\", \"avg_measure\": 0.44305415169497026}, {\"Genus\": \"Rhinella\", \"avg_measure\": 0.38873474573823974}, {\"Genus\": \"Adenomera\", \"avg_measure\": 0.3033137593054268}, {\"Genus\": \"Ameerega\", \"avg_measure\": 0.28550267724071887}, {\"Genus\": \"Leptodactylus\", \"avg_measure\": 0.25877338976888914}, {\"Genus\": \"Dendropsophus\", \"avg_measure\": 0.15212189277737118}, {\"Genus\": \"Scinax\", \"avg_measure\": -0.008036546651371641}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 10.42}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f0d42fc494de4d4e9697d0c8473026d7cf43ac48 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T00:59:52.410705+00:00", + "ended_at": "2026-05-26T01:00:10.017885+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_27036980dec6429e", + "problem_id": "v2p_n7_f14fc6f3eb55fd81", + "dataset_id": "n7", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Genus, measure_col=MFCCs_ 2.", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_ 2", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.466566, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=139" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_27036980dec6429e.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_27036980dec6429e", + "api_calls": 0, + "input_tokens": 28271, + "cached_input_tokens": 27008, + "output_tokens": 631, + "total_tokens": 28902, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4976, + "estimated_output_tokens": 109, + "estimated_total_tokens": 5085, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17588.23, + "sql_execution_elapsed_ms_total": 10.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..228607ba8a43eafa22b95be3449287b39173a5b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:00:10.005884+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17588.23, "started_at": "2026-05-26T00:59:52.412879+00:00", "ended_at": "2026-05-26T01:00:10.001220+00:00", "prompt_metrics": {"chars": 14601, "bytes_utf8": 14601, "lines": 408, "estimated_tokens": 4976}, "response_metrics": {"chars": 400, "bytes_utf8": 400, "lines": 1, "estimated_tokens": 109}, "usage": {"input_tokens": 28271, "cached_input_tokens": 27008, "output_tokens": 631, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Genus\\\",\\n AVG(CAST(\\\"MFCCs_ 2\\\" AS REAL)) OVER (PARTITION BY \\\"Genus\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned Window Partition Average template with group_col=\\\"Genus\\\" and measure_col=\\\"MFCCs_ 2\\\"; CAST to REAL is added because the schema stores the measure as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3df2e9ba05ee16d652b502bacb5a3fb5b7f70216 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_27036980dec6429e", + "api_calls": 0, + "input_tokens": 28271, + "cached_input_tokens": 27008, + "output_tokens": 631, + "total_tokens": 28902, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4976, + "estimated_output_tokens": 109, + "estimated_total_tokens": 5085, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17588.23, + "sql_execution_elapsed_ms_total": 10.42, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_27036980dec6429e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7d1de5e9b5109e485afa4e08f0c31b4ed8ba7261 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14833, "bytes_utf8": 14833, "lines": 412, "estimated_tokens": 5049}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 388, "bytes_utf8": 388, "lines": 1, "estimated_tokens": 106}, "usage": {"input_tokens": 28344, "cached_input_tokens": 22912, "output_tokens": 548, "reasoning_output_tokens": 436}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b5abf95223eaa5f25e25ae68b6dc3d376b7a3d75 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_2a8c57cc34c9c548", + "api_calls": 0, + "input_tokens": 28344, + "cached_input_tokens": 22912, + "output_tokens": 548, + "total_tokens": 28892, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5049, + "estimated_output_tokens": 106, + "estimated_total_tokens": 5155, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14235.18, + "sql_execution_elapsed_ms_total": 1.97, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..087f16d83da3eac1a0e944e1ab3cc740420db60c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:00:10.019766+00:00", + "ended_at": "2026-05-26T01:00:24.255036+00:00", + "elapsed_ms": 14235.18, + "prompt_metrics": { + "chars": 14833, + "bytes_utf8": 14833, + "lines": 412, + "estimated_tokens": 5049 + }, + "stdout_metrics": { + "chars": 763, + "bytes_utf8": 763, + "lines": 4, + "estimated_tokens": 225 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 101 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 388, + "bytes_utf8": 388, + "lines": 1, + "estimated_tokens": 106 + }, + "usage": { + "input_tokens": 28344, + "cached_input_tokens": 22912, + "output_tokens": 548, + "reasoning_output_tokens": 436 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cd76f6602b80f22be07547f939e9441c1eb9c31c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,412 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Family, group_col_2=Species.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Family", + "group_col_2": "Species", + "predicate_col": "Genus", + "predicate_op": "=", + "predicate_value": "Hypsiboas", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.559861, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7aebf74b47100d43416e20e5bde58904f37ad3e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cb-d9c8-75c2-9147-b77848662154"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Family\\\", \\\"Species\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Genus\\\" = 'Hypsiboas'\\nGROUP BY \\\"Family\\\", \\\"Species\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with \\\"Family\\\" and \\\"Species\\\" grouped after filtering rows where \\\"Genus\\\" = 'Hypsiboas'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28344,"cached_input_tokens":22912,"output_tokens":548,"reasoning_output_tokens":436}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..73604dd3e5cd3408df2df0a1d8e76cbac645fd14 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Family\", \"Species\", COUNT(*) AS \"row_count\"\nFROM \"n7\"\nWHERE \"Genus\" = 'Hypsiboas'\nGROUP BY \"Family\", \"Species\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned filtered two-dimensional group count template with \"Family\" and \"Species\" grouped after filtering rows where \"Genus\" = 'Hypsiboas'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..39bb620b128d40e1f6ae94b9e526dd056dd7f272 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:00:23.526612Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61cb-d9c8-75c2-9147-b77848662154.1779757210057124000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..14510ff409f98f498838aff674cbc530ce3a292b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Family, group_col_2=Species. +Result preview: [{"Family": "Hylidae", "Species": "HypsiboasCordobae", "row_count": 1121}, {"Family": "Hylidae", "Species": "HypsiboasCinerascens", "row_count": 472}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..9e8929251274c448e9e7f9f7b6afdee633afa7c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n7_2a8c57cc34c9c548 +-- problem_id: v2p_n7_73f6d7117ac4e6a1 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "Species", COUNT(*) AS "row_count" +FROM "n7" +WHERE "Genus" = 'Hypsiboas' +GROUP BY "Family", "Species" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..71040997872a0abe8b4daa1d92764c9298fcb82d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Family\", \"Species\", COUNT(*) AS \"row_count\"\nFROM \"n7\"\nWHERE \"Genus\" = 'Hypsiboas'\nGROUP BY \"Family\", \"Species\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Family\\\", \\\"Species\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Genus\\\" = 'Hypsiboas'\\nGROUP BY \\\"Family\\\", \\\"Species\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Family\", \"Species\", \"row_count\"], \"rows\": [{\"Family\": \"Hylidae\", \"Species\": \"HypsiboasCordobae\", \"row_count\": 1121}, {\"Family\": \"Hylidae\", \"Species\": \"HypsiboasCinerascens\", \"row_count\": 472}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.97}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ae7e92ae4e306f022ca51fc55e96b1210164a15a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:00:10.018269+00:00", + "ended_at": "2026-05-26T01:00:24.262795+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_2a8c57cc34c9c548", + "problem_id": "v2p_n7_73f6d7117ac4e6a1", + "dataset_id": "n7", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Family, group_col_2=Species.", + "bindings": { + "group_col": "Family", + "group_col_2": "Species", + "predicate_col": "Genus", + "predicate_op": "=", + "predicate_value": "Hypsiboas", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.559861, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/1", + "binding_index=49" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_2a8c57cc34c9c548.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_2a8c57cc34c9c548", + "api_calls": 0, + "input_tokens": 28344, + "cached_input_tokens": 22912, + "output_tokens": 548, + "total_tokens": 28892, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5049, + "estimated_output_tokens": 106, + "estimated_total_tokens": 5155, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14235.18, + "sql_execution_elapsed_ms_total": 1.97, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c7d4987b9c761986ea8fe5649ca9ed4723a604d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:00:24.258732+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14235.18, "started_at": "2026-05-26T01:00:10.019766+00:00", "ended_at": "2026-05-26T01:00:24.255036+00:00", "prompt_metrics": {"chars": 14833, "bytes_utf8": 14833, "lines": 412, "estimated_tokens": 5049}, "response_metrics": {"chars": 388, "bytes_utf8": 388, "lines": 1, "estimated_tokens": 106}, "usage": {"input_tokens": 28344, "cached_input_tokens": 22912, "output_tokens": 548, "reasoning_output_tokens": 436}, "stderr_preview": "2026-05-26T01:00:23.526612Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61cb-d9c8-75c2-9147-b77848662154.1779757210057124000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Family\\\", \\\"Species\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Genus\\\" = 'Hypsiboas'\\nGROUP BY \\\"Family\\\", \\\"Species\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template with \\\"Family\\\" and \\\"Species\\\" grouped after filtering rows where \\\"Genus\\\" = 'Hypsiboas'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..eda6d6ea318fe7ceeb40d60ecf62c98d5dfe7027 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_2a8c57cc34c9c548", + "api_calls": 0, + "input_tokens": 28344, + "cached_input_tokens": 22912, + "output_tokens": 548, + "total_tokens": 28892, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5049, + "estimated_output_tokens": 106, + "estimated_total_tokens": 5155, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14235.18, + "sql_execution_elapsed_ms_total": 1.97, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_2a8c57cc34c9c548/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..405d5b4a3114fd8cc3e0ff181bca8c57b2b8a151 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14936, "bytes_utf8": 14936, "lines": 410, "estimated_tokens": 5087}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 765, "bytes_utf8": 765, "lines": 1, "estimated_tokens": 251}, "usage": {"input_tokens": 28382, "cached_input_tokens": 22912, "output_tokens": 2823, "reasoning_output_tokens": 2566}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..931f4e64bee1aa5722f8fbc9971ca87adfde7de2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_32b62073f9204d9a", + "api_calls": 0, + "input_tokens": 28382, + "cached_input_tokens": 22912, + "output_tokens": 2823, + "total_tokens": 31205, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5087, + "estimated_output_tokens": 251, + "estimated_total_tokens": 5338, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 54427.65, + "sql_execution_elapsed_ms_total": 15.19, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b4454cd324eb040459a02521e9577a1fd1ac6cea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:00:24.264658+00:00", + "ended_at": "2026-05-26T01:01:18.692520+00:00", + "elapsed_ms": 54427.65, + "prompt_metrics": { + "chars": 14936, + "bytes_utf8": 14936, + "lines": 410, + "estimated_tokens": 5087 + }, + "stdout_metrics": { + "chars": 1203, + "bytes_utf8": 1203, + "lines": 4, + "estimated_tokens": 414 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 765, + "bytes_utf8": 765, + "lines": 1, + "estimated_tokens": 251 + }, + "usage": { + "input_tokens": 28382, + "cached_input_tokens": 22912, + "output_tokens": 2823, + "reasoning_output_tokens": 2566 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..095de0977abe344fd2b0b90680ddee68e1027323 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Species, measure_col=MFCCs_ 7.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Species", + "measure_col": "MFCCs_ 7", + "item_col": "MFCCs_ 8", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.038581, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..560df58f4c83664e732b65bda611e96a48400ad3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cc-116e-78d3-94dd-60999f7d3fe3"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Species\\\",\\n \\\"MFCCs_ 8\\\",\\n SUM(CAST(\\\"MFCCs_ 7\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n7\\\"\\n WHERE \\\"Species\\\" IS NOT NULL\\n AND \\\"MFCCs_ 8\\\" IS NOT NULL\\n AND \\\"MFCCs_ 7\\\" IS NOT NULL\\n GROUP BY \\\"Species\\\", \\\"MFCCs_ 8\\\"\\n)\\nSELECT\\n \\\"Species\\\",\\n \\\"MFCCs_ 8\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"Species\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned within-group share template with \\\"Species\\\" as the group and \\\"MFCCs_ 8\\\" as the item, casting text-stored \\\"MFCCs_ 7\\\" values to REAL before aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28382,"cached_input_tokens":22912,"output_tokens":2823,"reasoning_output_tokens":2566}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4a6b6d42adda80f7cfb09291737e5ebf9f32cfe0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n \"Species\",\n \"MFCCs_ 8\",\n SUM(CAST(\"MFCCs_ 7\" AS REAL)) AS \"total_measure\"\n FROM \"n7\"\n WHERE \"Species\" IS NOT NULL\n AND \"MFCCs_ 8\" IS NOT NULL\n AND \"MFCCs_ 7\" IS NOT NULL\n GROUP BY \"Species\", \"MFCCs_ 8\"\n)\nSELECT\n \"Species\",\n \"MFCCs_ 8\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(SUM(\"total_measure\") OVER (PARTITION BY \"Species\"), 0) AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the planned within-group share template with \"Species\" as the group and \"MFCCs_ 8\" as the item, casting text-stored \"MFCCs_ 7\" values to REAL before aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..391907a67be5f49f698f59badbe733b6cd1ea6c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:01:18.124670Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61cc-116e-78d3-94dd-60999f7d3fe3.1779757224302547000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..47492d2a008f20cd04b37849febf052d97887c59 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Species, measure_col=MFCCs_ 7. +Result preview: [{"Species": "Rhinellagranulosa", "MFCCs_ 8": "-0.0555132231822234", "total_measure": 1.0, "share_within_group": 7.013777855520211}, {"Species": "Rhinellagranulosa", "MFCCs_ 8": "-0.0364801096699014", "total_measure": 0.935136967720093, "share_within_group": 6.558842956073507}, {"Species": "ScinaxRuber", "MFCCs_ 8": "0.1267956893944", "total_measure": -0.277238402883278, "share_within_group": 5.925299766249069}, {"Species": "HylaMinuta", "MFCCs_ 8": "-0.474301532809748", "total_measure": -0.452554682140807, "share_within_group": 5.496502276555391}, {"Species": "ScinaxRuber", "MFCCs_ 8": "0.0695689943477657", "total_measure": -0.256817533944325, "share_within_group": 5.488853124325785}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..72ca0c9c446f0eb4354273e3358bc4085c1fb5b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/generated_sql.sql @@ -0,0 +1,31 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_32b62073f9204d9a +-- problem_id: v2p_n7_3184efcd09c4fe83 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "Species", + "MFCCs_ 8", + SUM(CAST("MFCCs_ 7" AS REAL)) AS "total_measure" + FROM "n7" + WHERE "Species" IS NOT NULL + AND "MFCCs_ 8" IS NOT NULL + AND "MFCCs_ 7" IS NOT NULL + GROUP BY "Species", "MFCCs_ 8" +) +SELECT + "Species", + "MFCCs_ 8", + "total_measure", + "total_measure" * 100.0 / NULLIF(SUM("total_measure") OVER (PARTITION BY "Species"), 0) AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..60891a919690c6d09e27024b5e7388c94c1e01a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n \"Species\",\n \"MFCCs_ 8\",\n SUM(CAST(\"MFCCs_ 7\" AS REAL)) AS \"total_measure\"\n FROM \"n7\"\n WHERE \"Species\" IS NOT NULL\n AND \"MFCCs_ 8\" IS NOT NULL\n AND \"MFCCs_ 7\" IS NOT NULL\n GROUP BY \"Species\", \"MFCCs_ 8\"\n)\nSELECT\n \"Species\",\n \"MFCCs_ 8\",\n \"total_measure\",\n \"total_measure\" * 100.0 / NULLIF(SUM(\"total_measure\") OVER (PARTITION BY \"Species\"), 0) AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Species\\\",\\n \\\"MFCCs_ 8\\\",\\n SUM(CAST(\\\"MFCCs_ 7\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n7\\\"\\n WHERE \\\"Species\\\" IS NOT NULL\\n AND \\\"MFCCs_ 8\\\" IS NOT NULL\\n AND \\\"MFCCs_ 7\\\" IS NOT NULL\\n GROUP BY \\\"Species\\\", \\\"MFCCs_ 8\\\"\\n)\\nSELECT\\n \\\"Species\\\",\\n \\\"MFCCs_ 8\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"Species\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Species\", \"MFCCs_ 8\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 8\": \"-0.0555132231822234\", \"total_measure\": 1.0, \"share_within_group\": 7.013777855520211}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 8\": \"-0.0364801096699014\", \"total_measure\": 0.935136967720093, \"share_within_group\": 6.558842956073507}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.1267956893944\", \"total_measure\": -0.277238402883278, \"share_within_group\": 5.925299766249069}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"-0.474301532809748\", \"total_measure\": -0.452554682140807, \"share_within_group\": 5.496502276555391}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0695689943477657\", \"total_measure\": -0.256817533944325, \"share_within_group\": 5.488853124325785}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 8\": \"-0.00532699381678036\", \"total_measure\": 0.748802451796924, \"share_within_group\": 5.251934054572506}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0432429410704888\", \"total_measure\": -0.232019124305981, \"share_within_group\": 4.9588471464191395}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0980048557039238\", \"total_measure\": -0.231762010841825, \"share_within_group\": 4.953351968502881}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.276749956680509\", \"total_measure\": -0.230981797204775, \"share_within_group\": 4.936676790630128}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.00269657253417179\", \"total_measure\": -0.22623642740044, \"share_within_group\": 4.835255997911777}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0419824963560201\", \"total_measure\": -0.221720480556951, \"share_within_group\": 4.738738565630275}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.282943018759198\", \"total_measure\": -0.217933624732969, \"share_within_group\": 4.6578036890211845}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0706439070320678\", \"total_measure\": -0.213346185105221, \"share_within_group\": 4.5597582715347}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"0.0460407131781543\", \"total_measure\": -0.365932128320718, \"share_within_group\": 4.444428166923217}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0754833870710584\", \"total_measure\": -0.203001120168287, \"share_within_group\": 4.338657550223541}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 8\": \"-0.0219763565107738\", \"total_measure\": 0.607949388122362, \"share_within_group\": 4.264021955689684}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"-0.0799366535491142\", \"total_measure\": -0.179583013144259, \"share_within_group\": 3.8381521994771344}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.149548804708801\", \"total_measure\": -0.177247346015348, \"share_within_group\": 3.7882329684144787}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0899512758296921\", \"total_measure\": -0.175680978834519, \"share_within_group\": 3.754755661541037}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"-0.0899627008881657\", \"total_measure\": -0.298438348161888, \"share_within_group\": 3.6246825517824766}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"0.0892647256767296\", \"total_measure\": -0.295367272041709, \"share_within_group\": 3.587382800940904}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0167878000946127\", \"total_measure\": -0.163583258423492, \"share_within_group\": 3.4961961720254937}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"-0.0345552960039424\", \"total_measure\": -0.161144230613074, \"share_within_group\": 3.4440678565950047}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 8\": \"-0.0344782884236415\", \"total_measure\": 0.479873946233167, \"share_within_group\": 3.365729257531283}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0431297185605515\", \"total_measure\": -0.149381041152443, \"share_within_group\": 3.1926581563639527}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"-0.0567689799710257\", \"total_measure\": -0.149328733177763, \"share_within_group\": 3.1915402000241344}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"0.0667700372452195\", \"total_measure\": -0.258721456462178, \"share_within_group\": 3.1423010976508463}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"0.0590699821345334\", \"total_measure\": -0.256864925844691, \"share_within_group\": 3.1197526075606765}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 8\": \"-0.217014673742614\", \"total_measure\": 0.507307370042179, \"share_within_group\": 3.0760678665307717}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0713089385936546\", \"total_measure\": -0.141871740230676, \"share_within_group\": 3.0321650265028164}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 8\": \"-0.00676097915238088\", \"total_measure\": 0.429462951704972, \"share_within_group\": 3.0121577404346787}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"-0.123601047908265\", \"total_measure\": -0.246164731305965, \"share_within_group\": 2.98979340934075}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.123083744528268\", \"total_measure\": -0.134512786092545, \"share_within_group\": 2.874885195205912}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0912218947425001\", \"total_measure\": -0.134360015218769, \"share_within_group\": 2.871620087582796}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.219786301208706\", \"total_measure\": -0.13355637809633, \"share_within_group\": 2.8544442894097646}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"-0.126016253279414\", \"total_measure\": -0.23318848451571, \"share_within_group\": 2.8321904215948632}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.1035359927109\", \"total_measure\": -0.132380082457499, \"share_within_group\": 2.8293038175223266}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"-0.126051502178435\", \"total_measure\": -0.231768278975141, \"share_within_group\": 2.814941317133084}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"-0.0258241135654129\", \"total_measure\": -0.231135498797918, \"share_within_group\": 2.8072558863510793}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0796521162249232\", \"total_measure\": -0.128986547930658, \"share_within_group\": 2.756775231548923}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"-0.24126914169892\", \"total_measure\": -0.223770490661727, \"share_within_group\": 2.7178041900479406}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.123574232431878\", \"total_measure\": -0.125879572737012, \"share_within_group\": 2.6903711576645297}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 8\": \"0.0236629275996461\", \"total_measure\": 0.379032869903192, \"share_within_group\": 2.6584523494412813}, {\"Species\": \"HypsiboasCinerascens\", \"MFCCs_ 8\": \"0.102920068030649\", \"total_measure\": 0.499591931605339, \"share_within_group\": 2.651957702880979}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"-0.00302608590243373\", \"total_measure\": -0.217816124160131, \"share_within_group\": 2.6454854397995793}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"-0.298283718032487\", \"total_measure\": -0.12374912889, \"share_within_group\": 2.64483807748003}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"0.15709901433856\", \"total_measure\": -0.215984081616951, \"share_within_group\": 2.623234369582606}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.159954374254461\", \"total_measure\": -0.121931115312517, \"share_within_group\": 2.6059824380243626}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"-0.298625320058185\", \"total_measure\": -0.213452170085237, \"share_within_group\": 2.592483041517078}, {\"Species\": \"HypsiboasCinerascens\", \"MFCCs_ 8\": \"0.0159637673525693\", \"total_measure\": 0.487552992369774, \"share_within_group\": 2.5880520318312437}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 15.19}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..481de79f139e977480bb221a0d4e14569b5fa67c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:00:24.263195+00:00", + "ended_at": "2026-05-26T01:01:18.714039+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_32b62073f9204d9a", + "problem_id": "v2p_n7_3184efcd09c4fe83", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Species, measure_col=MFCCs_ 7.", + "bindings": { + "group_col": "Species", + "measure_col": "MFCCs_ 7", + "item_col": "MFCCs_ 8", + "top_k": 19, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.038581, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=29" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_32b62073f9204d9a.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_32b62073f9204d9a", + "api_calls": 0, + "input_tokens": 28382, + "cached_input_tokens": 22912, + "output_tokens": 2823, + "total_tokens": 31205, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5087, + "estimated_output_tokens": 251, + "estimated_total_tokens": 5338, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 54427.65, + "sql_execution_elapsed_ms_total": 15.19, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5ee0d703e9d5c006460b213f680acf30950481d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:01:18.696926+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 54427.65, "started_at": "2026-05-26T01:00:24.264658+00:00", "ended_at": "2026-05-26T01:01:18.692520+00:00", "prompt_metrics": {"chars": 14936, "bytes_utf8": 14936, "lines": 410, "estimated_tokens": 5087}, "response_metrics": {"chars": 765, "bytes_utf8": 765, "lines": 1, "estimated_tokens": 251}, "usage": {"input_tokens": 28382, "cached_input_tokens": 22912, "output_tokens": 2823, "reasoning_output_tokens": 2566}, "stderr_preview": "2026-05-26T01:01:18.124670Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61cc-116e-78d3-94dd-60999f7d3fe3.1779757224302547000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Species\\\",\\n \\\"MFCCs_ 8\\\",\\n SUM(CAST(\\\"MFCCs_ 7\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n7\\\"\\n WHERE \\\"Species\\\" IS NOT NULL\\n AND \\\"MFCCs_ 8\\\" IS NOT NULL\\n AND \\\"MFCCs_ 7\\\" IS NOT NULL\\n GROUP BY \\\"Species\\\", \\\"MFCCs_ 8\\\"\\n)\\nSELECT\\n \\\"Species\\\",\\n \\\"MFCCs_ 8\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / NULLIF(SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"Species\\\"), 0) AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned within-group share template with \\\"Species\\\" as the group and \\\"MFCCs_ 8\\\" as the item, casting text-stored \\\"MFCCs_ 7\\\" values to REAL before aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..577b99e00f12876d78f3c6a0b8c02e873b1c86e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_32b62073f9204d9a", + "api_calls": 0, + "input_tokens": 28382, + "cached_input_tokens": 22912, + "output_tokens": 2823, + "total_tokens": 31205, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5087, + "estimated_output_tokens": 251, + "estimated_total_tokens": 5338, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 54427.65, + "sql_execution_elapsed_ms_total": 15.19, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_32b62073f9204d9a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d0e11c81d0b5eb85e816b7a893ab5d6d69cfbb72 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14929, "bytes_utf8": 14929, "lines": 410, "estimated_tokens": 5086}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 555, "bytes_utf8": 555, "lines": 1, "estimated_tokens": 185}, "usage": {"input_tokens": 28381, "cached_input_tokens": 22912, "output_tokens": 1872, "reasoning_output_tokens": 1681}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b59fdeec00e1110ea67fb29b7862fe185c61207e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_345fa811880e128a", + "api_calls": 0, + "input_tokens": 28381, + "cached_input_tokens": 22912, + "output_tokens": 1872, + "total_tokens": 30253, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5086, + "estimated_output_tokens": 185, + "estimated_total_tokens": 5271, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 40150.06, + "sql_execution_elapsed_ms_total": 19.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9310a52f3c295277193e258a68b3c204d841caca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:01:18.715841+00:00", + "ended_at": "2026-05-26T01:01:58.866104+00:00", + "elapsed_ms": 40150.06, + "prompt_metrics": { + "chars": 14929, + "bytes_utf8": 14929, + "lines": 410, + "estimated_tokens": 5086 + }, + "stdout_metrics": { + "chars": 951, + "bytes_utf8": 951, + "lines": 4, + "estimated_tokens": 326 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 555, + "bytes_utf8": 555, + "lines": 1, + "estimated_tokens": 185 + }, + "usage": { + "input_tokens": 28381, + "cached_input_tokens": 22912, + "output_tokens": 1872, + "reasoning_output_tokens": 1681 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f4600439b193ba0958e8e4d3893a4fb5c4fbb40 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Family, measure_col=MFCCs_ 2.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_ 2", + "item_col": "MFCCs_ 3", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.396761, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1da6cbb5a313f3d25fe30af3e2b735d43ed74ae3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cc-e62a-7963-9ab4-9084b7da2cd7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Family\\\",\\n \\\"MFCCs_ 3\\\",\\n SUM(CAST(\\\"MFCCs_ 2\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 2\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 2\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_ 3\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the bound template roles: group_col=\\\"Family\\\", item_col=\\\"MFCCs_ 3\\\", measure_col=\\\"MFCCs_ 2\\\"; casts the TEXT measure to REAL for numeric aggregation in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28381,"cached_input_tokens":22912,"output_tokens":1872,"reasoning_output_tokens":1681}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a25b82fea07e640a4bb785f14258623b59fc1e7d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Family\",\n \"MFCCs_ 3\",\n SUM(CAST(\"MFCCs_ 2\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_ 2\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 2\" AS REAL))) OVER (PARTITION BY \"Family\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Family\", \"MFCCs_ 3\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the bound template roles: group_col=\"Family\", item_col=\"MFCCs_ 3\", measure_col=\"MFCCs_ 2\"; casts the TEXT measure to REAL for numeric aggregation in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ff4be1218227b20bd31de9b7af19d9a9b811da25 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:01:57.463569Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61cc-e62a-7963-9ab4-9084b7da2cd7.1779757278762830000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..66223487ed715039f3322ffa23e7e33409dd8ecc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Family, measure_col=MFCCs_ 2. +Result preview: [{"Family": "Hylidae", "MFCCs_ 3": "1", "total_measure": 99.9498921698596, "share_within_group": 12.213021236979642}, {"Family": "Bufonidae", "MFCCs_ 3": "0.316425097613474", "total_measure": 1.0, "share_within_group": 3.7830120703549355}, {"Family": "Bufonidae", "MFCCs_ 3": "0.696727415236487", "total_measure": 0.848643275807935, "share_within_group": 3.2104277558069705}, {"Family": "Bufonidae", "MFCCs_ 3": "0.678506760241583", "total_measure": 0.533850133470308, "share_within_group": 2.0195614986787684}, {"Family": "Bufonidae", "MFCCs_ 3": "0.525994906952533", "total_measure": 0.523484282072335, "share_within_group": 1.980347357720731}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..9b934f713fc2a8916277d3dc3f48f8f6a8017060 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_345fa811880e128a +-- problem_id: v2p_n7_422c0377f04c6388 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Family", + "MFCCs_ 3", + SUM(CAST("MFCCs_ 2" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_ 2" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 2" AS REAL))) OVER (PARTITION BY "Family") AS "share_within_group" +FROM "n7" +GROUP BY "Family", "MFCCs_ 3" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9641955fdf7c0e0737acba2137d810753e194a71 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Family\",\n \"MFCCs_ 3\",\n SUM(CAST(\"MFCCs_ 2\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_ 2\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 2\" AS REAL))) OVER (PARTITION BY \"Family\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Family\", \"MFCCs_ 3\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Family\\\",\\n \\\"MFCCs_ 3\\\",\\n SUM(CAST(\\\"MFCCs_ 2\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 2\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 2\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_ 3\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Family\", \"MFCCs_ 3\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Family\": \"Hylidae\", \"MFCCs_ 3\": \"1\", \"total_measure\": 99.9498921698596, \"share_within_group\": 12.213021236979642}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.316425097613474\", \"total_measure\": 1.0, \"share_within_group\": 3.7830120703549355}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.696727415236487\", \"total_measure\": 0.848643275807935, \"share_within_group\": 3.2104277558069705}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.678506760241583\", \"total_measure\": 0.533850133470308, \"share_within_group\": 2.0195614986787684}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.525994906952533\", \"total_measure\": 0.523484282072335, \"share_within_group\": 1.980347357720731}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.71629725418454\", \"total_measure\": 0.494414751246631, \"share_within_group\": 1.8703769717275378}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"1\", \"total_measure\": 0.482931024885832, \"share_within_group\": 1.826933896291982}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.470043887747537\", \"total_measure\": 0.437712066447798, \"share_within_group\": 1.655870030712021}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.339946275820832\", \"total_measure\": 0.411644378826855, \"share_within_group\": 1.557255653795752}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.330756710159588\", \"total_measure\": 0.405290749960003, \"share_within_group\": 1.5332197991018954}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.317165635485688\", \"total_measure\": 0.400400107829966, \"share_within_group\": 1.514718440892179}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.290295427681669\", \"total_measure\": 0.397777298988145, \"share_within_group\": 1.5047963233853365}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.298062007357201\", \"total_measure\": 0.392719020370054, \"share_within_group\": 1.4856607943178801}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.296862169891222\", \"total_measure\": 0.389867113216899, \"share_within_group\": 1.4748719951339628}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.335752112274142\", \"total_measure\": 0.389131498369688, \"share_within_group\": 1.4720891552878315}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.296132506341642\", \"total_measure\": 0.387990827249936, \"share_within_group\": 1.4677739826735046}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.339427941477868\", \"total_measure\": 0.384359281035471, \"share_within_group\": 1.4540357995101316}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.332307291470347\", \"total_measure\": 0.384007012151456, \"share_within_group\": 1.4527031620698925}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.328890901699396\", \"total_measure\": 0.383927089681595, \"share_within_group\": 1.4524008144017158}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.324104344643476\", \"total_measure\": 0.383279699208617, \"share_within_group\": 1.449951728428207}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.295550600233604\", \"total_measure\": 0.383103123502369, \"share_within_group\": 1.4492837404001397}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.32439873725492\", \"total_measure\": 0.382888529016272, \"share_within_group\": 1.448471926869003}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.302110753215383\", \"total_measure\": 0.382737678226673, \"share_within_group\": 1.447901256511127}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.307920838280778\", \"total_measure\": 0.382098318808996, \"share_within_group\": 1.44548255211676}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.309101388861281\", \"total_measure\": 0.381821203833115, \"share_within_group\": 1.4444342228181262}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.341090159464032\", \"total_measure\": 0.381259777435904, \"share_within_group\": 1.442310339980861}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.347951004280718\", \"total_measure\": 0.380847866468629, \"share_within_group\": 1.4407520758197483}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.327246233084115\", \"total_measure\": 0.38074647979552, \"share_within_group\": 1.4403685288116035}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.326657528978978\", \"total_measure\": 0.380546427329363, \"share_within_group\": 1.4396117279174274}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.33421167554996\", \"total_measure\": 0.380448183904178, \"share_within_group\": 1.4392400718541196}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.346810184964574\", \"total_measure\": 0.379380433859454, \"share_within_group\": 1.435200760546807}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.330617573095435\", \"total_measure\": 0.379053036832785, \"share_within_group\": 1.4339622136431196}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.328252736011732\", \"total_measure\": 0.378786321817027, \"share_within_group\": 1.432953227519162}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.293409104580266\", \"total_measure\": 0.378645034667463, \"share_within_group\": 1.4324187365269754}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.321500891854612\", \"total_measure\": 0.378572887247642, \"share_within_group\": 1.4321458019669475}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.332888382950783\", \"total_measure\": 0.378382795263883, \"share_within_group\": 1.4314266816979098}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.33153224781026\", \"total_measure\": 0.377584405583286, \"share_within_group\": 1.4284063638993645}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.339965479104963\", \"total_measure\": 0.377127984966587, \"share_within_group\": 1.4266797191972331}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.336828434027769\", \"total_measure\": 0.376593017871219, \"share_within_group\": 1.4246559322182135}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.340351677874276\", \"total_measure\": 0.376447946367474, \"share_within_group\": 1.4241071249684814}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.332531758643014\", \"total_measure\": 0.376425256945662, \"share_within_group\": 1.4240212906118972}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.347345371948403\", \"total_measure\": 0.375842105822459, \"share_within_group\": 1.4218152228739793}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.336751845420837\", \"total_measure\": 0.374997597718685, \"share_within_group\": 1.4186204385238899}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.312735717152404\", \"total_measure\": 0.374073437544339, \"share_within_group\": 1.4151243294293976}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.306071815650173\", \"total_measure\": 0.374068069494058, \"share_within_group\": 1.4151040220303903}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.314692870608482\", \"total_measure\": 0.372985524477235, \"share_within_group\": 1.4110087411650463}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.315073655018342\", \"total_measure\": 0.372399431143763, \"share_within_group\": 1.4087915430101672}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.31413539306331\", \"total_measure\": 0.37234855167034, \"share_within_group\": 1.4085990653480744}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.309378669129356\", \"total_measure\": 0.372253289460209, \"share_within_group\": 1.4082386872573003}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.33897068220374\", \"total_measure\": 0.370904063317535, \"share_within_group\": 1.4031345484739262}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 19.23}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..92d443d19be0fae154c3b263253ebfcfcc1d9040 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:01:18.714404+00:00", + "ended_at": "2026-05-26T01:01:58.893060+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_345fa811880e128a", + "problem_id": "v2p_n7_422c0377f04c6388", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Family, measure_col=MFCCs_ 2.", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_ 2", + "item_col": "MFCCs_ 3", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.396761, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=24" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_345fa811880e128a.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_345fa811880e128a", + "api_calls": 0, + "input_tokens": 28381, + "cached_input_tokens": 22912, + "output_tokens": 1872, + "total_tokens": 30253, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5086, + "estimated_output_tokens": 185, + "estimated_total_tokens": 5271, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 40150.06, + "sql_execution_elapsed_ms_total": 19.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e96db95460a9ac279b47323b46297b4293af1e0c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:01:58.871379+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 40150.06, "started_at": "2026-05-26T01:01:18.715841+00:00", "ended_at": "2026-05-26T01:01:58.866104+00:00", "prompt_metrics": {"chars": 14929, "bytes_utf8": 14929, "lines": 410, "estimated_tokens": 5086}, "response_metrics": {"chars": 555, "bytes_utf8": 555, "lines": 1, "estimated_tokens": 185}, "usage": {"input_tokens": 28381, "cached_input_tokens": 22912, "output_tokens": 1872, "reasoning_output_tokens": 1681}, "stderr_preview": "2026-05-26T01:01:57.463569Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61cc-e62a-7963-9ab4-9084b7da2cd7.1779757278762830000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Family\\\",\\n \\\"MFCCs_ 3\\\",\\n SUM(CAST(\\\"MFCCs_ 2\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 2\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 2\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_ 3\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the bound template roles: group_col=\\\"Family\\\", item_col=\\\"MFCCs_ 3\\\", measure_col=\\\"MFCCs_ 2\\\"; casts the TEXT measure to REAL for numeric aggregation in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1f5f81fba59fe27caafaef07bec667e1bfc0de6b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_345fa811880e128a", + "api_calls": 0, + "input_tokens": 28381, + "cached_input_tokens": 22912, + "output_tokens": 1872, + "total_tokens": 30253, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5086, + "estimated_output_tokens": 185, + "estimated_total_tokens": 5271, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 40150.06, + "sql_execution_elapsed_ms_total": 19.23, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_345fa811880e128a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..004f511f24692698ce6bc87cd07a5ae0c3770536 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14800, "bytes_utf8": 14800, "lines": 411, "estimated_tokens": 5030}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 383, "bytes_utf8": 383, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 28325, "cached_input_tokens": 22912, "output_tokens": 620, "reasoning_output_tokens": 503}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..44861ef8bb0c3dfc87fc5ea548a269550e203b39 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_3500583dd59048d7", + "api_calls": 0, + "input_tokens": 28325, + "cached_input_tokens": 22912, + "output_tokens": 620, + "total_tokens": 28945, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5030, + "estimated_output_tokens": 111, + "estimated_total_tokens": 5141, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14815.35, + "sql_execution_elapsed_ms_total": 2.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8efbf8c28dbf71bdcbc1fcc263d2af2bf334baa8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:01:58.895748+00:00", + "ended_at": "2026-05-26T01:02:13.711191+00:00", + "elapsed_ms": 14815.35, + "prompt_metrics": { + "chars": 14800, + "bytes_utf8": 14800, + "lines": 411, + "estimated_tokens": 5030 + }, + "stdout_metrics": { + "chars": 742, + "bytes_utf8": 742, + "lines": 4, + "estimated_tokens": 222 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 383, + "bytes_utf8": 383, + "lines": 1, + "estimated_tokens": 111 + }, + "usage": { + "input_tokens": 28325, + "cached_input_tokens": 22912, + "output_tokens": 620, + "reasoning_output_tokens": 503 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..506abd0e20313f0de73ba85bdc5fdf69d8ea612b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Genus, condition_col=Family.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Genus", + "condition_col": "Family", + "condition_value": "Leptodactylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.265395, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..aa90e15ec27a1a329874e2dbcce4b389143975d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cd-831f-7fe2-b476-b180b1d35929"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Genus\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template to compute the within-genus proportion of rows where \\\"Family\\\" is 'Leptodactylidae'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28325,"cached_input_tokens":22912,"output_tokens":620,"reasoning_output_tokens":503}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1aace4215b633f0e1410c2d06bcc7a25e9e68c6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Genus\",\n AVG(CASE WHEN \"Family\" = 'Leptodactylidae' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n7\"\nGROUP BY \"Genus\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned Grouped Condition Rate template to compute the within-genus proportion of rows where \"Family\" is 'Leptodactylidae'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..216aa0ce89894f28b20fb771aea22c23ca4764e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Genus, condition_col=Family. +Result preview: [{"Genus": "Leptodactylus", "condition_rate": 1.0}, {"Genus": "Adenomera", "condition_rate": 1.0}, {"Genus": "Scinax", "condition_rate": 0.0}, {"Genus": "Rhinella", "condition_rate": 0.0}, {"Genus": "Osteocephalus", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..3c2cb14a2d3ec2396a80abd50cd1117beb06085b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_3500583dd59048d7 +-- problem_id: v2p_n7_962cbffe26eb4d2d +-- realization_mode: agent +-- source_kind: agent +SELECT "Genus", + AVG(CASE WHEN "Family" = 'Leptodactylidae' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n7" +GROUP BY "Genus" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2719bded59a6c58996c0ec7d74e095fc0c1d7907 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Genus\",\n AVG(CASE WHEN \"Family\" = 'Leptodactylidae' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n7\"\nGROUP BY \"Genus\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Genus\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Genus\", \"condition_rate\"], \"rows\": [{\"Genus\": \"Leptodactylus\", \"condition_rate\": 1.0}, {\"Genus\": \"Adenomera\", \"condition_rate\": 1.0}, {\"Genus\": \"Scinax\", \"condition_rate\": 0.0}, {\"Genus\": \"Rhinella\", \"condition_rate\": 0.0}, {\"Genus\": \"Osteocephalus\", \"condition_rate\": 0.0}, {\"Genus\": \"Hypsiboas\", \"condition_rate\": 0.0}, {\"Genus\": \"Dendropsophus\", \"condition_rate\": 0.0}, {\"Genus\": \"Ameerega\", \"condition_rate\": 0.0}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.5}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8d2fc791632d16a0c7f328b713ec2721c8df7d95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:01:58.893793+00:00", + "ended_at": "2026-05-26T01:02:13.719619+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_3500583dd59048d7", + "problem_id": "v2p_n7_962cbffe26eb4d2d", + "dataset_id": "n7", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Genus, condition_col=Family.", + "bindings": { + "group_col": "Genus", + "condition_col": "Family", + "condition_value": "Leptodactylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.265395, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=100" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_3500583dd59048d7.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_3500583dd59048d7", + "api_calls": 0, + "input_tokens": 28325, + "cached_input_tokens": 22912, + "output_tokens": 620, + "total_tokens": 28945, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5030, + "estimated_output_tokens": 111, + "estimated_total_tokens": 5141, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14815.35, + "sql_execution_elapsed_ms_total": 2.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1b5cb756c068a80107854c5b2d2efba9744bcb93 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:02:13.715571+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14815.35, "started_at": "2026-05-26T01:01:58.895748+00:00", "ended_at": "2026-05-26T01:02:13.711191+00:00", "prompt_metrics": {"chars": 14800, "bytes_utf8": 14800, "lines": 411, "estimated_tokens": 5030}, "response_metrics": {"chars": 383, "bytes_utf8": 383, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 28325, "cached_input_tokens": 22912, "output_tokens": 620, "reasoning_output_tokens": 503}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Genus\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template to compute the within-genus proportion of rows where \\\"Family\\\" is 'Leptodactylidae'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e583a819f5f2c0628f82b19533c692188a8ca965 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_3500583dd59048d7", + "api_calls": 0, + "input_tokens": 28325, + "cached_input_tokens": 22912, + "output_tokens": 620, + "total_tokens": 28945, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5030, + "estimated_output_tokens": 111, + "estimated_total_tokens": 5141, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14815.35, + "sql_execution_elapsed_ms_total": 2.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3500583dd59048d7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e06e891a74669fdd723f17e91e6c31c22c99a9b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14831, "bytes_utf8": 14831, "lines": 412, "estimated_tokens": 5056}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 447, "bytes_utf8": 447, "lines": 1, "estimated_tokens": 123}, "usage": {"input_tokens": 28351, "cached_input_tokens": 6528, "output_tokens": 566, "reasoning_output_tokens": 437}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8ed5bf53a4ed587b3c5197a23489f7b761f32f05 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_358a869bf9b20216", + "api_calls": 0, + "input_tokens": 28351, + "cached_input_tokens": 6528, + "output_tokens": 566, + "total_tokens": 28917, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5056, + "estimated_output_tokens": 123, + "estimated_total_tokens": 5179, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14090.7, + "sql_execution_elapsed_ms_total": 3.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c25c9b65f151844dddf278cb47238e4db861a28f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:02:13.721183+00:00", + "ended_at": "2026-05-26T01:02:27.811967+00:00", + "elapsed_ms": 14090.7, + "prompt_metrics": { + "chars": 14831, + "bytes_utf8": 14831, + "lines": 412, + "estimated_tokens": 5056 + }, + "stdout_metrics": { + "chars": 813, + "bytes_utf8": 813, + "lines": 4, + "estimated_tokens": 242 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 447, + "bytes_utf8": 447, + "lines": 1, + "estimated_tokens": 123 + }, + "usage": { + "input_tokens": 28351, + "cached_input_tokens": 6528, + "output_tokens": 566, + "reasoning_output_tokens": 437 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..39b0474a7ac775796c9e44e71a157d96f3e536d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,412 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Family, group_col_2=Genus.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Family", + "group_col_2": "Genus", + "predicate_col": "MFCCs_ 3", + "predicate_op": ">=", + "predicate_value": 0.430695, + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.265395, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5b501717cf8baf29866d430548deab3b527ff4bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cd-bcff-7ed3-b9e2-cd06dd31d0a5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Family\\\", \\\"Genus\\\", COUNT(*) AS row_count\\nFROM \\\"n7\\\"\\nWHERE CAST(\\\"MFCCs_ 3\\\" AS REAL) >= 0.430695\\nGROUP BY \\\"Family\\\", \\\"Genus\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Applied the planned filtered two-dimensional group count template with \\\"Family\\\" and \\\"Genus\\\" as the grouping columns. CAST is used on \\\"MFCCs_ 3\\\" because the schema stores feature columns as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28351,"cached_input_tokens":6528,"output_tokens":566,"reasoning_output_tokens":437}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b9a56c7b8b22447f01135de1d1e230e842ae557f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Family\", \"Genus\", COUNT(*) AS row_count\nFROM \"n7\"\nWHERE CAST(\"MFCCs_ 3\" AS REAL) >= 0.430695\nGROUP BY \"Family\", \"Genus\"\nORDER BY row_count DESC;","notes":"Applied the planned filtered two-dimensional group count template with \"Family\" and \"Genus\" as the grouping columns. CAST is used on \"MFCCs_ 3\" because the schema stores feature columns as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..210e4506476d9b8efc1f77ddf7c5db731d3bcc73 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Family, group_col_2=Genus. +Result preview: [{"Family": "Hylidae", "Genus": "Hypsiboas", "row_count": 890}, {"Family": "Leptodactylidae", "Genus": "Adenomera", "row_count": 472}, {"Family": "Leptodactylidae", "Genus": "Leptodactylus", "row_count": 235}, {"Family": "Hylidae", "Genus": "Osteocephalus", "row_count": 111}, {"Family": "Hylidae", "Genus": "Scinax", "row_count": 80}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..1d691a8e2368794f0ca9e92be810cb45299dfc6c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n7_358a869bf9b20216 +-- problem_id: v2p_n7_5d2ac59027c1d377 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "Genus", COUNT(*) AS row_count +FROM "n7" +WHERE CAST("MFCCs_ 3" AS REAL) >= 0.430695 +GROUP BY "Family", "Genus" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5f44b3650f87cce107e6ed97308d709716488fc7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Family\", \"Genus\", COUNT(*) AS row_count\nFROM \"n7\"\nWHERE CAST(\"MFCCs_ 3\" AS REAL) >= 0.430695\nGROUP BY \"Family\", \"Genus\"\nORDER BY row_count DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Family\\\", \\\"Genus\\\", COUNT(*) AS row_count\\nFROM \\\"n7\\\"\\nWHERE CAST(\\\"MFCCs_ 3\\\" AS REAL) >= 0.430695\\nGROUP BY \\\"Family\\\", \\\"Genus\\\"\\nORDER BY row_count DESC;\", \"columns\": [\"Family\", \"Genus\", \"row_count\"], \"rows\": [{\"Family\": \"Hylidae\", \"Genus\": \"Hypsiboas\", \"row_count\": 890}, {\"Family\": \"Leptodactylidae\", \"Genus\": \"Adenomera\", \"row_count\": 472}, {\"Family\": \"Leptodactylidae\", \"Genus\": \"Leptodactylus\", \"row_count\": 235}, {\"Family\": \"Hylidae\", \"Genus\": \"Osteocephalus\", \"row_count\": 111}, {\"Family\": \"Hylidae\", \"Genus\": \"Scinax\", \"row_count\": 80}, {\"Family\": \"Bufonidae\", \"Genus\": \"Rhinella\", \"row_count\": 10}, {\"Family\": \"Hylidae\", \"Genus\": \"Dendropsophus\", \"row_count\": 1}], \"row_count_returned\": 7, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 3.82}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d308bf01b35c1cdff7994799942887f9c22b56cc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:02:13.719979+00:00", + "ended_at": "2026-05-26T01:02:27.820705+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_358a869bf9b20216", + "problem_id": "v2p_n7_5d2ac59027c1d377", + "dataset_id": "n7", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Family, group_col_2=Genus.", + "bindings": { + "group_col": "Family", + "group_col_2": "Genus", + "predicate_col": "MFCCs_ 3", + "predicate_op": ">=", + "predicate_value": 0.430695, + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.265395, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=54" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_358a869bf9b20216.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_358a869bf9b20216", + "api_calls": 0, + "input_tokens": 28351, + "cached_input_tokens": 6528, + "output_tokens": 566, + "total_tokens": 28917, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5056, + "estimated_output_tokens": 123, + "estimated_total_tokens": 5179, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14090.7, + "sql_execution_elapsed_ms_total": 3.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..41d6b8575a42e1874567d7b907392a7ed41703df --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:02:27.815391+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14090.7, "started_at": "2026-05-26T01:02:13.721183+00:00", "ended_at": "2026-05-26T01:02:27.811967+00:00", "prompt_metrics": {"chars": 14831, "bytes_utf8": 14831, "lines": 412, "estimated_tokens": 5056}, "response_metrics": {"chars": 447, "bytes_utf8": 447, "lines": 1, "estimated_tokens": 123}, "usage": {"input_tokens": 28351, "cached_input_tokens": 6528, "output_tokens": 566, "reasoning_output_tokens": 437}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Family\\\", \\\"Genus\\\", COUNT(*) AS row_count\\nFROM \\\"n7\\\"\\nWHERE CAST(\\\"MFCCs_ 3\\\" AS REAL) >= 0.430695\\nGROUP BY \\\"Family\\\", \\\"Genus\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Applied the planned filtered two-dimensional group count template with \\\"Family\\\" and \\\"Genus\\\" as the grouping columns. CAST is used on \\\"MFCCs_ 3\\\" because the schema stores feature columns as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8419f324a679d640b4859a7d5ed47499ca2ea220 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_358a869bf9b20216", + "api_calls": 0, + "input_tokens": 28351, + "cached_input_tokens": 6528, + "output_tokens": 566, + "total_tokens": 28917, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5056, + "estimated_output_tokens": 123, + "estimated_total_tokens": 5179, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14090.7, + "sql_execution_elapsed_ms_total": 3.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_358a869bf9b20216/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a5612ea61e645762db46e0c8dc0804b05b9d07be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15347, "bytes_utf8": 15347, "lines": 411, "estimated_tokens": 5174}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 713, "bytes_utf8": 713, "lines": 1, "estimated_tokens": 192}, "usage": {"input_tokens": 28469, "cached_input_tokens": 3456, "output_tokens": 714, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fb537576599e22eb2b61ed3c2544e56fdb5f16df --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_3910039e1fa3ea83", + "api_calls": 0, + "input_tokens": 28469, + "cached_input_tokens": 3456, + "output_tokens": 714, + "total_tokens": 29183, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5174, + "estimated_output_tokens": 192, + "estimated_total_tokens": 5366, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22143.73, + "sql_execution_elapsed_ms_total": 5.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9d2942791d1ae5d678fd56fc1949364073b4c4d2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:02:27.822651+00:00", + "ended_at": "2026-05-26T01:02:49.966538+00:00", + "elapsed_ms": 22143.73, + "prompt_metrics": { + "chars": 15347, + "bytes_utf8": 15347, + "lines": 411, + "estimated_tokens": 5174 + }, + "stdout_metrics": { + "chars": 1077, + "bytes_utf8": 1077, + "lines": 4, + "estimated_tokens": 309 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 713, + "bytes_utf8": 713, + "lines": 1, + "estimated_tokens": 192 + }, + "usage": { + "input_tokens": 28469, + "cached_input_tokens": 3456, + "output_tokens": 714, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..be4f0b57815506591ba1a71e711655abf8a4e04b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Species, condition_col=Genus.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Species", + "condition_col": "Genus", + "condition_value": "Adenomera", + "positive_value": "Adenomera", + "negative_value": "Hypsiboas", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.006321, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c4268af7d7eb5ee3cc5f584f2174c5a49f6a2456 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cd-f414-7b33-9592-736f8e592124"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n SELECT \\\"Species\\\",\\n SUM(CASE WHEN \\\"Genus\\\" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Genus\\\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Species\\\"\\n)\\nSELECT \\\"Species\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped ratio template with \\\"Species\\\" as the grouping column and contrasts counts of Genus='Adenomera' against Genus='Hypsiboas'. NULLIF prevents division-by-zero for species with no Hypsiboas rows.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28469,"cached_input_tokens":3456,"output_tokens":714,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ca5c640c8176bc9e7330c073f2750378ffa1bed8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH grouped AS (\n SELECT \"Species\",\n SUM(CASE WHEN \"Genus\" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Genus\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n7\"\n GROUP BY \"Species\"\n)\nSELECT \"Species\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Uses the planned grouped ratio template with \"Species\" as the grouping column and contrasts counts of Genus='Adenomera' against Genus='Hypsiboas'. NULLIF prevents division-by-zero for species with no Hypsiboas rows."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4a71f2ee215a7d8507b1595fae89efbf7006788b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Species, condition_col=Genus. +Result preview: [{"Species": "HypsiboasCinerascens", "condition_ratio": 0.0}, {"Species": "HypsiboasCordobae", "condition_ratio": 0.0}, {"Species": "AdenomeraAndre", "condition_ratio": null}, {"Species": "AdenomeraHylaedactylus", "condition_ratio": null}, {"Species": "Ameeregatrivittata", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5c5344a997257d4f53536dbda102eeb704c369f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n7_3910039e1fa3ea83 +-- problem_id: v2p_n7_a272e7b1dea9bc77 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Species", + SUM(CASE WHEN "Genus" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Genus" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count + FROM "n7" + GROUP BY "Species" +) +SELECT "Species", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0e19278c6d07f2a375767baf0eeb1153c91ac0a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH grouped AS (\n SELECT \"Species\",\n SUM(CASE WHEN \"Genus\" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Genus\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n7\"\n GROUP BY \"Species\"\n)\nSELECT \"Species\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n SELECT \\\"Species\\\",\\n SUM(CASE WHEN \\\"Genus\\\" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Genus\\\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Species\\\"\\n)\\nSELECT \\\"Species\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"Species\", \"condition_ratio\"], \"rows\": [{\"Species\": \"HypsiboasCinerascens\", \"condition_ratio\": 0.0}, {\"Species\": \"HypsiboasCordobae\", \"condition_ratio\": 0.0}, {\"Species\": \"AdenomeraAndre\", \"condition_ratio\": null}, {\"Species\": \"AdenomeraHylaedactylus\", \"condition_ratio\": null}, {\"Species\": \"Ameeregatrivittata\", \"condition_ratio\": null}, {\"Species\": \"HylaMinuta\", \"condition_ratio\": null}, {\"Species\": \"LeptodactylusFuscus\", \"condition_ratio\": null}, {\"Species\": \"OsteocephalusOophagus\", \"condition_ratio\": null}, {\"Species\": \"Rhinellagranulosa\", \"condition_ratio\": null}, {\"Species\": \"ScinaxRuber\", \"condition_ratio\": null}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 5.09}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2d0f2c0b79478030b60a87bc8323511c904acb5f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:02:27.821089+00:00", + "ended_at": "2026-05-26T01:02:49.976626+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_3910039e1fa3ea83", + "problem_id": "v2p_n7_a272e7b1dea9bc77", + "dataset_id": "n7", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Species, condition_col=Genus.", + "bindings": { + "group_col": "Species", + "condition_col": "Genus", + "condition_value": "Adenomera", + "positive_value": "Adenomera", + "negative_value": "Hypsiboas", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.006321, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/1", + "binding_index=41" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_3910039e1fa3ea83.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_3910039e1fa3ea83", + "api_calls": 0, + "input_tokens": 28469, + "cached_input_tokens": 3456, + "output_tokens": 714, + "total_tokens": 29183, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5174, + "estimated_output_tokens": 192, + "estimated_total_tokens": 5366, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22143.73, + "sql_execution_elapsed_ms_total": 5.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a99b124121473801eaeea2f9897451c8402ef952 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:02:49.970120+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 22143.73, "started_at": "2026-05-26T01:02:27.822651+00:00", "ended_at": "2026-05-26T01:02:49.966538+00:00", "prompt_metrics": {"chars": 15347, "bytes_utf8": 15347, "lines": 411, "estimated_tokens": 5174}, "response_metrics": {"chars": 713, "bytes_utf8": 713, "lines": 1, "estimated_tokens": 192}, "usage": {"input_tokens": 28469, "cached_input_tokens": 3456, "output_tokens": 714, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n SELECT \\\"Species\\\",\\n SUM(CASE WHEN \\\"Genus\\\" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Genus\\\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Species\\\"\\n)\\nSELECT \\\"Species\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped ratio template with \\\"Species\\\" as the grouping column and contrasts counts of Genus='Adenomera' against Genus='Hypsiboas'. NULLIF prevents division-by-zero for species with no Hypsiboas rows.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bc1947f721e751e3d79589d8f1c8d096cd070c28 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_3910039e1fa3ea83", + "api_calls": 0, + "input_tokens": 28469, + "cached_input_tokens": 3456, + "output_tokens": 714, + "total_tokens": 29183, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5174, + "estimated_output_tokens": 192, + "estimated_total_tokens": 5366, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 22143.73, + "sql_execution_elapsed_ms_total": 5.09, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_3910039e1fa3ea83/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e4e527c91237cc4c25cb5de3c9816e27ea379be7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14934, "bytes_utf8": 14934, "lines": 410, "estimated_tokens": 5084}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 671, "bytes_utf8": 671, "lines": 1, "estimated_tokens": 204}, "usage": {"input_tokens": 28379, "cached_input_tokens": 22912, "output_tokens": 3785, "reasoning_output_tokens": 3575}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1197ad0b730556ae8e309c7807250a747aed2231 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_396de534feb283a2", + "api_calls": 0, + "input_tokens": 28379, + "cached_input_tokens": 22912, + "output_tokens": 3785, + "total_tokens": 32164, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5084, + "estimated_output_tokens": 204, + "estimated_total_tokens": 5288, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 71523.91, + "sql_execution_elapsed_ms_total": 17.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..36c0a86a9ab4af034f2f9603bff9ff8eea515a37 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:02:49.978304+00:00", + "ended_at": "2026-05-26T01:04:01.502486+00:00", + "elapsed_ms": 71523.91, + "prompt_metrics": { + "chars": 14934, + "bytes_utf8": 14934, + "lines": 410, + "estimated_tokens": 5084 + }, + "stdout_metrics": { + "chars": 1094, + "bytes_utf8": 1094, + "lines": 4, + "estimated_tokens": 363 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 671, + "bytes_utf8": 671, + "lines": 1, + "estimated_tokens": 204 + }, + "usage": { + "input_tokens": 28379, + "cached_input_tokens": 22912, + "output_tokens": 3785, + "reasoning_output_tokens": 3575 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4d93111815a9f74154263f6db14de9489934aa42 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Species, measure_col=MFCCs_10.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Species", + "measure_col": "MFCCs_10", + "item_col": "MFCCs_11", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.117725, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fde653827239da115cebdf9091e16935abd00de9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61ce-4aa2-7de1-901c-4e1c89b675b2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"agg\\\" AS (\\n SELECT\\n \\\"Species\\\",\\n \\\"MFCCs_11\\\",\\n SUM(CAST(\\\"MFCCs_10\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Species\\\", \\\"MFCCs_11\\\"\\n)\\nSELECT\\n \\\"Species\\\",\\n \\\"MFCCs_11\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"Species\\\") AS \\\"share_within_group\\\"\\nFROM \\\"agg\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the requested template with bound roles group_col=\\\"Species\\\", item_col=\\\"MFCCs_11\\\", and measure_col=\\\"MFCCs_10\\\". CAST to REAL is used because the SQLite schema stores MFCC fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28379,"cached_input_tokens":22912,"output_tokens":3785,"reasoning_output_tokens":3575}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f87188289adba433a018cfb7d179c0fa133cc693 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nWITH \"agg\" AS (\n SELECT\n \"Species\",\n \"MFCCs_11\",\n SUM(CAST(\"MFCCs_10\" AS REAL)) AS \"total_measure\"\n FROM \"n7\"\n GROUP BY \"Species\", \"MFCCs_11\"\n)\nSELECT\n \"Species\",\n \"MFCCs_11\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"Species\") AS \"share_within_group\"\nFROM \"agg\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the requested template with bound roles group_col=\"Species\", item_col=\"MFCCs_11\", and measure_col=\"MFCCs_10\". CAST to REAL is used because the SQLite schema stores MFCC fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3f8ef8037bc65143a9b6849380541cb3af878abd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Species, measure_col=MFCCs_10. +Result preview: [{"Species": "Rhinellagranulosa", "MFCCs_11": "0.120103598661862", "total_measure": 0.184290623398227, "share_within_group": 14.76521467363111}, {"Species": "Rhinellagranulosa", "MFCCs_11": "0.0714845900451948", "total_measure": 0.182363928235371, "share_within_group": 14.610849426145117}, {"Species": "Rhinellagranulosa", "MFCCs_11": "-0.180245068219993", "total_measure": 0.159459836483018, "share_within_group": 12.775792246392317}, {"Species": "Rhinellagranulosa", "MFCCs_11": "-0.0454907584316634", "total_measure": 0.101421586313189, "share_within_group": 8.12581490496412}, {"Species": "Rhinellagranulosa", "MFCCs_11": "0.127286707331441", "total_measure": 0.100619005121194, "share_within_group": 8.061512753425903}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b3b0eb7570e7a5f070d16579f7f9ebea70fc3ae8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/generated_sql.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_396de534feb283a2 +-- problem_id: v2p_n7_59a8dd6f11cc7a19 +-- realization_mode: agent +-- source_kind: agent +WITH "agg" AS ( + SELECT + "Species", + "MFCCs_11", + SUM(CAST("MFCCs_10" AS REAL)) AS "total_measure" + FROM "n7" + GROUP BY "Species", "MFCCs_11" +) +SELECT + "Species", + "MFCCs_11", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "Species") AS "share_within_group" +FROM "agg" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c1ba0f57c655f4b99483b58f7d1665205fe788b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nWITH \"agg\" AS (\n SELECT\n \"Species\",\n \"MFCCs_11\",\n SUM(CAST(\"MFCCs_10\" AS REAL)) AS \"total_measure\"\n FROM \"n7\"\n GROUP BY \"Species\", \"MFCCs_11\"\n)\nSELECT\n \"Species\",\n \"MFCCs_11\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"Species\") AS \"share_within_group\"\nFROM \"agg\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"agg\\\" AS (\\n SELECT\\n \\\"Species\\\",\\n \\\"MFCCs_11\\\",\\n SUM(CAST(\\\"MFCCs_10\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Species\\\", \\\"MFCCs_11\\\"\\n)\\nSELECT\\n \\\"Species\\\",\\n \\\"MFCCs_11\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"Species\\\") AS \\\"share_within_group\\\"\\nFROM \\\"agg\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Species\", \"MFCCs_11\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.120103598661862\", \"total_measure\": 0.184290623398227, \"share_within_group\": 14.76521467363111}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0714845900451948\", \"total_measure\": 0.182363928235371, \"share_within_group\": 14.610849426145117}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"-0.180245068219993\", \"total_measure\": 0.159459836483018, \"share_within_group\": 12.775792246392317}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"-0.0454907584316634\", \"total_measure\": 0.101421586313189, \"share_within_group\": 8.12581490496412}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.127286707331441\", \"total_measure\": 0.100619005121194, \"share_within_group\": 8.061512753425903}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.00948875288931006\", \"total_measure\": 0.100252611447019, \"share_within_group\": 8.032157590615672}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0614067544004179\", \"total_measure\": 0.06862420801104, \"share_within_group\": 5.498115663222991}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"0.118013891230626\", \"total_measure\": 0.376531288128286, \"share_within_group\": 5.473614376068948}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0552614536326868\", \"total_measure\": 0.0661359562076094, \"share_within_group\": 5.298758954985517}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0529933981146536\", \"total_measure\": 0.0646957340690976, \"share_within_group\": 5.183369530061322}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"-0.051256021153297\", \"total_measure\": 0.0643573356774467, \"share_within_group\": 5.156257326489574}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0538745158279135\", \"total_measure\": 0.0621264316919239, \"share_within_group\": 4.977519115857312}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0533688470376012\", \"total_measure\": 0.0611267837190868, \"share_within_group\": 4.897428134315046}, {\"Species\": \"ScinaxRuber\", \"MFCCs_11\": \"-0.00496628603580007\", \"total_measure\": -0.434531926694512, \"share_within_group\": 4.885317281638754}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0577414589876135\", \"total_measure\": 0.0585524224551927, \"share_within_group\": 4.691172406226591}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"0.0832259391828418\", \"total_measure\": 0.322358987086059, \"share_within_group\": 4.686114651295894}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0478168627298911\", \"total_measure\": 0.0574554495392911, \"share_within_group\": 4.603283829500434}, {\"Species\": \"ScinaxRuber\", \"MFCCs_11\": \"-0.249006845358406\", \"total_measure\": -0.402714145186378, \"share_within_group\": 4.527599129493925}, {\"Species\": \"ScinaxRuber\", \"MFCCs_11\": \"0.00991171425399251\", \"total_measure\": -0.373245819770568, \"share_within_group\": 4.196295235416607}, {\"Species\": \"ScinaxRuber\", \"MFCCs_11\": \"-0.168460006333861\", \"total_measure\": -0.372218822646729, \"share_within_group\": 4.184749002587528}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0701159897783674\", \"total_measure\": 0.0486004977592984, \"share_within_group\": 3.893832303723557}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0730040750466039\", \"total_measure\": 0.048430215548491, \"share_within_group\": 3.8801894316592587}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0670051244842923\", \"total_measure\": 0.0464451082724769, \"share_within_group\": 3.721144253233663}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.057216390082348\", \"total_measure\": 0.0422102408546087, \"share_within_group\": 3.3818501242856387}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0884975804019886\", \"total_measure\": 0.0420205872491148, \"share_within_group\": 3.3666552318537293}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0912107163480075\", \"total_measure\": 0.0410648542983364, \"share_within_group\": 3.29008268611757}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0800000866104714\", \"total_measure\": 0.0406466526567458, \"share_within_group\": 3.256576711146683}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0836398355329832\", \"total_measure\": 0.0400765044972876, \"share_within_group\": 3.2108969048985645}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0816988203988126\", \"total_measure\": 0.0397442610856744, \"share_within_group\": 3.184277833315264}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"-0.0188562260407958\", \"total_measure\": 0.218680183057595, \"share_within_group\": 3.178941648370076}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0701341942086751\", \"total_measure\": 0.0394085877097076, \"share_within_group\": 3.1573839557810697}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0831077491603071\", \"total_measure\": 0.0390266487575986, \"share_within_group\": 3.126783317961721}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0802051255698467\", \"total_measure\": 0.0389498357407546, \"share_within_group\": 3.1206291216031783}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0740223510520267\", \"total_measure\": 0.0383790308186294, \"share_within_group\": 3.074896696065}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0823710156683874\", \"total_measure\": 0.0374176825605804, \"share_within_group\": 2.997874256483023}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"0.0373128417454102\", \"total_measure\": 0.205967470555064, \"share_within_group\": 2.9941376543684473}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0831252539433227\", \"total_measure\": 0.0366270170220969, \"share_within_group\": 2.934526777400898}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0820121120459302\", \"total_measure\": 0.0361008184569244, \"share_within_group\": 2.89236817685756}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0808624813657175\", \"total_measure\": 0.0354628856936189, \"share_within_group\": 2.8412575233481037}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"0.0561287270687932\", \"total_measure\": 0.193981247592096, \"share_within_group\": 2.819894598363719}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0800853889032589\", \"total_measure\": 0.0350601318761183, \"share_within_group\": 2.80898921546371}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"0.0735388777953449\", \"total_measure\": 0.192460102838991, \"share_within_group\": 2.797781801761699}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0754643152118831\", \"total_measure\": 0.0348005868925199, \"share_within_group\": 2.788194682732582}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"0.0326913948243588\", \"total_measure\": 0.190616005978415, \"share_within_group\": 2.7709742683503626}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"-0.103264793927682\", \"total_measure\": 0.189106594862762, \"share_within_group\": 2.7490320429828348}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"0.0700554545121336\", \"total_measure\": 0.188001235522211, \"share_within_group\": 2.7329634957785967}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"0.0244222149977412\", \"total_measure\": 0.177959835857833, \"share_within_group\": 2.58699222780772}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"0.0109302270997174\", \"total_measure\": 0.177551669162179, \"share_within_group\": 2.581058731273421}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"-0.00229268233029244\", \"total_measure\": 0.175153385088985, \"share_within_group\": 2.54619500920085}, {\"Species\": \"ScinaxRuber\", \"MFCCs_11\": \"0.0287118425098356\", \"total_measure\": -0.22606636998225, \"share_within_group\": 2.541599077593335}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 17.14}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..597a97687606bc0e4e968e594679659fec19c34b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:02:49.977003+00:00", + "ended_at": "2026-05-26T01:04:01.525839+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_396de534feb283a2", + "problem_id": "v2p_n7_59a8dd6f11cc7a19", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Species, measure_col=MFCCs_10.", + "bindings": { + "group_col": "Species", + "measure_col": "MFCCs_10", + "item_col": "MFCCs_11", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.117725, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=1/2", + "binding_index=32" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 9, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_396de534feb283a2.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_396de534feb283a2", + "api_calls": 0, + "input_tokens": 28379, + "cached_input_tokens": 22912, + "output_tokens": 3785, + "total_tokens": 32164, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5084, + "estimated_output_tokens": 204, + "estimated_total_tokens": 5288, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 71523.91, + "sql_execution_elapsed_ms_total": 17.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2b7ea3c7c7e26cedcbac7a9faa41737ec20f3755 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_396de534feb283a2/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:04:01.507071+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 71523.91, "started_at": "2026-05-26T01:02:49.978304+00:00", "ended_at": "2026-05-26T01:04:01.502486+00:00", "prompt_metrics": {"chars": 14934, "bytes_utf8": 14934, "lines": 410, "estimated_tokens": 5084}, "response_metrics": {"chars": 671, "bytes_utf8": 671, "lines": 1, "estimated_tokens": 204}, "usage": {"input_tokens": 28379, "cached_input_tokens": 22912, "output_tokens": 3785, "reasoning_output_tokens": 3575}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"agg\\\" AS (\\n SELECT\\n \\\"Species\\\",\\n \\\"MFCCs_11\\\",\\n SUM(CAST(\\\"MFCCs_10\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Species\\\", \\\"MFCCs_11\\\"\\n)\\nSELECT\\n \\\"Species\\\",\\n \\\"MFCCs_11\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"Species\\\") AS \\\"share_within_group\\\"\\nFROM \\\"agg\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the requested template with bound roles group_col=\\\"Species\\\", item_col=\\\"MFCCs_11\\\", and measure_col=\\\"MFCCs_10\\\". 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+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14834, "bytes_utf8": 14834, "lines": 412, "estimated_tokens": 5054}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 467, "bytes_utf8": 467, "lines": 1, "estimated_tokens": 124}, "usage": {"input_tokens": 28349, "cached_input_tokens": 22912, "output_tokens": 646, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8b21421dd8275cff536b023d9602f5b4ac4185c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_45916479cc7fd701", + "api_calls": 0, + "input_tokens": 28349, + "cached_input_tokens": 22912, + "output_tokens": 646, + "total_tokens": 28995, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5054, + "estimated_output_tokens": 124, + "estimated_total_tokens": 5178, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16512.1, + "sql_execution_elapsed_ms_total": 2.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..53f67287074295e8b2ac525d28a7dc07f0cb396d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:04:01.527926+00:00", + "ended_at": "2026-05-26T01:04:18.040152+00:00", + "elapsed_ms": 16512.1, + "prompt_metrics": { + "chars": 14834, + "bytes_utf8": 14834, + "lines": 412, + "estimated_tokens": 5054 + }, + "stdout_metrics": { + "chars": 834, + "bytes_utf8": 834, + "lines": 4, + "estimated_tokens": 245 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 467, + "bytes_utf8": 467, + "lines": 1, + "estimated_tokens": 124 + }, + "usage": { + "input_tokens": 28349, + "cached_input_tokens": 22912, + "output_tokens": 646, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ca33819a389b4298045061f2ffbbc3a2dedec9be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,412 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Family, group_col_2=Species.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Family", + "group_col_2": "Species", + "predicate_col": "MFCCs_ 4", + "predicate_op": ">=", + "predicate_value": 0.559861, + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.117725, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c6cf6d4448ee4a459e83b39e7e25370c990ad69b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cf-6220-79f0-b63b-29df5d17fd3d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Family\\\", \\\"Species\\\", COUNT(*) AS row_count\\nFROM \\\"n7\\\"\\nWHERE CAST(\\\"MFCCs_ 4\\\" AS REAL) >= 0.559861\\nGROUP BY \\\"Family\\\", \\\"Species\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the requested filtered two-dimensional group-count template with group_col=\\\"Family\\\" and group_col_2=\\\"Species\\\". CAST is applied because \\\"MFCCs_ 4\\\" is stored as TEXT in the SQLite schema but represents numeric values.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28349,"cached_input_tokens":22912,"output_tokens":646,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9bdc4062ea33ab7c8c6a3fb419f3c8f9ac5ef872 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Family\", \"Species\", COUNT(*) AS row_count\nFROM \"n7\"\nWHERE CAST(\"MFCCs_ 4\" AS REAL) >= 0.559861\nGROUP BY \"Family\", \"Species\"\nORDER BY row_count DESC;","notes":"Uses the requested filtered two-dimensional group-count template with group_col=\"Family\" and group_col_2=\"Species\". CAST is applied because \"MFCCs_ 4\" is stored as TEXT in the SQLite schema but represents numeric values."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb68e968f3971291232b71fdfdba729d318d64b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Family, group_col_2=Species. +Result preview: [{"Family": "Leptodactylidae", "Species": "AdenomeraHylaedactylus", "row_count": 1548}, {"Family": "Leptodactylidae", "Species": "AdenomeraAndre", "row_count": 111}, {"Family": "Hylidae", "Species": "HylaMinuta", "row_count": 53}, {"Family": "Hylidae", "Species": "HypsiboasCordobae", "row_count": 35}, {"Family": "Hylidae", "Species": "ScinaxRuber", "row_count": 23}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..7da3b45983c6db58e9f0084593768dcf25cdc696 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n7_45916479cc7fd701 +-- problem_id: v2p_n7_8e7ae961739fa18a +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "Species", COUNT(*) AS row_count +FROM "n7" +WHERE CAST("MFCCs_ 4" AS REAL) >= 0.559861 +GROUP BY "Family", "Species" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..490a9727abd0746f077eaea531d383da3cb64b18 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Family\", \"Species\", COUNT(*) AS row_count\nFROM \"n7\"\nWHERE CAST(\"MFCCs_ 4\" AS REAL) >= 0.559861\nGROUP BY \"Family\", \"Species\"\nORDER BY row_count DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Family\\\", \\\"Species\\\", COUNT(*) AS row_count\\nFROM \\\"n7\\\"\\nWHERE CAST(\\\"MFCCs_ 4\\\" AS REAL) >= 0.559861\\nGROUP BY \\\"Family\\\", \\\"Species\\\"\\nORDER BY row_count DESC;\", \"columns\": [\"Family\", \"Species\", \"row_count\"], \"rows\": [{\"Family\": \"Leptodactylidae\", \"Species\": \"AdenomeraHylaedactylus\", \"row_count\": 1548}, {\"Family\": \"Leptodactylidae\", \"Species\": \"AdenomeraAndre\", \"row_count\": 111}, {\"Family\": \"Hylidae\", \"Species\": \"HylaMinuta\", \"row_count\": 53}, {\"Family\": \"Hylidae\", \"Species\": \"HypsiboasCordobae\", \"row_count\": 35}, {\"Family\": \"Hylidae\", \"Species\": \"ScinaxRuber\", \"row_count\": 23}, {\"Family\": \"Hylidae\", \"Species\": \"HypsiboasCinerascens\", \"row_count\": 10}, {\"Family\": \"Hylidae\", \"Species\": \"OsteocephalusOophagus\", \"row_count\": 8}, {\"Family\": \"Bufonidae\", \"Species\": \"Rhinellagranulosa\", \"row_count\": 4}, {\"Family\": \"Dendrobatidae\", \"Species\": \"Ameeregatrivittata\", \"row_count\": 4}, {\"Family\": \"Leptodactylidae\", \"Species\": \"LeptodactylusFuscus\", \"row_count\": 3}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.98}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0044738f3418d2148c3a6f22d9f76cd242c1111c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:04:01.526242+00:00", + "ended_at": "2026-05-26T01:04:18.048695+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_45916479cc7fd701", + "problem_id": "v2p_n7_8e7ae961739fa18a", + "dataset_id": "n7", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Family, group_col_2=Species.", + "bindings": { + "group_col": "Family", + "group_col_2": "Species", + "predicate_col": "MFCCs_ 4", + "predicate_op": ">=", + "predicate_value": 0.559861, + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.117725, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/1", + "binding_index=55" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_45916479cc7fd701.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_45916479cc7fd701", + "api_calls": 0, + "input_tokens": 28349, + "cached_input_tokens": 22912, + "output_tokens": 646, + "total_tokens": 28995, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5054, + "estimated_output_tokens": 124, + "estimated_total_tokens": 5178, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16512.1, + "sql_execution_elapsed_ms_total": 2.98, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4795f12fafa35285d59b578acd23eb82f328ac7e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:04:18.044238+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16512.1, "started_at": "2026-05-26T01:04:01.527926+00:00", "ended_at": "2026-05-26T01:04:18.040152+00:00", "prompt_metrics": {"chars": 14834, "bytes_utf8": 14834, "lines": 412, "estimated_tokens": 5054}, "response_metrics": {"chars": 467, "bytes_utf8": 467, "lines": 1, "estimated_tokens": 124}, "usage": {"input_tokens": 28349, "cached_input_tokens": 22912, "output_tokens": 646, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Family\\\", \\\"Species\\\", COUNT(*) AS row_count\\nFROM \\\"n7\\\"\\nWHERE CAST(\\\"MFCCs_ 4\\\" AS REAL) >= 0.559861\\nGROUP BY \\\"Family\\\", \\\"Species\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Uses the requested filtered two-dimensional group-count template with group_col=\\\"Family\\\" and group_col_2=\\\"Species\\\". CAST is applied because \\\"MFCCs_ 4\\\" is stored as TEXT in the SQLite schema but represents numeric values.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7ae4a57dc5ebad90e99d1f4965c620f1457f17bb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_45916479cc7fd701/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_45916479cc7fd701", + "api_calls": 0, + "input_tokens": 28349, + "cached_input_tokens": 22912, + "output_tokens": 646, + "total_tokens": 28995, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5054, + "estimated_output_tokens": 124, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3c323210401d39f962d9b307053f832dc30e276a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_47de83d9a44ccf41", + "api_calls": 0, + "input_tokens": 28381, + "cached_input_tokens": 27008, + "output_tokens": 3593, + "total_tokens": 31974, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5086, + "estimated_output_tokens": 205, + "estimated_total_tokens": 5291, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 70734.8, + "sql_execution_elapsed_ms_total": 16.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7ec3676a1c820506d2e98b7a2ea9e75d2cedde64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:04:18.050365+00:00", + "ended_at": "2026-05-26T01:05:28.785454+00:00", + "elapsed_ms": 70734.8, + "prompt_metrics": { + "chars": 14929, + "bytes_utf8": 14929, + "lines": 410, + "estimated_tokens": 5086 + }, + "stdout_metrics": { + "chars": 1038, + "bytes_utf8": 1038, + "lines": 4, + "estimated_tokens": 346 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 643, + "bytes_utf8": 643, + "lines": 1, + "estimated_tokens": 205 + }, + "usage": { + "input_tokens": 28381, + "cached_input_tokens": 27008, + "output_tokens": 3593, + "reasoning_output_tokens": 3382 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c855568a9e837e237913036a556cf686a7a48e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Family, measure_col=MFCCs_ 8.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_ 8", + "item_col": "MFCCs_ 9", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.052279, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1d3d3a533a98f400ecc64203fd35948ff4a4b470 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61cf-a2a6-7ed1-87aa-6229c3b1669d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Family\\\", \\\"MFCCs_ 9\\\",\\n SUM(CAST(\\\"MFCCs_ 8\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 8\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 8\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_ 9\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 15;\",\"notes\":\"Instantiated the planned Within-Group Share of Total template with group_col=\\\"Family\\\", item_col=\\\"MFCCs_ 9\\\", and measure_col=CAST(\\\"MFCCs_ 8\\\" AS REAL) because the MFCC columns are stored as TEXT in SQLite; applied the provided top_k=15.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28381,"cached_input_tokens":27008,"output_tokens":3593,"reasoning_output_tokens":3382}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..01d0346c3e2351b5d53aa2e2adcdd4746745fd09 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT \"Family\", \"MFCCs_ 9\",\n SUM(CAST(\"MFCCs_ 8\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_ 8\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 8\" AS REAL))) OVER (PARTITION BY \"Family\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Family\", \"MFCCs_ 9\"\nORDER BY \"share_within_group\" DESC\nLIMIT 15;","notes":"Instantiated the planned Within-Group Share of Total template with group_col=\"Family\", item_col=\"MFCCs_ 9\", and measure_col=CAST(\"MFCCs_ 8\" AS REAL) because the MFCC columns are stored as TEXT in SQLite; applied the provided top_k=15."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..2aa5e890ef7a55b191442185054eb58d3a5b09cc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Family, measure_col=MFCCs_ 8. +Result preview: [{"Family": "Bufonidae", "MFCCs_ 9": "-0.00909232294488575", "total_measure": 0.124961079869807, "share_within_group": 4.263833341647075}, {"Family": "Bufonidae", "MFCCs_ 9": "-0.00526959040251245", "total_measure": 0.11163482323345, "share_within_group": 3.809124264031513}, {"Family": "Bufonidae", "MFCCs_ 9": "-0.0445521799416563", "total_measure": 0.0684809970373969, "share_within_group": 2.336660012393493}, {"Family": "Bufonidae", "MFCCs_ 9": "-0.0733824206583362", "total_measure": 0.0663176379604595, "share_within_group": 2.262843408281149}, {"Family": "Bufonidae", "MFCCs_ 9": "-0.0721647120772677", "total_measure": 0.0660793760429814, "share_within_group": 2.2547136041145532}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..87088d41dbe0a81b012462af2cbad7e7a4554afc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_47de83d9a44ccf41 +-- problem_id: v2p_n7_4565ebd0190ffe16 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "MFCCs_ 9", + SUM(CAST("MFCCs_ 8" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_ 8" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 8" AS REAL))) OVER (PARTITION BY "Family") AS "share_within_group" +FROM "n7" +GROUP BY "Family", "MFCCs_ 9" +ORDER BY "share_within_group" DESC +LIMIT 15; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..def5c79511ab4f9a9108b673e3b1dc7b593577a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT \"Family\", \"MFCCs_ 9\",\n SUM(CAST(\"MFCCs_ 8\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_ 8\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 8\" AS REAL))) OVER (PARTITION BY \"Family\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Family\", \"MFCCs_ 9\"\nORDER BY \"share_within_group\" DESC\nLIMIT 15;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Family\\\", \\\"MFCCs_ 9\\\",\\n SUM(CAST(\\\"MFCCs_ 8\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 8\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 8\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_ 9\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 15;\", \"columns\": [\"Family\", \"MFCCs_ 9\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.00909232294488575\", \"total_measure\": 0.124961079869807, \"share_within_group\": 4.263833341647075}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.00526959040251245\", \"total_measure\": 0.11163482323345, \"share_within_group\": 3.809124264031513}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0445521799416563\", \"total_measure\": 0.0684809970373969, \"share_within_group\": 2.336660012393493}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0733824206583362\", \"total_measure\": 0.0663176379604595, \"share_within_group\": 2.262843408281149}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0721647120772677\", \"total_measure\": 0.0660793760429814, \"share_within_group\": 2.2547136041145532}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0673736291462031\", \"total_measure\": 0.0657299536941107, \"share_within_group\": 2.242790862545868}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0799301866181121\", \"total_measure\": 0.0647399515067397, \"share_within_group\": 2.209010710043873}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0600973401371749\", \"total_measure\": 0.0639420313997616, \"share_within_group\": 2.1817846460594033}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0576632167282219\", \"total_measure\": 0.0638099253524041, \"share_within_group\": 2.1772770172045393}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0690295607210545\", \"total_measure\": 0.0619692491631293, \"share_within_group\": 2.1144707697298637}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0686530383981582\", \"total_measure\": 0.0617051775621582, \"share_within_group\": 2.1054603058480232}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0681816604262421\", \"total_measure\": 0.0612904747997248, \"share_within_group\": 2.0913101123063305}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.080484100143975\", \"total_measure\": 0.0611360370251013, \"share_within_group\": 2.0860404960919423}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0637342760920466\", \"total_measure\": 0.0608856256199558, \"share_within_group\": 2.077496135723894}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.053677178361661\", \"total_measure\": 0.0607899484142467, \"share_within_group\": 2.074231505967468}], \"row_count_returned\": 15, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 16.44}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ca38f143df6445dc92911b13e546324362847cb7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:04:18.049126+00:00", + "ended_at": "2026-05-26T01:05:28.807012+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_47de83d9a44ccf41", + "problem_id": "v2p_n7_4565ebd0190ffe16", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Family, measure_col=MFCCs_ 8.", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_ 8", + "item_col": "MFCCs_ 9", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.052279, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=30" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_47de83d9a44ccf41.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_47de83d9a44ccf41", + "api_calls": 0, + "input_tokens": 28381, + "cached_input_tokens": 27008, + "output_tokens": 3593, + "total_tokens": 31974, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5086, + "estimated_output_tokens": 205, + "estimated_total_tokens": 5291, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 70734.8, + "sql_execution_elapsed_ms_total": 16.44, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fe912f245244dc95d9ea9b6b4c71156f20e5addf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:05:28.789238+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 70734.8, "started_at": "2026-05-26T01:04:18.050365+00:00", "ended_at": "2026-05-26T01:05:28.785454+00:00", "prompt_metrics": {"chars": 14929, "bytes_utf8": 14929, "lines": 410, "estimated_tokens": 5086}, "response_metrics": {"chars": 643, "bytes_utf8": 643, "lines": 1, "estimated_tokens": 205}, "usage": {"input_tokens": 28381, "cached_input_tokens": 27008, "output_tokens": 3593, "reasoning_output_tokens": 3382}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Family\\\", \\\"MFCCs_ 9\\\",\\n SUM(CAST(\\\"MFCCs_ 8\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 8\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 8\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_ 9\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 15;\",\"notes\":\"Instantiated the planned Within-Group Share of Total template with group_col=\\\"Family\\\", item_col=\\\"MFCCs_ 9\\\", and measure_col=CAST(\\\"MFCCs_ 8\\\" AS REAL) because the MFCC columns are stored as TEXT in SQLite; applied the provided top_k=15.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_47de83d9a44ccf41/usage_summary.json new file mode 100644 index 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with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9ba96ebc3d008733aecbfe0ac1c301eccdef0e24 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14803, "bytes_utf8": 14803, "lines": 411, "estimated_tokens": 5028}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 320, "bytes_utf8": 320, "lines": 1, "estimated_tokens": 89}, "usage": {"input_tokens": 28323, "cached_input_tokens": 27008, "output_tokens": 405, "reasoning_output_tokens": 310}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9bc226f51fbefbd9cfbcd704e023143656050f7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_4c709af1f904c102", + "api_calls": 0, + "input_tokens": 28323, + "cached_input_tokens": 27008, + "output_tokens": 405, + "total_tokens": 28728, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5028, + "estimated_output_tokens": 89, + "estimated_total_tokens": 5117, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11337.72, + "sql_execution_elapsed_ms_total": 2.12, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..36b25031d0614d80f73d36130eafd276f9a6e647 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:05:28.808755+00:00", + "ended_at": "2026-05-26T01:05:40.146557+00:00", + "elapsed_ms": 11337.72, + "prompt_metrics": { + "chars": 14803, + "bytes_utf8": 14803, + "lines": 411, + "estimated_tokens": 5028 + }, + "stdout_metrics": { + "chars": 667, + "bytes_utf8": 667, + "lines": 4, + "estimated_tokens": 196 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 103 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 320, + "bytes_utf8": 320, + "lines": 1, + "estimated_tokens": 89 + }, + "usage": { + "input_tokens": 28323, + "cached_input_tokens": 27008, + "output_tokens": 405, + "reasoning_output_tokens": 310 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..87c3c05fd61e66889bf797fd5daada24229eed00 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Species, condition_col=Family.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Species", + "condition_col": "Family", + "condition_value": "Leptodactylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.08558, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c6a61b50afa1f1b3fbc136311c7b9bfef441e5dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d0-b71f-7c11-ba67-230ef0d36f34"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Species\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Computes the within-species proportion of rows whose Family is Leptodactylidae.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28323,"cached_input_tokens":27008,"output_tokens":405,"reasoning_output_tokens":310}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..84df331bd692a298acd60359ed93ec9f2811b8a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Species\",\n AVG(CASE WHEN \"Family\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n7\"\nGROUP BY \"Species\"\nORDER BY condition_rate DESC;","notes":"Computes the within-species proportion of rows whose Family is Leptodactylidae."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..51f0d37dee0ab1b65259adb4ce3f70711865a2bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:05:39.614322Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61d0-b71f-7c11-ba67-230ef0d36f34.1779757528863537000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..4d6d037bae054d9844da0b7d5af5fddd1ae820ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Species, condition_col=Family. +Result preview: [{"Species": "LeptodactylusFuscus", "condition_rate": 1.0}, {"Species": "AdenomeraHylaedactylus", "condition_rate": 1.0}, {"Species": "AdenomeraAndre", "condition_rate": 1.0}, {"Species": "ScinaxRuber", "condition_rate": 0.0}, {"Species": "Rhinellagranulosa", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..fac0c70ec826000fd10c0bd84db766b739a7a75c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_4c709af1f904c102 +-- problem_id: v2p_n7_d703e6bb692fdac7 +-- realization_mode: agent +-- source_kind: agent +SELECT "Species", + AVG(CASE WHEN "Family" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS condition_rate +FROM "n7" +GROUP BY "Species" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d28a07a2453b70f925348092058622041131c197 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Species\",\n AVG(CASE WHEN \"Family\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n7\"\nGROUP BY \"Species\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Species\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"Species\", \"condition_rate\"], \"rows\": [{\"Species\": \"LeptodactylusFuscus\", \"condition_rate\": 1.0}, {\"Species\": \"AdenomeraHylaedactylus\", \"condition_rate\": 1.0}, {\"Species\": \"AdenomeraAndre\", \"condition_rate\": 1.0}, {\"Species\": \"ScinaxRuber\", \"condition_rate\": 0.0}, {\"Species\": \"Rhinellagranulosa\", \"condition_rate\": 0.0}, {\"Species\": \"OsteocephalusOophagus\", \"condition_rate\": 0.0}, {\"Species\": \"HypsiboasCordobae\", \"condition_rate\": 0.0}, {\"Species\": \"HypsiboasCinerascens\", \"condition_rate\": 0.0}, {\"Species\": \"HylaMinuta\", \"condition_rate\": 0.0}, {\"Species\": \"Ameeregatrivittata\", \"condition_rate\": 0.0}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.12}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..abf2015861f1892c4742bebecc197849c1681ab2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:05:28.807366+00:00", + "ended_at": "2026-05-26T01:05:40.154404+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_4c709af1f904c102", + "problem_id": "v2p_n7_d703e6bb692fdac7", + "dataset_id": "n7", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Species, condition_col=Family.", + "bindings": { + "group_col": "Species", + "condition_col": "Family", + "condition_value": "Leptodactylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.08558, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=98" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_4c709af1f904c102.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_4c709af1f904c102", + "api_calls": 0, + "input_tokens": 28323, + "cached_input_tokens": 27008, + "output_tokens": 405, + "total_tokens": 28728, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5028, + "estimated_output_tokens": 89, + "estimated_total_tokens": 5117, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11337.72, + "sql_execution_elapsed_ms_total": 2.12, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..65ebc5df8fb47fdab4361d3d1465e42dcac6fac7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:05:40.151055+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11337.72, "started_at": "2026-05-26T01:05:28.808755+00:00", "ended_at": "2026-05-26T01:05:40.146557+00:00", "prompt_metrics": {"chars": 14803, "bytes_utf8": 14803, "lines": 411, "estimated_tokens": 5028}, "response_metrics": {"chars": 320, "bytes_utf8": 320, "lines": 1, "estimated_tokens": 89}, "usage": {"input_tokens": 28323, "cached_input_tokens": 27008, "output_tokens": 405, "reasoning_output_tokens": 310}, "stderr_preview": "2026-05-26T01:05:39.614322Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61d0-b71f-7c11-ba67-230ef0d36f34.1779757528863537000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Species\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Computes the within-species proportion of rows whose Family is Leptodactylidae.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..38a2fd26094e1848931b4eec45535bae1d1b2f20 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_4c709af1f904c102", + "api_calls": 0, + "input_tokens": 28323, + "cached_input_tokens": 27008, + "output_tokens": 405, + "total_tokens": 28728, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5028, + "estimated_output_tokens": 89, + "estimated_total_tokens": 5117, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11337.72, + "sql_execution_elapsed_ms_total": 2.12, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c709af1f904c102/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ddcb7884c537e7ac8044e8a4632653372a56ae08 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15360, "bytes_utf8": 15360, "lines": 411, "estimated_tokens": 5175}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 630, "bytes_utf8": 630, "lines": 1, "estimated_tokens": 169}, "usage": {"input_tokens": 28470, "cached_input_tokens": 22912, "output_tokens": 691, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..dcfd9efc5f077bc3baa236c0d150d1bd9f553c45 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_4c98bef7c601029b", + "api_calls": 0, + "input_tokens": 28470, + "cached_input_tokens": 22912, + "output_tokens": 691, + "total_tokens": 29161, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5175, + "estimated_output_tokens": 169, + "estimated_total_tokens": 5344, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17450.78, + "sql_execution_elapsed_ms_total": 4.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..18ec917f63f7a2851600ea5553c499f1dab19811 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:05:40.155970+00:00", + "ended_at": "2026-05-26T01:05:57.606852+00:00", + "elapsed_ms": 17450.78, + "prompt_metrics": { + "chars": 15360, + "bytes_utf8": 15360, + "lines": 411, + "estimated_tokens": 5175 + }, + "stdout_metrics": { + "chars": 999, + "bytes_utf8": 999, + "lines": 4, + "estimated_tokens": 292 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 630, + "bytes_utf8": 630, + "lines": 1, + "estimated_tokens": 169 + }, + "usage": { + "input_tokens": 28470, + "cached_input_tokens": 22912, + "output_tokens": 691, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..954d6155a58bf908a5a649af410cbc10d449bb21 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Species, condition_col=Family.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Species", + "condition_col": "Family", + "condition_value": "Leptodactylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.107046, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2e3cf77d0a11dea1146aa9c694087c76bcae5a57 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d0-e363-7680-b61e-d9c3be88bf7b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Species\\\",\\n SUM(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Species\\\"\\n)\\nSELECT \\\"Species\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applies the grouped ratio template with group_col=\\\"Species\\\" and condition_col=\\\"Family\\\", comparing Leptodactylidae to Hylidae.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28470,"cached_input_tokens":22912,"output_tokens":691,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2f9fd20daa4f1a18f2238dd0ca2eda815c6de14f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Species\",\n SUM(CASE WHEN \"Family\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Family\" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n7\"\n GROUP BY \"Species\"\n)\nSELECT \"Species\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Applies the grouped ratio template with group_col=\"Species\" and condition_col=\"Family\", comparing Leptodactylidae to Hylidae."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6a118de5eea6276f739ac1ad9b0ae2ec44bd250b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Species, condition_col=Family. +Result preview: [{"Species": "HylaMinuta", "condition_ratio": 0.0}, {"Species": "HypsiboasCinerascens", "condition_ratio": 0.0}, {"Species": "HypsiboasCordobae", "condition_ratio": 0.0}, {"Species": "OsteocephalusOophagus", "condition_ratio": 0.0}, {"Species": "ScinaxRuber", "condition_ratio": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..b09479da0f424993665c6c7fb2a908a0417d3637 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n7_4c98bef7c601029b +-- problem_id: v2p_n7_1a4b0385f035acaa +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Species", + SUM(CASE WHEN "Family" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Family" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count + FROM "n7" + GROUP BY "Species" +) +SELECT "Species", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..93912d11a0896dd80a190c848d178b7e36b80788 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Species\",\n SUM(CASE WHEN \"Family\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Family\" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n7\"\n GROUP BY \"Species\"\n)\nSELECT \"Species\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Species\\\",\\n SUM(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Species\\\"\\n)\\nSELECT \\\"Species\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"Species\", \"condition_ratio\"], \"rows\": [{\"Species\": \"HylaMinuta\", \"condition_ratio\": 0.0}, {\"Species\": \"HypsiboasCinerascens\", \"condition_ratio\": 0.0}, {\"Species\": \"HypsiboasCordobae\", \"condition_ratio\": 0.0}, {\"Species\": \"OsteocephalusOophagus\", \"condition_ratio\": 0.0}, {\"Species\": \"ScinaxRuber\", \"condition_ratio\": 0.0}, {\"Species\": \"AdenomeraAndre\", \"condition_ratio\": null}, {\"Species\": \"AdenomeraHylaedactylus\", \"condition_ratio\": null}, {\"Species\": \"Ameeregatrivittata\", \"condition_ratio\": null}, {\"Species\": \"LeptodactylusFuscus\", \"condition_ratio\": null}, {\"Species\": \"Rhinellagranulosa\", \"condition_ratio\": null}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 4.55}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c356520a86744bfa8783ec51ce28d388e308e046 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:05:40.154782+00:00", + "ended_at": "2026-05-26T01:05:57.617064+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_4c98bef7c601029b", + "problem_id": "v2p_n7_1a4b0385f035acaa", + "dataset_id": "n7", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Species, condition_col=Family.", + "bindings": { + "group_col": "Species", + "condition_col": "Family", + "condition_value": "Leptodactylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.107046, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=38" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_4c98bef7c601029b.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_4c98bef7c601029b", + "api_calls": 0, + "input_tokens": 28470, + "cached_input_tokens": 22912, + "output_tokens": 691, + "total_tokens": 29161, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5175, + "estimated_output_tokens": 169, + "estimated_total_tokens": 5344, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17450.78, + "sql_execution_elapsed_ms_total": 4.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7f0482479f68d553dafad7c83e7f7479712614e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:05:57.610958+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17450.78, "started_at": "2026-05-26T01:05:40.155970+00:00", "ended_at": "2026-05-26T01:05:57.606852+00:00", "prompt_metrics": {"chars": 15360, "bytes_utf8": 15360, "lines": 411, "estimated_tokens": 5175}, "response_metrics": {"chars": 630, "bytes_utf8": 630, "lines": 1, 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..246b4d70ef56f6f01ca6e32067f900cfe043fae9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_4c98bef7c601029b", + "api_calls": 0, + "input_tokens": 28470, + "cached_input_tokens": 22912, + "output_tokens": 691, + "total_tokens": 29161, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5175, + "estimated_output_tokens": 169, + "estimated_total_tokens": 5344, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17450.78, + "sql_execution_elapsed_ms_total": 4.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_4c98bef7c601029b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9df028ef4bae806b2db30fc10805f88ea4d0ab69 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14603, "bytes_utf8": 14603, "lines": 408, "estimated_tokens": 4975}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 593, "bytes_utf8": 593, "lines": 1, "estimated_tokens": 168}, "usage": {"input_tokens": 28270, "cached_input_tokens": 27008, "output_tokens": 838, "reasoning_output_tokens": 664}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..178a5759bc3c8e99cb93718a44fd8e1ab775e534 --- /dev/null +++ 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"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..df41e93cc4b21e7b0e0c550c267ea747ac93349a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:05:57.619809+00:00", + "ended_at": "2026-05-26T01:06:16.627226+00:00", + "elapsed_ms": 19007.31, + "prompt_metrics": { + "chars": 14603, + "bytes_utf8": 14603, + "lines": 408, + "estimated_tokens": 4975 + }, + "stdout_metrics": { + "chars": 968, + "bytes_utf8": 968, + "lines": 4, + "estimated_tokens": 296 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 593, + "bytes_utf8": 593, + "lines": 1, + "estimated_tokens": 168 + }, + "usage": { + "input_tokens": 28270, + "cached_input_tokens": 27008, + "output_tokens": 838, + "reasoning_output_tokens": 664 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b6247b60e79974edfe73b7b60f03fda3116aecd3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,408 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Family, measure_col=MFCCs_ 1.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_ 1", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3523cda023319738698cf403277e992e461405f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d1-27a0-7bf1-b9c6-93165dd22cf5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Family\\\",\\n AVG(CAST(\\\"MFCCs_ 1\\\" AS REAL)) OVER (PARTITION BY \\\"Family\\\") AS avg_measure\\nFROM \\\"n7\\\"\\nWHERE \\\"Family\\\" IS NOT NULL\\n AND TRIM(\\\"Family\\\") <> ''\\n AND \\\"MFCCs_ 1\\\" IS NOT NULL\\n AND TRIM(\\\"MFCCs_ 1\\\") <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the planned Window Partition Average template with group_col=\\\"Family\\\" and measure_col=\\\"MFCCs_ 1\\\". Cast the measure to REAL because the SQLite schema stores MFCC columns as TEXT, and filtered NULL/empty values to keep the slice view stable.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28270,"cached_input_tokens":27008,"output_tokens":838,"reasoning_output_tokens":664}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7821381bd6078e5873d795c3b55882420d92494d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Family\",\n AVG(CAST(\"MFCCs_ 1\" AS REAL)) OVER (PARTITION BY \"Family\") AS avg_measure\nFROM \"n7\"\nWHERE \"Family\" IS NOT NULL\n AND TRIM(\"Family\") <> ''\n AND \"MFCCs_ 1\" IS NOT NULL\n AND TRIM(\"MFCCs_ 1\") <> ''\nORDER BY avg_measure DESC;","notes":"Applied the planned Window Partition Average template with group_col=\"Family\" and measure_col=\"MFCCs_ 1\". Cast the measure to REAL because the SQLite schema stores MFCC columns as TEXT, and filtered NULL/empty values to keep the slice view stable."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6812ccfd561895bc0cbb0c69ada4fe7e5b9d5f99 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Family, measure_col=MFCCs_ 1. +Result preview: [{"Family": "Dendrobatidae", "avg_measure": 1.0}, {"Family": "Leptodactylidae", "avg_measure": 0.9967889442144581}, {"Family": "Hylidae", "avg_measure": 0.973841624695086}, {"Family": "Bufonidae", "avg_measure": 0.9712509767933223}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..415ca0d789d2711975859ead6eb899c2da24c198 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/generated_sql.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_5a8763ebea85ca84 +-- problem_id: v2p_n7_b616b40a5a30f233 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Family", + AVG(CAST("MFCCs_ 1" AS REAL)) OVER (PARTITION BY "Family") AS avg_measure +FROM "n7" +WHERE "Family" IS NOT NULL + AND TRIM("Family") <> '' + AND "MFCCs_ 1" IS NOT NULL + AND TRIM("MFCCs_ 1") <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cf5961c6809e735f8379ae6d18f88911b5ec9641 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Family\",\n AVG(CAST(\"MFCCs_ 1\" AS REAL)) OVER (PARTITION BY \"Family\") AS avg_measure\nFROM \"n7\"\nWHERE \"Family\" IS NOT NULL\n AND TRIM(\"Family\") <> ''\n AND \"MFCCs_ 1\" IS NOT NULL\n AND TRIM(\"MFCCs_ 1\") <> ''\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Family\\\",\\n AVG(CAST(\\\"MFCCs_ 1\\\" AS REAL)) OVER (PARTITION BY \\\"Family\\\") AS avg_measure\\nFROM \\\"n7\\\"\\nWHERE \\\"Family\\\" IS NOT NULL\\n AND TRIM(\\\"Family\\\") <> ''\\n AND \\\"MFCCs_ 1\\\" IS NOT NULL\\n AND TRIM(\\\"MFCCs_ 1\\\") <> ''\\nORDER BY avg_measure DESC;\", \"columns\": [\"Family\", \"avg_measure\"], \"rows\": [{\"Family\": \"Dendrobatidae\", \"avg_measure\": 1.0}, {\"Family\": \"Leptodactylidae\", \"avg_measure\": 0.9967889442144581}, {\"Family\": \"Hylidae\", \"avg_measure\": 0.973841624695086}, {\"Family\": \"Bufonidae\", \"avg_measure\": 0.9712509767933223}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 10.49}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..49ef7ad7e3aa7e8a6ca33032a3e358af2e2e3b20 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:05:57.617797+00:00", + "ended_at": "2026-05-26T01:06:16.643373+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_5a8763ebea85ca84", + "problem_id": "v2p_n7_b616b40a5a30f233", + "dataset_id": "n7", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Family, measure_col=MFCCs_ 1.", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_ 1", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=138" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_5a8763ebea85ca84.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_5a8763ebea85ca84", + "api_calls": 0, + "input_tokens": 28270, + "cached_input_tokens": 27008, + "output_tokens": 838, + "total_tokens": 29108, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4975, + "estimated_output_tokens": 168, + "estimated_total_tokens": 5143, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19007.31, + "sql_execution_elapsed_ms_total": 10.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b69fb7bd51f1086002c43a71970d2d11636debcc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:06:16.631419+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 19007.31, "started_at": "2026-05-26T01:05:57.619809+00:00", "ended_at": "2026-05-26T01:06:16.627226+00:00", "prompt_metrics": {"chars": 14603, "bytes_utf8": 14603, "lines": 408, "estimated_tokens": 4975}, "response_metrics": {"chars": 593, "bytes_utf8": 593, "lines": 1, "estimated_tokens": 168}, "usage": {"input_tokens": 28270, "cached_input_tokens": 27008, "output_tokens": 838, "reasoning_output_tokens": 664}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Family\\\",\\n AVG(CAST(\\\"MFCCs_ 1\\\" AS REAL)) OVER (PARTITION BY \\\"Family\\\") AS avg_measure\\nFROM \\\"n7\\\"\\nWHERE \\\"Family\\\" IS NOT NULL\\n AND TRIM(\\\"Family\\\") <> ''\\n AND \\\"MFCCs_ 1\\\" IS NOT NULL\\n AND TRIM(\\\"MFCCs_ 1\\\") <> ''\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the planned Window Partition Average template with group_col=\\\"Family\\\" and measure_col=\\\"MFCCs_ 1\\\". Cast the measure to REAL because the SQLite schema stores MFCC columns as TEXT, and filtered NULL/empty values to keep the slice view stable.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b32b8c686f1671f4db7c8e585a9474e54a79d734 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_5a8763ebea85ca84", + "api_calls": 0, + "input_tokens": 28270, + "cached_input_tokens": 27008, + "output_tokens": 838, + "total_tokens": 29108, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4975, + "estimated_output_tokens": 168, + "estimated_total_tokens": 5143, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 19007.31, + "sql_execution_elapsed_ms_total": 10.49, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_5a8763ebea85ca84/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d5ae892d090edadf5d82627bd2bf0a22cbfa2146 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14602, "bytes_utf8": 14602, "lines": 408, "estimated_tokens": 4974}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 398, "bytes_utf8": 398, "lines": 1, "estimated_tokens": 106}, "usage": {"input_tokens": 28269, "cached_input_tokens": 27008, "output_tokens": 570, "reasoning_output_tokens": 458}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..7bb1fbffab534b4c1686273af8a27b9b364a48bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_624e801ae99080db", + "api_calls": 0, + "input_tokens": 28269, + "cached_input_tokens": 27008, + "output_tokens": 570, + "total_tokens": 28839, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4974, + "estimated_output_tokens": 106, + "estimated_total_tokens": 5080, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14179.26, + "sql_execution_elapsed_ms_total": 7.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..66cfd01680a3b4c18b876f08fffca518d2c6a950 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:06:16.645030+00:00", + "ended_at": "2026-05-26T01:06:30.824371+00:00", + "elapsed_ms": 14179.26, + "prompt_metrics": { + "chars": 14602, + "bytes_utf8": 14602, + "lines": 408, + "estimated_tokens": 4974 + }, + "stdout_metrics": { + "chars": 753, + "bytes_utf8": 753, + "lines": 4, + "estimated_tokens": 220 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 398, + "bytes_utf8": 398, + "lines": 1, + "estimated_tokens": 106 + }, + "usage": { + "input_tokens": 28269, + "cached_input_tokens": 27008, + "output_tokens": 570, + "reasoning_output_tokens": 458 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e64d882cf753ff14c85d4e53226607f0570cf75c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,408 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Family, measure_col=MFCCs_ 1.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_ 1", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..092b91ccbdc52c076e4f833f46a017a4a4394363 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d1-71f5-7880-8627-6870675a01dc"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Family\\\",\\n AVG(CAST(\\\"MFCCs_ 1\\\" AS REAL)) OVER (PARTITION BY \\\"Family\\\") AS avg_measure\\nFROM \\\"n7\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the planned window-partition-average template with group_col=\\\"Family\\\" and measure_col=\\\"MFCCs_ 1\\\". Cast the measure to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28269,"cached_input_tokens":27008,"output_tokens":570,"reasoning_output_tokens":458}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0f5b8cffa444046e97bdef0ab981be300114ee2b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Family\",\n AVG(CAST(\"MFCCs_ 1\" AS REAL)) OVER (PARTITION BY \"Family\") AS avg_measure\nFROM \"n7\"\nORDER BY avg_measure DESC;","notes":"Applied the planned window-partition-average template with group_col=\"Family\" and measure_col=\"MFCCs_ 1\". Cast the measure to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..96eb0c645e2b4b5fec61acf0caf1482086ffbf55 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Family, measure_col=MFCCs_ 1. +Result preview: [{"Family": "Dendrobatidae", "avg_measure": 1.0}, {"Family": "Leptodactylidae", "avg_measure": 0.9967889442144581}, {"Family": "Hylidae", "avg_measure": 0.973841624695086}, {"Family": "Bufonidae", "avg_measure": 0.9712509767933223}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2e09565e33a838f0d4112abd24be7d18bb044f42 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_624e801ae99080db +-- problem_id: v2p_n7_001577733e5e1b73 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Family", + AVG(CAST("MFCCs_ 1" AS REAL)) OVER (PARTITION BY "Family") AS avg_measure +FROM "n7" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7ce179ed8b173e6209a462309f73bdd3538a5d87 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Family\",\n AVG(CAST(\"MFCCs_ 1\" AS REAL)) OVER (PARTITION BY \"Family\") AS avg_measure\nFROM \"n7\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Family\\\",\\n AVG(CAST(\\\"MFCCs_ 1\\\" AS REAL)) OVER (PARTITION BY \\\"Family\\\") AS avg_measure\\nFROM \\\"n7\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"Family\", \"avg_measure\"], \"rows\": [{\"Family\": \"Dendrobatidae\", \"avg_measure\": 1.0}, {\"Family\": \"Leptodactylidae\", \"avg_measure\": 0.9967889442144581}, {\"Family\": \"Hylidae\", \"avg_measure\": 0.973841624695086}, {\"Family\": \"Bufonidae\", \"avg_measure\": 0.9712509767933223}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 7.76}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ab583d84ffde0229524bbcd785f156e0f49706aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:06:16.643702+00:00", + "ended_at": "2026-05-26T01:06:30.836776+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_624e801ae99080db", + "problem_id": "v2p_n7_001577733e5e1b73", + "dataset_id": "n7", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Family, measure_col=MFCCs_ 1.", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_ 1", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=138" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_624e801ae99080db.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_624e801ae99080db", + "api_calls": 0, + "input_tokens": 28269, + "cached_input_tokens": 27008, + "output_tokens": 570, + "total_tokens": 28839, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4974, + "estimated_output_tokens": 106, + "estimated_total_tokens": 5080, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14179.26, + "sql_execution_elapsed_ms_total": 7.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cfabbcf0a86ea6470cfb639f3387627c8b50f5b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:06:30.827611+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14179.26, "started_at": "2026-05-26T01:06:16.645030+00:00", "ended_at": "2026-05-26T01:06:30.824371+00:00", "prompt_metrics": {"chars": 14602, "bytes_utf8": 14602, "lines": 408, "estimated_tokens": 4974}, "response_metrics": {"chars": 398, "bytes_utf8": 398, "lines": 1, "estimated_tokens": 106}, "usage": {"input_tokens": 28269, "cached_input_tokens": 27008, "output_tokens": 570, "reasoning_output_tokens": 458}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Family\\\",\\n AVG(CAST(\\\"MFCCs_ 1\\\" AS REAL)) OVER (PARTITION BY \\\"Family\\\") AS avg_measure\\nFROM \\\"n7\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the planned window-partition-average template with group_col=\\\"Family\\\" and measure_col=\\\"MFCCs_ 1\\\". Cast the measure to REAL because the SQLite schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b5cf50e3bc9cfe54b7f485d5e39886dfab89523e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_624e801ae99080db", + "api_calls": 0, + "input_tokens": 28269, + "cached_input_tokens": 27008, + "output_tokens": 570, + "total_tokens": 28839, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4974, + "estimated_output_tokens": 106, + "estimated_total_tokens": 5080, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14179.26, + "sql_execution_elapsed_ms_total": 7.76, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_624e801ae99080db/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5c1f6c842180bc39663359c43e78368a018100e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14932, "bytes_utf8": 14932, "lines": 410, "estimated_tokens": 5087}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 613, "bytes_utf8": 613, "lines": 1, "estimated_tokens": 194}, "usage": {"input_tokens": 28382, "cached_input_tokens": 27008, "output_tokens": 2330, "reasoning_output_tokens": 2130}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b9d3058281fc8fc6808d66cc74c73931cc71cf54 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_640f7025f98957c7", + "api_calls": 0, + "input_tokens": 28382, + "cached_input_tokens": 27008, + "output_tokens": 2330, + "total_tokens": 30712, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5087, + "estimated_output_tokens": 194, + "estimated_total_tokens": 5281, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 48402.71, + "sql_execution_elapsed_ms_total": 18.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a442c45f79f494a4d79c4b369849b3c430149dfb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:06:30.838514+00:00", + "ended_at": "2026-05-26T01:07:19.241412+00:00", + "elapsed_ms": 48402.71, + "prompt_metrics": { + "chars": 14932, + "bytes_utf8": 14932, + "lines": 410, + "estimated_tokens": 5087 + }, + "stdout_metrics": { + "chars": 1007, + "bytes_utf8": 1007, + "lines": 4, + "estimated_tokens": 330 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 613, + "bytes_utf8": 613, + "lines": 1, + "estimated_tokens": 194 + }, + "usage": { + "input_tokens": 28382, + "cached_input_tokens": 27008, + "output_tokens": 2330, + "reasoning_output_tokens": 2130 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8f6345423494887ccde0abe508e6160b5033a088 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Family, measure_col=MFCCs_ 8.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_ 8", + "item_col": "MFCCs_ 9", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.075108, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..44acee89c6c766e91cf288892157cd2cd00e1158 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d1-a95a-7f22-a6ea-82a169dfc898"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Family\\\", \\\"MFCCs_ 9\\\",\\n SUM(CAST(\\\"MFCCs_ 8\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 8\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 8\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_ 9\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned within-group share template with \\\"Family\\\" as the group column and \\\"MFCCs_ 9\\\" as the item column. CAST(\\\"MFCCs_ 8\\\" AS REAL) is used because the MFCC columns are stored as TEXT in the SQLite schema.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28382,"cached_input_tokens":27008,"output_tokens":2330,"reasoning_output_tokens":2130}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..17d239483c50abdd771f69bc12eba2684b7417b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Family\", \"MFCCs_ 9\",\n SUM(CAST(\"MFCCs_ 8\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_ 8\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 8\" AS REAL))) OVER (PARTITION BY \"Family\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Family\", \"MFCCs_ 9\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the planned within-group share template with \"Family\" as the group column and \"MFCCs_ 9\" as the item column. CAST(\"MFCCs_ 8\" AS REAL) is used because the MFCC columns are stored as TEXT in the SQLite schema."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9995e2959b4002b382f65bcabb5e62e144f790cc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Family, measure_col=MFCCs_ 8. +Result preview: [{"Family": "Bufonidae", "MFCCs_ 9": "-0.00909232294488575", "total_measure": 0.124961079869807, "share_within_group": 4.263833341647075}, {"Family": "Bufonidae", "MFCCs_ 9": "-0.00526959040251245", "total_measure": 0.11163482323345, "share_within_group": 3.809124264031513}, {"Family": "Bufonidae", "MFCCs_ 9": "-0.0445521799416563", "total_measure": 0.0684809970373969, "share_within_group": 2.336660012393493}, {"Family": "Bufonidae", "MFCCs_ 9": "-0.0733824206583362", "total_measure": 0.0663176379604595, "share_within_group": 2.262843408281149}, {"Family": "Bufonidae", "MFCCs_ 9": "-0.0721647120772677", "total_measure": 0.0660793760429814, "share_within_group": 2.2547136041145532}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e12dac31561798b2d5736a8dbe0fc2af44788e2f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_640f7025f98957c7 +-- problem_id: v2p_n7_056fbc18c6b69a3a +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "MFCCs_ 9", + SUM(CAST("MFCCs_ 8" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_ 8" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 8" AS REAL))) OVER (PARTITION BY "Family") AS "share_within_group" +FROM "n7" +GROUP BY "Family", "MFCCs_ 9" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..77c6ab79f3ec7abcdeb29091d94fc46196816a48 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Family\", \"MFCCs_ 9\",\n SUM(CAST(\"MFCCs_ 8\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_ 8\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 8\" AS REAL))) OVER (PARTITION BY \"Family\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Family\", \"MFCCs_ 9\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Family\\\", \\\"MFCCs_ 9\\\",\\n SUM(CAST(\\\"MFCCs_ 8\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 8\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 8\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_ 9\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Family\", \"MFCCs_ 9\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.00909232294488575\", \"total_measure\": 0.124961079869807, \"share_within_group\": 4.263833341647075}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.00526959040251245\", \"total_measure\": 0.11163482323345, \"share_within_group\": 3.809124264031513}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0445521799416563\", \"total_measure\": 0.0684809970373969, \"share_within_group\": 2.336660012393493}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0733824206583362\", \"total_measure\": 0.0663176379604595, \"share_within_group\": 2.262843408281149}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0721647120772677\", \"total_measure\": 0.0660793760429814, \"share_within_group\": 2.2547136041145532}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0673736291462031\", \"total_measure\": 0.0657299536941107, \"share_within_group\": 2.242790862545868}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0799301866181121\", \"total_measure\": 0.0647399515067397, \"share_within_group\": 2.209010710043873}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0600973401371749\", \"total_measure\": 0.0639420313997616, \"share_within_group\": 2.1817846460594033}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0576632167282219\", \"total_measure\": 0.0638099253524041, \"share_within_group\": 2.1772770172045393}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0690295607210545\", \"total_measure\": 0.0619692491631293, \"share_within_group\": 2.1144707697298637}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0686530383981582\", \"total_measure\": 0.0617051775621582, \"share_within_group\": 2.1054603058480232}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0681816604262421\", \"total_measure\": 0.0612904747997248, \"share_within_group\": 2.0913101123063305}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.080484100143975\", \"total_measure\": 0.0611360370251013, \"share_within_group\": 2.0860404960919423}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0637342760920466\", \"total_measure\": 0.0608856256199558, \"share_within_group\": 2.077496135723894}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.053677178361661\", \"total_measure\": 0.0607899484142467, \"share_within_group\": 2.074231505967468}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0743987653125195\", \"total_measure\": 0.0605654923684559, \"share_within_group\": 2.0665727759631007}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0644934387783064\", \"total_measure\": 0.0601600221911055, \"share_within_group\": 2.052737610141619}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0677220145136185\", \"total_measure\": 0.0600056935004452, \"share_within_group\": 2.0474717160128573}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0674250831651936\", \"total_measure\": 0.0590547326054429, \"share_within_group\": 2.0150237027999602}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0270190718655371\", \"total_measure\": 0.0590271378384847, \"share_within_group\": 2.014082133732744}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0713998672475724\", \"total_measure\": 0.0588365711377166, \"share_within_group\": 2.00757975192403}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0685196243038041\", \"total_measure\": 0.0583851376729365, \"share_within_group\": 1.9921762594072392}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.060610033073126\", \"total_measure\": 0.0582571015685799, \"share_within_group\": 1.9878075022609416}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0690781170762738\", \"total_measure\": 0.0571470450444729, \"share_within_group\": 1.9499309408265209}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0653661924136599\", \"total_measure\": 0.0559712556323166, \"share_within_group\": 1.909811488405568}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0689977736574895\", \"total_measure\": 0.0550812186279856, \"share_within_group\": 1.8794422769813386}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0493492508947579\", \"total_measure\": 0.0539925708021642, \"share_within_group\": 1.8422962079662095}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0409004873476492\", \"total_measure\": 0.053275010369395, \"share_within_group\": 1.8178121197919104}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0652612259585163\", \"total_measure\": 0.0518453256077662, \"share_within_group\": 1.7690294303254879}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0659778535806578\", \"total_measure\": 0.0517709247380057, \"share_within_group\": 1.7664907766145652}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0294107967396242\", \"total_measure\": 0.0516551604428032, \"share_within_group\": 1.7625407494367353}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0617453584304811\", \"total_measure\": 0.0515640004568308, \"share_within_group\": 1.7594302530484347}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0618491780599864\", \"total_measure\": 0.0512122475790879, \"share_within_group\": 1.7474279908264443}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0654947786324991\", \"total_measure\": 0.0490132279181702, \"share_within_group\": 1.6723946015589446}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0621361907787992\", \"total_measure\": 0.0488307761582469, \"share_within_group\": 1.6661691120064084}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0626650029097014\", \"total_measure\": 0.0486901534644807, \"share_within_group\": 1.6613708841830153}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0605707340564106\", \"total_measure\": 0.0485582261145186, \"share_within_group\": 1.6568693527139402}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0657598630136404\", \"total_measure\": 0.048269644288081, \"share_within_group\": 1.6470225683020254}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0751017678448854\", \"total_measure\": 0.048035795452142, \"share_within_group\": 1.6390433441738337}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0647719701780552\", \"total_measure\": 0.0476814593437197, \"share_within_group\": 1.6269529387866961}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0461468777023218\", \"total_measure\": 0.0461136983164702, \"share_within_group\": 1.5734589089120672}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0617627146098738\", \"total_measure\": 0.0457006954134453, \"share_within_group\": 1.559366716767527}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0500138227098459\", \"total_measure\": 0.0455524223210764, \"share_within_group\": 1.5543074474688754}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0573031912548215\", \"total_measure\": 0.0437596102917599, \"share_within_group\": 1.4931343869137814}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0511307977272604\", \"total_measure\": 0.0434761925113041, \"share_within_group\": 1.483463806416381}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0163930356627122\", \"total_measure\": 0.043034530387055, \"share_within_group\": 1.4683937246510987}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0622746570215216\", \"total_measure\": 0.0426053141370471, \"share_within_group\": 1.4537483121797343}, {\"Family\": \"Dendrobatidae\", \"MFCCs_ 9\": \"0.0201758832927036\", \"total_measure\": -0.292976056586249, \"share_within_group\": 1.3707910514257413}, {\"Family\": \"Bufonidae\", \"MFCCs_ 9\": \"-0.0479223761186478\", \"total_measure\": 0.0390518563530531, \"share_within_group\": 1.3324997458796137}, {\"Family\": \"Dendrobatidae\", \"MFCCs_ 9\": \"0.0798779779841864\", \"total_measure\": -0.26554867082322, \"share_within_group\": 1.2424624248272271}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 18.16}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ea18d35fd251b67a1a74a42cef7d74aaac24d7e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:06:30.837143+00:00", + "ended_at": "2026-05-26T01:07:19.264419+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_640f7025f98957c7", + "problem_id": "v2p_n7_056fbc18c6b69a3a", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Family, measure_col=MFCCs_ 8.", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_ 8", + "item_col": "MFCCs_ 9", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.075108, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=30" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_640f7025f98957c7.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_640f7025f98957c7", + "api_calls": 0, + "input_tokens": 28382, + "cached_input_tokens": 27008, + "output_tokens": 2330, + "total_tokens": 30712, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5087, + "estimated_output_tokens": 194, + "estimated_total_tokens": 5281, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 48402.71, + "sql_execution_elapsed_ms_total": 18.16, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..59c350c11394eb193fdf4405de224013cae0a5f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:07:19.244771+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 48402.71, "started_at": "2026-05-26T01:06:30.838514+00:00", "ended_at": "2026-05-26T01:07:19.241412+00:00", "prompt_metrics": {"chars": 14932, "bytes_utf8": 14932, "lines": 410, "estimated_tokens": 5087}, "response_metrics": {"chars": 613, "bytes_utf8": 613, "lines": 1, "estimated_tokens": 194}, "usage": {"input_tokens": 28382, "cached_input_tokens": 27008, "output_tokens": 2330, "reasoning_output_tokens": 2130}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Family\\\", \\\"MFCCs_ 9\\\",\\n SUM(CAST(\\\"MFCCs_ 8\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 8\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 8\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_ 9\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned within-group share template with \\\"Family\\\" as the group column and \\\"MFCCs_ 9\\\" as the item column. CAST(\\\"MFCCs_ 8\\\" AS REAL) is used because the MFCC columns are stored as TEXT in the SQLite schema.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2c40effd1c82924126e29024c1effbc7aa747592 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_640f7025f98957c7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_640f7025f98957c7", + "api_calls": 0, + "input_tokens": 28382, + "cached_input_tokens": 27008, + "output_tokens": 2330, + "total_tokens": 30712, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5087, + "estimated_output_tokens": 194, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14927, "bytes_utf8": 14927, "lines": 410, "estimated_tokens": 5083}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 558, "bytes_utf8": 558, "lines": 1, "estimated_tokens": 181}, "usage": {"input_tokens": 28378, "cached_input_tokens": 22912, "output_tokens": 1474, "reasoning_output_tokens": 1287}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..d2910d9885f261f642493ea60f86a714af2bc4d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_65be199d4f0e4501", + "api_calls": 0, + "input_tokens": 28378, + "cached_input_tokens": 22912, + "output_tokens": 1474, + "total_tokens": 29852, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5083, + "estimated_output_tokens": 181, + "estimated_total_tokens": 5264, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30061.97, + "sql_execution_elapsed_ms_total": 14.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fcef31e0d6cb1f9bbea0e81f6a1924fffe0c968f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:07:19.266754+00:00", + "ended_at": "2026-05-26T01:07:49.328888+00:00", + "elapsed_ms": 30061.97, + "prompt_metrics": { + "chars": 14927, + "bytes_utf8": 14927, + "lines": 410, + "estimated_tokens": 5083 + }, + "stdout_metrics": { + "chars": 942, + "bytes_utf8": 942, + "lines": 4, + "estimated_tokens": 312 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 558, + "bytes_utf8": 558, + "lines": 1, + "estimated_tokens": 181 + }, + "usage": { + "input_tokens": 28378, + "cached_input_tokens": 22912, + "output_tokens": 1474, + "reasoning_output_tokens": 1287 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f16882dddb1030bf01acf07a23938d1c7c387f4f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Family, measure_col=MFCCs_11.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_11", + "item_col": "MFCCs_12", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.026689, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a018fb945d7ce738b78e9d3a3f561430253a484 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d2-6688-7ae1-b5bc-034b269d392c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Family\\\",\\n \\\"MFCCs_12\\\",\\n SUM(CAST(\\\"MFCCs_11\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_11\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_11\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_12\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the provided template bindings group_col=Family, item_col=MFCCs_12, and measure_col=MFCCs_11. CAST to REAL is needed because the schema stores MFCC columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28378,"cached_input_tokens":22912,"output_tokens":1474,"reasoning_output_tokens":1287}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a261878b990b7d4af4f19692ae5fb0b61ddea927 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Family\",\n \"MFCCs_12\",\n SUM(CAST(\"MFCCs_11\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_11\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_11\" AS REAL))) OVER (PARTITION BY \"Family\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Family\", \"MFCCs_12\"\nORDER BY \"share_within_group\" DESC;","notes":"Used the provided template bindings group_col=Family, item_col=MFCCs_12, and measure_col=MFCCs_11. CAST to REAL is needed because the schema stores MFCC columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a6ba208a187d9703bac03ec8f06cf1343fb7b049 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Family, measure_col=MFCCs_11. +Result preview: [{"Family": "Bufonidae", "MFCCs_12": "-0.178381282010062", "total_measure": 0.215594453838688, "share_within_group": 5.640081941413659}, {"Family": "Bufonidae", "MFCCs_12": "-0.324829833643787", "total_measure": 0.127286707331441, "share_within_group": 3.3298976231513757}, {"Family": "Bufonidae", "MFCCs_12": "-0.104371735932589", "total_measure": 0.120103598661862, "share_within_group": 3.1419831347721088}, {"Family": "Hylidae", "MFCCs_12": "-0.585521032382359", "total_measure": -0.751695265498481, "share_within_group": 3.111991397740021}, {"Family": "Bufonidae", "MFCCs_12": "-0.0139599621478647", "total_measure": 0.0912107163480075, "share_within_group": 2.386127773596216}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..edf6cf9be0e3bd57fccbbc32c713e8dafc31e5ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_65be199d4f0e4501 +-- problem_id: v2p_n7_246da7ccb6f9e773 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Family", + "MFCCs_12", + SUM(CAST("MFCCs_11" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_11" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_11" AS REAL))) OVER (PARTITION BY "Family") AS "share_within_group" +FROM "n7" +GROUP BY "Family", "MFCCs_12" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fa6e58a01a4bac57c3934614e9fc240484a050fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Family\",\n \"MFCCs_12\",\n SUM(CAST(\"MFCCs_11\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_11\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_11\" AS REAL))) OVER (PARTITION BY \"Family\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Family\", \"MFCCs_12\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Family\\\",\\n \\\"MFCCs_12\\\",\\n SUM(CAST(\\\"MFCCs_11\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_11\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_11\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_12\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Family\", \"MFCCs_12\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.178381282010062\", \"total_measure\": 0.215594453838688, \"share_within_group\": 5.640081941413659}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.324829833643787\", \"total_measure\": 0.127286707331441, \"share_within_group\": 3.3298976231513757}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.104371735932589\", \"total_measure\": 0.120103598661862, \"share_within_group\": 3.1419831347721088}, {\"Family\": \"Hylidae\", \"MFCCs_12\": \"-0.585521032382359\", \"total_measure\": -0.751695265498481, \"share_within_group\": 3.111991397740021}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0139599621478647\", \"total_measure\": 0.0912107163480075, \"share_within_group\": 2.386127773596216}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"0.0538192203245042\", \"total_measure\": 0.0895463547751552, \"share_within_group\": 2.34258706332335}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0164435881350081\", \"total_measure\": 0.0884975804019886, \"share_within_group\": 2.3151504883215637}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.00868181827274464\", \"total_measure\": 0.0878741844696782, \"share_within_group\": 2.2988420718592115}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0120714823216433\", \"total_measure\": 0.0836398355329832, \"share_within_group\": 2.1880689302209455}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0124482787091502\", \"total_measure\": 0.0831252539433227, \"share_within_group\": 2.174607163094971}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.00987022542085738\", \"total_measure\": 0.0831077491603071, \"share_within_group\": 2.1741492273326317}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0109089548517189\", \"total_measure\": 0.0823710156683874, \"share_within_group\": 2.1548758314292296}, {\"Family\": \"Hylidae\", \"MFCCs_12\": \"-0.102587988711202\", \"total_measure\": -0.518592911833055, \"share_within_group\": 2.146956026765979}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.010676868377313\", \"total_measure\": 0.0820121120459302, \"share_within_group\": 2.145486694539635}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0122930793618877\", \"total_measure\": 0.0816988203988126, \"share_within_group\": 2.1372907946459123}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.00993033499759681\", \"total_measure\": 0.0808624813657175, \"share_within_group\": 2.115411657249417}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0097156864999963\", \"total_measure\": 0.0802567488536705, \"share_within_group\": 2.0995653265962186}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0129431862054555\", \"total_measure\": 0.0802051255698467, \"share_within_group\": 2.098214830116987}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0167986194946335\", \"total_measure\": 0.0800853889032589, \"share_within_group\": 2.095082446148278}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0107750287781455\", \"total_measure\": 0.0800000866104714, \"share_within_group\": 2.092850886325909}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0077792907617104\", \"total_measure\": 0.0774667462219251, \"share_within_group\": 2.0265771621067112}, {\"Family\": \"Hylidae\", \"MFCCs_12\": \"-0.0696170503558094\", \"total_measure\": -0.483026392080783, \"share_within_group\": 1.9997119125660279}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"0.00254753767572441\", \"total_measure\": 0.0754643152118831, \"share_within_group\": 1.9741923498929657}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.000225609992144807\", \"total_measure\": 0.0754312347391965, \"share_within_group\": 1.9733269446226023}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.013275006969035\", \"total_measure\": 0.0740223510520267, \"share_within_group\": 1.936469691107611}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0120401702207718\", \"total_measure\": 0.0730563372927573, \"share_within_group\": 1.9111981840637005}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0198738206381162\", \"total_measure\": 0.0730040750466039, \"share_within_group\": 1.9098309719415925}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.000903083360538385\", \"total_measure\": 0.0729883477943992, \"share_within_group\": 1.9094195374655727}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.168346550389473\", \"total_measure\": 0.0714845900451948, \"share_within_group\": 1.8700803208274008}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.012832742468283\", \"total_measure\": 0.0701341942086751, \"share_within_group\": 1.8347531450318042}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0203865916149316\", \"total_measure\": 0.0701159897783674, \"share_within_group\": 1.8342769060710884}, {\"Family\": \"Hylidae\", \"MFCCs_12\": \"-0.224801188143739\", \"total_measure\": -0.439984349773324, \"share_within_group\": 1.8215194035136408}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.00475211985823714\", \"total_measure\": 0.0693047006982328, \"share_within_group\": 1.8130530906683189}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"0.00428354166378879\", \"total_measure\": 0.0688281453852548, \"share_within_group\": 1.800586114051086}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"0.00183408358685636\", \"total_measure\": 0.0681286346572551, \"share_within_group\": 1.7822864882742184}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.00688347311346378\", \"total_measure\": 0.0679545577097376, \"share_within_group\": 1.7777325295307134}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"0.00202510882649039\", \"total_measure\": 0.0676540459676457, \"share_within_group\": 1.7698709597195368}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0146454772274366\", \"total_measure\": 0.0670051244842923, \"share_within_group\": 1.7528947793285732}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"0.00168002056549092\", \"total_measure\": 0.0660709676324009, \"share_within_group\": 1.728456668342923}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.00635236551778654\", \"total_measure\": 0.0658935416562893, \"share_within_group\": 1.7238150969760015}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0029571705488505\", \"total_measure\": 0.06585819173255, \"share_within_group\": 1.7228903214868252}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.00760247964746694\", \"total_measure\": 0.0655990609461705, \"share_within_group\": 1.716111302626642}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0014648081415998\", \"total_measure\": 0.0649060470665933, \"share_within_group\": 1.6979816383530102}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.00442693681137357\", \"total_measure\": 0.0648711739789863, \"share_within_group\": 1.6970693371868555}, {\"Family\": \"Hylidae\", \"MFCCs_12\": \"0.0109793488428769\", \"total_measure\": -0.405172408909207, \"share_within_group\": 1.677399218805646}, {\"Family\": \"Hylidae\", \"MFCCs_12\": \"0.104249585701651\", \"total_measure\": -0.398208052658143, \"share_within_group\": 1.6485670340908254}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"0.0069923650147863\", \"total_measure\": 0.0622733306283376, \"share_within_group\": 1.6291081762769453}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"0.0086893886100414\", \"total_measure\": 0.0622023291646021, \"share_within_group\": 1.6272507348340028}, {\"Family\": \"Hylidae\", \"MFCCs_12\": \"-0.0633910578700351\", \"total_measure\": -0.390237991920026, \"share_within_group\": 1.6155712689252195}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0275149641583927\", \"total_measure\": 0.0614067544004179, \"share_within_group\": 1.606438015486978}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 14.67}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7547f13040a73e15f687da2ed42fcc1b40a9bb6e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:07:19.264781+00:00", + "ended_at": "2026-05-26T01:07:49.349073+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_65be199d4f0e4501", + "problem_id": "v2p_n7_246da7ccb6f9e773", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Family, measure_col=MFCCs_11.", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_11", + "item_col": "MFCCs_12", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.026689, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=1/2", + "binding_index=33" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 10, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_65be199d4f0e4501.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_65be199d4f0e4501", + "api_calls": 0, + "input_tokens": 28378, + "cached_input_tokens": 22912, + "output_tokens": 1474, + "total_tokens": 29852, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5083, + "estimated_output_tokens": 181, + "estimated_total_tokens": 5264, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30061.97, + "sql_execution_elapsed_ms_total": 14.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..726cb694359b163a38659e2168aed0d2355b7876 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:07:49.332591+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 30061.97, "started_at": "2026-05-26T01:07:19.266754+00:00", "ended_at": "2026-05-26T01:07:49.328888+00:00", "prompt_metrics": {"chars": 14927, "bytes_utf8": 14927, "lines": 410, "estimated_tokens": 5083}, "response_metrics": {"chars": 558, "bytes_utf8": 558, "lines": 1, "estimated_tokens": 181}, "usage": {"input_tokens": 28378, "cached_input_tokens": 22912, "output_tokens": 1474, "reasoning_output_tokens": 1287}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Family\\\",\\n \\\"MFCCs_12\\\",\\n SUM(CAST(\\\"MFCCs_11\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_11\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_11\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_12\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the provided template bindings group_col=Family, item_col=MFCCs_12, and measure_col=MFCCs_11. CAST to REAL is needed because the schema stores MFCC columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ee328707e797b5c03e9b338e9c2c113785ba0452 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_65be199d4f0e4501", + "api_calls": 0, + "input_tokens": 28378, + "cached_input_tokens": 22912, + "output_tokens": 1474, + "total_tokens": 29852, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5083, + "estimated_output_tokens": 181, + "estimated_total_tokens": 5264, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 30061.97, + "sql_execution_elapsed_ms_total": 14.67, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_65be199d4f0e4501/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cb19fa12a5d5fd71382a0d0647f402eaa6dc900b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14932, "bytes_utf8": 14932, "lines": 410, "estimated_tokens": 5087}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 583, "bytes_utf8": 583, "lines": 1, "estimated_tokens": 186}, "usage": {"input_tokens": 28382, "cached_input_tokens": 22912, "output_tokens": 2262, "reasoning_output_tokens": 2070}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..41ad45b3ed7f887e9054b139b812fc3cace1e829 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_6b9e2499ce699ae8", + "api_calls": 0, + "input_tokens": 28382, + "cached_input_tokens": 22912, + "output_tokens": 2262, + "total_tokens": 30644, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5087, + "estimated_output_tokens": 186, + "estimated_total_tokens": 5273, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 54384.57, + "sql_execution_elapsed_ms_total": 17.77, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1f81673547d4671c878f51620b61738555e0d21c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:07:49.350831+00:00", + "ended_at": "2026-05-26T01:08:43.735608+00:00", + "elapsed_ms": 54384.57, + "prompt_metrics": { + "chars": 14932, + "bytes_utf8": 14932, + "lines": 410, + "estimated_tokens": 5087 + }, + "stdout_metrics": { + "chars": 977, + "bytes_utf8": 977, + "lines": 4, + "estimated_tokens": 327 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 106 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 583, + "bytes_utf8": 583, + "lines": 1, + "estimated_tokens": 186 + }, + "usage": { + "input_tokens": 28382, + "cached_input_tokens": 22912, + "output_tokens": 2262, + "reasoning_output_tokens": 2070 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..238701a6ee1e0aebaca14bf366bbdcc24a144c3d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Family, measure_col=MFCCs_ 2.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_ 2", + "item_col": "MFCCs_ 3", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.466566, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9b5db068989fc13220e700f5f8434007b70169c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d2-dc0b-7ef2-902d-6373f6fe7cd6"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Family\\\", \\\"MFCCs_ 3\\\",\\n SUM(CAST(\\\"MFCCs_ 2\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 2\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 2\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_ 3\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the planned template with group_col=\\\"Family\\\", item_col=\\\"MFCCs_ 3\\\", and measure_col=\\\"MFCCs_ 2\\\". CAST to REAL is needed because the SQLite schema snapshot stores MFCC fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28382,"cached_input_tokens":22912,"output_tokens":2262,"reasoning_output_tokens":2070}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a7a4ac5a640781a086e3f85060bc76939ce81188 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Family\", \"MFCCs_ 3\",\n SUM(CAST(\"MFCCs_ 2\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_ 2\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 2\" AS REAL))) OVER (PARTITION BY \"Family\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Family\", \"MFCCs_ 3\"\nORDER BY \"share_within_group\" DESC;","notes":"Used the planned template with group_col=\"Family\", item_col=\"MFCCs_ 3\", and measure_col=\"MFCCs_ 2\". CAST to REAL is needed because the SQLite schema snapshot stores MFCC fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..daac086d481aa633e657fb302689f6bf24098804 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:08:43.084200Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61d2-dc0b-7ef2-902d-6373f6fe7cd6.1779757669387680000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9814ff9f7abede3a91aa4dce5ea9982a7fbca128 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Family, measure_col=MFCCs_ 2. +Result preview: [{"Family": "Hylidae", "MFCCs_ 3": "1", "total_measure": 99.9498921698596, "share_within_group": 12.213021236979642}, {"Family": "Bufonidae", "MFCCs_ 3": "0.316425097613474", "total_measure": 1.0, "share_within_group": 3.7830120703549355}, {"Family": "Bufonidae", "MFCCs_ 3": "0.696727415236487", "total_measure": 0.848643275807935, "share_within_group": 3.2104277558069705}, {"Family": "Bufonidae", "MFCCs_ 3": "0.678506760241583", "total_measure": 0.533850133470308, "share_within_group": 2.0195614986787684}, {"Family": "Bufonidae", "MFCCs_ 3": "0.525994906952533", "total_measure": 0.523484282072335, "share_within_group": 1.980347357720731}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a66142d71441bc7ba5c5c7df120618d8bd358237 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_6b9e2499ce699ae8 +-- problem_id: v2p_n7_416d95eb226e5d33 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "MFCCs_ 3", + SUM(CAST("MFCCs_ 2" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_ 2" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 2" AS REAL))) OVER (PARTITION BY "Family") AS "share_within_group" +FROM "n7" +GROUP BY "Family", "MFCCs_ 3" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9da4651d03abf5548d81d0d047b702c41ac978a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Family\", \"MFCCs_ 3\",\n SUM(CAST(\"MFCCs_ 2\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_ 2\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 2\" AS REAL))) OVER (PARTITION BY \"Family\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Family\", \"MFCCs_ 3\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Family\\\", \\\"MFCCs_ 3\\\",\\n SUM(CAST(\\\"MFCCs_ 2\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 2\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 2\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_ 3\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Family\", \"MFCCs_ 3\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Family\": \"Hylidae\", \"MFCCs_ 3\": \"1\", \"total_measure\": 99.9498921698596, \"share_within_group\": 12.213021236979642}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.316425097613474\", \"total_measure\": 1.0, \"share_within_group\": 3.7830120703549355}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.696727415236487\", \"total_measure\": 0.848643275807935, \"share_within_group\": 3.2104277558069705}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.678506760241583\", \"total_measure\": 0.533850133470308, \"share_within_group\": 2.0195614986787684}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.525994906952533\", \"total_measure\": 0.523484282072335, \"share_within_group\": 1.980347357720731}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.71629725418454\", \"total_measure\": 0.494414751246631, \"share_within_group\": 1.8703769717275378}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"1\", \"total_measure\": 0.482931024885832, \"share_within_group\": 1.826933896291982}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.470043887747537\", \"total_measure\": 0.437712066447798, \"share_within_group\": 1.655870030712021}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.339946275820832\", \"total_measure\": 0.411644378826855, \"share_within_group\": 1.557255653795752}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.330756710159588\", \"total_measure\": 0.405290749960003, \"share_within_group\": 1.5332197991018954}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.317165635485688\", \"total_measure\": 0.400400107829966, \"share_within_group\": 1.514718440892179}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.290295427681669\", \"total_measure\": 0.397777298988145, \"share_within_group\": 1.5047963233853365}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.298062007357201\", \"total_measure\": 0.392719020370054, \"share_within_group\": 1.4856607943178801}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.296862169891222\", \"total_measure\": 0.389867113216899, \"share_within_group\": 1.4748719951339628}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.335752112274142\", \"total_measure\": 0.389131498369688, \"share_within_group\": 1.4720891552878315}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.296132506341642\", \"total_measure\": 0.387990827249936, \"share_within_group\": 1.4677739826735046}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.339427941477868\", \"total_measure\": 0.384359281035471, \"share_within_group\": 1.4540357995101316}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.332307291470347\", \"total_measure\": 0.384007012151456, \"share_within_group\": 1.4527031620698925}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.328890901699396\", \"total_measure\": 0.383927089681595, \"share_within_group\": 1.4524008144017158}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.324104344643476\", \"total_measure\": 0.383279699208617, \"share_within_group\": 1.449951728428207}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.295550600233604\", \"total_measure\": 0.383103123502369, \"share_within_group\": 1.4492837404001397}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.32439873725492\", \"total_measure\": 0.382888529016272, \"share_within_group\": 1.448471926869003}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.302110753215383\", \"total_measure\": 0.382737678226673, \"share_within_group\": 1.447901256511127}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.307920838280778\", \"total_measure\": 0.382098318808996, \"share_within_group\": 1.44548255211676}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.309101388861281\", \"total_measure\": 0.381821203833115, \"share_within_group\": 1.4444342228181262}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.341090159464032\", \"total_measure\": 0.381259777435904, \"share_within_group\": 1.442310339980861}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.347951004280718\", \"total_measure\": 0.380847866468629, \"share_within_group\": 1.4407520758197483}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.327246233084115\", \"total_measure\": 0.38074647979552, \"share_within_group\": 1.4403685288116035}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.326657528978978\", \"total_measure\": 0.380546427329363, \"share_within_group\": 1.4396117279174274}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.33421167554996\", \"total_measure\": 0.380448183904178, \"share_within_group\": 1.4392400718541196}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.346810184964574\", \"total_measure\": 0.379380433859454, \"share_within_group\": 1.435200760546807}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.330617573095435\", \"total_measure\": 0.379053036832785, \"share_within_group\": 1.4339622136431196}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.328252736011732\", \"total_measure\": 0.378786321817027, \"share_within_group\": 1.432953227519162}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.293409104580266\", \"total_measure\": 0.378645034667463, \"share_within_group\": 1.4324187365269754}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.321500891854612\", \"total_measure\": 0.378572887247642, \"share_within_group\": 1.4321458019669475}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.332888382950783\", \"total_measure\": 0.378382795263883, \"share_within_group\": 1.4314266816979098}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.33153224781026\", \"total_measure\": 0.377584405583286, \"share_within_group\": 1.4284063638993645}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.339965479104963\", \"total_measure\": 0.377127984966587, \"share_within_group\": 1.4266797191972331}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.336828434027769\", \"total_measure\": 0.376593017871219, \"share_within_group\": 1.4246559322182135}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.340351677874276\", \"total_measure\": 0.376447946367474, \"share_within_group\": 1.4241071249684814}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.332531758643014\", \"total_measure\": 0.376425256945662, \"share_within_group\": 1.4240212906118972}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.347345371948403\", \"total_measure\": 0.375842105822459, \"share_within_group\": 1.4218152228739793}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.336751845420837\", \"total_measure\": 0.374997597718685, \"share_within_group\": 1.4186204385238899}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.312735717152404\", \"total_measure\": 0.374073437544339, \"share_within_group\": 1.4151243294293976}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.306071815650173\", \"total_measure\": 0.374068069494058, \"share_within_group\": 1.4151040220303903}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.314692870608482\", \"total_measure\": 0.372985524477235, \"share_within_group\": 1.4110087411650463}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.315073655018342\", \"total_measure\": 0.372399431143763, \"share_within_group\": 1.4087915430101672}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.31413539306331\", \"total_measure\": 0.37234855167034, \"share_within_group\": 1.4085990653480744}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.309378669129356\", \"total_measure\": 0.372253289460209, \"share_within_group\": 1.4082386872573003}, {\"Family\": \"Bufonidae\", \"MFCCs_ 3\": \"0.33897068220374\", \"total_measure\": 0.370904063317535, \"share_within_group\": 1.4031345484739262}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 17.77}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..cb76cbcbe394c71419b3fe285f6596b10fcaf4c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:07:49.349458+00:00", + "ended_at": "2026-05-26T01:08:43.758569+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_6b9e2499ce699ae8", + "problem_id": "v2p_n7_416d95eb226e5d33", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Family, measure_col=MFCCs_ 2.", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_ 2", + "item_col": "MFCCs_ 3", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.466566, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=24" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_6b9e2499ce699ae8.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_6b9e2499ce699ae8", + "api_calls": 0, + "input_tokens": 28382, + "cached_input_tokens": 22912, + "output_tokens": 2262, + "total_tokens": 30644, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5087, + "estimated_output_tokens": 186, + "estimated_total_tokens": 5273, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 54384.57, + "sql_execution_elapsed_ms_total": 17.77, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..af5f54c4d2867c41a984a2a58bf7eb45c93a9fc1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:08:43.739160+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 54384.57, "started_at": "2026-05-26T01:07:49.350831+00:00", "ended_at": "2026-05-26T01:08:43.735608+00:00", "prompt_metrics": {"chars": 14932, "bytes_utf8": 14932, "lines": 410, "estimated_tokens": 5087}, "response_metrics": {"chars": 583, "bytes_utf8": 583, "lines": 1, "estimated_tokens": 186}, "usage": {"input_tokens": 28382, "cached_input_tokens": 22912, "output_tokens": 2262, "reasoning_output_tokens": 2070}, "stderr_preview": "2026-05-26T01:08:43.084200Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61d2-dc0b-7ef2-902d-6373f6fe7cd6.1779757669387680000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Family\\\", \\\"MFCCs_ 3\\\",\\n SUM(CAST(\\\"MFCCs_ 2\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 2\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 2\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_ 3\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the planned template with group_col=\\\"Family\\\", item_col=\\\"MFCCs_ 3\\\", and measure_col=\\\"MFCCs_ 2\\\". CAST to REAL is needed because the SQLite schema snapshot stores MFCC fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4f0fa6fc4c1bc19f94eb95a511aca19bd9ca862d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_6b9e2499ce699ae8", + "api_calls": 0, + "input_tokens": 28382, + "cached_input_tokens": 22912, + "output_tokens": 2262, + "total_tokens": 30644, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5087, + "estimated_output_tokens": 186, + "estimated_total_tokens": 5273, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 54384.57, + "sql_execution_elapsed_ms_total": 17.77, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6b9e2499ce699ae8/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f0ed39870e949afebdd19397d003b464ff1a561f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14601, "bytes_utf8": 14601, "lines": 408, "estimated_tokens": 4965}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 389, "bytes_utf8": 389, "lines": 1, "estimated_tokens": 94}, "usage": {"input_tokens": 28260, "cached_input_tokens": 22912, "output_tokens": 616, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b346bdc8c415a4912fbe67b27ec04e88116b7845 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_6dde57786b5b756b", + "api_calls": 0, + "input_tokens": 28260, + "cached_input_tokens": 22912, + "output_tokens": 616, + "total_tokens": 28876, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4965, + "estimated_output_tokens": 94, + "estimated_total_tokens": 5059, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15126.5, + "sql_execution_elapsed_ms_total": 9.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..26a2e0f428e5c1ca2b60f42db9868a84efe9ae32 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:08:43.761141+00:00", + "ended_at": "2026-05-26T01:08:58.887736+00:00", + "elapsed_ms": 15126.5, + "prompt_metrics": { + "chars": 14601, + "bytes_utf8": 14601, + "lines": 408, + "estimated_tokens": 4965 + }, + "stdout_metrics": { + "chars": 747, + "bytes_utf8": 747, + "lines": 4, + "estimated_tokens": 209 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 389, + "bytes_utf8": 389, + "lines": 1, + "estimated_tokens": 94 + }, + "usage": { + "input_tokens": 28260, + "cached_input_tokens": 22912, + "output_tokens": 616, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f13d05e9a7df71430b8f5b872d9504ef0c556d8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,408 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Species, measure_col=RecordID.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Species", + "measure_col": "RecordID", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 37.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..023e615657053be7752dd0e52084e2c68a8f8a96 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d3-b0a4-7582-ba66-62ffca51b42c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Species\\\",\\n AVG(CAST(\\\"RecordID\\\" AS REAL)) OVER (PARTITION BY \\\"Species\\\") AS avg_measure\\nFROM \\\"n7\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"Species\\\" and measure_col=\\\"RecordID\\\". CAST was added because \\\"RecordID\\\" is stored as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28260,"cached_input_tokens":22912,"output_tokens":616,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f98f26a0c8ce1e94b93b5cb718b9225f5b3e03f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Species\",\n AVG(CAST(\"RecordID\" AS REAL)) OVER (PARTITION BY \"Species\") AS avg_measure\nFROM \"n7\"\nORDER BY avg_measure DESC;","notes":"Applied the Window Partition Average template with group_col=\"Species\" and measure_col=\"RecordID\". CAST was added because \"RecordID\" is stored as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..aa4e916dbf267b28903fde650722e5ae1d2bb7f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Species, measure_col=RecordID. +Result preview: [{"Species": "ScinaxRuber", "avg_measure": 57.58783783783784}, {"Species": "Rhinellagranulosa", "avg_measure": 52.588235294117645}, {"Species": "OsteocephalusOophagus", "avg_measure": 49.45614035087719}, {"Species": "LeptodactylusFuscus", "avg_measure": 46.544444444444444}, {"Species": "HypsiboasCordobae", "avg_measure": 41.18108831400535}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..cb55447363cb612906dcd4d4c239e44a81c43d79 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_6dde57786b5b756b +-- problem_id: v2p_n7_8f8ceb42c7fa10ba +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Species", + AVG(CAST("RecordID" AS REAL)) OVER (PARTITION BY "Species") AS avg_measure +FROM "n7" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ea69cb548aa5fd20377bd7490dc71d262189dc1a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Species\",\n AVG(CAST(\"RecordID\" AS REAL)) OVER (PARTITION BY \"Species\") AS avg_measure\nFROM \"n7\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Species\\\",\\n AVG(CAST(\\\"RecordID\\\" AS REAL)) OVER (PARTITION BY \\\"Species\\\") AS avg_measure\\nFROM \\\"n7\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"Species\", \"avg_measure\"], \"rows\": [{\"Species\": \"ScinaxRuber\", \"avg_measure\": 57.58783783783784}, {\"Species\": \"Rhinellagranulosa\", \"avg_measure\": 52.588235294117645}, {\"Species\": \"OsteocephalusOophagus\", \"avg_measure\": 49.45614035087719}, {\"Species\": \"LeptodactylusFuscus\", \"avg_measure\": 46.544444444444444}, {\"Species\": \"HypsiboasCordobae\", \"avg_measure\": 41.18108831400535}, {\"Species\": \"HypsiboasCinerascens\", \"avg_measure\": 36.61652542372882}, {\"Species\": \"HylaMinuta\", \"avg_measure\": 29.990322580645163}, {\"Species\": \"AdenomeraHylaedactylus\", \"avg_measure\": 19.62190914318574}, {\"Species\": \"Ameeregatrivittata\", \"avg_measure\": 11.280442804428045}, {\"Species\": \"AdenomeraAndre\", \"avg_measure\": 6.028273809523809}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 9.14}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7bdeb43f79fc4a63fca4b785e90b7b12cef766fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:08:43.759208+00:00", + "ended_at": "2026-05-26T01:08:58.902002+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_6dde57786b5b756b", + "problem_id": "v2p_n7_8f8ceb42c7fa10ba", + "dataset_id": "n7", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Species, measure_col=RecordID.", + "bindings": { + "group_col": "Species", + "measure_col": "RecordID", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 37.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=137" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_6dde57786b5b756b.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_6dde57786b5b756b", + "api_calls": 0, + "input_tokens": 28260, + "cached_input_tokens": 22912, + "output_tokens": 616, + "total_tokens": 28876, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4965, + "estimated_output_tokens": 94, + "estimated_total_tokens": 5059, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15126.5, + "sql_execution_elapsed_ms_total": 9.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9f62f4ebdeaf3cf1cc73d1d65a82c84affecf86f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:08:58.890863+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15126.5, "started_at": "2026-05-26T01:08:43.761141+00:00", "ended_at": "2026-05-26T01:08:58.887736+00:00", "prompt_metrics": {"chars": 14601, "bytes_utf8": 14601, "lines": 408, "estimated_tokens": 4965}, "response_metrics": {"chars": 389, "bytes_utf8": 389, "lines": 1, "estimated_tokens": 94}, "usage": {"input_tokens": 28260, "cached_input_tokens": 22912, "output_tokens": 616, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Species\\\",\\n AVG(CAST(\\\"RecordID\\\" AS REAL)) OVER (PARTITION BY \\\"Species\\\") AS avg_measure\\nFROM \\\"n7\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the Window Partition Average template with group_col=\\\"Species\\\" and measure_col=\\\"RecordID\\\". CAST was added because \\\"RecordID\\\" is stored as TEXT in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..64b58992ca18693c9c3b6bdf0e84060c569db0bf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_6dde57786b5b756b", + "api_calls": 0, + "input_tokens": 28260, + "cached_input_tokens": 22912, + "output_tokens": 616, + "total_tokens": 28876, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4965, + "estimated_output_tokens": 94, + "estimated_total_tokens": 5059, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15126.5, + "sql_execution_elapsed_ms_total": 9.14, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_6dde57786b5b756b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7dc8546ca474374c1b63c857abaa7807c2ff2924 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14802, "bytes_utf8": 14802, "lines": 411, "estimated_tokens": 5028}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 520, "bytes_utf8": 520, "lines": 1, "estimated_tokens": 140}, "usage": {"input_tokens": 28323, "cached_input_tokens": 22912, "output_tokens": 568, "reasoning_output_tokens": 422}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..31b12527bf7dac3dd35302e4ea4cffebaba1fde9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_7283c3c7bd590b86", + "api_calls": 0, + "input_tokens": 28323, + "cached_input_tokens": 22912, + "output_tokens": 568, + "total_tokens": 28891, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5028, + "estimated_output_tokens": 140, + "estimated_total_tokens": 5168, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15383.95, + "sql_execution_elapsed_ms_total": 2.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8df53256011cdb0bd377d30f9e695d9dad7b3b18 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:08:58.904455+00:00", + "ended_at": "2026-05-26T01:09:14.288478+00:00", + "elapsed_ms": 15383.95, + "prompt_metrics": { + "chars": 14802, + "bytes_utf8": 14802, + "lines": 411, + "estimated_tokens": 5028 + }, + "stdout_metrics": { + "chars": 887, + "bytes_utf8": 887, + "lines": 4, + "estimated_tokens": 257 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 520, + "bytes_utf8": 520, + "lines": 1, + "estimated_tokens": 140 + }, + "usage": { + "input_tokens": 28323, + "cached_input_tokens": 22912, + "output_tokens": 568, + "reasoning_output_tokens": 422 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c8b664eb1eea3dcd2102afed04d1f24a7962b4a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Family, condition_col=Family.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Family", + "condition_col": "Family", + "condition_value": "Leptodactylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.026689, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b8cfc17dc9a8c2e9837edf08e8b5b5b4ed433f9c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d3-ebbe-74e3-a93a-269141b219ab"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Family\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col=\\\"Family\\\" and condition_col=\\\"Family\\\". Because the grouping and condition use the same column, the result is deterministic: the \\\"Leptodactylidae\\\" group gets rate 1.0 and all other families get 0.0.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28323,"cached_input_tokens":22912,"output_tokens":568,"reasoning_output_tokens":422}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d52b249d1b35f890f9d23d1b159300e05682acef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Family\",\n AVG(CASE WHEN \"Family\" = 'Leptodactylidae' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n7\"\nGROUP BY \"Family\"\nORDER BY \"condition_rate\" DESC;","notes":"Applied the provided Grouped Condition Rate template with group_col=\"Family\" and condition_col=\"Family\". Because the grouping and condition use the same column, the result is deterministic: the \"Leptodactylidae\" group gets rate 1.0 and all other families get 0.0."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea2b70577ecbea739cc6d263c1a33fe8c84aaaa6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Family, condition_col=Family. +Result preview: [{"Family": "Leptodactylidae", "condition_rate": 1.0}, {"Family": "Hylidae", "condition_rate": 0.0}, {"Family": "Dendrobatidae", "condition_rate": 0.0}, {"Family": "Bufonidae", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f4cb4e4e46537ce7602124473ca11582a9e78042 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_7283c3c7bd590b86 +-- problem_id: v2p_n7_8ffbee6874446cbd +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", + AVG(CASE WHEN "Family" = 'Leptodactylidae' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n7" +GROUP BY "Family" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..dc0cf30312dc1e831deb3af526d7099b184fadeb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Family\",\n AVG(CASE WHEN \"Family\" = 'Leptodactylidae' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n7\"\nGROUP BY \"Family\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Family\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Family\", \"condition_rate\"], \"rows\": [{\"Family\": \"Leptodactylidae\", \"condition_rate\": 1.0}, {\"Family\": \"Hylidae\", \"condition_rate\": 0.0}, {\"Family\": \"Dendrobatidae\", \"condition_rate\": 0.0}, {\"Family\": \"Bufonidae\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.03}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..195f5613b58da099473377dbc0e9545e8b1c36b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:08:58.902964+00:00", + "ended_at": "2026-05-26T01:09:14.295163+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_7283c3c7bd590b86", + "problem_id": "v2p_n7_8ffbee6874446cbd", + "dataset_id": "n7", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Family, condition_col=Family.", + "bindings": { + "group_col": "Family", + "condition_col": "Family", + "condition_value": "Leptodactylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.026689, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_7283c3c7bd590b86.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_7283c3c7bd590b86", + "api_calls": 0, + "input_tokens": 28323, + "cached_input_tokens": 22912, + "output_tokens": 568, + "total_tokens": 28891, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5028, + "estimated_output_tokens": 140, + "estimated_total_tokens": 5168, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15383.95, + "sql_execution_elapsed_ms_total": 2.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..775778477e485fa3232c11a6ee41e5c9a3693608 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:09:14.291905+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15383.95, "started_at": "2026-05-26T01:08:58.904455+00:00", "ended_at": "2026-05-26T01:09:14.288478+00:00", "prompt_metrics": {"chars": 14802, "bytes_utf8": 14802, "lines": 411, "estimated_tokens": 5028}, "response_metrics": {"chars": 520, "bytes_utf8": 520, "lines": 1, "estimated_tokens": 140}, "usage": {"input_tokens": 28323, "cached_input_tokens": 22912, "output_tokens": 568, "reasoning_output_tokens": 422}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Family\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Applied the provided Grouped Condition Rate template with group_col=\\\"Family\\\" and condition_col=\\\"Family\\\". Because the grouping and condition use the same column, the result is deterministic: the \\\"Leptodactylidae\\\" group gets rate 1.0 and all other families get 0.0.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c59999ef3116fa5a5cddf756357633a4f7293666 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_7283c3c7bd590b86", + "api_calls": 0, + "input_tokens": 28323, + "cached_input_tokens": 22912, + "output_tokens": 568, + "total_tokens": 28891, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5028, + "estimated_output_tokens": 140, + "estimated_total_tokens": 5168, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15383.95, + "sql_execution_elapsed_ms_total": 2.03, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7283c3c7bd590b86/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..daff45de9cc80cb618bbe922e9a5a226c85bb0d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15358, "bytes_utf8": 15358, "lines": 411, "estimated_tokens": 5175}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 796, "bytes_utf8": 796, "lines": 1, "estimated_tokens": 203}, "usage": {"input_tokens": 28470, "cached_input_tokens": 27008, "output_tokens": 725, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3471d0454a85f578d3963b5c99a31d1347db31e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_787f3c67080d3661", + "api_calls": 0, + "input_tokens": 28470, + "cached_input_tokens": 27008, + "output_tokens": 725, + "total_tokens": 29195, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5175, + "estimated_output_tokens": 203, + "estimated_total_tokens": 5378, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16887.36, + "sql_execution_elapsed_ms_total": 2.13, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..55b0365ea0a79e922042e38ae420e9f65846beca --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:09:14.296629+00:00", + "ended_at": "2026-05-26T01:09:31.184081+00:00", + "elapsed_ms": 16887.36, + "prompt_metrics": { + "chars": 15358, + "bytes_utf8": 15358, + "lines": 411, + "estimated_tokens": 5175 + }, + "stdout_metrics": { + "chars": 1165, + "bytes_utf8": 1165, + "lines": 4, + "estimated_tokens": 324 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 796, + "bytes_utf8": 796, + "lines": 1, + "estimated_tokens": 203 + }, + "usage": { + "input_tokens": 28470, + "cached_input_tokens": 27008, + "output_tokens": 725, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1cebecd311153f30ad14215d3d83b769b6b5aec3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Family, condition_col=Family.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Family", + "condition_col": "Family", + "condition_value": "Leptodactylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.001342, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6c1b521459339f1e2f3421ade1ef1833928fb97f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d4-27db-7220-a393-bc8b99410897"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n SELECT \\\"Family\\\",\\n SUM(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Family\\\"\\n)\\nSELECT \\\"Family\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applied the requested template exactly with group_col=\\\"Family\\\" and condition_col=\\\"Family\\\". Because the grouping and condition columns are the same, most groups will yield NULL ratios, with only the Hylidae group expected to produce 0 and Leptodactylidae expected to divide by zero-safe NULLIF.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28470,"cached_input_tokens":27008,"output_tokens":725,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..642670733360e66e181d0d9cd651bb69af953eb6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH grouped AS (\n SELECT \"Family\",\n SUM(CASE WHEN \"Family\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Family\" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n7\"\n GROUP BY \"Family\"\n)\nSELECT \"Family\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Applied the requested template exactly with group_col=\"Family\" and condition_col=\"Family\". Because the grouping and condition columns are the same, most groups will yield NULL ratios, with only the Hylidae group expected to produce 0 and Leptodactylidae expected to divide by zero-safe NULLIF."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9ea263cdaf620338e9e1e65dc9d734e032686cfc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Family, condition_col=Family. +Result preview: [{"Family": "Hylidae", "condition_ratio": 0.0}, {"Family": "Bufonidae", "condition_ratio": null}, {"Family": "Dendrobatidae", "condition_ratio": null}, {"Family": "Leptodactylidae", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..70d797c1147f0823876b182727ecd0575053561b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n7_787f3c67080d3661 +-- problem_id: v2p_n7_5e80675d5061af83 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Family", + SUM(CASE WHEN "Family" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Family" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count + FROM "n7" + GROUP BY "Family" +) +SELECT "Family", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..eb6567b0369daf2dab4c145f6f9ebcb317fe9145 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH grouped AS (\n SELECT \"Family\",\n SUM(CASE WHEN \"Family\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Family\" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n7\"\n GROUP BY \"Family\"\n)\nSELECT \"Family\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n SELECT \\\"Family\\\",\\n SUM(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Family\\\"\\n)\\nSELECT \\\"Family\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"Family\", \"condition_ratio\"], \"rows\": [{\"Family\": \"Hylidae\", \"condition_ratio\": 0.0}, {\"Family\": \"Bufonidae\", \"condition_ratio\": null}, {\"Family\": \"Dendrobatidae\", \"condition_ratio\": null}, {\"Family\": \"Leptodactylidae\", \"condition_ratio\": null}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.13}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b0f641e3c405e7ddba1425aba3e172a204e12b1e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:09:14.295518+00:00", + "ended_at": "2026-05-26T01:09:31.190880+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_787f3c67080d3661", + "problem_id": "v2p_n7_5e80675d5061af83", + "dataset_id": "n7", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Family, condition_col=Family.", + "bindings": { + "group_col": "Family", + "condition_col": "Family", + "condition_value": "Leptodactylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.001342, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=1/1", + "binding_index=42" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 7, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_787f3c67080d3661.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_787f3c67080d3661", + "api_calls": 0, + "input_tokens": 28470, + "cached_input_tokens": 27008, + "output_tokens": 725, + "total_tokens": 29195, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5175, + "estimated_output_tokens": 203, + "estimated_total_tokens": 5378, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16887.36, + "sql_execution_elapsed_ms_total": 2.13, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b621e2b5884ba39285db0596727aea9bde5e4732 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:09:31.187550+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16887.36, "started_at": "2026-05-26T01:09:14.296629+00:00", "ended_at": "2026-05-26T01:09:31.184081+00:00", "prompt_metrics": {"chars": 15358, "bytes_utf8": 15358, "lines": 411, "estimated_tokens": 5175}, "response_metrics": {"chars": 796, "bytes_utf8": 796, "lines": 1, "estimated_tokens": 203}, "usage": {"input_tokens": 28470, "cached_input_tokens": 27008, "output_tokens": 725, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH grouped AS (\\n SELECT \\\"Family\\\",\\n SUM(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Family\\\"\\n)\\nSELECT \\\"Family\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applied the requested template exactly with group_col=\\\"Family\\\" and condition_col=\\\"Family\\\". Because the grouping and condition columns are the same, most groups will yield NULL ratios, with only the Hylidae group expected to produce 0 and Leptodactylidae expected to divide by zero-safe NULLIF.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..669db99a871f49e3474fcdb0838e20dd2aa7f914 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_787f3c67080d3661/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_787f3c67080d3661", + "api_calls": 0, + "input_tokens": 28470, + "cached_input_tokens": 27008, + "output_tokens": 725, + "total_tokens": 29195, + "cost_usd": 0.0, + "ai_cli_calls": 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14826, "bytes_utf8": 14826, "lines": 412, "estimated_tokens": 5051}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 489, "bytes_utf8": 489, "lines": 1, "estimated_tokens": 131}, "usage": {"input_tokens": 28346, "cached_input_tokens": 27008, "output_tokens": 547, "reasoning_output_tokens": 410}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..760929717913bae6b026aede3c6279324e452c6a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_7e155c310c31bc6e", + "api_calls": 0, + "input_tokens": 28346, + "cached_input_tokens": 27008, + "output_tokens": 547, + "total_tokens": 28893, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5051, + "estimated_output_tokens": 131, + "estimated_total_tokens": 5182, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14100.41, + "sql_execution_elapsed_ms_total": 1.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6aac8d2abf13eb1c8445193ea8f6d27f907bbeba --- /dev/null +++ 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"input_tokens": 28346, + "cached_input_tokens": 27008, + "output_tokens": 547, + "reasoning_output_tokens": 410 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3488235517b2cd36f6ef5644d21758b516162274 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,412 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Family, group_col_2=Genus.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Family", + "group_col_2": "Genus", + "predicate_col": "RecordID", + "predicate_op": ">=", + "predicate_value": 37.0, + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.175957, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..dd1f748467af342c7f42764d865adc190267b7ab --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d4-69dd-73c1-a284-aff28935d55f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Family\\\", \\\"Genus\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n7\\\"\\nWHERE CAST(\\\"RecordID\\\" AS REAL) >= 37.0\\nGROUP BY \\\"Family\\\", \\\"Genus\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the filtered two-dimensional group count template with \\\"Family\\\" and \\\"Genus\\\" as the grouping columns. \\\"RecordID\\\" is stored as TEXT in the schema snapshot, so it is cast to REAL to preserve the intended numeric filter >= 37.0 in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28346,"cached_input_tokens":27008,"output_tokens":547,"reasoning_output_tokens":410}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fcee80c7f50f1b3b36f912b8d23e507766bd2cbe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Family\", \"Genus\", COUNT(*) AS \"row_count\"\nFROM \"n7\"\nWHERE CAST(\"RecordID\" AS REAL) >= 37.0\nGROUP BY \"Family\", \"Genus\"\nORDER BY \"row_count\" DESC;","notes":"Applied the filtered two-dimensional group count template with \"Family\" and \"Genus\" as the grouping columns. \"RecordID\" is stored as TEXT in the schema snapshot, so it is cast to REAL to preserve the intended numeric filter >= 37.0 in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3c6d4add73057a2551e013ca8093e789d63edc53 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Family, group_col_2=Genus. +Result preview: [{"Family": "Hylidae", "Genus": "Hypsiboas", "row_count": 1334}, {"Family": "Leptodactylidae", "Genus": "Leptodactylus", "row_count": 270}, {"Family": "Hylidae", "Genus": "Scinax", "row_count": 148}, {"Family": "Hylidae", "Genus": "Osteocephalus", "row_count": 114}, {"Family": "Bufonidae", "Genus": "Rhinella", "row_count": 68}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..73620b8ef975ce36526ce62a2da05801d0b3edb8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n7_7e155c310c31bc6e +-- problem_id: v2p_n7_c9cda7306addfb77 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "Genus", COUNT(*) AS "row_count" +FROM "n7" +WHERE CAST("RecordID" AS REAL) >= 37.0 +GROUP BY "Family", "Genus" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1df3fbbb6ef0d4e28286e1684e74a5071d1ff154 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"Family\", \"Genus\", COUNT(*) AS \"row_count\"\nFROM \"n7\"\nWHERE CAST(\"RecordID\" AS REAL) >= 37.0\nGROUP BY \"Family\", \"Genus\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Family\\\", \\\"Genus\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n7\\\"\\nWHERE CAST(\\\"RecordID\\\" AS REAL) >= 37.0\\nGROUP BY \\\"Family\\\", \\\"Genus\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Family\", \"Genus\", \"row_count\"], \"rows\": [{\"Family\": \"Hylidae\", \"Genus\": \"Hypsiboas\", \"row_count\": 1334}, {\"Family\": \"Leptodactylidae\", \"Genus\": \"Leptodactylus\", \"row_count\": 270}, {\"Family\": \"Hylidae\", \"Genus\": \"Scinax\", \"row_count\": 148}, {\"Family\": \"Hylidae\", \"Genus\": \"Osteocephalus\", \"row_count\": 114}, {\"Family\": \"Bufonidae\", \"Genus\": \"Rhinella\", \"row_count\": 68}], \"row_count_returned\": 5, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.99}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e6a9c9fe403fa0540243e2c83b9241954a9aebf3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:09:31.191209+00:00", + "ended_at": "2026-05-26T01:09:45.300362+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_7e155c310c31bc6e", + "problem_id": "v2p_n7_c9cda7306addfb77", + "dataset_id": "n7", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Family, group_col_2=Genus.", + "bindings": { + "group_col": "Family", + "group_col_2": "Genus", + "predicate_col": "RecordID", + "predicate_op": ">=", + "predicate_value": 37.0, + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.175957, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=51" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_7e155c310c31bc6e.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_7e155c310c31bc6e", + "api_calls": 0, + "input_tokens": 28346, + "cached_input_tokens": 27008, + "output_tokens": 547, + "total_tokens": 28893, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5051, + "estimated_output_tokens": 131, + "estimated_total_tokens": 5182, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14100.41, + "sql_execution_elapsed_ms_total": 1.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..80893aa17e249fb596fd04a292f4287513df6bf7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:09:45.297109+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14100.41, "started_at": "2026-05-26T01:09:31.192334+00:00", "ended_at": "2026-05-26T01:09:45.292826+00:00", "prompt_metrics": {"chars": 14826, "bytes_utf8": 14826, "lines": 412, "estimated_tokens": 5051}, "response_metrics": {"chars": 489, "bytes_utf8": 489, "lines": 1, "estimated_tokens": 131}, "usage": {"input_tokens": 28346, "cached_input_tokens": 27008, "output_tokens": 547, "reasoning_output_tokens": 410}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"Family\\\", \\\"Genus\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n7\\\"\\nWHERE CAST(\\\"RecordID\\\" AS REAL) >= 37.0\\nGROUP BY \\\"Family\\\", \\\"Genus\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Applied the filtered two-dimensional group count template with \\\"Family\\\" and \\\"Genus\\\" as the grouping columns. \\\"RecordID\\\" is stored as TEXT in the schema snapshot, so it is cast to REAL to preserve the intended numeric filter >= 37.0 in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4e28e3466bf2ac76fa576fb3f545aa82eff7d6d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_7e155c310c31bc6e", + "api_calls": 0, + "input_tokens": 28346, + "cached_input_tokens": 27008, + "output_tokens": 547, + "total_tokens": 28893, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5051, + "estimated_output_tokens": 131, + "estimated_total_tokens": 5182, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14100.41, + "sql_execution_elapsed_ms_total": 1.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7e155c310c31bc6e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e474f16073491fdbebee8d9d953813c3ab551be8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14925, "bytes_utf8": 14925, "lines": 410, "estimated_tokens": 5087}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 637, "bytes_utf8": 637, "lines": 1, "estimated_tokens": 210}, "usage": {"input_tokens": 28382, "cached_input_tokens": 22912, "output_tokens": 732, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a5abbd48dc5a6fee21063aa7474cb7f1479009c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_7fd4dbb27e88f64a", + "api_calls": 0, + "input_tokens": 28382, + "cached_input_tokens": 22912, + "output_tokens": 732, + "total_tokens": 29114, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5087, + "estimated_output_tokens": 210, + "estimated_total_tokens": 5297, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17017.86, + "sql_execution_elapsed_ms_total": 14.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c96b501d612d198d4e8764e55d77b8ef096aff90 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:09:45.302090+00:00", + "ended_at": "2026-05-26T01:10:02.320041+00:00", + "elapsed_ms": 17017.86, + "prompt_metrics": { + "chars": 14925, + "bytes_utf8": 14925, + "lines": 410, + "estimated_tokens": 5087 + }, + "stdout_metrics": { + "chars": 1053, + "bytes_utf8": 1053, + "lines": 4, + "estimated_tokens": 361 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 637, + "bytes_utf8": 637, + "lines": 1, + "estimated_tokens": 210 + }, + "usage": { + "input_tokens": 28382, + "cached_input_tokens": 22912, + "output_tokens": 732, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..02940df903911571ff773928d1b94b5e43d34ce4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Genus, measure_col=MFCCs_ 9.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_ 9", + "item_col": "MFCCs_10", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.265395, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f30798b4a3a866a2333e661c5197b6ec4099ed1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d4-a0fc-7912-8374-8541de71d87d"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Genus\\\",\\n \\\"MFCCs_10\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"Genus\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"Genus\\\",\\n \\\"MFCCs_10\\\",\\n SUM(CAST(\\\"MFCCs_ 9\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Genus\\\", \\\"MFCCs_10\\\"\\n)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the planned Within-Group Share of Total template with group_col=\\\"Genus\\\", item_col=\\\"MFCCs_10\\\", and measure_col=\\\"MFCCs_ 9\\\". Cast \\\"MFCCs_ 9\\\" to REAL because the schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28382,"cached_input_tokens":22912,"output_tokens":732,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ee93d075b69d25629f659c7f1990c4772cea7578 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Genus\",\n \"MFCCs_10\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"Genus\") AS \"share_within_group\"\nFROM (\n SELECT\n \"Genus\",\n \"MFCCs_10\",\n SUM(CAST(\"MFCCs_ 9\" AS REAL)) AS \"total_measure\"\n FROM \"n7\"\n GROUP BY \"Genus\", \"MFCCs_10\"\n)\nORDER BY \"share_within_group\" DESC;","notes":"Used the planned Within-Group Share of Total template with group_col=\"Genus\", item_col=\"MFCCs_10\", and measure_col=\"MFCCs_ 9\". Cast \"MFCCs_ 9\" to REAL because the schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..607f1ee1e14ed3f2e561f749d3a06ce8e97a6fbb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Genus, measure_col=MFCCs_ 9. +Result preview: [{"Genus": "Rhinella", "MFCCs_10": "0.0643573356774467", "total_measure": -0.58731343775337, "share_within_group": 10.130482975582376}, {"Genus": "Osteocephalus", "MFCCs_10": "-0.952265655557829", "total_measure": -0.348959347235732, "share_within_group": 9.070598459810322}, {"Genus": "Rhinella", "MFCCs_10": "0.159459836483018", "total_measure": -0.520711647676975, "share_within_group": 8.981678509106743}, {"Genus": "Leptodactylus", "MFCCs_10": "0.290317170548427", "total_measure": 0.377001207423418, "share_within_group": 8.534789094343505}, {"Genus": "Osteocephalus", "MFCCs_10": "0.322358987086059", "total_measure": -0.289357442733384, "share_within_group": 7.521349392653072}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..273e9b2b3518e3f4737a7fb77f5fb22b82cafa2c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/generated_sql.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_7fd4dbb27e88f64a +-- problem_id: v2p_n7_746b87b04f699bd4 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Genus", + "MFCCs_10", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "Genus") AS "share_within_group" +FROM ( + SELECT + "Genus", + "MFCCs_10", + SUM(CAST("MFCCs_ 9" AS REAL)) AS "total_measure" + FROM "n7" + GROUP BY "Genus", "MFCCs_10" +) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2928ead21665cd057762c52b6dd21a6b840737bd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT\n \"Genus\",\n \"MFCCs_10\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"Genus\") AS \"share_within_group\"\nFROM (\n SELECT\n \"Genus\",\n \"MFCCs_10\",\n SUM(CAST(\"MFCCs_ 9\" AS REAL)) AS \"total_measure\"\n FROM \"n7\"\n GROUP BY \"Genus\", \"MFCCs_10\"\n)\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Genus\\\",\\n \\\"MFCCs_10\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"Genus\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"Genus\\\",\\n \\\"MFCCs_10\\\",\\n SUM(CAST(\\\"MFCCs_ 9\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Genus\\\", \\\"MFCCs_10\\\"\\n)\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Genus\", \"MFCCs_10\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Genus\": \"Rhinella\", \"MFCCs_10\": \"0.0643573356774467\", \"total_measure\": -0.58731343775337, \"share_within_group\": 10.130482975582376}, {\"Genus\": \"Osteocephalus\", \"MFCCs_10\": \"-0.952265655557829\", \"total_measure\": -0.348959347235732, \"share_within_group\": 9.070598459810322}, {\"Genus\": \"Rhinella\", \"MFCCs_10\": \"0.159459836483018\", \"total_measure\": -0.520711647676975, \"share_within_group\": 8.981678509106743}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.290317170548427\", \"total_measure\": 0.377001207423418, \"share_within_group\": 8.534789094343505}, {\"Genus\": \"Osteocephalus\", \"MFCCs_10\": \"0.322358987086059\", \"total_measure\": -0.289357442733384, \"share_within_group\": 7.521349392653072}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.0906574439903319\", \"total_measure\": 0.309628325173698, \"share_within_group\": 7.00955965380861}, {\"Genus\": \"Rhinella\", \"MFCCs_10\": \"0.182363928235371\", \"total_measure\": -0.350664869266686, \"share_within_group\": 6.048566676474957}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.216468693675722\", \"total_measure\": 0.246437451845969, \"share_within_group\": 5.579005146502164}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.332910128623188\", \"total_measure\": 0.224026738562291, \"share_within_group\": 5.071657404469142}, {\"Genus\": \"Osteocephalus\", \"MFCCs_10\": \"0.0271510972817357\", \"total_measure\": -0.193757720526419, \"share_within_group\": 5.036398925276686}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.325088483201405\", \"total_measure\": 0.218019909004489, \"share_within_group\": 4.935671040521162}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.388329873265515\", \"total_measure\": 0.210674560928618, \"share_within_group\": 4.769382457307975}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.404487268147178\", \"total_measure\": 0.208687904520623, \"share_within_group\": 4.7244072871724585}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.153110485464218\", \"total_measure\": 0.200401793762754, \"share_within_group\": 4.536821130050805}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.278572617123157\", \"total_measure\": 0.198283287097553, \"share_within_group\": 4.488861051339056}, {\"Genus\": \"Rhinella\", \"MFCCs_10\": \"0.100619005121194\", \"total_measure\": -0.257568437329679, \"share_within_group\": 4.442760035249504}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.156215662480514\", \"total_measure\": 0.192899545354869, \"share_within_group\": 4.366980539002618}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.285987767590913\", \"total_measure\": 0.18969865186678, \"share_within_group\": 4.294516710515156}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.271008810779227\", \"total_measure\": 0.18687547261506, \"share_within_group\": 4.230603813117204}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.338314226576222\", \"total_measure\": 0.186022468312928, \"share_within_group\": 4.2112929682925415}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.257155587119664\", \"total_measure\": 0.185383784687278, \"share_within_group\": 4.196834048969211}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.112027639835027\", \"total_measure\": 0.182324647721383, \"share_within_group\": 4.127579393279739}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.231631554298722\", \"total_measure\": 0.173654960326327, \"share_within_group\": 3.931309588372756}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.166372879409478\", \"total_measure\": 0.167673507765479, \"share_within_group\": 3.7958977247515273}, {\"Genus\": \"Osteocephalus\", \"MFCCs_10\": \"0.146802223305694\", \"total_measure\": -0.145366134632192, \"share_within_group\": 3.778542822676181}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.0508766100427263\", \"total_measure\": 0.165792568751596, \"share_within_group\": 3.7533158510951288}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.371674355699104\", \"total_measure\": 0.162630340805734, \"share_within_group\": 3.6817273573324028}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.0236998056437975\", \"total_measure\": 0.159731103717756, \"share_within_group\": 3.616092615073873}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"-0.011292270574065\", \"total_measure\": 0.159267093246558, \"share_within_group\": 3.6055880558542674}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"-0.0372507706534769\", \"total_measure\": 0.156268527197722, \"share_within_group\": 3.5377046424636807}, {\"Genus\": \"Rhinella\", \"MFCCs_10\": \"0.184290623398227\", \"total_measure\": -0.201611461345908, \"share_within_group\": 3.477566399059096}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.0296423810735526\", \"total_measure\": 0.151460694718382, \"share_within_group\": 3.428861924180247}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.0175077492173917\", \"total_measure\": 0.150222126982866, \"share_within_group\": 3.400822453235489}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.230550138178483\", \"total_measure\": 0.148643553833706, \"share_within_group\": 3.3650857271115786}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.259051585100338\", \"total_measure\": 0.147892096247727, \"share_within_group\": 3.3480737603502306}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.214483923908364\", \"total_measure\": 0.146211332546393, \"share_within_group\": 3.310023580600534}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.210131815105967\", \"total_measure\": 0.141470570806787, \"share_within_group\": 3.202699251666416}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"-0.0372685760565225\", \"total_measure\": 0.139566921838257, \"share_within_group\": 3.1596032558548686}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.278037277670677\", \"total_measure\": 0.138018314107282, \"share_within_group\": 3.1245449056069416}, {\"Genus\": \"Osteocephalus\", \"MFCCs_10\": \"0.120864744122768\", \"total_measure\": -0.118762364244326, \"share_within_group\": 3.087023536498953}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"-0.0338415490605788\", \"total_measure\": 0.1338902250431, \"share_within_group\": 3.031090643838785}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.350215541265351\", \"total_measure\": 0.133707718337254, \"share_within_group\": 3.026958942899829}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.252548918543934\", \"total_measure\": 0.132429355024816, \"share_within_group\": 2.998018554798231}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.23462571267368\", \"total_measure\": 0.127948202316395, \"share_within_group\": 2.8965714174606445}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.207199349348271\", \"total_measure\": 0.12668168646222, \"share_within_group\": 2.8678992395281067}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.26487495754019\", \"total_measure\": 0.125971652559075, \"share_within_group\": 2.851825048003383}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.357138437075128\", \"total_measure\": 0.125465650180168, \"share_within_group\": 2.840369849717089}, {\"Genus\": \"Osteocephalus\", \"MFCCs_10\": \"0.192460102838991\", \"total_measure\": -0.109001810893226, \"share_within_group\": 2.8333147280239737}, {\"Genus\": \"Osteocephalus\", \"MFCCs_10\": \"0.0956391419949193\", \"total_measure\": -0.106668617408598, \"share_within_group\": 2.7726673735520224}, {\"Genus\": \"Osteocephalus\", \"MFCCs_10\": \"0.094326310662205\", \"total_measure\": -0.106291427198399, \"share_within_group\": 2.762862962331092}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 14.1}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7bf889e7c44504c3ff28db1ec9a77b1286636697 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:09:45.300741+00:00", + "ended_at": "2026-05-26T01:10:02.339809+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_7fd4dbb27e88f64a", + "problem_id": "v2p_n7_746b87b04f699bd4", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Genus, measure_col=MFCCs_ 9.", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_ 9", + "item_col": "MFCCs_10", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.265395, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=1/2", + "binding_index=31" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 8, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_7fd4dbb27e88f64a.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_7fd4dbb27e88f64a", + "api_calls": 0, + "input_tokens": 28382, + "cached_input_tokens": 22912, + "output_tokens": 732, + "total_tokens": 29114, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5087, + "estimated_output_tokens": 210, + "estimated_total_tokens": 5297, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17017.86, + "sql_execution_elapsed_ms_total": 14.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9b810fcf002eb2acbee27d56a67b06c93662c88e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:10:02.323586+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17017.86, "started_at": "2026-05-26T01:09:45.302090+00:00", "ended_at": "2026-05-26T01:10:02.320041+00:00", "prompt_metrics": {"chars": 14925, "bytes_utf8": 14925, "lines": 410, "estimated_tokens": 5087}, "response_metrics": {"chars": 637, "bytes_utf8": 637, "lines": 1, "estimated_tokens": 210}, "usage": {"input_tokens": 28382, "cached_input_tokens": 22912, "output_tokens": 732, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT\\n \\\"Genus\\\",\\n \\\"MFCCs_10\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"Genus\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"Genus\\\",\\n \\\"MFCCs_10\\\",\\n SUM(CAST(\\\"MFCCs_ 9\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Genus\\\", \\\"MFCCs_10\\\"\\n)\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Used the planned Within-Group Share of Total template with group_col=\\\"Genus\\\", item_col=\\\"MFCCs_10\\\", and measure_col=\\\"MFCCs_ 9\\\". Cast \\\"MFCCs_ 9\\\" to REAL because the schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c426b28e15215200a85fe295e0dcd0ec02b4989b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_7fd4dbb27e88f64a", + "api_calls": 0, + "input_tokens": 28382, + "cached_input_tokens": 22912, + "output_tokens": 732, + "total_tokens": 29114, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5087, + "estimated_output_tokens": 210, + "estimated_total_tokens": 5297, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17017.86, + "sql_execution_elapsed_ms_total": 14.1, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_7fd4dbb27e88f64a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..21f70250f24f3778ff4d34f671436282a2fc3aa5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14791, "bytes_utf8": 14791, "lines": 411, "estimated_tokens": 5024}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 445, "bytes_utf8": 445, "lines": 1, "estimated_tokens": 120}, "usage": {"input_tokens": 28319, "cached_input_tokens": 27008, "output_tokens": 377, "reasoning_output_tokens": 251}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c9c95c65bb742b538941d2ee3d8c34b5651c7d91 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_8517829eccd7080d", + "api_calls": 0, + "input_tokens": 28319, + "cached_input_tokens": 27008, + "output_tokens": 377, + "total_tokens": 28696, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5024, + "estimated_output_tokens": 120, + "estimated_total_tokens": 5144, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10433.5, + "sql_execution_elapsed_ms_total": 2.35, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d555f0cd9fdc3f4a356479fb69006839fa23cea3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:10:02.341503+00:00", + "ended_at": "2026-05-26T01:10:12.775074+00:00", + "elapsed_ms": 10433.5, + "prompt_metrics": { + "chars": 14791, + "bytes_utf8": 14791, + "lines": 411, + "estimated_tokens": 5024 + }, + "stdout_metrics": { + "chars": 808, + "bytes_utf8": 808, + "lines": 4, + "estimated_tokens": 238 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 106 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 445, + "bytes_utf8": 445, + "lines": 1, + "estimated_tokens": 120 + }, + "usage": { + "input_tokens": 28319, + "cached_input_tokens": 27008, + "output_tokens": 377, + "reasoning_output_tokens": 251 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..139aa17beb0d887c30c85738a94908ac08364016 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Family, condition_col=Family.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Family", + "condition_col": "Family", + "condition_value": "Hylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.026689, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..77902cf39fa5ba8f2f24c71dfd571ce4f20f2659 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d4-e38d-7021-be9a-11f6e7f71f3f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Family\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the requested template with group_col and condition_col both bound to \\\"Family\\\". This makes the rate self-referential: the \\\"Hylidae\\\" group will have rate 1, and other family groups will have rate 0.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28319,"cached_input_tokens":27008,"output_tokens":377,"reasoning_output_tokens":251}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..86f2224efc3b569b2d602f3a7ba65ba5eb411453 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Family\",\n AVG(CASE WHEN \"Family\" = 'Hylidae' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n7\"\nGROUP BY \"Family\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the requested template with group_col and condition_col both bound to \"Family\". This makes the rate self-referential: the \"Hylidae\" group will have rate 1, and other family groups will have rate 0."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..da459a73a88970ace9162987d8c39125eb71bc8d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:10:12.276402Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61d4-e38d-7021-be9a-11f6e7f71f3f.1779757802381469000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e3376906c89216d07327c185815f9da3f072ccfb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Family, condition_col=Family. +Result preview: [{"Family": "Hylidae", "condition_rate": 1.0}, {"Family": "Leptodactylidae", "condition_rate": 0.0}, {"Family": "Dendrobatidae", "condition_rate": 0.0}, {"Family": "Bufonidae", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f2cef5843229987d56321960df6ebe168b457dbe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_8517829eccd7080d +-- problem_id: v2p_n7_9ec678d6191ee2cb +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", + AVG(CASE WHEN "Family" = 'Hylidae' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n7" +GROUP BY "Family" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..980b62131574861be92fe99ad7105c96df4fb9b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Family\",\n AVG(CASE WHEN \"Family\" = 'Hylidae' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n7\"\nGROUP BY \"Family\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Family\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Family\", \"condition_rate\"], \"rows\": [{\"Family\": \"Hylidae\", \"condition_rate\": 1.0}, {\"Family\": \"Leptodactylidae\", \"condition_rate\": 0.0}, {\"Family\": \"Dendrobatidae\", \"condition_rate\": 0.0}, {\"Family\": \"Bufonidae\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.35}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..77376c33e1671c34a4333d92d3ca144e9c5f74dc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:10:02.340259+00:00", + "ended_at": "2026-05-26T01:10:12.783383+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_8517829eccd7080d", + "problem_id": "v2p_n7_9ec678d6191ee2cb", + "dataset_id": "n7", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Family, condition_col=Family.", + "bindings": { + "group_col": "Family", + "condition_col": "Family", + "condition_value": "Hylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.026689, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=7", + "sql_variant_index=2/2", + "binding_index=102" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 7, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_8517829eccd7080d.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_8517829eccd7080d", + "api_calls": 0, + "input_tokens": 28319, + "cached_input_tokens": 27008, + "output_tokens": 377, + "total_tokens": 28696, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5024, + "estimated_output_tokens": 120, + "estimated_total_tokens": 5144, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10433.5, + "sql_execution_elapsed_ms_total": 2.35, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..81beee1526d7d11045b786015f48dff0688754cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:10:12.779429+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10433.5, "started_at": "2026-05-26T01:10:02.341503+00:00", "ended_at": "2026-05-26T01:10:12.775074+00:00", "prompt_metrics": {"chars": 14791, "bytes_utf8": 14791, "lines": 411, "estimated_tokens": 5024}, "response_metrics": {"chars": 445, "bytes_utf8": 445, "lines": 1, "estimated_tokens": 120}, "usage": {"input_tokens": 28319, "cached_input_tokens": 27008, "output_tokens": 377, "reasoning_output_tokens": 251}, "stderr_preview": "2026-05-26T01:10:12.276402Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61d4-e38d-7021-be9a-11f6e7f71f3f.1779757802381469000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Family\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the requested template with group_col and condition_col both bound to \\\"Family\\\". This makes the rate self-referential: the \\\"Hylidae\\\" group will have rate 1, and other family groups will have rate 0.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..638063e5e760fc9e5b0bd42dfd3717a970515b44 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_8517829eccd7080d", + "api_calls": 0, + "input_tokens": 28319, + "cached_input_tokens": 27008, + "output_tokens": 377, + "total_tokens": 28696, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5024, + "estimated_output_tokens": 120, + "estimated_total_tokens": 5144, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10433.5, + "sql_execution_elapsed_ms_total": 2.35, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_8517829eccd7080d/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b8b2284d99de588bdf273df13db4841e8d4121a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14610, "bytes_utf8": 14610, "lines": 408, "estimated_tokens": 4973}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 421, "bytes_utf8": 421, "lines": 1, "estimated_tokens": 115}, "usage": {"input_tokens": 28268, "cached_input_tokens": 27008, "output_tokens": 637, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c79965a27ed9b841b98ef6954a1c2f860f4c13b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_910cfb187934ed78", + "api_calls": 0, + "input_tokens": 28268, + "cached_input_tokens": 27008, + "output_tokens": 637, + "total_tokens": 28905, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4973, + "estimated_output_tokens": 115, + "estimated_total_tokens": 5088, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16828.5, + "sql_execution_elapsed_ms_total": 9.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..33ebe91c599ae34f90d5b4b356381c720ddb42aa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:10:12.785046+00:00", + "ended_at": "2026-05-26T01:10:29.613657+00:00", + "elapsed_ms": 16828.5, + "prompt_metrics": { + "chars": 14610, + "bytes_utf8": 14610, + "lines": 408, + "estimated_tokens": 4973 + }, + "stdout_metrics": { + "chars": 788, + "bytes_utf8": 788, + "lines": 4, + "estimated_tokens": 237 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 421, + "bytes_utf8": 421, + "lines": 1, + "estimated_tokens": 115 + }, + "usage": { + "input_tokens": 28268, + "cached_input_tokens": 27008, + "output_tokens": 637, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad6c8fa39f78b24151b787d43bf50423dd3a4bb2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,408 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Species, measure_col=MFCCs_20.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Species", + "measure_col": "MFCCs_20", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -0.018404, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..dccf77c6dbadf578694fffc09ba08dda075fbb2b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d5-0c59-7e62-aad0-174aacc92cd5"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Species\\\",\\n AVG(CAST(\\\"MFCCs_20\\\" AS REAL)) OVER (PARTITION BY \\\"Species\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the provided Window Partition Average template with group_col=\\\"Species\\\" and measure_col=\\\"MFCCs_20\\\". CAST(\\\"MFCCs_20\\\" AS REAL) is used because the schema stores MFCC fields as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28268,"cached_input_tokens":27008,"output_tokens":637,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0d35100d5c4f014da3a3e82d30e6765321e0790a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Species\",\n AVG(CAST(\"MFCCs_20\" AS REAL)) OVER (PARTITION BY \"Species\") AS \"avg_measure\"\nFROM \"n7\"\nORDER BY \"avg_measure\" DESC;","notes":"Applied the provided Window Partition Average template with group_col=\"Species\" and measure_col=\"MFCCs_20\". CAST(\"MFCCs_20\" AS REAL) is used because the schema stores MFCC fields as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..69d5e5cd5a504b395c657a30f51f931a9631dea7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:10:28.898418Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61d5-0c59-7e62-aad0-174aacc92cd5.1779757812825697000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..84609d64acfd2e2f8f175f1f94d8da45fb086fa4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Species, measure_col=MFCCs_20. +Result preview: [{"Species": "LeptodactylusFuscus", "avg_measure": 0.08802668762259502}, {"Species": "HypsiboasCinerascens", "avg_measure": 0.06938619523942442}, {"Species": "Rhinellagranulosa", "avg_measure": 0.024549724678272555}, {"Species": "ScinaxRuber", "avg_measure": 0.01820521157757368}, {"Species": "HylaMinuta", "avg_measure": 0.014698953206491911}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..613bbfbc30cba769916f1923c814bbc3e24f123a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_910cfb187934ed78 +-- problem_id: v2p_n7_18b11dd0496dc7dc +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Species", + AVG(CAST("MFCCs_20" AS REAL)) OVER (PARTITION BY "Species") AS "avg_measure" +FROM "n7" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fd715cdc5d31d673a7032009fb0baef5887cf712 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Species\",\n AVG(CAST(\"MFCCs_20\" AS REAL)) OVER (PARTITION BY \"Species\") AS \"avg_measure\"\nFROM \"n7\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Species\\\",\\n AVG(CAST(\\\"MFCCs_20\\\" AS REAL)) OVER (PARTITION BY \\\"Species\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Species\", \"avg_measure\"], \"rows\": [{\"Species\": \"LeptodactylusFuscus\", \"avg_measure\": 0.08802668762259502}, {\"Species\": \"HypsiboasCinerascens\", \"avg_measure\": 0.06938619523942442}, {\"Species\": \"Rhinellagranulosa\", \"avg_measure\": 0.024549724678272555}, {\"Species\": \"ScinaxRuber\", \"avg_measure\": 0.01820521157757368}, {\"Species\": \"HylaMinuta\", \"avg_measure\": 0.014698953206491911}, {\"Species\": \"OsteocephalusOophagus\", \"avg_measure\": -0.0015119200079892594}, {\"Species\": \"AdenomeraAndre\", \"avg_measure\": -0.007639876490043697}, {\"Species\": \"HypsiboasCordobae\", \"avg_measure\": -0.015308105288587823}, {\"Species\": \"Ameeregatrivittata\", \"avg_measure\": -0.017406835397825633}, {\"Species\": \"AdenomeraHylaedactylus\", \"avg_measure\": -0.11978942288548868}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 9.99}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..27b1a4ed517927f42a0959a61353b42e28d7dfc8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:10:12.783765+00:00", + "ended_at": "2026-05-26T01:10:29.629593+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_910cfb187934ed78", + "problem_id": "v2p_n7_18b11dd0496dc7dc", + "dataset_id": "n7", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Species, measure_col=MFCCs_20.", + "bindings": { + "group_col": "Species", + "measure_col": "MFCCs_20", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -0.018404, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=134" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_910cfb187934ed78.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_910cfb187934ed78", + "api_calls": 0, + "input_tokens": 28268, + "cached_input_tokens": 27008, + "output_tokens": 637, + "total_tokens": 28905, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4973, + "estimated_output_tokens": 115, + "estimated_total_tokens": 5088, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16828.5, + "sql_execution_elapsed_ms_total": 9.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4082a0bf505789bc73ffee3357be02ebdaf483f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:10:29.618117+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16828.5, "started_at": "2026-05-26T01:10:12.785046+00:00", "ended_at": "2026-05-26T01:10:29.613657+00:00", "prompt_metrics": {"chars": 14610, "bytes_utf8": 14610, "lines": 408, "estimated_tokens": 4973}, "response_metrics": {"chars": 421, "bytes_utf8": 421, "lines": 1, "estimated_tokens": 115}, "usage": {"input_tokens": 28268, "cached_input_tokens": 27008, "output_tokens": 637, "reasoning_output_tokens": 516}, "stderr_preview": "2026-05-26T01:10:28.898418Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61d5-0c59-7e62-aad0-174aacc92cd5.1779757812825697000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Species\\\",\\n AVG(CAST(\\\"MFCCs_20\\\" AS REAL)) OVER (PARTITION BY \\\"Species\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the provided Window Partition Average template with group_col=\\\"Species\\\" and measure_col=\\\"MFCCs_20\\\". CAST(\\\"MFCCs_20\\\" AS REAL) is used because the schema stores MFCC fields as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..2453f5a8ccadb1eeee4d207e57ab3c0eb772d94d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_910cfb187934ed78", + "api_calls": 0, + "input_tokens": 28268, + "cached_input_tokens": 27008, + "output_tokens": 637, + "total_tokens": 28905, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4973, + "estimated_output_tokens": 115, + "estimated_total_tokens": 5088, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16828.5, + "sql_execution_elapsed_ms_total": 9.99, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_910cfb187934ed78/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b920015ea8673254a40900b44e1bc89aaab9e041 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14935, "bytes_utf8": 14935, "lines": 410, "estimated_tokens": 5084}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 583, "bytes_utf8": 583, "lines": 1, "estimated_tokens": 183}, "usage": {"input_tokens": 28379, "cached_input_tokens": 27008, "output_tokens": 1741, "reasoning_output_tokens": 1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..22bc3f684b9178399397e669c653486c6478561a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_97363971fe5357be", + "api_calls": 0, + "input_tokens": 28379, + "cached_input_tokens": 27008, + "output_tokens": 1741, + "total_tokens": 30120, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5084, + "estimated_output_tokens": 183, + "estimated_total_tokens": 5267, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 37190.45, + "sql_execution_elapsed_ms_total": 18.5, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9b376bfd634d9a7d8a7042c45fc86afb73afd60e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:10:29.631898+00:00", + "ended_at": "2026-05-26T01:11:06.822511+00:00", + "elapsed_ms": 37190.45, + "prompt_metrics": { + "chars": 14935, + "bytes_utf8": 14935, + "lines": 410, + "estimated_tokens": 5084 + }, + "stdout_metrics": { + "chars": 977, + "bytes_utf8": 977, + "lines": 4, + "estimated_tokens": 320 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 583, + "bytes_utf8": 583, + "lines": 1, + "estimated_tokens": 183 + }, + "usage": { + "input_tokens": 28379, + "cached_input_tokens": 27008, + "output_tokens": 1741, + "reasoning_output_tokens": 1552 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cccfddc537f55aad3ca1c85dd7d5efcbf4c8fbe4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Family, measure_col=MFCCs_11.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_11", + "item_col": "MFCCs_12", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -0.044835, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e498c8518ec75ae17c6e279b35aaeabf66136bfa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d5-4e24-7c22-a829-98da48cc6b09"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Family\\\", \\\"MFCCs_12\\\",\\n SUM(CAST(\\\"MFCCs_11\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_11\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_11\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_12\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the planned within-group share template using \\\"Family\\\" as group_col, \\\"MFCCs_12\\\" as item_col, and CAST(\\\"MFCCs_11\\\" AS REAL) because the MFCC columns are stored as TEXT in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28379,"cached_input_tokens":27008,"output_tokens":1741,"reasoning_output_tokens":1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..096161ed607c0988f13eec0d9492919735762b32 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT \"Family\", \"MFCCs_12\",\n SUM(CAST(\"MFCCs_11\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_11\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_11\" AS REAL))) OVER (PARTITION BY \"Family\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Family\", \"MFCCs_12\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the planned within-group share template using \"Family\" as group_col, \"MFCCs_12\" as item_col, and CAST(\"MFCCs_11\" AS REAL) because the MFCC columns are stored as TEXT in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..dd7325209c2ca2212f5a62a3035f309eb770f8fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Family, measure_col=MFCCs_11. +Result preview: [{"Family": "Bufonidae", "MFCCs_12": "-0.178381282010062", "total_measure": 0.215594453838688, "share_within_group": 5.640081941413659}, {"Family": "Bufonidae", "MFCCs_12": "-0.324829833643787", "total_measure": 0.127286707331441, "share_within_group": 3.3298976231513757}, {"Family": "Bufonidae", "MFCCs_12": "-0.104371735932589", "total_measure": 0.120103598661862, "share_within_group": 3.1419831347721088}, {"Family": "Hylidae", "MFCCs_12": "-0.585521032382359", "total_measure": -0.751695265498481, "share_within_group": 3.111991397740021}, {"Family": "Bufonidae", "MFCCs_12": "-0.0139599621478647", "total_measure": 0.0912107163480075, "share_within_group": 2.386127773596216}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..44676f179f0f343c05ef7d418681d0f0b3648349 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_97363971fe5357be +-- problem_id: v2p_n7_6f10d7be35289293 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "MFCCs_12", + SUM(CAST("MFCCs_11" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_11" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_11" AS REAL))) OVER (PARTITION BY "Family") AS "share_within_group" +FROM "n7" +GROUP BY "Family", "MFCCs_12" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..00573cf87001ce8ede75f474031533b43be5685a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT \"Family\", \"MFCCs_12\",\n SUM(CAST(\"MFCCs_11\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_11\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_11\" AS REAL))) OVER (PARTITION BY \"Family\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Family\", \"MFCCs_12\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Family\\\", \\\"MFCCs_12\\\",\\n SUM(CAST(\\\"MFCCs_11\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_11\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_11\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_12\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Family\", \"MFCCs_12\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.178381282010062\", \"total_measure\": 0.215594453838688, \"share_within_group\": 5.640081941413659}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.324829833643787\", \"total_measure\": 0.127286707331441, \"share_within_group\": 3.3298976231513757}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.104371735932589\", \"total_measure\": 0.120103598661862, \"share_within_group\": 3.1419831347721088}, {\"Family\": \"Hylidae\", \"MFCCs_12\": \"-0.585521032382359\", \"total_measure\": -0.751695265498481, \"share_within_group\": 3.111991397740021}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0139599621478647\", \"total_measure\": 0.0912107163480075, \"share_within_group\": 2.386127773596216}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"0.0538192203245042\", \"total_measure\": 0.0895463547751552, \"share_within_group\": 2.34258706332335}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0164435881350081\", \"total_measure\": 0.0884975804019886, \"share_within_group\": 2.3151504883215637}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.00868181827274464\", \"total_measure\": 0.0878741844696782, \"share_within_group\": 2.2988420718592115}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0120714823216433\", \"total_measure\": 0.0836398355329832, \"share_within_group\": 2.1880689302209455}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0124482787091502\", \"total_measure\": 0.0831252539433227, \"share_within_group\": 2.174607163094971}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.00987022542085738\", \"total_measure\": 0.0831077491603071, \"share_within_group\": 2.1741492273326317}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0109089548517189\", \"total_measure\": 0.0823710156683874, \"share_within_group\": 2.1548758314292296}, {\"Family\": \"Hylidae\", \"MFCCs_12\": \"-0.102587988711202\", \"total_measure\": -0.518592911833055, \"share_within_group\": 2.146956026765979}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.010676868377313\", \"total_measure\": 0.0820121120459302, \"share_within_group\": 2.145486694539635}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0122930793618877\", \"total_measure\": 0.0816988203988126, \"share_within_group\": 2.1372907946459123}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.00993033499759681\", \"total_measure\": 0.0808624813657175, \"share_within_group\": 2.115411657249417}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0097156864999963\", \"total_measure\": 0.0802567488536705, \"share_within_group\": 2.0995653265962186}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0129431862054555\", \"total_measure\": 0.0802051255698467, \"share_within_group\": 2.098214830116987}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0167986194946335\", \"total_measure\": 0.0800853889032589, \"share_within_group\": 2.095082446148278}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0107750287781455\", \"total_measure\": 0.0800000866104714, \"share_within_group\": 2.092850886325909}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0077792907617104\", \"total_measure\": 0.0774667462219251, \"share_within_group\": 2.0265771621067112}, {\"Family\": \"Hylidae\", \"MFCCs_12\": \"-0.0696170503558094\", \"total_measure\": -0.483026392080783, \"share_within_group\": 1.9997119125660279}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"0.00254753767572441\", \"total_measure\": 0.0754643152118831, \"share_within_group\": 1.9741923498929657}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.000225609992144807\", \"total_measure\": 0.0754312347391965, \"share_within_group\": 1.9733269446226023}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.013275006969035\", \"total_measure\": 0.0740223510520267, \"share_within_group\": 1.936469691107611}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0120401702207718\", \"total_measure\": 0.0730563372927573, \"share_within_group\": 1.9111981840637005}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0198738206381162\", \"total_measure\": 0.0730040750466039, \"share_within_group\": 1.9098309719415925}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.000903083360538385\", \"total_measure\": 0.0729883477943992, \"share_within_group\": 1.9094195374655727}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.168346550389473\", \"total_measure\": 0.0714845900451948, \"share_within_group\": 1.8700803208274008}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.012832742468283\", \"total_measure\": 0.0701341942086751, \"share_within_group\": 1.8347531450318042}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0203865916149316\", \"total_measure\": 0.0701159897783674, \"share_within_group\": 1.8342769060710884}, {\"Family\": \"Hylidae\", \"MFCCs_12\": \"-0.224801188143739\", \"total_measure\": -0.439984349773324, \"share_within_group\": 1.8215194035136408}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.00475211985823714\", \"total_measure\": 0.0693047006982328, \"share_within_group\": 1.8130530906683189}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"0.00428354166378879\", \"total_measure\": 0.0688281453852548, \"share_within_group\": 1.800586114051086}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"0.00183408358685636\", \"total_measure\": 0.0681286346572551, \"share_within_group\": 1.7822864882742184}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.00688347311346378\", \"total_measure\": 0.0679545577097376, \"share_within_group\": 1.7777325295307134}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"0.00202510882649039\", \"total_measure\": 0.0676540459676457, \"share_within_group\": 1.7698709597195368}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0146454772274366\", \"total_measure\": 0.0670051244842923, \"share_within_group\": 1.7528947793285732}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"0.00168002056549092\", \"total_measure\": 0.0660709676324009, \"share_within_group\": 1.728456668342923}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.00635236551778654\", \"total_measure\": 0.0658935416562893, \"share_within_group\": 1.7238150969760015}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0029571705488505\", \"total_measure\": 0.06585819173255, \"share_within_group\": 1.7228903214868252}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.00760247964746694\", \"total_measure\": 0.0655990609461705, \"share_within_group\": 1.716111302626642}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0014648081415998\", \"total_measure\": 0.0649060470665933, \"share_within_group\": 1.6979816383530102}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.00442693681137357\", \"total_measure\": 0.0648711739789863, \"share_within_group\": 1.6970693371868555}, {\"Family\": \"Hylidae\", \"MFCCs_12\": \"0.0109793488428769\", \"total_measure\": -0.405172408909207, \"share_within_group\": 1.677399218805646}, {\"Family\": \"Hylidae\", \"MFCCs_12\": \"0.104249585701651\", \"total_measure\": -0.398208052658143, \"share_within_group\": 1.6485670340908254}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"0.0069923650147863\", \"total_measure\": 0.0622733306283376, \"share_within_group\": 1.6291081762769453}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"0.0086893886100414\", \"total_measure\": 0.0622023291646021, \"share_within_group\": 1.6272507348340028}, {\"Family\": \"Hylidae\", \"MFCCs_12\": \"-0.0633910578700351\", \"total_measure\": -0.390237991920026, \"share_within_group\": 1.6155712689252195}, {\"Family\": \"Bufonidae\", \"MFCCs_12\": \"-0.0275149641583927\", \"total_measure\": 0.0614067544004179, \"share_within_group\": 1.606438015486978}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 18.5}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..29c92e0eda6dc2b7dd128ba53f9870c6fe15d57e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_97363971fe5357be/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:10:29.630081+00:00", + "ended_at": "2026-05-26T01:11:06.846754+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_97363971fe5357be", + "problem_id": "v2p_n7_6f10d7be35289293", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Family, measure_col=MFCCs_11.", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_11", + "item_col": "MFCCs_12", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -0.044835, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=10", + "sql_variant_index=2/2", + "binding_index=33" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 10, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_97363971fe5357be.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_97363971fe5357be", + "api_calls": 0, + "input_tokens": 28379, + "cached_input_tokens": 27008, + "output_tokens": 1741, + "total_tokens": 30120, + "cost_usd": 0.0, + "ai_cli_calls": 1, + 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"v2-cli:codex", + "run_id": "v2q_n7_a2df1b670b3ac62c", + "api_calls": 0, + "input_tokens": 28382, + "cached_input_tokens": 27008, + "output_tokens": 705, + "total_tokens": 29087, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5087, + "estimated_output_tokens": 194, + "estimated_total_tokens": 5281, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16446.22, + "sql_execution_elapsed_ms_total": 15.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0bdd0572f1569f7a307717524d2267c53dca3747 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:11:06.848461+00:00", + "ended_at": "2026-05-26T01:11:23.294768+00:00", + "elapsed_ms": 16446.22, + "prompt_metrics": { + "chars": 14934, + "bytes_utf8": 14934, + "lines": 410, + "estimated_tokens": 5087 + }, + "stdout_metrics": { + "chars": 999, + "bytes_utf8": 999, + "lines": 4, + "estimated_tokens": 322 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 619, + "bytes_utf8": 619, + "lines": 1, + "estimated_tokens": 194 + }, + "usage": { + "input_tokens": 28382, + "cached_input_tokens": 27008, + "output_tokens": 705, + "reasoning_output_tokens": 505 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8dd9781c224e82c294a25c052fcdfe0d0bbd9169 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Family, measure_col=MFCCs_ 5.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_ 5", + "item_col": "MFCCs_ 6", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.199066, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e088a55316451e464678b2d62cd0c44197cc10ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d5-df89-7111-9549-358e4f36b7dc"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Family\\\", \\\"MFCCs_ 6\\\",\\n SUM(CAST(\\\"MFCCs_ 5\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"MFCCs_ 5\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 5\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS share_within_group\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_ 6\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with \\\"Family\\\" as the group column, \\\"MFCCs_ 6\\\" as the item column, and \\\"MFCCs_ 5\\\" as the measure. The measure is cast to REAL because the SQLite schema stores MFCC columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28382,"cached_input_tokens":27008,"output_tokens":705,"reasoning_output_tokens":505}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d7e4124c6f79189d121b101a5e520504aaad1870 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Family\", \"MFCCs_ 6\",\n SUM(CAST(\"MFCCs_ 5\" AS REAL)) AS total_measure,\n SUM(CAST(\"MFCCs_ 5\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 5\" AS REAL))) OVER (PARTITION BY \"Family\") AS share_within_group\nFROM \"n7\"\nGROUP BY \"Family\", \"MFCCs_ 6\"\nORDER BY share_within_group DESC;","notes":"Uses the planned Within-Group Share of Total template with \"Family\" as the group column, \"MFCCs_ 6\" as the item column, and \"MFCCs_ 5\" as the measure. The measure is cast to REAL because the SQLite schema stores MFCC columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..aa3d5a7f6a3089c246aac5a33490893b913bf511 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Family, measure_col=MFCCs_ 5. +Result preview: [{"Family": "Bufonidae", "MFCCs_ 6": "0.349842054450189", "total_measure": -0.636012475323151, "share_within_group": 17.689976758797375}, {"Family": "Bufonidae", "MFCCs_ 6": "0.28496164870245", "total_measure": -0.566959736731011, "share_within_group": 15.769351946830257}, {"Family": "Bufonidae", "MFCCs_ 6": "0.24549758844681", "total_measure": -0.4211772663597, "share_within_group": 11.714575330383777}, {"Family": "Bufonidae", "MFCCs_ 6": "0.295115994659552", "total_measure": -0.404906076805647, "share_within_group": 11.262010363158979}, {"Family": "Bufonidae", "MFCCs_ 6": "0.501597446275476", "total_measure": -0.379343835160626, "share_within_group": 10.551025157446734}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2108f2e161f03141b2ebdee7a1dfb6d7820b32a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_a2df1b670b3ac62c +-- problem_id: v2p_n7_4e8e5ab9ac37fbc4 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "MFCCs_ 6", + SUM(CAST("MFCCs_ 5" AS REAL)) AS total_measure, + SUM(CAST("MFCCs_ 5" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 5" AS REAL))) OVER (PARTITION BY "Family") AS share_within_group +FROM "n7" +GROUP BY "Family", "MFCCs_ 6" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9f707256b8d972541184c2958e2f3501b02c8b74 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Family\", \"MFCCs_ 6\",\n SUM(CAST(\"MFCCs_ 5\" AS REAL)) AS total_measure,\n SUM(CAST(\"MFCCs_ 5\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 5\" AS REAL))) OVER (PARTITION BY \"Family\") AS share_within_group\nFROM \"n7\"\nGROUP BY \"Family\", \"MFCCs_ 6\"\nORDER BY share_within_group DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Family\\\", \\\"MFCCs_ 6\\\",\\n SUM(CAST(\\\"MFCCs_ 5\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"MFCCs_ 5\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 5\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS share_within_group\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_ 6\\\"\\nORDER BY share_within_group DESC;\", \"columns\": [\"Family\", \"MFCCs_ 6\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.349842054450189\", \"total_measure\": -0.636012475323151, \"share_within_group\": 17.689976758797375}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.28496164870245\", \"total_measure\": -0.566959736731011, \"share_within_group\": 15.769351946830257}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.24549758844681\", \"total_measure\": -0.4211772663597, \"share_within_group\": 11.714575330383777}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.295115994659552\", \"total_measure\": -0.404906076805647, \"share_within_group\": 11.262010363158979}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.501597446275476\", \"total_measure\": -0.379343835160626, \"share_within_group\": 10.551025157446734}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.170739901623379\", \"total_measure\": -0.294611099799723, \"share_within_group\": 8.194278745386}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.367493222786347\", \"total_measure\": -0.209194544700454, \"share_within_group\": 5.818512650931843}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.168043631011221\", \"total_measure\": -0.155384829439073, \"share_within_group\": 4.321855510853437}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.259347385261737\", \"total_measure\": -0.0825287083721572, \"share_within_group\": 2.295443862630607}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0297960680713964\", \"total_measure\": -0.0451292538121445, \"share_within_group\": 1.255219798437253}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0453710994597943\", \"total_measure\": -0.0295031740045732, \"share_within_group\": 0.8205978384095025}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.027960345450072\", \"total_measure\": -0.0264607465104279, \"share_within_group\": 0.7359761151730033}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0150686252752009\", \"total_measure\": -0.0251933840050906, \"share_within_group\": 0.7007258423650732}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0440108573777809\", \"total_measure\": -0.023516174840926, \"share_within_group\": 0.6540761424222554}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0347855894690189\", \"total_measure\": -0.0226577837383094, \"share_within_group\": 0.630200952478016}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0309310213197754\", \"total_measure\": -0.022472366605082, \"share_within_group\": 0.6250437819747031}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0428554400134407\", \"total_measure\": -0.0211273351996299, \"share_within_group\": 0.587633235443818}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.026008370036325\", \"total_measure\": -0.0210056931633118, \"share_within_group\": 0.5842498980426661}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0420090875387577\", \"total_measure\": -0.0209530769470579, \"share_within_group\": 0.5827864367446869}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.00867365550480255\", \"total_measure\": -0.020462395130874, \"share_within_group\": 0.5691386699774591}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0467859077223514\", \"total_measure\": -0.0200762746384478, \"share_within_group\": 0.55839915966574}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0277290080578209\", \"total_measure\": -0.0198730506800002, \"share_within_group\": 0.5527467122040103}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0395077605596713\", \"total_measure\": -0.019461128462511, \"share_within_group\": 0.5412895557227418}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0304517443078074\", \"total_measure\": -0.0189341236472276, \"share_within_group\": 0.5266315052978647}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0426918567736128\", \"total_measure\": -0.0183152519532322, \"share_within_group\": 0.5094182802303946}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0202862364072724\", \"total_measure\": -0.0178175204812903, \"share_within_group\": 0.4955744351606881}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0428077489962695\", \"total_measure\": -0.0174489836406766, \"share_within_group\": 0.48532399448827124}, {\"Family\": \"Dendrobatidae\", \"MFCCs_ 6\": \"0.18006394916775\", \"total_measure\": 0.633897083929329, \"share_within_group\": 0.4846069214414156}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0162336517757312\", \"total_measure\": -0.0171991303431067, \"share_within_group\": 0.47837460403036436}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0267840876205516\", \"total_measure\": -0.0167464183531373, \"share_within_group\": 0.4657829255779589}, {\"Family\": \"Dendrobatidae\", \"MFCCs_ 6\": \"0.219907187198447\", \"total_measure\": 0.598381386124561, \"share_within_group\": 0.4574555850299501}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0345774530038112\", \"total_measure\": -0.0163589659335535, \"share_within_group\": 0.4550063691997295}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0177554880370197\", \"total_measure\": -0.0162881885317016, \"share_within_group\": 0.45303777480514307}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0308018885974947\", \"total_measure\": -0.0162386240848722, \"share_within_group\": 0.45165919506576097}, {\"Family\": \"Hylidae\", \"MFCCs_ 6\": \"0.336415305035576\", \"total_measure\": 0.752246414457802, \"share_within_group\": 0.4476786250053089}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0230909958777202\", \"total_measure\": -0.0160276432394224, \"share_within_group\": 0.4457909984542683}, {\"Family\": \"Dendrobatidae\", \"MFCCs_ 6\": \"0.21025928091639\", \"total_measure\": 0.564492041725921, \"share_within_group\": 0.4315475768137082}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0470423414540452\", \"total_measure\": -0.0150035776450902, \"share_within_group\": 0.41730775753353594}, {\"Family\": \"Hylidae\", \"MFCCs_ 6\": \"0.09321923680683\", \"total_measure\": 0.699754189334489, \"share_within_group\": 0.4164393306530562}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0451721197726569\", \"total_measure\": -0.0148516570823957, \"share_within_group\": 0.413082256733597}, {\"Family\": \"Dendrobatidae\", \"MFCCs_ 6\": \"0.273852903593884\", \"total_measure\": 0.538191618326229, \"share_within_group\": 0.41144121011877716}, {\"Family\": \"Dendrobatidae\", \"MFCCs_ 6\": \"0.197384295793382\", \"total_measure\": 0.527354795653481, \"share_within_group\": 0.40315658567928}, {\"Family\": \"Dendrobatidae\", \"MFCCs_ 6\": \"0.228149067067729\", \"total_measure\": 0.526668094678509, \"share_within_group\": 0.4026316107994947}, {\"Family\": \"Dendrobatidae\", \"MFCCs_ 6\": \"0.261616774906831\", \"total_measure\": 0.526377889405136, \"share_within_group\": 0.40240975225544906}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": \"0.0353459209390085\", \"total_measure\": -0.0144054954656506, \"share_within_group\": 0.4006727695975496}, {\"Family\": \"Dendrobatidae\", \"MFCCs_ 6\": \"0.181174678331041\", \"total_measure\": 0.519084681092303, \"share_within_group\": 0.3968341796309393}, {\"Family\": \"Dendrobatidae\", \"MFCCs_ 6\": \"0.218269553404494\", \"total_measure\": 0.515272567040669, \"share_within_group\": 0.3939198629357203}, {\"Family\": \"Dendrobatidae\", \"MFCCs_ 6\": \"0.184963796170052\", \"total_measure\": 0.511859796262737, \"share_within_group\": 0.391310839511875}, {\"Family\": \"Dendrobatidae\", \"MFCCs_ 6\": \"0.232558425130465\", \"total_measure\": 0.509830854515632, \"share_within_group\": 0.38975973722922413}, {\"Family\": \"Dendrobatidae\", \"MFCCs_ 6\": \"0.185080689592993\", \"total_measure\": 0.508890007121294, \"share_within_group\": 0.3890404703783812}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 15.82}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..335d3f9384607c788689f44532a780a29a387b99 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:11:06.847142+00:00", + "ended_at": "2026-05-26T01:11:23.315766+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_a2df1b670b3ac62c", + "problem_id": "v2p_n7_4e8e5ab9ac37fbc4", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Family, measure_col=MFCCs_ 5.", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_ 5", + "item_col": "MFCCs_ 6", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.199066, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=27" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_a2df1b670b3ac62c.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_a2df1b670b3ac62c", + "api_calls": 0, + "input_tokens": 28382, + "cached_input_tokens": 27008, + "output_tokens": 705, + "total_tokens": 29087, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5087, + "estimated_output_tokens": 194, + "estimated_total_tokens": 5281, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16446.22, + "sql_execution_elapsed_ms_total": 15.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b089da5c447429ac2cb52b179d15a13721f7e0b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:11:23.298290+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16446.22, "started_at": "2026-05-26T01:11:06.848461+00:00", "ended_at": "2026-05-26T01:11:23.294768+00:00", "prompt_metrics": {"chars": 14934, "bytes_utf8": 14934, "lines": 410, "estimated_tokens": 5087}, "response_metrics": {"chars": 619, "bytes_utf8": 619, "lines": 1, "estimated_tokens": 194}, "usage": {"input_tokens": 28382, "cached_input_tokens": 27008, "output_tokens": 705, "reasoning_output_tokens": 505}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Family\\\", \\\"MFCCs_ 6\\\",\\n SUM(CAST(\\\"MFCCs_ 5\\\" AS REAL)) AS total_measure,\\n SUM(CAST(\\\"MFCCs_ 5\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 5\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS share_within_group\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\", \\\"MFCCs_ 6\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the planned Within-Group Share of Total template with \\\"Family\\\" as the group column, \\\"MFCCs_ 6\\\" as the item column, and \\\"MFCCs_ 5\\\" as the measure. The measure is cast to REAL because the SQLite schema stores MFCC columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..41e8f1e418d21b65a5fd753a9fdda16f5463537c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_a2df1b670b3ac62c", + "api_calls": 0, + "input_tokens": 28382, + "cached_input_tokens": 27008, + "output_tokens": 705, + "total_tokens": 29087, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5087, + "estimated_output_tokens": 194, + "estimated_total_tokens": 5281, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16446.22, + "sql_execution_elapsed_ms_total": 15.82, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a2df1b670b3ac62c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..55512461c4518f9d110930896335545cc683ec80 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15358, "bytes_utf8": 15358, "lines": 411, "estimated_tokens": 5175}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 856, "bytes_utf8": 856, "lines": 1, "estimated_tokens": 232}, "usage": {"input_tokens": 28470, "cached_input_tokens": 28032, "output_tokens": 754, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..55599f83b375d32613e24ce5cba43df1b3195472 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_a897342a5bc23750", + "api_calls": 0, + "input_tokens": 28470, + "cached_input_tokens": 28032, + "output_tokens": 754, + "total_tokens": 29224, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5175, + "estimated_output_tokens": 232, + "estimated_total_tokens": 5407, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18674.77, + "sql_execution_elapsed_ms_total": 4.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4f6de19449f4022624c797bae7ca608cc0b3dbf7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:11:23.317954+00:00", + "ended_at": "2026-05-26T01:11:41.983929+00:00", + "elapsed_ms": 18674.77, + "prompt_metrics": { + "chars": 15358, + "bytes_utf8": 15358, + "lines": 411, + "estimated_tokens": 5175 + }, + "stdout_metrics": { + "chars": 1265, + "bytes_utf8": 1265, + "lines": 4, + "estimated_tokens": 380 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 856, + "bytes_utf8": 856, + "lines": 1, + "estimated_tokens": 232 + }, + "usage": { + "input_tokens": 28470, + "cached_input_tokens": 28032, + "output_tokens": 754, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5cca2dd7b74fd25b1fb91f85517b52db3a1525f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Family, condition_col=Family.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Family", + "condition_col": "Family", + "condition_value": "Leptodactylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.039157, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6c8222d05419efaee1929d49a48f4d62cac3cc1e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d6-1fdc-70f0-aed1-cf1b3b4ebb80"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"Family\\\",\\n SUM(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Family\\\"\\n)\\nSELECT \\\"Family\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the planned template exactly with group_col=\\\"Family\\\" and condition_col=\\\"Family\\\". Because the grouping column and condition column are the same, this probe is degenerate: the \\\"Leptodactylidae\\\" group gets a NULL ratio due to zero Hylidae denominator, the \\\"Hylidae\\\" group gets 0, and other families also yield NULL.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28470,"cached_input_tokens":28032,"output_tokens":754,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..de01da60c45bfd280ff8b478b17321558cf7899a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT \"Family\",\n SUM(CASE WHEN \"Family\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Family\" = 'Hylidae' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n7\"\n GROUP BY \"Family\"\n)\nSELECT \"Family\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;","notes":"Uses the planned template exactly with group_col=\"Family\" and condition_col=\"Family\". Because the grouping column and condition column are the same, this probe is degenerate: the \"Leptodactylidae\" group gets a NULL ratio due to zero Hylidae denominator, the \"Hylidae\" group gets 0, and other families also yield NULL."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..9ea263cdaf620338e9e1e65dc9d734e032686cfc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Family, condition_col=Family. +Result preview: [{"Family": "Hylidae", "condition_ratio": 0.0}, {"Family": "Bufonidae", "condition_ratio": null}, {"Family": "Dendrobatidae", "condition_ratio": null}, {"Family": "Leptodactylidae", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..02fd91f5d0341b4a7fbdfff96d02bfc1ccb6f03f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n7_a897342a5bc23750 +-- problem_id: v2p_n7_a57914a336a1c8f8 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "Family", + SUM(CASE WHEN "Family" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Family" = 'Hylidae' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n7" + GROUP BY "Family" +) +SELECT "Family", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..29cfd4da2a8d7a8b7e83c8149bdddf29eb020f8e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions.\nWITH \"grouped\" AS (\n SELECT \"Family\",\n SUM(CASE WHEN \"Family\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS \"numerator_count\",\n SUM(CASE WHEN \"Family\" = 'Hylidae' THEN 1 ELSE 0 END) AS \"denominator_count\"\n FROM \"n7\"\n GROUP BY \"Family\"\n)\nSELECT \"Family\",\n CAST(\"numerator_count\" AS FLOAT) / NULLIF(\"denominator_count\", 0) AS \"condition_ratio\"\nFROM \"grouped\"\nORDER BY \"condition_ratio\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"Family\\\",\\n SUM(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Family\\\"\\n)\\nSELECT \\\"Family\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\", \"columns\": [\"Family\", \"condition_ratio\"], \"rows\": [{\"Family\": \"Hylidae\", \"condition_ratio\": 0.0}, {\"Family\": \"Bufonidae\", \"condition_ratio\": null}, {\"Family\": \"Dendrobatidae\", \"condition_ratio\": null}, {\"Family\": \"Leptodactylidae\", \"condition_ratio\": null}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 4.55}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..eda2a7358f56ac99e199d0a9c15d7e8ef9a44295 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:11:23.316175+00:00", + "ended_at": "2026-05-26T01:11:41.993403+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_a897342a5bc23750", + "problem_id": "v2p_n7_a57914a336a1c8f8", + "dataset_id": "n7", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Family, condition_col=Family.", + "bindings": { + "group_col": "Family", + "condition_col": "Family", + "condition_value": "Leptodactylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.039157, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=36" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_a897342a5bc23750.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_a897342a5bc23750", + "api_calls": 0, + "input_tokens": 28470, + "cached_input_tokens": 28032, + "output_tokens": 754, + "total_tokens": 29224, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5175, + "estimated_output_tokens": 232, + "estimated_total_tokens": 5407, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18674.77, + "sql_execution_elapsed_ms_total": 4.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d6ce5f2a652b469dd5cc2db7afccc107e0a07ec4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:11:41.987328+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18674.77, "started_at": "2026-05-26T01:11:23.317954+00:00", "ended_at": "2026-05-26T01:11:41.983929+00:00", "prompt_metrics": {"chars": 15358, "bytes_utf8": 15358, "lines": 411, "estimated_tokens": 5175}, "response_metrics": {"chars": 856, "bytes_utf8": 856, "lines": 1, "estimated_tokens": 232}, "usage": {"input_tokens": 28470, "cached_input_tokens": 28032, "output_tokens": 754, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions.\\nWITH \\\"grouped\\\" AS (\\n SELECT \\\"Family\\\",\\n SUM(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n SUM(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Family\\\"\\n)\\nSELECT \\\"Family\\\",\\n CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Uses the planned template exactly with group_col=\\\"Family\\\" and condition_col=\\\"Family\\\". Because the grouping column and condition column are the same, this probe is degenerate: the \\\"Leptodactylidae\\\" group gets a NULL ratio due to zero Hylidae denominator, the \\\"Hylidae\\\" group gets 0, and other families also yield NULL.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..ae774f520c3619e01389ec134cb9f7cbe6b0dba6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_a897342a5bc23750", + "api_calls": 0, + "input_tokens": 28470, + "cached_input_tokens": 28032, + "output_tokens": 754, + "total_tokens": 29224, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5175, + "estimated_output_tokens": 232, + "estimated_total_tokens": 5407, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18674.77, + "sql_execution_elapsed_ms_total": 4.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_a897342a5bc23750/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c1fa7da99d1f4503d30e0ec9d9c0390e89ac895f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14785, "bytes_utf8": 14785, "lines": 411, "estimated_tokens": 5027}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 417, "bytes_utf8": 417, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 28322, "cached_input_tokens": 27008, "output_tokens": 590, "reasoning_output_tokens": 473}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..28f12bfcaa1ce9771c6dbc6364f7a8a6dd7b847d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_aa26f905796b4287", + "api_calls": 0, + "input_tokens": 28322, + "cached_input_tokens": 27008, + "output_tokens": 590, + "total_tokens": 28912, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5027, + "estimated_output_tokens": 111, + "estimated_total_tokens": 5138, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14140.28, + "sql_execution_elapsed_ms_total": 2.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7db17afcde67b84819a51037a8e636d19f321c6f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:11:41.995084+00:00", + "ended_at": "2026-05-26T01:11:56.126559+00:00", + "elapsed_ms": 14140.28, + "prompt_metrics": { + "chars": 14785, + "bytes_utf8": 14785, + "lines": 411, + "estimated_tokens": 5027 + }, + "stdout_metrics": { + "chars": 780, + "bytes_utf8": 780, + "lines": 4, + "estimated_tokens": 225 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 417, + "bytes_utf8": 417, + "lines": 1, + "estimated_tokens": 111 + }, + "usage": { + "input_tokens": 28322, + "cached_input_tokens": 27008, + "output_tokens": 590, + "reasoning_output_tokens": 473 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a9964eb0828e4c9899346b73c8d89a83070ab43b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Species, condition_col=Genus.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Species", + "condition_col": "Genus", + "condition_value": "Hypsiboas", + "positive_value": "Adenomera", + "negative_value": "Hypsiboas", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.117725, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..586ac4907e742f817b27446849aff71ca6f8ebb2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d6-68d1-7a53-ba13-de89023631b3"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Species\\\",\\n AVG(CASE WHEN \\\"Genus\\\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with \\\"Species\\\" as the grouping column and computes the within-species proportion of rows where \\\"Genus\\\" equals 'Hypsiboas'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28322,"cached_input_tokens":27008,"output_tokens":590,"reasoning_output_tokens":473}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c98a71cf25103b95dcc5acd5c004f966bc5446bc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Species\",\n AVG(CASE WHEN \"Genus\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n7\"\nGROUP BY \"Species\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned Grouped Condition Rate template with \"Species\" as the grouping column and computes the within-species proportion of rows where \"Genus\" equals 'Hypsiboas'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..feb30917037d0e3b5120b52db8683069145181b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Species, condition_col=Genus. +Result preview: [{"Species": "HypsiboasCordobae", "condition_rate": 1.0}, {"Species": "HypsiboasCinerascens", "condition_rate": 1.0}, {"Species": "ScinaxRuber", "condition_rate": 0.0}, {"Species": "Rhinellagranulosa", "condition_rate": 0.0}, {"Species": "OsteocephalusOophagus", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..aea7435513376648f34a0c08b090906bb20f7332 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_aa26f905796b4287 +-- problem_id: v2p_n7_1f13907b699e467f +-- realization_mode: agent +-- source_kind: agent +SELECT "Species", + AVG(CASE WHEN "Genus" = 'Hypsiboas' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n7" +GROUP BY "Species" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5ab24e1b33af4408bb8c5ad490480364682c2616 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Species\",\n AVG(CASE WHEN \"Genus\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n7\"\nGROUP BY \"Species\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Species\\\",\\n AVG(CASE WHEN \\\"Genus\\\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Species\", \"condition_rate\"], \"rows\": [{\"Species\": \"HypsiboasCordobae\", \"condition_rate\": 1.0}, {\"Species\": \"HypsiboasCinerascens\", \"condition_rate\": 1.0}, {\"Species\": \"ScinaxRuber\", \"condition_rate\": 0.0}, {\"Species\": \"Rhinellagranulosa\", \"condition_rate\": 0.0}, {\"Species\": \"OsteocephalusOophagus\", \"condition_rate\": 0.0}, {\"Species\": \"LeptodactylusFuscus\", \"condition_rate\": 0.0}, {\"Species\": \"HylaMinuta\", \"condition_rate\": 0.0}, {\"Species\": \"Ameeregatrivittata\", \"condition_rate\": 0.0}, {\"Species\": \"AdenomeraHylaedactylus\", \"condition_rate\": 0.0}, {\"Species\": \"AdenomeraAndre\", \"condition_rate\": 0.0}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.96}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..93471ec93372168ac1b6339663b17a0e89bce868 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:11:41.993803+00:00", + "ended_at": "2026-05-26T01:11:56.134697+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_aa26f905796b4287", + "problem_id": "v2p_n7_1f13907b699e467f", + "dataset_id": "n7", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Species, condition_col=Genus.", + "bindings": { + "group_col": "Species", + "condition_col": "Genus", + "condition_value": "Hypsiboas", + "positive_value": "Adenomera", + "negative_value": "Hypsiboas", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.117725, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=101" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_aa26f905796b4287.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_aa26f905796b4287", + "api_calls": 0, + "input_tokens": 28322, + "cached_input_tokens": 27008, + "output_tokens": 590, + "total_tokens": 28912, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5027, + "estimated_output_tokens": 111, + "estimated_total_tokens": 5138, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14140.28, + "sql_execution_elapsed_ms_total": 2.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a1f3a19d549eae303b46e20b32d3df560d89485c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:11:56.130200+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14140.28, "started_at": "2026-05-26T01:11:41.995084+00:00", "ended_at": "2026-05-26T01:11:56.126559+00:00", "prompt_metrics": {"chars": 14785, "bytes_utf8": 14785, "lines": 411, "estimated_tokens": 5027}, "response_metrics": {"chars": 417, "bytes_utf8": 417, "lines": 1, "estimated_tokens": 111}, "usage": {"input_tokens": 28322, "cached_input_tokens": 27008, "output_tokens": 590, "reasoning_output_tokens": 473}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Species\\\",\\n AVG(CASE WHEN \\\"Genus\\\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with \\\"Species\\\" as the grouping column and computes the within-species proportion of rows where \\\"Genus\\\" equals 'Hypsiboas'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0fe2de1573a8040a91bd1a74e1e1de67adefa527 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_aa26f905796b4287", + "api_calls": 0, + "input_tokens": 28322, + "cached_input_tokens": 27008, + "output_tokens": 590, + "total_tokens": 28912, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5027, + "estimated_output_tokens": 111, + "estimated_total_tokens": 5138, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14140.28, + "sql_execution_elapsed_ms_total": 2.96, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_aa26f905796b4287/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4263a77b74acf0ed8aa7b9fb4b174c4f101540e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14927, "bytes_utf8": 14927, "lines": 410, "estimated_tokens": 5086}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 778, "bytes_utf8": 778, "lines": 1, "estimated_tokens": 259}, "usage": {"input_tokens": 28381, "cached_input_tokens": 27008, "output_tokens": 2253, "reasoning_output_tokens": 1988}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4c5cafef2c6d26625b2fec175252decd062ec7ba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_acebaa90d17977c0", + "api_calls": 0, + "input_tokens": 28381, + "cached_input_tokens": 27008, + "output_tokens": 2253, + "total_tokens": 30634, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5086, + "estimated_output_tokens": 259, + "estimated_total_tokens": 5345, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44970.73, + "sql_execution_elapsed_ms_total": 16.93, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..67615fcbfb2c0cfab3c9f8b3ff963f7fd04c8b64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:11:56.136272+00:00", + "ended_at": "2026-05-26T01:12:41.101359+00:00", + "elapsed_ms": 44970.73, + "prompt_metrics": { + "chars": 14927, + "bytes_utf8": 14927, + "lines": 410, + "estimated_tokens": 5086 + }, + "stdout_metrics": { + "chars": 1194, + "bytes_utf8": 1194, + "lines": 4, + "estimated_tokens": 414 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 778, + "bytes_utf8": 778, + "lines": 1, + "estimated_tokens": 259 + }, + "usage": { + "input_tokens": 28381, + "cached_input_tokens": 27008, + "output_tokens": 2253, + "reasoning_output_tokens": 1988 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..03a6c776c17d43593d4251d06187fc7b88680e9e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Family, measure_col=MFCCs_ 5.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_ 5", + "item_col": "MFCCs_ 6", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.222592, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d6a6fad9aa9ef7bdb1debee5d45d5b9019f5b29a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d6-a00b-7353-8f35-9ecfc0b25afe"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Family\\\",\\n CAST(\\\"MFCCs_ 6\\\" AS REAL) AS \\\"MFCCs_ 6\\\",\\n SUM(CAST(\\\"MFCCs_ 5\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 5\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 5\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Family\\\" IS NOT NULL\\n AND \\\"MFCCs_ 5\\\" IS NOT NULL\\n AND \\\"MFCCs_ 6\\\" IS NOT NULL\\nGROUP BY \\\"Family\\\", CAST(\\\"MFCCs_ 6\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 12;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"Family\\\", item_col=\\\"MFCCs_ 6\\\", and measure_col=\\\"MFCCs_ 5\\\". Cast the MFCC fields from TEXT to REAL for numeric aggregation and used LIMIT 12 from the top_k binding.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28381,"cached_input_tokens":27008,"output_tokens":2253,"reasoning_output_tokens":1988}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e3566969139d579d994ca1c5ffc985a3b32b0bf2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Family\",\n CAST(\"MFCCs_ 6\" AS REAL) AS \"MFCCs_ 6\",\n SUM(CAST(\"MFCCs_ 5\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_ 5\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 5\" AS REAL))) OVER (PARTITION BY \"Family\") AS \"share_within_group\"\nFROM \"n7\"\nWHERE \"Family\" IS NOT NULL\n AND \"MFCCs_ 5\" IS NOT NULL\n AND \"MFCCs_ 6\" IS NOT NULL\nGROUP BY \"Family\", CAST(\"MFCCs_ 6\" AS REAL)\nORDER BY \"share_within_group\" DESC\nLIMIT 12;","notes":"Applied the provided Within-Group Share of Total template with group_col=\"Family\", item_col=\"MFCCs_ 6\", and measure_col=\"MFCCs_ 5\". Cast the MFCC fields from TEXT to REAL for numeric aggregation and used LIMIT 12 from the top_k binding."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..216ec5c54280499cfd9fa7f654bb711a7ab7a19a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Family, measure_col=MFCCs_ 5. +Result preview: [{"Family": "Bufonidae", "MFCCs_ 6": 0.349842054450189, "total_measure": -0.636012475323151, "share_within_group": 17.689976758797375}, {"Family": "Bufonidae", "MFCCs_ 6": 0.28496164870245, "total_measure": -0.566959736731011, "share_within_group": 15.769351946830257}, {"Family": "Bufonidae", "MFCCs_ 6": 0.24549758844681, "total_measure": -0.4211772663597, "share_within_group": 11.714575330383777}, {"Family": "Bufonidae", "MFCCs_ 6": 0.295115994659552, "total_measure": -0.404906076805647, "share_within_group": 11.262010363158979}, {"Family": "Bufonidae", "MFCCs_ 6": 0.501597446275476, "total_measure": -0.379343835160626, "share_within_group": 10.551025157446734}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..49b1eba72b3dc88da10c15352f04f26b69fab4ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/generated_sql.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_acebaa90d17977c0 +-- problem_id: v2p_n7_7ac9fb095d824c2a +-- realization_mode: agent +-- source_kind: agent +SELECT + "Family", + CAST("MFCCs_ 6" AS REAL) AS "MFCCs_ 6", + SUM(CAST("MFCCs_ 5" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_ 5" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 5" AS REAL))) OVER (PARTITION BY "Family") AS "share_within_group" +FROM "n7" +WHERE "Family" IS NOT NULL + AND "MFCCs_ 5" IS NOT NULL + AND "MFCCs_ 6" IS NOT NULL +GROUP BY "Family", CAST("MFCCs_ 6" AS REAL) +ORDER BY "share_within_group" DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f0c45ad18441342c0ebf7da6da3fc71a821fbf77 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Family\",\n CAST(\"MFCCs_ 6\" AS REAL) AS \"MFCCs_ 6\",\n SUM(CAST(\"MFCCs_ 5\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_ 5\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 5\" AS REAL))) OVER (PARTITION BY \"Family\") AS \"share_within_group\"\nFROM \"n7\"\nWHERE \"Family\" IS NOT NULL\n AND \"MFCCs_ 5\" IS NOT NULL\n AND \"MFCCs_ 6\" IS NOT NULL\nGROUP BY \"Family\", CAST(\"MFCCs_ 6\" AS REAL)\nORDER BY \"share_within_group\" DESC\nLIMIT 12;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Family\\\",\\n CAST(\\\"MFCCs_ 6\\\" AS REAL) AS \\\"MFCCs_ 6\\\",\\n SUM(CAST(\\\"MFCCs_ 5\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 5\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 5\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Family\\\" IS NOT NULL\\n AND \\\"MFCCs_ 5\\\" IS NOT NULL\\n AND \\\"MFCCs_ 6\\\" IS NOT NULL\\nGROUP BY \\\"Family\\\", CAST(\\\"MFCCs_ 6\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 12;\", \"columns\": [\"Family\", \"MFCCs_ 6\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Family\": \"Bufonidae\", \"MFCCs_ 6\": 0.349842054450189, \"total_measure\": -0.636012475323151, \"share_within_group\": 17.689976758797375}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": 0.28496164870245, \"total_measure\": -0.566959736731011, \"share_within_group\": 15.769351946830257}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": 0.24549758844681, \"total_measure\": -0.4211772663597, \"share_within_group\": 11.714575330383777}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": 0.295115994659552, \"total_measure\": -0.404906076805647, \"share_within_group\": 11.262010363158979}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": 0.501597446275476, \"total_measure\": -0.379343835160626, \"share_within_group\": 10.551025157446734}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": 0.170739901623379, \"total_measure\": -0.294611099799723, \"share_within_group\": 8.194278745386}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": 0.367493222786347, \"total_measure\": -0.209194544700454, \"share_within_group\": 5.818512650931843}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": 0.168043631011221, \"total_measure\": -0.155384829439073, \"share_within_group\": 4.321855510853437}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": 0.259347385261737, \"total_measure\": -0.0825287083721572, \"share_within_group\": 2.295443862630607}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": 0.0297960680713964, \"total_measure\": -0.0451292538121445, \"share_within_group\": 1.255219798437253}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": 0.0453710994597943, \"total_measure\": -0.0295031740045732, \"share_within_group\": 0.8205978384095025}, {\"Family\": \"Bufonidae\", \"MFCCs_ 6\": 0.027960345450072, \"total_measure\": -0.0264607465104279, \"share_within_group\": 0.7359761151730033}], \"row_count_returned\": 12, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 16.93}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..822b49d6bade2f692469ca7147cfdc215e4cee24 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:11:56.135053+00:00", + "ended_at": "2026-05-26T01:12:41.123555+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_acebaa90d17977c0", + "problem_id": "v2p_n7_7ac9fb095d824c2a", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Family, measure_col=MFCCs_ 5.", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_ 5", + "item_col": "MFCCs_ 6", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.222592, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=27" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_acebaa90d17977c0.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_acebaa90d17977c0", + "api_calls": 0, + "input_tokens": 28381, + "cached_input_tokens": 27008, + "output_tokens": 2253, + "total_tokens": 30634, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5086, + "estimated_output_tokens": 259, + "estimated_total_tokens": 5345, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44970.73, + "sql_execution_elapsed_ms_total": 16.93, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f6bbc2ef3aba5bd3ff11be24a7893142223200df --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:12:41.104774+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 44970.73, "started_at": "2026-05-26T01:11:56.136272+00:00", "ended_at": "2026-05-26T01:12:41.101359+00:00", "prompt_metrics": {"chars": 14927, "bytes_utf8": 14927, "lines": 410, "estimated_tokens": 5086}, "response_metrics": {"chars": 778, "bytes_utf8": 778, "lines": 1, "estimated_tokens": 259}, "usage": {"input_tokens": 28381, "cached_input_tokens": 27008, "output_tokens": 2253, "reasoning_output_tokens": 1988}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Family\\\",\\n CAST(\\\"MFCCs_ 6\\\" AS REAL) AS \\\"MFCCs_ 6\\\",\\n SUM(CAST(\\\"MFCCs_ 5\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 5\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 5\\\" AS REAL))) OVER (PARTITION BY \\\"Family\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Family\\\" IS NOT NULL\\n AND \\\"MFCCs_ 5\\\" IS NOT NULL\\n AND \\\"MFCCs_ 6\\\" IS NOT NULL\\nGROUP BY \\\"Family\\\", CAST(\\\"MFCCs_ 6\\\" AS REAL)\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 12;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"Family\\\", item_col=\\\"MFCCs_ 6\\\", and measure_col=\\\"MFCCs_ 5\\\". Cast the MFCC fields from TEXT to REAL for numeric aggregation and used LIMIT 12 from the top_k binding.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..5119be2ef9017abb3e9d252827483f0e1bbfb1a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_acebaa90d17977c0", + "api_calls": 0, + "input_tokens": 28381, + "cached_input_tokens": 27008, + "output_tokens": 2253, + "total_tokens": 30634, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5086, + "estimated_output_tokens": 259, + "estimated_total_tokens": 5345, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 44970.73, + "sql_execution_elapsed_ms_total": 16.93, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_acebaa90d17977c0/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..756d232bb92d7a6d7075835ff0a2757e25913853 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14931, "bytes_utf8": 14931, "lines": 410, "estimated_tokens": 5083}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 574, "bytes_utf8": 574, "lines": 1, "estimated_tokens": 185}, "usage": {"input_tokens": 28378, "cached_input_tokens": 22912, "output_tokens": 1723, "reasoning_output_tokens": 1532}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..61b20477376d1fc205af8add5f164d492da34360 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_adc71ad48f31a029", + "api_calls": 0, + "input_tokens": 28378, + "cached_input_tokens": 22912, + "output_tokens": 1723, + "total_tokens": 30101, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5083, + "estimated_output_tokens": 185, + "estimated_total_tokens": 5268, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34633.07, + "sql_execution_elapsed_ms_total": 15.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..29a17c348fb94453fe6750e302235a26c42183e9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:12:41.125525+00:00", + "ended_at": "2026-05-26T01:13:15.758275+00:00", + "elapsed_ms": 34633.07, + "prompt_metrics": { + "chars": 14931, + "bytes_utf8": 14931, + "lines": 410, + "estimated_tokens": 5083 + }, + "stdout_metrics": { + "chars": 974, + "bytes_utf8": 974, + "lines": 4, + "estimated_tokens": 330 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 574, + "bytes_utf8": 574, + "lines": 1, + "estimated_tokens": 185 + }, + "usage": { + "input_tokens": 28378, + "cached_input_tokens": 22912, + "output_tokens": 1723, + "reasoning_output_tokens": 1532 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e56a9f0d0c679cad0d981a86bec32b47a6387c72 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Species, measure_col=MFCCs_10.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Species", + "measure_col": "MFCCs_10", + "item_col": "MFCCs_11", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.094616, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f8d67fff66b67c97e7d6f2236bb5e669986c1c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d7-4fcd-70f0-be03-a95c7ce5b6c0"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Species\\\",\\n \\\"MFCCs_11\\\",\\n SUM(CAST(\\\"MFCCs_10\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_10\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_10\\\" AS REAL))) OVER (PARTITION BY \\\"Species\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\", \\\"MFCCs_11\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the bound template roles exactly with group_col=\\\"Species\\\", item_col=\\\"MFCCs_11\\\", and measure_col=\\\"MFCCs_10\\\". Casted \\\"MFCCs_10\\\" from TEXT to REAL for SQLite aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28378,"cached_input_tokens":22912,"output_tokens":1723,"reasoning_output_tokens":1532}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2798e1040133dfd2c76a6cff0114af03ea737169 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Species\",\n \"MFCCs_11\",\n SUM(CAST(\"MFCCs_10\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_10\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_10\" AS REAL))) OVER (PARTITION BY \"Species\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Species\", \"MFCCs_11\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the bound template roles exactly with group_col=\"Species\", item_col=\"MFCCs_11\", and measure_col=\"MFCCs_10\". Casted \"MFCCs_10\" from TEXT to REAL for SQLite aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..a2e50b0fe5403c99632cecf3618a4333886c7686 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Species, measure_col=MFCCs_10. +Result preview: [{"Species": "Rhinellagranulosa", "MFCCs_11": "0.120103598661862", "total_measure": 0.184290623398227, "share_within_group": 14.76521467363111}, {"Species": "Rhinellagranulosa", "MFCCs_11": "0.0714845900451948", "total_measure": 0.182363928235371, "share_within_group": 14.610849426145117}, {"Species": "Rhinellagranulosa", "MFCCs_11": "-0.180245068219993", "total_measure": 0.159459836483018, "share_within_group": 12.775792246392317}, {"Species": "Rhinellagranulosa", "MFCCs_11": "-0.0454907584316634", "total_measure": 0.101421586313189, "share_within_group": 8.12581490496412}, {"Species": "Rhinellagranulosa", "MFCCs_11": "0.127286707331441", "total_measure": 0.100619005121194, "share_within_group": 8.061512753425903}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a306c94ac8c796ee26bf54b0c7d62b9ef004c5c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_adc71ad48f31a029 +-- problem_id: v2p_n7_b7e31661359c4554 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Species", + "MFCCs_11", + SUM(CAST("MFCCs_10" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_10" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_10" AS REAL))) OVER (PARTITION BY "Species") AS "share_within_group" +FROM "n7" +GROUP BY "Species", "MFCCs_11" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cc0eb9433fe6ceb3a0532f0d0b836ba8c5b5a193 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Species\",\n \"MFCCs_11\",\n SUM(CAST(\"MFCCs_10\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_10\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_10\" AS REAL))) OVER (PARTITION BY \"Species\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Species\", \"MFCCs_11\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Species\\\",\\n \\\"MFCCs_11\\\",\\n SUM(CAST(\\\"MFCCs_10\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_10\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_10\\\" AS REAL))) OVER (PARTITION BY \\\"Species\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\", \\\"MFCCs_11\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Species\", \"MFCCs_11\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.120103598661862\", \"total_measure\": 0.184290623398227, \"share_within_group\": 14.76521467363111}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0714845900451948\", \"total_measure\": 0.182363928235371, \"share_within_group\": 14.610849426145117}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"-0.180245068219993\", \"total_measure\": 0.159459836483018, \"share_within_group\": 12.775792246392317}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"-0.0454907584316634\", \"total_measure\": 0.101421586313189, \"share_within_group\": 8.12581490496412}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.127286707331441\", \"total_measure\": 0.100619005121194, \"share_within_group\": 8.061512753425903}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.00948875288931006\", \"total_measure\": 0.100252611447019, \"share_within_group\": 8.032157590615672}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0614067544004179\", \"total_measure\": 0.06862420801104, \"share_within_group\": 5.498115663222991}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"0.118013891230626\", \"total_measure\": 0.376531288128286, \"share_within_group\": 5.473614376068948}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0552614536326868\", \"total_measure\": 0.0661359562076094, \"share_within_group\": 5.298758954985517}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0529933981146536\", \"total_measure\": 0.0646957340690976, \"share_within_group\": 5.183369530061322}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"-0.051256021153297\", \"total_measure\": 0.0643573356774467, \"share_within_group\": 5.156257326489574}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0538745158279135\", \"total_measure\": 0.0621264316919239, \"share_within_group\": 4.977519115857312}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0533688470376012\", \"total_measure\": 0.0611267837190868, \"share_within_group\": 4.897428134315046}, {\"Species\": \"ScinaxRuber\", \"MFCCs_11\": \"-0.00496628603580007\", \"total_measure\": -0.434531926694512, \"share_within_group\": 4.885317281638754}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0577414589876135\", \"total_measure\": 0.0585524224551927, \"share_within_group\": 4.691172406226591}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"0.0832259391828418\", \"total_measure\": 0.322358987086059, \"share_within_group\": 4.686114651295894}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0478168627298911\", \"total_measure\": 0.0574554495392911, \"share_within_group\": 4.603283829500434}, {\"Species\": \"ScinaxRuber\", \"MFCCs_11\": \"-0.249006845358406\", \"total_measure\": -0.402714145186378, \"share_within_group\": 4.527599129493925}, {\"Species\": \"ScinaxRuber\", \"MFCCs_11\": \"0.00991171425399251\", \"total_measure\": -0.373245819770568, \"share_within_group\": 4.196295235416607}, {\"Species\": \"ScinaxRuber\", \"MFCCs_11\": \"-0.168460006333861\", \"total_measure\": -0.372218822646729, \"share_within_group\": 4.184749002587528}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0701159897783674\", \"total_measure\": 0.0486004977592984, \"share_within_group\": 3.893832303723557}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0730040750466039\", \"total_measure\": 0.048430215548491, \"share_within_group\": 3.8801894316592587}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0670051244842923\", \"total_measure\": 0.0464451082724769, \"share_within_group\": 3.721144253233663}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.057216390082348\", \"total_measure\": 0.0422102408546087, \"share_within_group\": 3.3818501242856387}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0884975804019886\", \"total_measure\": 0.0420205872491148, \"share_within_group\": 3.3666552318537293}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0912107163480075\", \"total_measure\": 0.0410648542983364, \"share_within_group\": 3.29008268611757}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0800000866104714\", \"total_measure\": 0.0406466526567458, \"share_within_group\": 3.256576711146683}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0836398355329832\", \"total_measure\": 0.0400765044972876, \"share_within_group\": 3.2108969048985645}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0816988203988126\", \"total_measure\": 0.0397442610856744, \"share_within_group\": 3.184277833315264}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"-0.0188562260407958\", \"total_measure\": 0.218680183057595, \"share_within_group\": 3.178941648370076}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0701341942086751\", \"total_measure\": 0.0394085877097076, \"share_within_group\": 3.1573839557810697}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0831077491603071\", \"total_measure\": 0.0390266487575986, \"share_within_group\": 3.126783317961721}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0802051255698467\", \"total_measure\": 0.0389498357407546, \"share_within_group\": 3.1206291216031783}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0740223510520267\", \"total_measure\": 0.0383790308186294, \"share_within_group\": 3.074896696065}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0823710156683874\", \"total_measure\": 0.0374176825605804, \"share_within_group\": 2.997874256483023}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"0.0373128417454102\", \"total_measure\": 0.205967470555064, \"share_within_group\": 2.9941376543684473}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0831252539433227\", \"total_measure\": 0.0366270170220969, \"share_within_group\": 2.934526777400898}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0820121120459302\", \"total_measure\": 0.0361008184569244, \"share_within_group\": 2.89236817685756}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0808624813657175\", \"total_measure\": 0.0354628856936189, \"share_within_group\": 2.8412575233481037}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"0.0561287270687932\", \"total_measure\": 0.193981247592096, \"share_within_group\": 2.819894598363719}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0800853889032589\", \"total_measure\": 0.0350601318761183, \"share_within_group\": 2.80898921546371}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"0.0735388777953449\", \"total_measure\": 0.192460102838991, \"share_within_group\": 2.797781801761699}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_11\": \"0.0754643152118831\", \"total_measure\": 0.0348005868925199, \"share_within_group\": 2.788194682732582}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"0.0326913948243588\", \"total_measure\": 0.190616005978415, \"share_within_group\": 2.7709742683503626}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"-0.103264793927682\", \"total_measure\": 0.189106594862762, \"share_within_group\": 2.7490320429828348}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"0.0700554545121336\", \"total_measure\": 0.188001235522211, \"share_within_group\": 2.7329634957785967}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"0.0244222149977412\", \"total_measure\": 0.177959835857833, \"share_within_group\": 2.58699222780772}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"0.0109302270997174\", \"total_measure\": 0.177551669162179, \"share_within_group\": 2.581058731273421}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_11\": \"-0.00229268233029244\", \"total_measure\": 0.175153385088985, \"share_within_group\": 2.54619500920085}, {\"Species\": \"ScinaxRuber\", \"MFCCs_11\": \"0.0287118425098356\", \"total_measure\": -0.22606636998225, \"share_within_group\": 2.541599077593335}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 15.4}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..656aa3a6996018c6e2effc5d2af57792d18fbd81 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:12:41.123932+00:00", + "ended_at": "2026-05-26T01:13:15.778819+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_adc71ad48f31a029", + "problem_id": "v2p_n7_b7e31661359c4554", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Species, measure_col=MFCCs_10.", + "bindings": { + "group_col": "Species", + "measure_col": "MFCCs_10", + "item_col": "MFCCs_11", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.094616, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=9", + "sql_variant_index=2/2", + "binding_index=32" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 9, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_adc71ad48f31a029.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_adc71ad48f31a029", + "api_calls": 0, + "input_tokens": 28378, + "cached_input_tokens": 22912, + "output_tokens": 1723, + "total_tokens": 30101, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5083, + "estimated_output_tokens": 185, + "estimated_total_tokens": 5268, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 34633.07, + "sql_execution_elapsed_ms_total": 15.4, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1af920da30daa576c3a99dd50c86ba5cbf007be9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:13:15.761659+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 34633.07, "started_at": "2026-05-26T01:12:41.125525+00:00", "ended_at": "2026-05-26T01:13:15.758275+00:00", "prompt_metrics": {"chars": 14931, "bytes_utf8": 14931, "lines": 410, "estimated_tokens": 5083}, "response_metrics": {"chars": 574, "bytes_utf8": 574, "lines": 1, "estimated_tokens": 185}, "usage": {"input_tokens": 28378, "cached_input_tokens": 22912, "output_tokens": 1723, "reasoning_output_tokens": 1532}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Species\\\",\\n \\\"MFCCs_11\\\",\\n SUM(CAST(\\\"MFCCs_10\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_10\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_10\\\" AS REAL))) OVER (PARTITION BY \\\"Species\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\", \\\"MFCCs_11\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the bound template roles exactly with group_col=\\\"Species\\\", item_col=\\\"MFCCs_11\\\", and measure_col=\\\"MFCCs_10\\\". Casted \\\"MFCCs_10\\\" from TEXT to REAL for SQLite aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..117929f839a74bcef750872a5cccbdd0c1259922 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_adc71ad48f31a029/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_adc71ad48f31a029", + "api_calls": 0, + "input_tokens": 28378, + "cached_input_tokens": 22912, + "output_tokens": 1723, + "total_tokens": 30101, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5083, + "estimated_output_tokens": 185, + "estimated_total_tokens": 5268, + "usage_source": 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+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14839, "bytes_utf8": 14839, "lines": 412, "estimated_tokens": 5051}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 406, "bytes_utf8": 406, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 28346, "cached_input_tokens": 22912, "output_tokens": 611, "reasoning_output_tokens": 493}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..b0d0e9ae513f7d6684d5fdc75558d55b87321ae1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_b711285a2301f94a", + "api_calls": 0, + "input_tokens": 28346, + "cached_input_tokens": 22912, + "output_tokens": 611, + "total_tokens": 28957, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5051, + "estimated_output_tokens": 112, + "estimated_total_tokens": 5163, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14680.5, + "sql_execution_elapsed_ms_total": 1.39, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8c22b0ee9093ed2bbcbc904aa4845aa50b7c6321 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:13:15.780641+00:00", + "ended_at": "2026-05-26T01:13:30.461139+00:00", + "elapsed_ms": 14680.5, + "prompt_metrics": { + "chars": 14839, + "bytes_utf8": 14839, + "lines": 412, + "estimated_tokens": 5051 + }, + "stdout_metrics": { + "chars": 781, + "bytes_utf8": 781, + "lines": 4, + "estimated_tokens": 234 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 406, + "bytes_utf8": 406, + "lines": 1, + "estimated_tokens": 112 + }, + "usage": { + "input_tokens": 28346, + "cached_input_tokens": 22912, + "output_tokens": 611, + "reasoning_output_tokens": 493 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f8d5a64413fdd5c745a194be52a63f830156353d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,412 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Genus, group_col_2=Species.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Genus", + "group_col_2": "Species", + "predicate_col": "Species", + "predicate_op": "=", + "predicate_value": "AdenomeraAndre", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.222592, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f81e0bd95c64553f7d81d64ef5f76e832ae8c338 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d7-d72a-7223-87ea-c887aa3c8c8f"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Genus\\\", \\\"Species\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Species\\\" = 'AdenomeraAndre'\\nGROUP BY \\\"Genus\\\", \\\"Species\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template, grouping by \\\"Genus\\\" and \\\"Species\\\" and filtering to rows where \\\"Species\\\" equals 'AdenomeraAndre'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28346,"cached_input_tokens":22912,"output_tokens":611,"reasoning_output_tokens":493}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ce96784a5dafd8b652595e683865750c928b6c78 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"Genus\", \"Species\", COUNT(*) AS \"row_count\"\nFROM \"n7\"\nWHERE \"Species\" = 'AdenomeraAndre'\nGROUP BY \"Genus\", \"Species\"\nORDER BY \"row_count\" DESC;","notes":"Uses the planned filtered two-dimensional group count template, grouping by \"Genus\" and \"Species\" and filtering to rows where \"Species\" equals 'AdenomeraAndre'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..debda1346e23a3b825eece9c2bd3c16b2cbd7da7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Genus, group_col_2=Species. +Result preview: [{"Genus": "Adenomera", "Species": "AdenomeraAndre", "row_count": 672}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5680dd9a88309b8977c12f51d003a1428f8e557a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n7_b711285a2301f94a +-- problem_id: v2p_n7_56a0b3bbf0159d3f +-- realization_mode: agent +-- source_kind: agent +SELECT "Genus", "Species", COUNT(*) AS "row_count" +FROM "n7" +WHERE "Species" = 'AdenomeraAndre' +GROUP BY "Genus", "Species" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8a21bfa7d5eec821d01ea7b7c4aeb0d388e717ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"Genus\", \"Species\", COUNT(*) AS \"row_count\"\nFROM \"n7\"\nWHERE \"Species\" = 'AdenomeraAndre'\nGROUP BY \"Genus\", \"Species\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Genus\\\", \\\"Species\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Species\\\" = 'AdenomeraAndre'\\nGROUP BY \\\"Genus\\\", \\\"Species\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Genus\", \"Species\", \"row_count\"], \"rows\": [{\"Genus\": \"Adenomera\", \"Species\": \"AdenomeraAndre\", \"row_count\": 672}], \"row_count_returned\": 1, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.39}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8c1e80c39bdb9fd556ecaa6874b8f06cd61056a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:13:15.779272+00:00", + "ended_at": "2026-05-26T01:13:30.467912+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_b711285a2301f94a", + "problem_id": "v2p_n7_56a0b3bbf0159d3f", + "dataset_id": "n7", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Genus, group_col_2=Species.", + "bindings": { + "group_col": "Genus", + "group_col_2": "Species", + "predicate_col": "Species", + "predicate_op": "=", + "predicate_value": "AdenomeraAndre", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.222592, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/1", + "binding_index=50" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_b711285a2301f94a.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_b711285a2301f94a", + "api_calls": 0, + "input_tokens": 28346, + "cached_input_tokens": 22912, + "output_tokens": 611, + "total_tokens": 28957, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5051, + "estimated_output_tokens": 112, + "estimated_total_tokens": 5163, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14680.5, + "sql_execution_elapsed_ms_total": 1.39, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8dfe23a190771764e4b52f957f09c99a7589e518 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:13:30.464442+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14680.5, "started_at": "2026-05-26T01:13:15.780641+00:00", "ended_at": "2026-05-26T01:13:30.461139+00:00", "prompt_metrics": {"chars": 14839, "bytes_utf8": 14839, "lines": 412, "estimated_tokens": 5051}, "response_metrics": {"chars": 406, "bytes_utf8": 406, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 28346, "cached_input_tokens": 22912, "output_tokens": 611, "reasoning_output_tokens": 493}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Genus\\\", \\\"Species\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Species\\\" = 'AdenomeraAndre'\\nGROUP BY \\\"Genus\\\", \\\"Species\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the planned filtered two-dimensional group count template, grouping by \\\"Genus\\\" and \\\"Species\\\" and filtering to rows where \\\"Species\\\" equals 'AdenomeraAndre'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..45fd97b84805ba5f7f0d5fe6a74e9e2ca40e1ec6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_b711285a2301f94a", + "api_calls": 0, + "input_tokens": 28346, + "cached_input_tokens": 22912, + "output_tokens": 611, + "total_tokens": 28957, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5051, + "estimated_output_tokens": 112, + "estimated_total_tokens": 5163, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14680.5, + "sql_execution_elapsed_ms_total": 1.39, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_b711285a2301f94a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..461a4e9e1eb6c14553f4eb4841175e008028cba4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14606, "bytes_utf8": 14606, "lines": 408, "estimated_tokens": 4976}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 546, "bytes_utf8": 546, "lines": 1, "estimated_tokens": 163}, "usage": {"input_tokens": 28271, "cached_input_tokens": 27008, "output_tokens": 678, "reasoning_output_tokens": 509}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..816f47de493e651ab5b06bb48ea228acecaa5837 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_bf1660ca19de8e23", + "api_calls": 0, + "input_tokens": 28271, + "cached_input_tokens": 27008, + "output_tokens": 678, + "total_tokens": 28949, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4976, + "estimated_output_tokens": 163, + "estimated_total_tokens": 5139, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17188.02, + "sql_execution_elapsed_ms_total": 10.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..652db196598bdf0e4518cb79d46fbade60d716b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:13:30.469521+00:00", + "ended_at": "2026-05-26T01:13:47.657532+00:00", + "elapsed_ms": 17188.02, + "prompt_metrics": { + "chars": 14606, + "bytes_utf8": 14606, + "lines": 408, + "estimated_tokens": 4976 + }, + "stdout_metrics": { + "chars": 928, + "bytes_utf8": 928, + "lines": 4, + "estimated_tokens": 294 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 546, + "bytes_utf8": 546, + "lines": 1, + "estimated_tokens": 163 + }, + "usage": { + "input_tokens": 28271, + "cached_input_tokens": 27008, + "output_tokens": 678, + "reasoning_output_tokens": 509 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bb86a1f9925efbbd06c2234e8aac3c299ea26f42 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,408 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Genus, measure_col=MFCCs_22.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_22", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.194819, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..19e9ed97c85f5c1ff9390d83bb9da2cea506fafa --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d8-108d-7d31-a5cf-1ae9e3cce977"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Genus\\\",\\n AVG(CAST(\\\"MFCCs_22\\\" AS REAL)) OVER (PARTITION BY \\\"Genus\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Genus\\\" IS NOT NULL\\n AND \\\"MFCCs_22\\\" IS NOT NULL\\n AND TRIM(\\\"MFCCs_22\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned Window Partition Average template with group_col=\\\"Genus\\\" and measure_col=\\\"MFCCs_22\\\". CAST is applied because \\\"MFCCs_22\\\" is stored as TEXT in SQLite, and null/empty values are filtered to keep a stable view.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28271,"cached_input_tokens":27008,"output_tokens":678,"reasoning_output_tokens":509}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8e1e9a76bff95da866d7143123efb27936655ec5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Genus\",\n AVG(CAST(\"MFCCs_22\" AS REAL)) OVER (PARTITION BY \"Genus\") AS \"avg_measure\"\nFROM \"n7\"\nWHERE \"Genus\" IS NOT NULL\n AND \"MFCCs_22\" IS NOT NULL\n AND TRIM(\"MFCCs_22\") <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Uses the planned Window Partition Average template with group_col=\"Genus\" and measure_col=\"MFCCs_22\". CAST is applied because \"MFCCs_22\" is stored as TEXT in SQLite, and null/empty values are filtered to keep a stable view."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..dee196996fe1a0f3919b6fcdb5d8fa9cabd4c774 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Genus, measure_col=MFCCs_22. +Result preview: [{"Genus": "Adenomera", "avg_measure": 0.1648118870120168}, {"Genus": "Ameerega", "avg_measure": 0.00352837535506732}, {"Genus": "Scinax", "avg_measure": -0.00043756629107923165}, {"Genus": "Osteocephalus", "avg_measure": -0.003971458959992033}, {"Genus": "Rhinella", "avg_measure": -0.010825883919414756}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f8b2bde49e32c3d740e2d8545c7b1463a0f38577 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_bf1660ca19de8e23 +-- problem_id: v2p_n7_eb67383d0a6f490b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Genus", + AVG(CAST("MFCCs_22" AS REAL)) OVER (PARTITION BY "Genus") AS "avg_measure" +FROM "n7" +WHERE "Genus" IS NOT NULL + AND "MFCCs_22" IS NOT NULL + AND TRIM("MFCCs_22") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..79d37732172786d47b4895524026cb1adec556d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Genus\",\n AVG(CAST(\"MFCCs_22\" AS REAL)) OVER (PARTITION BY \"Genus\") AS \"avg_measure\"\nFROM \"n7\"\nWHERE \"Genus\" IS NOT NULL\n AND \"MFCCs_22\" IS NOT NULL\n AND TRIM(\"MFCCs_22\") <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Genus\\\",\\n AVG(CAST(\\\"MFCCs_22\\\" AS REAL)) OVER (PARTITION BY \\\"Genus\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Genus\\\" IS NOT NULL\\n AND \\\"MFCCs_22\\\" IS NOT NULL\\n AND TRIM(\\\"MFCCs_22\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Genus\", \"avg_measure\"], \"rows\": [{\"Genus\": \"Adenomera\", \"avg_measure\": 0.1648118870120168}, {\"Genus\": \"Ameerega\", \"avg_measure\": 0.00352837535506732}, {\"Genus\": \"Scinax\", \"avg_measure\": -0.00043756629107923165}, {\"Genus\": \"Osteocephalus\", \"avg_measure\": -0.003971458959992033}, {\"Genus\": \"Rhinella\", \"avg_measure\": -0.010825883919414756}, {\"Genus\": \"Hypsiboas\", \"avg_measure\": -0.015426715662379754}, {\"Genus\": \"Dendropsophus\", \"avg_measure\": -0.028059098802228972}, {\"Genus\": \"Leptodactylus\", \"avg_measure\": -0.07891424519084177}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 10.31}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..13374b018129ce3167b2054cc61f822f2baf3fe3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:13:30.468305+00:00", + "ended_at": "2026-05-26T01:13:47.673685+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_bf1660ca19de8e23", + "problem_id": "v2p_n7_eb67383d0a6f490b", + "dataset_id": "n7", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Genus, measure_col=MFCCs_22.", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_22", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.194819, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/2", + "binding_index=136" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_bf1660ca19de8e23.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_bf1660ca19de8e23", + "api_calls": 0, + "input_tokens": 28271, + "cached_input_tokens": 27008, + "output_tokens": 678, + "total_tokens": 28949, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4976, + "estimated_output_tokens": 163, + "estimated_total_tokens": 5139, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17188.02, + "sql_execution_elapsed_ms_total": 10.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..15b9ca70d83ac1992486291d59ce131562205b0e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:13:47.661828+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 17188.02, "started_at": "2026-05-26T01:13:30.469521+00:00", "ended_at": "2026-05-26T01:13:47.657532+00:00", "prompt_metrics": {"chars": 14606, "bytes_utf8": 14606, "lines": 408, "estimated_tokens": 4976}, "response_metrics": {"chars": 546, "bytes_utf8": 546, "lines": 1, "estimated_tokens": 163}, "usage": {"input_tokens": 28271, "cached_input_tokens": 27008, "output_tokens": 678, "reasoning_output_tokens": 509}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Genus\\\",\\n AVG(CAST(\\\"MFCCs_22\\\" AS REAL)) OVER (PARTITION BY \\\"Genus\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Genus\\\" IS NOT NULL\\n AND \\\"MFCCs_22\\\" IS NOT NULL\\n AND TRIM(\\\"MFCCs_22\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the planned Window Partition Average template with group_col=\\\"Genus\\\" and measure_col=\\\"MFCCs_22\\\". CAST is applied because \\\"MFCCs_22\\\" is stored as TEXT in SQLite, and null/empty values are filtered to keep a stable view.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f9caeb4a8e51f2bdf264a0a3acd68d101c13b85c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_bf1660ca19de8e23", + "api_calls": 0, + "input_tokens": 28271, + "cached_input_tokens": 27008, + "output_tokens": 678, + "total_tokens": 28949, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4976, + "estimated_output_tokens": 163, + "estimated_total_tokens": 5139, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 17188.02, + "sql_execution_elapsed_ms_total": 10.31, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_bf1660ca19de8e23/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..401cdab93586f6d665af15463a1a2ea80355f2a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14601, "bytes_utf8": 14601, "lines": 408, "estimated_tokens": 4974}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 404, "bytes_utf8": 404, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 28269, "cached_input_tokens": 27008, "output_tokens": 630, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..64b9b392e888fb3f370a2352838cd983c2347bd7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_c0ecf7b98827b4c7", + "api_calls": 0, + "input_tokens": 28269, + "cached_input_tokens": 27008, + "output_tokens": 630, + "total_tokens": 28899, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4974, + "estimated_output_tokens": 108, + "estimated_total_tokens": 5082, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15172.0, + "sql_execution_elapsed_ms_total": 10.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b7bfc82b4ba0fd601fb585b84c034d195bb59c08 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:13:47.675290+00:00", + "ended_at": "2026-05-26T01:14:02.847293+00:00", + "elapsed_ms": 15172.0, + "prompt_metrics": { + "chars": 14601, + "bytes_utf8": 14601, + "lines": 408, + "estimated_tokens": 4974 + }, + "stdout_metrics": { + "chars": 766, + "bytes_utf8": 766, + "lines": 4, + "estimated_tokens": 227 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 404, + "bytes_utf8": 404, + "lines": 1, + "estimated_tokens": 108 + }, + "usage": { + "input_tokens": 28269, + "cached_input_tokens": 27008, + "output_tokens": 630, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..83b27b820945999064b6ee60e48c81b03e317561 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,408 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Genus, measure_col=MFCCs_19.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_19", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.006321, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..52396a058e40ad0f479078f42078a168881f2178 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d8-53c1-7051-89e5-0388d52593a7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Genus\\\",\\n AVG(CAST(\\\"MFCCs_19\\\" AS REAL)) OVER (PARTITION BY \\\"Genus\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the required Window Partition Average template with group_col=\\\"Genus\\\" and measure_col=\\\"MFCCs_19\\\". CAST to REAL is included because the schema stores MFCC values as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28269,"cached_input_tokens":27008,"output_tokens":630,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2fd260d65cc86f6b1bf24cafe8923779768a17be --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Genus\",\n AVG(CAST(\"MFCCs_19\" AS REAL)) OVER (PARTITION BY \"Genus\") AS \"avg_measure\"\nFROM \"n7\"\nORDER BY \"avg_measure\" DESC;","notes":"Uses the required Window Partition Average template with group_col=\"Genus\" and measure_col=\"MFCCs_19\". CAST to REAL is included because the schema stores MFCC values as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..98d219b8068b054a2de74ac19366ae5d5de1c048 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Genus, measure_col=MFCCs_19. +Result preview: [{"Genus": "Ameerega", "avg_measure": 0.042345806576289224}, {"Genus": "Dendropsophus", "avg_measure": 0.03112114950789088}, {"Genus": "Rhinella", "avg_measure": 0.021526692850946216}, {"Genus": "Hypsiboas", "avg_measure": 0.013709860605876593}, {"Genus": "Osteocephalus", "avg_measure": 0.009205696727930163}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f0a26e49b34f9d7f5c76c5b1c2787e8442ca6dba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/generated_sql.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_c0ecf7b98827b4c7 +-- problem_id: v2p_n7_234e707dc46f6dd7 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Genus", + AVG(CAST("MFCCs_19" AS REAL)) OVER (PARTITION BY "Genus") AS "avg_measure" +FROM "n7" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1b561840ef799f12f20bb7853ab5012c5d1190ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT \"Genus\",\n AVG(CAST(\"MFCCs_19\" AS REAL)) OVER (PARTITION BY \"Genus\") AS \"avg_measure\"\nFROM \"n7\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Genus\\\",\\n AVG(CAST(\\\"MFCCs_19\\\" AS REAL)) OVER (PARTITION BY \\\"Genus\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Genus\", \"avg_measure\"], \"rows\": [{\"Genus\": \"Ameerega\", \"avg_measure\": 0.042345806576289224}, {\"Genus\": \"Dendropsophus\", \"avg_measure\": 0.03112114950789088}, {\"Genus\": \"Rhinella\", \"avg_measure\": 0.021526692850946216}, {\"Genus\": \"Hypsiboas\", \"avg_measure\": 0.013709860605876593}, {\"Genus\": \"Osteocephalus\", \"avg_measure\": 0.009205696727930163}, {\"Genus\": \"Scinax\", \"avg_measure\": -0.005726708013236435}, {\"Genus\": \"Leptodactylus\", \"avg_measure\": -0.012929937642728831}, {\"Genus\": \"Adenomera\", \"avg_measure\": -0.09845255274074641}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 10.3}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..cf8669123e65a92035c941727b97863ca9550275 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:13:47.674052+00:00", + "ended_at": "2026-05-26T01:14:02.863235+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_c0ecf7b98827b4c7", + "problem_id": "v2p_n7_234e707dc46f6dd7", + "dataset_id": "n7", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Genus, measure_col=MFCCs_19.", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_19", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.006321, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=133" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c0ecf7b98827b4c7.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_c0ecf7b98827b4c7", + "api_calls": 0, + "input_tokens": 28269, + "cached_input_tokens": 27008, + "output_tokens": 630, + "total_tokens": 28899, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4974, + "estimated_output_tokens": 108, + "estimated_total_tokens": 5082, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15172.0, + "sql_execution_elapsed_ms_total": 10.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f7586ebfe11b6889ccd0db1deb2c32345ce74d7b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:14:02.850596+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15172.0, "started_at": "2026-05-26T01:13:47.675290+00:00", "ended_at": "2026-05-26T01:14:02.847293+00:00", "prompt_metrics": {"chars": 14601, "bytes_utf8": 14601, "lines": 408, "estimated_tokens": 4974}, "response_metrics": {"chars": 404, "bytes_utf8": 404, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 28269, "cached_input_tokens": 27008, "output_tokens": 630, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT \\\"Genus\\\",\\n AVG(CAST(\\\"MFCCs_19\\\" AS REAL)) OVER (PARTITION BY \\\"Genus\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Uses the required Window Partition Average template with group_col=\\\"Genus\\\" and measure_col=\\\"MFCCs_19\\\". CAST to REAL is included because the schema stores MFCC values as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1379bd815ba36a8c902997109656fdd12bcf5ffb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_c0ecf7b98827b4c7", + "api_calls": 0, + "input_tokens": 28269, + "cached_input_tokens": 27008, + "output_tokens": 630, + "total_tokens": 28899, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4974, + "estimated_output_tokens": 108, + "estimated_total_tokens": 5082, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15172.0, + "sql_execution_elapsed_ms_total": 10.3, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c0ecf7b98827b4c7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5d1b3227bf2cdd37014b50927bcf3a592e1a776a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14778, "bytes_utf8": 14778, "lines": 411, "estimated_tokens": 5026}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 391, "bytes_utf8": 391, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 28321, "cached_input_tokens": 27008, "output_tokens": 1392, "reasoning_output_tokens": 1274}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..adb35e0330bc5f2225251edcc5355ebbcea2954e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_c26d1486233476a2", + "api_calls": 0, + "input_tokens": 28321, + "cached_input_tokens": 27008, + "output_tokens": 1392, + "total_tokens": 29713, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5026, + "estimated_output_tokens": 112, + "estimated_total_tokens": 5138, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28412.19, + "sql_execution_elapsed_ms_total": 2.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d5964561d0bdfabd531f70167bfbfca2fe183c6b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:14:02.864977+00:00", + "ended_at": "2026-05-26T01:14:31.277157+00:00", + "elapsed_ms": 28412.19, + "prompt_metrics": { + "chars": 14778, + "bytes_utf8": 14778, + "lines": 411, + "estimated_tokens": 5026 + }, + "stdout_metrics": { + "chars": 757, + "bytes_utf8": 757, + "lines": 4, + "estimated_tokens": 234 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 391, + "bytes_utf8": 391, + "lines": 1, + "estimated_tokens": 112 + }, + "usage": { + "input_tokens": 28321, + "cached_input_tokens": 27008, + "output_tokens": 1392, + "reasoning_output_tokens": 1274 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..659a43e8b468bfbdb6368c62f9e615768ebf5e91 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Species, condition_col=Genus.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Species", + "condition_col": "Genus", + "condition_value": "Adenomera", + "positive_value": "Adenomera", + "negative_value": "Hypsiboas", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.117725, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6b3e309b455897400a6ef92ad30349f276c03949 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d8-8f1e-74f1-bffe-c6a07d5994cd"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"Species\\\",\\n AVG(CASE WHEN \\\"Genus\\\" = 'Adenomera' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Direct instantiation of the Grouped Condition Rate template with group_col=\\\"Species\\\" and condition_col=\\\"Genus\\\" for condition_value='Adenomera'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28321,"cached_input_tokens":27008,"output_tokens":1392,"reasoning_output_tokens":1274}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..60f5ff9fb1f5aca8770612a3925cb53e1c20f847 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"Species\",\n AVG(CASE WHEN \"Genus\" = 'Adenomera' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n7\"\nGROUP BY \"Species\"\nORDER BY \"condition_rate\" DESC;","notes":"Direct instantiation of the Grouped Condition Rate template with group_col=\"Species\" and condition_col=\"Genus\" for condition_value='Adenomera'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..5750113fb5aa094d822f2101efd93088817f8802 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Species, condition_col=Genus. +Result preview: [{"Species": "AdenomeraHylaedactylus", "condition_rate": 1.0}, {"Species": "AdenomeraAndre", "condition_rate": 1.0}, {"Species": "ScinaxRuber", "condition_rate": 0.0}, {"Species": "Rhinellagranulosa", "condition_rate": 0.0}, {"Species": "OsteocephalusOophagus", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5d004e68831eab1eb7d7f0ee8bd1e4c478b375db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_c26d1486233476a2 +-- problem_id: v2p_n7_296bcf128a1f7d41 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Species", + AVG(CASE WHEN "Genus" = 'Adenomera' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n7" +GROUP BY "Species" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..593f8c73be2ad9a14c7ce3cf059a3108d2121cd7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"Species\",\n AVG(CASE WHEN \"Genus\" = 'Adenomera' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n7\"\nGROUP BY \"Species\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"Species\\\",\\n AVG(CASE WHEN \\\"Genus\\\" = 'Adenomera' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Species\", \"condition_rate\"], \"rows\": [{\"Species\": \"AdenomeraHylaedactylus\", \"condition_rate\": 1.0}, {\"Species\": \"AdenomeraAndre\", \"condition_rate\": 1.0}, {\"Species\": \"ScinaxRuber\", \"condition_rate\": 0.0}, {\"Species\": \"Rhinellagranulosa\", \"condition_rate\": 0.0}, {\"Species\": \"OsteocephalusOophagus\", \"condition_rate\": 0.0}, {\"Species\": \"LeptodactylusFuscus\", \"condition_rate\": 0.0}, {\"Species\": \"HypsiboasCordobae\", \"condition_rate\": 0.0}, {\"Species\": \"HypsiboasCinerascens\", \"condition_rate\": 0.0}, {\"Species\": \"HylaMinuta\", \"condition_rate\": 0.0}, {\"Species\": \"Ameeregatrivittata\", \"condition_rate\": 0.0}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.04}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8edb5e62343e9ef2f675f55f6b5ac35b84ad9591 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:14:02.863636+00:00", + "ended_at": "2026-05-26T01:14:31.284486+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_c26d1486233476a2", + "problem_id": "v2p_n7_296bcf128a1f7d41", + "dataset_id": "n7", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Species, condition_col=Genus.", + "bindings": { + "group_col": "Species", + "condition_col": "Genus", + "condition_value": "Adenomera", + "positive_value": "Adenomera", + "negative_value": "Hypsiboas", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.117725, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=101" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c26d1486233476a2.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_c26d1486233476a2", + "api_calls": 0, + "input_tokens": 28321, + "cached_input_tokens": 27008, + "output_tokens": 1392, + "total_tokens": 29713, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5026, + "estimated_output_tokens": 112, + "estimated_total_tokens": 5138, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28412.19, + "sql_execution_elapsed_ms_total": 2.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..081158e1093ac34bcf11aa3629923c7da5588a98 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:14:31.281186+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 28412.19, "started_at": "2026-05-26T01:14:02.864977+00:00", "ended_at": "2026-05-26T01:14:31.277157+00:00", "prompt_metrics": {"chars": 14778, "bytes_utf8": 14778, "lines": 411, "estimated_tokens": 5026}, "response_metrics": {"chars": 391, "bytes_utf8": 391, "lines": 1, "estimated_tokens": 112}, "usage": {"input_tokens": 28321, "cached_input_tokens": 27008, "output_tokens": 1392, "reasoning_output_tokens": 1274}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"Species\\\",\\n AVG(CASE WHEN \\\"Genus\\\" = 'Adenomera' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Direct instantiation of the Grouped Condition Rate template with group_col=\\\"Species\\\" and condition_col=\\\"Genus\\\" for condition_value='Adenomera'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1cc0b642294ac0b2f5966e1b66a6a9582143aa98 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_c26d1486233476a2", + "api_calls": 0, + "input_tokens": 28321, + "cached_input_tokens": 27008, + "output_tokens": 1392, + "total_tokens": 29713, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5026, + "estimated_output_tokens": 112, + "estimated_total_tokens": 5138, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 28412.19, + "sql_execution_elapsed_ms_total": 2.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c26d1486233476a2/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a7b2c4d6612d339c1505bb08058cc13ec09ff002 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14931, "bytes_utf8": 14931, "lines": 410, "estimated_tokens": 5086}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 687, "bytes_utf8": 687, "lines": 1, "estimated_tokens": 219}, "usage": {"input_tokens": 28381, "cached_input_tokens": 3456, "output_tokens": 3221, "reasoning_output_tokens": 2996}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6fb838ba84f625490ef096c6992eb4573de4e82f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_c29eda2e8d516ef5", + "api_calls": 0, + "input_tokens": 28381, + "cached_input_tokens": 3456, + "output_tokens": 3221, + "total_tokens": 31602, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5086, + "estimated_output_tokens": 219, + "estimated_total_tokens": 5305, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 62268.16, + "sql_execution_elapsed_ms_total": 15.87, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b478d820e8f03b42833d2c486ff53a1517131e49 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:14:31.286026+00:00", + "ended_at": "2026-05-26T01:15:33.554156+00:00", + "elapsed_ms": 62268.16, + "prompt_metrics": { + "chars": 14931, + "bytes_utf8": 14931, + "lines": 410, + "estimated_tokens": 5086 + }, + "stdout_metrics": { + "chars": 1106, + "bytes_utf8": 1106, + "lines": 4, + "estimated_tokens": 373 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 687, + "bytes_utf8": 687, + "lines": 1, + "estimated_tokens": 219 + }, + "usage": { + "input_tokens": 28381, + "cached_input_tokens": 3456, + "output_tokens": 3221, + "reasoning_output_tokens": 2996 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c4b1e6f70ed35651c2e182297d6c4a8ad16c82a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Species, measure_col=MFCCs_ 4.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Species", + "measure_col": "MFCCs_ 4", + "item_col": "MFCCs_ 5", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.535837, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..30ff755a9298483b3ef211134fe64f4c6faf3821 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d8-fe1a-7a63-8c89-d046f016df12"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Species\\\",\\n \\\"MFCCs_ 5\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"Species\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"Species\\\",\\n CAST(\\\"MFCCs_ 5\\\" AS REAL) AS \\\"MFCCs_ 5\\\",\\n SUM(CAST(\\\"MFCCs_ 4\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n7\\\"\\n GROUP BY\\n \\\"Species\\\",\\n CAST(\\\"MFCCs_ 5\\\" AS REAL)\\n) AS \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applies the Within-Group Share of Total template with \\\"Species\\\" as the group and \\\"MFCCs_ 5\\\" as the item, casting the MFCC text fields to REAL for numeric aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28381,"cached_input_tokens":3456,"output_tokens":3221,"reasoning_output_tokens":2996}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..00af6ede6b33454f0ce025a07440f2cf106c7245 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Species\",\n \"MFCCs_ 5\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"Species\") AS \"share_within_group\"\nFROM (\n SELECT\n \"Species\",\n CAST(\"MFCCs_ 5\" AS REAL) AS \"MFCCs_ 5\",\n SUM(CAST(\"MFCCs_ 4\" AS REAL)) AS \"total_measure\"\n FROM \"n7\"\n GROUP BY\n \"Species\",\n CAST(\"MFCCs_ 5\" AS REAL)\n) AS \"grouped\"\nORDER BY \"share_within_group\" DESC;","notes":"Applies the Within-Group Share of Total template with \"Species\" as the group and \"MFCCs_ 5\" as the item, casting the MFCC text fields to REAL for numeric aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..13d3867bd06a465ecfce03923144c749e6d74fe9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Species, measure_col=MFCCs_ 4. +Result preview: [{"Species": "Rhinellagranulosa", "MFCCs_ 5": -0.4211772663597, "total_measure": 0.820553882386732, "share_within_group": 4.155236778734893}, {"Species": "Rhinellagranulosa", "MFCCs_ 5": -0.566959736731011, "total_measure": 0.719340678258376, "share_within_group": 3.6426990437790154}, {"Species": "Rhinellagranulosa", "MFCCs_ 5": -0.404906076805647, "total_measure": 0.680031732589425, "share_within_group": 3.4436408462821997}, {"Species": "OsteocephalusOophagus", "MFCCs_ 5": -0.173913079972981, "total_measure": 0.930305350313423, "share_within_group": 3.291247878376171}, {"Species": "Rhinellagranulosa", "MFCCs_ 5": -0.636012475323151, "total_measure": 0.619842075526362, "share_within_group": 3.1388439498243934}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6ee7b0c6649d6fa8a057cf68c4bd0801225f9342 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/generated_sql.sql @@ -0,0 +1,29 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_c29eda2e8d516ef5 +-- problem_id: v2p_n7_b583675ad0bf3e63 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Species", + "MFCCs_ 5", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "Species") AS "share_within_group" +FROM ( + SELECT + "Species", + CAST("MFCCs_ 5" AS REAL) AS "MFCCs_ 5", + SUM(CAST("MFCCs_ 4" AS REAL)) AS "total_measure" + FROM "n7" + GROUP BY + "Species", + CAST("MFCCs_ 5" AS REAL) +) AS "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6fffa67db2ce98cd01a61f29c6900c9c83d4fac3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Species\",\n \"MFCCs_ 5\",\n \"total_measure\",\n \"total_measure\" * 100.0 / SUM(\"total_measure\") OVER (PARTITION BY \"Species\") AS \"share_within_group\"\nFROM (\n SELECT\n \"Species\",\n CAST(\"MFCCs_ 5\" AS REAL) AS \"MFCCs_ 5\",\n SUM(CAST(\"MFCCs_ 4\" AS REAL)) AS \"total_measure\"\n FROM \"n7\"\n GROUP BY\n \"Species\",\n CAST(\"MFCCs_ 5\" AS REAL)\n) AS \"grouped\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Species\\\",\\n \\\"MFCCs_ 5\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"Species\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"Species\\\",\\n CAST(\\\"MFCCs_ 5\\\" AS REAL) AS \\\"MFCCs_ 5\\\",\\n SUM(CAST(\\\"MFCCs_ 4\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n7\\\"\\n GROUP BY\\n \\\"Species\\\",\\n CAST(\\\"MFCCs_ 5\\\" AS REAL)\\n) AS \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Species\", \"MFCCs_ 5\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": -0.4211772663597, \"total_measure\": 0.820553882386732, \"share_within_group\": 4.155236778734893}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": -0.566959736731011, \"total_measure\": 0.719340678258376, \"share_within_group\": 3.6426990437790154}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": -0.404906076805647, \"total_measure\": 0.680031732589425, \"share_within_group\": 3.4436408462821997}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": -0.173913079972981, \"total_measure\": 0.930305350313423, \"share_within_group\": 3.291247878376171}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": -0.636012475323151, \"total_measure\": 0.619842075526362, \"share_within_group\": 3.1388439498243934}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": -0.316321250841584, \"total_measure\": 0.883163269476205, \"share_within_group\": 3.1244679351183384}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": -0.427863471894489, \"total_measure\": 0.818141455706705, \"share_within_group\": 2.8944328111185254}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": -0.16174870541176, \"total_measure\": 0.78479361600997, \"share_within_group\": 2.776454335972348}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": 0.0676465193722733, \"total_measure\": 0.767318446898308, \"share_within_group\": 2.7146304270335837}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": 0.07366894451572, \"total_measure\": 0.700451327440651, \"share_within_group\": 2.4780669535740416}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": 0.0215254632109049, \"total_measure\": 0.485557436154118, \"share_within_group\": 2.4588344046672863}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": 0.0936939705393475, \"total_measure\": 0.639608574405575, \"share_within_group\": 2.2628165717786506}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": -0.345759743603479, \"total_measure\": 0.615997854118767, \"share_within_group\": 2.179286220131517}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": -0.155384829439073, \"total_measure\": 0.415741971265745, \"share_within_group\": 2.105292981421767}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": -0.294611099799723, \"total_measure\": 0.403239589608088, \"share_within_group\": 2.0419816533045076}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": -0.379343835160626, \"total_measure\": 0.379691760814906, \"share_within_group\": 1.922736828118651}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": 0.097917203446231, \"total_measure\": 0.53287565118402, \"share_within_group\": 1.8852152745406192}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": 0.0666240839677049, \"total_measure\": 0.514727339495247, \"share_within_group\": 1.821009911944714}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 5\": 0.192211344036555, \"total_measure\": 1.0, \"share_within_group\": 1.8020751956403922}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": -0.228565599984952, \"total_measure\": 0.505370864017851, \"share_within_group\": 1.7879084361188649}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": -0.0284521717675066, \"total_measure\": 0.497799517329586, \"share_within_group\": 1.7611224150390041}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": 0.083632307427405, \"total_measure\": 0.491608092360206, \"share_within_group\": 1.73921830120398}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": 0.0216988366385082, \"total_measure\": 0.490249082580951, \"share_within_group\": 1.7344103765251007}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": -0.209194544700454, \"total_measure\": 0.322008252715157, \"share_within_group\": 1.6306309231592462}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": -0.223242816911844, \"total_measure\": 0.459847974394379, \"share_within_group\": 1.6268568912252153}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": -0.0825287083721572, \"total_measure\": 0.31329008801901, \"share_within_group\": 1.5864826479928085}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 5\": 0.0377353121053334, \"total_measure\": 0.862087013791036, \"share_within_group\": 1.5535456240365226}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": -0.0299895012846532, \"total_measure\": 0.438168243033454, \"share_within_group\": 1.5501580204497534}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": -0.193857882194397, \"total_measure\": 0.436914802963111, \"share_within_group\": 1.5457235818315105}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": 0.0778088247545533, \"total_measure\": 0.30302246390271, \"share_within_group\": 1.5344880011157773}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": -0.0090251532925776, \"total_measure\": 0.422164143128465, \"share_within_group\": 1.4935384816715775}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": 0.0263784422960395, \"total_measure\": 0.418507883458597, \"share_within_group\": 1.4806033127217364}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": -0.0451292538121445, \"total_measure\": 0.292174465347192, \"share_within_group\": 1.4795543720865179}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": -0.0494477998741451, \"total_measure\": 0.408437433000106, \"share_within_group\": 1.444975925762568}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": -0.149761142802543, \"total_measure\": 0.402546690214642, \"share_within_group\": 1.4241355697566758}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": -0.0295031740045732, \"total_measure\": 0.280829539688361, \"share_within_group\": 1.4221043333243224}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": 0.0282383746117865, \"total_measure\": 0.401218281942299, \"share_within_group\": 1.419435907536639}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": -0.0101576204206936, \"total_measure\": 0.280221694729621, \"share_within_group\": 1.4190262420709137}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": 0.0779807218818439, \"total_measure\": 0.279449970394868, \"share_within_group\": 1.4151182752601505}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": -0.362700357179353, \"total_measure\": 0.398381474779708, \"share_within_group\": 1.4093998096553415}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": -0.0901402670413819, \"total_measure\": 0.397236165716425, \"share_within_group\": 1.4053479184957935}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": -0.0264607465104279, \"total_measure\": 0.275703181992551, \"share_within_group\": 1.3961447583398963}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": 0.0570969598823571, \"total_measure\": 0.391718164766281, \"share_within_group\": 1.3858262540079773}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": -0.0704014315762663, \"total_measure\": 0.389713653994715, \"share_within_group\": 1.3787346664750493}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": -0.0251933840050906, \"total_measure\": 0.269105098613541, \"share_within_group\": 1.3627324507338734}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": -0.0144054954656506, \"total_measure\": 0.26885935991818, \"share_within_group\": 1.3614880443800184}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": -0.020462395130874, \"total_measure\": 0.267884466947475, \"share_within_group\": 1.3565512435017864}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": -0.143142506256914, \"total_measure\": 0.381698799122923, \"share_within_group\": 1.350379595655139}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": -0.0136630195124716, \"total_measure\": 0.266192453337478, \"share_within_group\": 1.3479829857270142}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": 0.0644205733106132, \"total_measure\": 0.265847938491113, \"share_within_group\": 1.3462383827324222}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 15.87}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..320c46aa576a6ee8506fd485a31ef3a6ca953aee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:14:31.284870+00:00", + "ended_at": "2026-05-26T01:15:33.575244+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_c29eda2e8d516ef5", + "problem_id": "v2p_n7_b583675ad0bf3e63", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Species, measure_col=MFCCs_ 4.", + "bindings": { + "group_col": "Species", + "measure_col": "MFCCs_ 4", + "item_col": "MFCCs_ 5", + "top_k": 16, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.535837, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c29eda2e8d516ef5.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_c29eda2e8d516ef5", + "api_calls": 0, + "input_tokens": 28381, + "cached_input_tokens": 3456, + "output_tokens": 3221, + "total_tokens": 31602, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5086, + "estimated_output_tokens": 219, + "estimated_total_tokens": 5305, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 62268.16, + "sql_execution_elapsed_ms_total": 15.87, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d29cf13ea1bf4fc051c10fa2f39d2c581becbcbf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:15:33.557710+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 62268.16, "started_at": "2026-05-26T01:14:31.286026+00:00", "ended_at": "2026-05-26T01:15:33.554156+00:00", "prompt_metrics": {"chars": 14931, "bytes_utf8": 14931, "lines": 410, "estimated_tokens": 5086}, "response_metrics": {"chars": 687, "bytes_utf8": 687, "lines": 1, "estimated_tokens": 219}, "usage": {"input_tokens": 28381, "cached_input_tokens": 3456, "output_tokens": 3221, "reasoning_output_tokens": 2996}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Species\\\",\\n \\\"MFCCs_ 5\\\",\\n \\\"total_measure\\\",\\n \\\"total_measure\\\" * 100.0 / SUM(\\\"total_measure\\\") OVER (PARTITION BY \\\"Species\\\") AS \\\"share_within_group\\\"\\nFROM (\\n SELECT\\n \\\"Species\\\",\\n CAST(\\\"MFCCs_ 5\\\" AS REAL) AS \\\"MFCCs_ 5\\\",\\n SUM(CAST(\\\"MFCCs_ 4\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n7\\\"\\n GROUP BY\\n \\\"Species\\\",\\n CAST(\\\"MFCCs_ 5\\\" AS REAL)\\n) AS \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applies the Within-Group Share of Total template with \\\"Species\\\" as the group and \\\"MFCCs_ 5\\\" as the item, casting the MFCC text fields to REAL for numeric aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c29eda2e8d516ef5/usage_summary.json new file mode 100644 index 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with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..427add5f06dfdeeb24471ad36e3ac25c96e5f5fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14932, "bytes_utf8": 14932, "lines": 410, "estimated_tokens": 5089}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": 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+ "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_c3500f66da6d0fdf", + "api_calls": 0, + "input_tokens": 28384, + "cached_input_tokens": 27008, + "output_tokens": 1906, + "total_tokens": 30290, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5089, + "estimated_output_tokens": 190, + "estimated_total_tokens": 5279, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 38204.29, + "sql_execution_elapsed_ms_total": 12.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..508cde648a658cfae037d0b0b5c241cf85c0101f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:15:33.577100+00:00", + "ended_at": "2026-05-26T01:16:11.781376+00:00", + "elapsed_ms": 38204.29, + "prompt_metrics": { + "chars": 14932, + "bytes_utf8": 14932, + "lines": 410, + "estimated_tokens": 5089 + }, + "stdout_metrics": { + "chars": 946, + "bytes_utf8": 946, + "lines": 4, + "estimated_tokens": 328 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 551, + "bytes_utf8": 551, + "lines": 1, + "estimated_tokens": 190 + }, + "usage": { + "input_tokens": 28384, + "cached_input_tokens": 27008, + "output_tokens": 1906, + "reasoning_output_tokens": 1710 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..de8f2182bb254a4cdb42ff241685e908e5ff0f57 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Genus, measure_col=MFCCs_ 3.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_ 3", + "item_col": "MFCCs_ 4", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.357421, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..21277aa7a31902c8110a58e3ce32fcda2eafeeac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61d9-f16e-7cd3-a30f-93d4ed396c7c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Genus\\\", \\\"MFCCs_ 4\\\",\\n SUM(CAST(\\\"MFCCs_ 3\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 3\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 3\\\" AS REAL))) OVER (PARTITION BY \\\"Genus\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\", \\\"MFCCs_ 4\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 15;\",\"notes\":\"Uses the bound template roles with \\\"Genus\\\" as the group, \\\"MFCCs_ 4\\\" as the item, and casts TEXT-stored \\\"MFCCs_ 3\\\" to REAL for SQLite aggregation.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28384,"cached_input_tokens":27008,"output_tokens":1906,"reasoning_output_tokens":1710}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..351269a8d7dd51007dcac241d4c187e9b83a1604 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share.\nSELECT \"Genus\", \"MFCCs_ 4\",\n SUM(CAST(\"MFCCs_ 3\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_ 3\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 3\" AS REAL))) OVER (PARTITION BY \"Genus\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Genus\", \"MFCCs_ 4\"\nORDER BY \"share_within_group\" DESC\nLIMIT 15;","notes":"Uses the bound template roles with \"Genus\" as the group, \"MFCCs_ 4\" as the item, and casts TEXT-stored \"MFCCs_ 3\" to REAL for SQLite aggregation."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..dd47c62f04b206ffcaf813f63a8d05d84002dd7d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Genus, measure_col=MFCCs_ 3. +Result preview: [{"Genus": "Rhinella", "MFCCs_ 4": "0.18680569503311", "total_measure": 1.0, "share_within_group": 3.973257046692722}, {"Genus": "Rhinella", "MFCCs_ 4": "0.379691760814906", "total_measure": 0.78638858035633, "share_within_group": 3.124523968339474}, {"Genus": "Rhinella", "MFCCs_ 4": "0.322008252715157", "total_measure": 0.7218594344894, "share_within_group": 2.868133084806632}, {"Genus": "Rhinella", "MFCCs_ 4": "0.719340678258376", "total_measure": 0.71629725418454, "share_within_group": 2.8460331127153715}, {"Genus": "Rhinella", "MFCCs_ 4": "0.820553882386732", "total_measure": 0.696727415236487, "share_within_group": 2.768277112212378}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..bd8446e0c7bc9f32b21050913be54307334410d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/generated_sql.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_c3500f66da6d0fdf +-- problem_id: v2p_n7_a715277683b4b0f4 +-- realization_mode: agent +-- source_kind: agent +SELECT "Genus", "MFCCs_ 4", + SUM(CAST("MFCCs_ 3" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_ 3" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 3" AS REAL))) OVER (PARTITION BY "Genus") AS "share_within_group" +FROM "n7" +GROUP BY "Genus", "MFCCs_ 4" +ORDER BY "share_within_group" DESC +LIMIT 15; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e5782bd9abf7720f1c3d09bdb9a40a587eab3fd0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share.\nSELECT \"Genus\", \"MFCCs_ 4\",\n SUM(CAST(\"MFCCs_ 3\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_ 3\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 3\" AS REAL))) OVER (PARTITION BY \"Genus\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Genus\", \"MFCCs_ 4\"\nORDER BY \"share_within_group\" DESC\nLIMIT 15;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Genus\\\", \\\"MFCCs_ 4\\\",\\n SUM(CAST(\\\"MFCCs_ 3\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 3\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 3\\\" AS REAL))) OVER (PARTITION BY \\\"Genus\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\", \\\"MFCCs_ 4\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 15;\", \"columns\": [\"Genus\", \"MFCCs_ 4\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Genus\": \"Rhinella\", \"MFCCs_ 4\": \"0.18680569503311\", \"total_measure\": 1.0, \"share_within_group\": 3.973257046692722}, {\"Genus\": \"Rhinella\", \"MFCCs_ 4\": \"0.379691760814906\", \"total_measure\": 0.78638858035633, \"share_within_group\": 3.124523968339474}, {\"Genus\": \"Rhinella\", \"MFCCs_ 4\": \"0.322008252715157\", \"total_measure\": 0.7218594344894, \"share_within_group\": 2.868133084806632}, {\"Genus\": \"Rhinella\", \"MFCCs_ 4\": \"0.719340678258376\", \"total_measure\": 0.71629725418454, \"share_within_group\": 2.8460331127153715}, {\"Genus\": \"Rhinella\", \"MFCCs_ 4\": \"0.820553882386732\", \"total_measure\": 0.696727415236487, \"share_within_group\": 2.768277112212378}, {\"Genus\": \"Rhinella\", \"MFCCs_ 4\": \"0.680031732589425\", \"total_measure\": 0.678506760241583, \"share_within_group\": 2.6958817663585184}, {\"Genus\": \"Rhinella\", \"MFCCs_ 4\": \"0.619842075526362\", \"total_measure\": 0.577995567708462, \"share_within_group\": 2.296524962354807}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.370978298865114\", \"total_measure\": 0.386103666168359, \"share_within_group\": 2.2356181448975114}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.464037450160344\", \"total_measure\": 0.373963530833509, \"share_within_group\": 2.1653243113645564}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.401774498135746\", \"total_measure\": 0.370560831327423, \"share_within_group\": 2.1456219945413784}, {\"Genus\": \"Rhinella\", \"MFCCs_ 4\": \"0.403239589608088\", \"total_measure\": 0.525994906952533, \"share_within_group\": 2.0899129705736343}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.471495790127017\", \"total_measure\": 0.355610012473722, \"share_within_group\": 2.0590537362233254}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.55683428346917\", \"total_measure\": 0.352040222297148, \"share_within_group\": 2.038383930698232}, {\"Genus\": \"Ameerega\", \"MFCCs_ 4\": \"0.409727410252739\", \"total_measure\": 0.349919918578312, \"share_within_group\": 2.0261069442775526}, {\"Genus\": \"Dendropsophus\", \"MFCCs_ 4\": \"0.642771145212133\", \"total_measure\": 0.460516188301182, \"share_within_group\": 2.0201998724625296}], \"row_count_returned\": 15, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 12.91}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ea0e04404fe5edd9da42e93595b9e10ec8e8cbfc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:15:33.575737+00:00", + "ended_at": "2026-05-26T01:16:11.800995+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_c3500f66da6d0fdf", + "problem_id": "v2p_n7_a715277683b4b0f4", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Genus, measure_col=MFCCs_ 3.", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_ 3", + "item_col": "MFCCs_ 4", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.357421, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=25" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c3500f66da6d0fdf.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_c3500f66da6d0fdf", + "api_calls": 0, + "input_tokens": 28384, + "cached_input_tokens": 27008, + "output_tokens": 1906, + "total_tokens": 30290, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5089, + "estimated_output_tokens": 190, + "estimated_total_tokens": 5279, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 38204.29, + "sql_execution_elapsed_ms_total": 12.91, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b5db52d991c72fbd4017b0ed6405d26edc709340 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:16:11.785565+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 38204.29, "started_at": "2026-05-26T01:15:33.577100+00:00", "ended_at": "2026-05-26T01:16:11.781376+00:00", "prompt_metrics": {"chars": 14932, "bytes_utf8": 14932, "lines": 410, "estimated_tokens": 5089}, "response_metrics": {"chars": 551, "bytes_utf8": 551, "lines": 1, "estimated_tokens": 190}, "usage": {"input_tokens": 28384, "cached_input_tokens": 27008, "output_tokens": 1906, "reasoning_output_tokens": 1710}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share.\\nSELECT \\\"Genus\\\", \\\"MFCCs_ 4\\\",\\n SUM(CAST(\\\"MFCCs_ 3\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 3\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 3\\\" AS REAL))) OVER (PARTITION BY \\\"Genus\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\", \\\"MFCCs_ 4\\\"\\nORDER BY \\\"share_within_group\\\" DESC\\nLIMIT 15;\",\"notes\":\"Uses the bound template roles with \\\"Genus\\\" as the group, \\\"MFCCs_ 4\\\" as the item, and casts TEXT-stored \\\"MFCCs_ 3\\\" to REAL for SQLite aggregation.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c3500f66da6d0fdf/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c57c97b5de1413bee9d50fd92d8e1d407195ca2a --- /dev/null +++ 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..26303180e940e87a7d9f2b94aa93c8174dac9df9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14776, "bytes_utf8": 14776, "lines": 411, "estimated_tokens": 5026}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 361, "bytes_utf8": 361, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 28321, "cached_input_tokens": 22912, "output_tokens": 336, "reasoning_output_tokens": 226}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c6f6109bd37875d698070b2ac606780c1add554d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_c874b5d0e414246b", + "api_calls": 0, + "input_tokens": 28321, + "cached_input_tokens": 22912, + "output_tokens": 336, + "total_tokens": 28657, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5026, + "estimated_output_tokens": 104, + "estimated_total_tokens": 5130, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10406.11, + "sql_execution_elapsed_ms_total": 2.15, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b47512542f4e9fcf199c13af41437a71f809414c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:16:11.803042+00:00", + "ended_at": "2026-05-26T01:16:22.209176+00:00", + "elapsed_ms": 10406.11, + "prompt_metrics": { + "chars": 14776, + "bytes_utf8": 14776, + "lines": 411, + "estimated_tokens": 5026 + }, + "stdout_metrics": { + "chars": 716, + "bytes_utf8": 716, + "lines": 4, + "estimated_tokens": 218 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 361, + "bytes_utf8": 361, + "lines": 1, + "estimated_tokens": 104 + }, + "usage": { + "input_tokens": 28321, + "cached_input_tokens": 22912, + "output_tokens": 336, + "reasoning_output_tokens": 226 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e9c1ce852574feb2a915565532a34a054eed4aa2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Family, condition_col=Genus.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Family", + "condition_col": "Genus", + "condition_value": "Adenomera", + "positive_value": "Adenomera", + "negative_value": "Hypsiboas", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.075108, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..75e7b59ec82be2eadf7e7f89fae4ef51cb5d6dfd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61da-86c1-7bc1-866d-0a9b2d780e51"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Family\\\",\\n AVG(CASE WHEN \\\"Genus\\\" = 'Adenomera' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the rate of rows with Genus = 'Adenomera' within each Family, following the grouped condition rate template.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28321,"cached_input_tokens":22912,"output_tokens":336,"reasoning_output_tokens":226}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..124b5efe7ce65973944870e565b646f089a3740d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Family\",\n AVG(CASE WHEN \"Genus\" = 'Adenomera' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n7\"\nGROUP BY \"Family\"\nORDER BY \"condition_rate\" DESC;","notes":"Computes the rate of rows with Genus = 'Adenomera' within each Family, following the grouped condition rate template."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..21bc1d4a514e8f051d6caec2a2e4c4677728f99b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Family, condition_col=Genus. +Result preview: [{"Family": "Leptodactylidae", "condition_rate": 0.9389140271493213}, {"Family": "Hylidae", "condition_rate": 0.0}, {"Family": "Dendrobatidae", "condition_rate": 0.0}, {"Family": "Bufonidae", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..6a87093bf176a8a26836e85128bcf1f3da0749af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_c874b5d0e414246b +-- problem_id: v2p_n7_5e530e37fc7e6905 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", + AVG(CASE WHEN "Genus" = 'Adenomera' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n7" +GROUP BY "Family" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ba6b271f91ac3cc91ffb5f9430e1323a5d50db45 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Family\",\n AVG(CASE WHEN \"Genus\" = 'Adenomera' THEN 1.0 ELSE 0.0 END) AS \"condition_rate\"\nFROM \"n7\"\nGROUP BY \"Family\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Family\\\",\\n AVG(CASE WHEN \\\"Genus\\\" = 'Adenomera' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Family\", \"condition_rate\"], \"rows\": [{\"Family\": \"Leptodactylidae\", \"condition_rate\": 0.9389140271493213}, {\"Family\": \"Hylidae\", \"condition_rate\": 0.0}, {\"Family\": \"Dendrobatidae\", \"condition_rate\": 0.0}, {\"Family\": \"Bufonidae\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.15}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4b7f9d6e26a578bad96661a32e2caf570d80121f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:16:11.801402+00:00", + "ended_at": "2026-05-26T01:16:22.216614+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_c874b5d0e414246b", + "problem_id": "v2p_n7_5e530e37fc7e6905", + "dataset_id": "n7", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Family, condition_col=Genus.", + "bindings": { + "group_col": "Family", + "condition_col": "Genus", + "condition_value": "Adenomera", + "positive_value": "Adenomera", + "negative_value": "Hypsiboas", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.075108, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/2", + "binding_index=99" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c874b5d0e414246b.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_c874b5d0e414246b", + "api_calls": 0, + "input_tokens": 28321, + "cached_input_tokens": 22912, + "output_tokens": 336, + "total_tokens": 28657, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5026, + "estimated_output_tokens": 104, + "estimated_total_tokens": 5130, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10406.11, + "sql_execution_elapsed_ms_total": 2.15, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d1cf00f652c4cad34e0b9b6bd854ed4468b72067 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:16:22.213263+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10406.11, "started_at": "2026-05-26T01:16:11.803042+00:00", "ended_at": "2026-05-26T01:16:22.209176+00:00", "prompt_metrics": {"chars": 14776, "bytes_utf8": 14776, "lines": 411, "estimated_tokens": 5026}, "response_metrics": {"chars": 361, "bytes_utf8": 361, "lines": 1, "estimated_tokens": 104}, "usage": {"input_tokens": 28321, "cached_input_tokens": 22912, "output_tokens": 336, "reasoning_output_tokens": 226}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Family\\\",\\n AVG(CASE WHEN \\\"Genus\\\" = 'Adenomera' THEN 1.0 ELSE 0.0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Computes the rate of rows with Genus = 'Adenomera' within each Family, following the grouped condition rate template.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bce4ae5cf9f7c8747f6672f853161f419c7b33c5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_c874b5d0e414246b", + "api_calls": 0, + "input_tokens": 28321, + "cached_input_tokens": 22912, + "output_tokens": 336, + "total_tokens": 28657, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5026, + "estimated_output_tokens": 104, + "estimated_total_tokens": 5130, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10406.11, + "sql_execution_elapsed_ms_total": 2.15, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_c874b5d0e414246b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7b6819fb98d4a31d0cb0556336904ad473ef870d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14837, "bytes_utf8": 14837, "lines": 412, "estimated_tokens": 5052}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 453, "bytes_utf8": 453, "lines": 1, "estimated_tokens": 123}, "usage": {"input_tokens": 28347, "cached_input_tokens": 27008, "output_tokens": 645, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..84e14ad7335c6d6bd755edc007b2a73ce7d11c3f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_d045023c8a4dea21", + "api_calls": 0, + "input_tokens": 28347, + "cached_input_tokens": 27008, + "output_tokens": 645, + "total_tokens": 28992, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5052, + "estimated_output_tokens": 123, + "estimated_total_tokens": 5175, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15569.69, + "sql_execution_elapsed_ms_total": 2.02, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d282422e289ae08df17c1d9290da8b50bf2704e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:16:22.218199+00:00", + "ended_at": "2026-05-26T01:16:37.787937+00:00", + "elapsed_ms": 15569.69, + "prompt_metrics": { + "chars": 14837, + "bytes_utf8": 14837, + "lines": 412, + "estimated_tokens": 5052 + }, + "stdout_metrics": { + "chars": 816, + "bytes_utf8": 816, + "lines": 4, + "estimated_tokens": 236 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 453, + "bytes_utf8": 453, + "lines": 1, + "estimated_tokens": 123 + }, + "usage": { + "input_tokens": 28347, + "cached_input_tokens": 27008, + "output_tokens": 645, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b417af0c3eac99bb4304481bce89af0b3c6150cd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,412 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Family, group_col_2=Genus.", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Family", + "group_col_2": "Genus", + "predicate_col": "Family", + "predicate_op": "=", + "predicate_value": "Leptodactylidae", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.430695, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..31f5abfeea9ee889a2f56f1ec6a20dd98dcea252 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61da-af6d-7122-bd48-a2fc87cd0261"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Family\\\", \\\"Genus\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Family\\\" = 'Leptodactylidae'\\nGROUP BY \\\"Family\\\", \\\"Genus\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the provided filtered two-dimensional group count template with bound roles group_col=Family, group_col_2=Genus, and predicate Family = 'Leptodactylidae'. Identifiers are double-quoted for SQLite compatibility.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28347,"cached_input_tokens":27008,"output_tokens":645,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0838b9e375de2175aca88fbe26330bff3b1b213a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"Family\", \"Genus\", COUNT(*) AS \"row_count\"\nFROM \"n7\"\nWHERE \"Family\" = 'Leptodactylidae'\nGROUP BY \"Family\", \"Genus\"\nORDER BY \"row_count\" DESC;","notes":"Used the provided filtered two-dimensional group count template with bound roles group_col=Family, group_col_2=Genus, and predicate Family = 'Leptodactylidae'. Identifiers are double-quoted for SQLite compatibility."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e2dd7873ae4ebedca82a785f84cc8d1ff7676c56 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Family, group_col_2=Genus. +Result preview: [{"Family": "Leptodactylidae", "Genus": "Adenomera", "row_count": 4150}, {"Family": "Leptodactylidae", "Genus": "Leptodactylus", "row_count": 270}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..5e7a6d33407530539d3a621abaeec3e5e938d382 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n7_d045023c8a4dea21 +-- problem_id: v2p_n7_15239ed6dcd74b07 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "Genus", COUNT(*) AS "row_count" +FROM "n7" +WHERE "Family" = 'Leptodactylidae' +GROUP BY "Family", "Genus" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..648cffd55c408116e655869e4f19a823ef8439cd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_c2_filtered_group_count_2d.\nSELECT \"Family\", \"Genus\", COUNT(*) AS \"row_count\"\nFROM \"n7\"\nWHERE \"Family\" = 'Leptodactylidae'\nGROUP BY \"Family\", \"Genus\"\nORDER BY \"row_count\" DESC;", "result": "{\"query\": \"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Family\\\", \\\"Genus\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Family\\\" = 'Leptodactylidae'\\nGROUP BY \\\"Family\\\", \\\"Genus\\\"\\nORDER BY \\\"row_count\\\" DESC;\", \"columns\": [\"Family\", \"Genus\", \"row_count\"], \"rows\": [{\"Family\": \"Leptodactylidae\", \"Genus\": \"Adenomera\", \"row_count\": 4150}, {\"Family\": \"Leptodactylidae\", \"Genus\": \"Leptodactylus\", \"row_count\": 270}], \"row_count_returned\": 2, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.02}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..72d8c5e94786064c775a8f3d1e2da27c2f6c5d80 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/run_manifest.json @@ -0,0 +1,93 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:16:22.217031+00:00", + "ended_at": "2026-05-26T01:16:37.794671+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_d045023c8a4dea21", + "problem_id": "v2p_n7_15239ed6dcd74b07", + "dataset_id": "n7", + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "count_distribution", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Family, group_col_2=Genus.", + "bindings": { + "group_col": "Family", + "group_col_2": "Genus", + "predicate_col": "Family", + "predicate_op": "=", + "predicate_value": "Leptodactylidae", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.430695, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/1", + "binding_index=48" + ], + "template_selection_mode": "rule", + "selected_template_rank": 5, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_d045023c8a4dea21.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_d045023c8a4dea21", + "api_calls": 0, + "input_tokens": 28347, + "cached_input_tokens": 27008, + "output_tokens": 645, + "total_tokens": 28992, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5052, + "estimated_output_tokens": 123, + "estimated_total_tokens": 5175, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15569.69, + "sql_execution_elapsed_ms_total": 2.02, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4227e50206dc0e1e01e74d2ead075bfd1fc91c49 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:16:37.791442+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15569.69, "started_at": "2026-05-26T01:16:22.218199+00:00", "ended_at": "2026-05-26T01:16:37.787937+00:00", "prompt_metrics": {"chars": 14837, "bytes_utf8": 14837, "lines": 412, "estimated_tokens": 5052}, "response_metrics": {"chars": 453, "bytes_utf8": 453, "lines": 1, "estimated_tokens": 123}, "usage": {"input_tokens": 28347, "cached_input_tokens": 27008, "output_tokens": 645, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d.\\nSELECT \\\"Family\\\", \\\"Genus\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Family\\\" = 'Leptodactylidae'\\nGROUP BY \\\"Family\\\", \\\"Genus\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the provided filtered two-dimensional group count template with bound roles group_col=Family, group_col_2=Genus, and predicate Family = 'Leptodactylidae'. Identifiers are double-quoted for SQLite compatibility.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..48872c8eefc1adfe465f29c4e6cc38d12a301194 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_d045023c8a4dea21", + "api_calls": 0, + "input_tokens": 28347, + "cached_input_tokens": 27008, + "output_tokens": 645, + "total_tokens": 28992, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5052, + "estimated_output_tokens": 123, + "estimated_total_tokens": 5175, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 15569.69, + "sql_execution_elapsed_ms_total": 2.02, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d045023c8a4dea21/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f321796ac525c7a1a067e4b2b22ca45e32f2418e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14605, "bytes_utf8": 14605, "lines": 408, "estimated_tokens": 4975}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 406, "bytes_utf8": 406, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 28270, "cached_input_tokens": 22912, "output_tokens": 2003, "reasoning_output_tokens": 1887}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..cdd9c8ea4dccc5c606e057e58f7c1e828569787b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_d127bf282a3264d3", + "api_calls": 0, + "input_tokens": 28270, + "cached_input_tokens": 22912, + "output_tokens": 2003, + "total_tokens": 30273, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4975, + "estimated_output_tokens": 110, + "estimated_total_tokens": 5085, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 40614.78, + "sql_execution_elapsed_ms_total": 10.47, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2f4674c4916df83ecc4dad6668cee9b48d5bf4a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:16:37.797080+00:00", + "ended_at": "2026-05-26T01:17:18.411834+00:00", + "elapsed_ms": 40614.78, + "prompt_metrics": { + "chars": 14605, + "bytes_utf8": 14605, + "lines": 408, + "estimated_tokens": 4975 + }, + "stdout_metrics": { + "chars": 771, + "bytes_utf8": 771, + "lines": 4, + "estimated_tokens": 232 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 406, + "bytes_utf8": 406, + "lines": 1, + "estimated_tokens": 110 + }, + "usage": { + "input_tokens": 28270, + "cached_input_tokens": 22912, + "output_tokens": 2003, + "reasoning_output_tokens": 1887 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cf5207be1d5f96a721f088e7d8a86f2a2997bddd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,408 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Genus, measure_col=MFCCs_22.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_22", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.173511, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ddd4e68f76ad1c2eea9a4abba3bde50899811c06 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61da-ec4a-7021-9f11-22e5e8dd8905"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Genus\\\",\\n AVG(CAST(\\\"MFCCs_22\\\" AS REAL)) OVER (PARTITION BY \\\"Genus\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the provided window partition average template with group_col=\\\"Genus\\\" and measure_col=\\\"MFCCs_22\\\". The measure is cast to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28270,"cached_input_tokens":22912,"output_tokens":2003,"reasoning_output_tokens":1887}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..16c439c8f7969cb17299117ef9cc5be5fe3a5889 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Genus\",\n AVG(CAST(\"MFCCs_22\" AS REAL)) OVER (PARTITION BY \"Genus\") AS \"avg_measure\"\nFROM \"n7\"\nORDER BY \"avg_measure\" DESC;","notes":"Applied the provided window partition average template with group_col=\"Genus\" and measure_col=\"MFCCs_22\". The measure is cast to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad7f350a5cb81c2753d917c4bebc2941b376893a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Genus, measure_col=MFCCs_22. +Result preview: [{"Genus": "Adenomera", "avg_measure": 0.1648118870120168}, {"Genus": "Ameerega", "avg_measure": 0.00352837535506732}, {"Genus": "Scinax", "avg_measure": -0.00043756629107923165}, {"Genus": "Osteocephalus", "avg_measure": -0.003971458959992033}, {"Genus": "Rhinella", "avg_measure": -0.010825883919414756}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..86ef59f488ecf9395ea38f93a72ab11dc44f24ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_d127bf282a3264d3 +-- problem_id: v2p_n7_f45baa07b98dd557 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Genus", + AVG(CAST("MFCCs_22" AS REAL)) OVER (PARTITION BY "Genus") AS "avg_measure" +FROM "n7" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4d6beb442e8512aa75459148b26b6ab673fe27e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Genus\",\n AVG(CAST(\"MFCCs_22\" AS REAL)) OVER (PARTITION BY \"Genus\") AS \"avg_measure\"\nFROM \"n7\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Genus\\\",\\n AVG(CAST(\\\"MFCCs_22\\\" AS REAL)) OVER (PARTITION BY \\\"Genus\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Genus\", \"avg_measure\"], \"rows\": [{\"Genus\": \"Adenomera\", \"avg_measure\": 0.1648118870120168}, {\"Genus\": \"Ameerega\", \"avg_measure\": 0.00352837535506732}, {\"Genus\": \"Scinax\", \"avg_measure\": -0.00043756629107923165}, {\"Genus\": \"Osteocephalus\", \"avg_measure\": -0.003971458959992033}, {\"Genus\": \"Rhinella\", \"avg_measure\": -0.010825883919414756}, {\"Genus\": \"Hypsiboas\", \"avg_measure\": -0.015426715662379754}, {\"Genus\": \"Dendropsophus\", \"avg_measure\": -0.028059098802228972}, {\"Genus\": \"Leptodactylus\", \"avg_measure\": -0.07891424519084177}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 10.47}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e5980820d42086211ff36470864ef0d91cc08f0d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:16:37.795118+00:00", + "ended_at": "2026-05-26T01:17:18.427581+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_d127bf282a3264d3", + "problem_id": "v2p_n7_f45baa07b98dd557", + "dataset_id": "n7", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Genus, measure_col=MFCCs_22.", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_22", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.173511, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=136" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_d127bf282a3264d3.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_d127bf282a3264d3", + "api_calls": 0, + "input_tokens": 28270, + "cached_input_tokens": 22912, + "output_tokens": 2003, + "total_tokens": 30273, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4975, + "estimated_output_tokens": 110, + "estimated_total_tokens": 5085, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 40614.78, + "sql_execution_elapsed_ms_total": 10.47, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b8a891a1a447eaee29534a31e6b8c4cc54a8ad98 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:17:18.415144+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 40614.78, "started_at": "2026-05-26T01:16:37.797080+00:00", "ended_at": "2026-05-26T01:17:18.411834+00:00", "prompt_metrics": {"chars": 14605, "bytes_utf8": 14605, "lines": 408, "estimated_tokens": 4975}, "response_metrics": {"chars": 406, "bytes_utf8": 406, "lines": 1, "estimated_tokens": 110}, "usage": {"input_tokens": 28270, "cached_input_tokens": 22912, "output_tokens": 2003, "reasoning_output_tokens": 1887}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Genus\\\",\\n AVG(CAST(\\\"MFCCs_22\\\" AS REAL)) OVER (PARTITION BY \\\"Genus\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applied the provided window partition average template with group_col=\\\"Genus\\\" and measure_col=\\\"MFCCs_22\\\". The measure is cast to REAL because the SQLite schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..df902b48732732abc9a6d9ddbc4dcff64a45773e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_d127bf282a3264d3", + "api_calls": 0, + "input_tokens": 28270, + "cached_input_tokens": 22912, + "output_tokens": 2003, + "total_tokens": 30273, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4975, + "estimated_output_tokens": 110, + "estimated_total_tokens": 5085, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 40614.78, + "sql_execution_elapsed_ms_total": 10.47, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d127bf282a3264d3/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d1a4be2dc9de28dcae1047d21045b2547ad557c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14606, "bytes_utf8": 14606, "lines": 408, "estimated_tokens": 4977}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 388, "bytes_utf8": 388, "lines": 1, "estimated_tokens": 109}, "usage": {"input_tokens": 28272, "cached_input_tokens": 27008, "output_tokens": 2475, "reasoning_output_tokens": 2360}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..fbedf64a5b2bccb2eaf2a918ac6ad7e6f7f4c512 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_d627e7432520d4f6", + "api_calls": 0, + "input_tokens": 28272, + "cached_input_tokens": 27008, + "output_tokens": 2475, + "total_tokens": 30747, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4977, + "estimated_output_tokens": 109, + "estimated_total_tokens": 5086, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 48000.42, + "sql_execution_elapsed_ms_total": 11.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..cdb687efd1e431c81f22fe8fcbcaa1c96ca8b5ef --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:17:18.429418+00:00", + "ended_at": "2026-05-26T01:18:06.429778+00:00", + "elapsed_ms": 48000.42, + "prompt_metrics": { + "chars": 14606, + "bytes_utf8": 14606, + "lines": 408, + "estimated_tokens": 4977 + }, + "stdout_metrics": { + "chars": 753, + "bytes_utf8": 753, + "lines": 4, + "estimated_tokens": 229 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 388, + "bytes_utf8": 388, + "lines": 1, + "estimated_tokens": 109 + }, + "usage": { + "input_tokens": 28272, + "cached_input_tokens": 27008, + "output_tokens": 2475, + "reasoning_output_tokens": 2360 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..99d8cd8b1f2c82d7724cbfeea8a724d53ec7b7cc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,408 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Genus, measure_col=MFCCs_ 2.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_ 2", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.396761, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9949d7a7a1d5ca5c1be6dfd15c4269280f0881f2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61db-8b07-7f80-85a8-f0c5ef47a753"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Genus\\\",\\n AVG(CAST(\\\"MFCCs_ 2\\\" AS REAL)) OVER (PARTITION BY \\\"Genus\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the planned window partition average template with \\\"Genus\\\" as the partition key and cast \\\"MFCCs_ 2\\\" to REAL because the schema stores MFCC columns as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28272,"cached_input_tokens":27008,"output_tokens":2475,"reasoning_output_tokens":2360}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..023de23cd7b608e979231dd6cfa728569f8481b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Genus\",\n AVG(CAST(\"MFCCs_ 2\" AS REAL)) OVER (PARTITION BY \"Genus\") AS \"avg_measure\"\nFROM \"n7\"\nORDER BY \"avg_measure\" DESC;","notes":"Used the planned window partition average template with \"Genus\" as the partition key and cast \"MFCCs_ 2\" to REAL because the schema stores MFCC columns as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..0beb0e4386d4a0c38f6bf27bb11e468c8fbcf968 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Genus, measure_col=MFCCs_ 2. +Result preview: [{"Genus": "Osteocephalus", "avg_measure": 0.5845113369109928}, {"Genus": "Hypsiboas", "avg_measure": 0.44305415169497026}, {"Genus": "Rhinella", "avg_measure": 0.38873474573823974}, {"Genus": "Adenomera", "avg_measure": 0.3033137593054268}, {"Genus": "Ameerega", "avg_measure": 0.28550267724071887}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e8d4fab9a6b93b90e3fb1da2d3fca7ba08e7624a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_d627e7432520d4f6 +-- problem_id: v2p_n7_bfa37a01a10407dd +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Genus", + AVG(CAST("MFCCs_ 2" AS REAL)) OVER (PARTITION BY "Genus") AS "avg_measure" +FROM "n7" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..444a397a5e54e2ec2445ac3f2fb3084ab4a7f351 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Genus\",\n AVG(CAST(\"MFCCs_ 2\" AS REAL)) OVER (PARTITION BY \"Genus\") AS \"avg_measure\"\nFROM \"n7\"\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Genus\\\",\\n AVG(CAST(\\\"MFCCs_ 2\\\" AS REAL)) OVER (PARTITION BY \\\"Genus\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Genus\", \"avg_measure\"], \"rows\": [{\"Genus\": \"Osteocephalus\", \"avg_measure\": 0.5845113369109928}, {\"Genus\": \"Hypsiboas\", \"avg_measure\": 0.44305415169497026}, {\"Genus\": \"Rhinella\", \"avg_measure\": 0.38873474573823974}, {\"Genus\": \"Adenomera\", \"avg_measure\": 0.3033137593054268}, {\"Genus\": \"Ameerega\", \"avg_measure\": 0.28550267724071887}, {\"Genus\": \"Leptodactylus\", \"avg_measure\": 0.25877338976888914}, {\"Genus\": \"Dendropsophus\", \"avg_measure\": 0.15212189277737118}, {\"Genus\": \"Scinax\", \"avg_measure\": -0.008036546651371641}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 11.25}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9c9d6958cb47c73294eddf242085773766603abc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:17:18.428026+00:00", + "ended_at": "2026-05-26T01:18:06.445714+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_d627e7432520d4f6", + "problem_id": "v2p_n7_bfa37a01a10407dd", + "dataset_id": "n7", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Genus, measure_col=MFCCs_ 2.", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_ 2", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.396761, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=139" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_d627e7432520d4f6.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_d627e7432520d4f6", + "api_calls": 0, + "input_tokens": 28272, + "cached_input_tokens": 27008, + "output_tokens": 2475, + "total_tokens": 30747, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4977, + "estimated_output_tokens": 109, + "estimated_total_tokens": 5086, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 48000.42, + "sql_execution_elapsed_ms_total": 11.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9cb44e14674b6ac4dfd0664fd1700badcc060c5c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:18:06.433197+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 48000.42, "started_at": "2026-05-26T01:17:18.429418+00:00", "ended_at": "2026-05-26T01:18:06.429778+00:00", "prompt_metrics": {"chars": 14606, "bytes_utf8": 14606, "lines": 408, "estimated_tokens": 4977}, "response_metrics": {"chars": 388, "bytes_utf8": 388, "lines": 1, "estimated_tokens": 109}, "usage": {"input_tokens": 28272, "cached_input_tokens": 27008, "output_tokens": 2475, "reasoning_output_tokens": 2360}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Genus\\\",\\n AVG(CAST(\\\"MFCCs_ 2\\\" AS REAL)) OVER (PARTITION BY \\\"Genus\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Used the planned window partition average template with \\\"Genus\\\" as the partition key and cast \\\"MFCCs_ 2\\\" to REAL because the schema stores MFCC columns as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..f9bda226625e3eb41951a9ad3b9f5f17ecb81c64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_d627e7432520d4f6", + "api_calls": 0, + "input_tokens": 28272, + "cached_input_tokens": 27008, + "output_tokens": 2475, + "total_tokens": 30747, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4977, + "estimated_output_tokens": 109, + "estimated_total_tokens": 5086, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 48000.42, + "sql_execution_elapsed_ms_total": 11.25, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_d627e7432520d4f6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..79bb596e49e452dab7c17f0107c0d31c52ea8853 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14791, "bytes_utf8": 14791, "lines": 411, "estimated_tokens": 5024}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 448, "bytes_utf8": 448, "lines": 1, "estimated_tokens": 118}, "usage": {"input_tokens": 28319, "cached_input_tokens": 27008, "output_tokens": 543, "reasoning_output_tokens": 419}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..205cf99169eb6117d53ca2918787ee21cf5f220f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_e141bb2669a277c1", + "api_calls": 0, + "input_tokens": 28319, + "cached_input_tokens": 27008, + "output_tokens": 543, + "total_tokens": 28862, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5024, + "estimated_output_tokens": 118, + "estimated_total_tokens": 5142, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13397.53, + "sql_execution_elapsed_ms_total": 4.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fda5b53581fcfdf761fe793033310914b7dcc39a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:18:06.448594+00:00", + "ended_at": "2026-05-26T01:18:19.846171+00:00", + "elapsed_ms": 13397.53, + "prompt_metrics": { + "chars": 14791, + "bytes_utf8": 14791, + "lines": 411, + "estimated_tokens": 5024 + }, + "stdout_metrics": { + "chars": 811, + "bytes_utf8": 811, + "lines": 4, + "estimated_tokens": 234 + }, + "stderr_metrics": { + "chars": 288, + "bytes_utf8": 288, + "lines": 1, + "estimated_tokens": 104 + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 448, + "bytes_utf8": 448, + "lines": 1, + "estimated_tokens": 118 + }, + "usage": { + "input_tokens": 28319, + "cached_input_tokens": 27008, + "output_tokens": 543, + "reasoning_output_tokens": 419 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ca6bd09e0e4f36d7d28574b9a08e51ef573d549e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Family, condition_col=Family.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Family", + "condition_col": "Family", + "condition_value": "Hylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.222592, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8e90251804b39c68dc8ddcc673ca5ec538867d7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61dc-4694-7851-ae6b-eb4eb62f5c9b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Family\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the requested grouped condition-rate template exactly. Because both group_col and condition_col are \\\"Family\\\", the result is deterministic: the \\\"Hylidae\\\" group gets 1.0 and every other family gets 0.0.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28319,"cached_input_tokens":27008,"output_tokens":543,"reasoning_output_tokens":419}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4ca550023d11db6229874d7a6c0e5fe90ad141ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Family\",\n AVG(CASE WHEN \"Family\" = 'Hylidae' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n7\"\nGROUP BY \"Family\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the requested grouped condition-rate template exactly. Because both group_col and condition_col are \"Family\", the result is deterministic: the \"Hylidae\" group gets 1.0 and every other family gets 0.0."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cd391a23650746a4cc9d616ad03ad0f6894e4a18 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/sql_stderr_attempt_1.txt @@ -0,0 +1 @@ +2026-05-26T01:18:19.334259Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf("/Users/jialinzhang/.codex/shell_snapshots/019e61dc-4694-7851-ae6b-eb4eb62f5c9b.1779758286485225000.sh"): Os { code: 2, kind: NotFound, message: "No such file or directory" } diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e3376906c89216d07327c185815f9da3f072ccfb --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Family, condition_col=Family. +Result preview: [{"Family": "Hylidae", "condition_rate": 1.0}, {"Family": "Leptodactylidae", "condition_rate": 0.0}, {"Family": "Dendrobatidae", "condition_rate": 0.0}, {"Family": "Bufonidae", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..c2c38ef819a06fa8634ef17d82abf608b1270198 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_e141bb2669a277c1 +-- problem_id: v2p_n7_d578baa7f6b2bdc8 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", + AVG(CASE WHEN "Family" = 'Hylidae' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n7" +GROUP BY "Family" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bfd1cbc3328fed1408f0ad217bd5339e04bfc0f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Family\",\n AVG(CASE WHEN \"Family\" = 'Hylidae' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n7\"\nGROUP BY \"Family\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Family\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Family\", \"condition_rate\"], \"rows\": [{\"Family\": \"Hylidae\", \"condition_rate\": 1.0}, {\"Family\": \"Leptodactylidae\", \"condition_rate\": 0.0}, {\"Family\": \"Dendrobatidae\", \"condition_rate\": 0.0}, {\"Family\": \"Bufonidae\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 4.55}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..be765530eec8727c64f42f9a313554514ac11851 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:18:06.446102+00:00", + "ended_at": "2026-05-26T01:18:19.857140+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_e141bb2669a277c1", + "problem_id": "v2p_n7_d578baa7f6b2bdc8", + "dataset_id": "n7", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Family, condition_col=Family.", + "bindings": { + "group_col": "Family", + "condition_col": "Family", + "condition_value": "Hylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.222592, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_e141bb2669a277c1.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_e141bb2669a277c1", + "api_calls": 0, + "input_tokens": 28319, + "cached_input_tokens": 27008, + "output_tokens": 543, + "total_tokens": 28862, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5024, + "estimated_output_tokens": 118, + "estimated_total_tokens": 5142, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13397.53, + "sql_execution_elapsed_ms_total": 4.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..9b82fd4134e69eb9ba8f09cecbe5e82ef9eb4f7b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:18:19.849974+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 13397.53, "started_at": "2026-05-26T01:18:06.448594+00:00", "ended_at": "2026-05-26T01:18:19.846171+00:00", "prompt_metrics": {"chars": 14791, "bytes_utf8": 14791, "lines": 411, "estimated_tokens": 5024}, "response_metrics": {"chars": 448, "bytes_utf8": 448, "lines": 1, "estimated_tokens": 118}, "usage": {"input_tokens": 28319, "cached_input_tokens": 27008, "output_tokens": 543, "reasoning_output_tokens": 419}, "stderr_preview": "2026-05-26T01:18:19.334259Z WARN codex_core::shell_snapshot: Failed to delete shell snapshot at AbsolutePathBuf(\"/Users/jialinzhang/.codex/shell_snapshots/019e61dc-4694-7851-ae6b-eb4eb62f5c9b.1779758286485225000.sh\"): Os { code: 2, kind: NotFound, message: \"No such file or directory\" }\n", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Family\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the requested grouped condition-rate template exactly. Because both group_col and condition_col are \\\"Family\\\", the result is deterministic: the \\\"Hylidae\\\" group gets 1.0 and every other family gets 0.0.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..4b2299ef867abf3dc427a5ec7c666e3f839046b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_e141bb2669a277c1", + "api_calls": 0, + "input_tokens": 28319, + "cached_input_tokens": 27008, + "output_tokens": 543, + "total_tokens": 28862, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5024, + "estimated_output_tokens": 118, + "estimated_total_tokens": 5142, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13397.53, + "sql_execution_elapsed_ms_total": 4.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e141bb2669a277c1/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f41b92257740cbba27068e450cadc4ce7a5a3e1f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15345, "bytes_utf8": 15345, "lines": 411, "estimated_tokens": 5174}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 668, "bytes_utf8": 668, "lines": 1, "estimated_tokens": 195}, "usage": {"input_tokens": 28469, "cached_input_tokens": 27008, "output_tokens": 717, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..18ed37f774113d23b8a36af9af92c7c08b2be252 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_e303ce1731746a01", + "api_calls": 0, + "input_tokens": 28469, + "cached_input_tokens": 27008, + "output_tokens": 717, + "total_tokens": 29186, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5174, + "estimated_output_tokens": 195, + "estimated_total_tokens": 5369, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16433.1, + "sql_execution_elapsed_ms_total": 2.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7e15e2d816f94546c881465ccc5566d715283cc8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:18:19.859122+00:00", + "ended_at": "2026-05-26T01:18:36.292264+00:00", + "elapsed_ms": 16433.1, + "prompt_metrics": { + "chars": 15345, + "bytes_utf8": 15345, + "lines": 411, + "estimated_tokens": 5174 + }, + "stdout_metrics": { + "chars": 1041, + "bytes_utf8": 1041, + "lines": 4, + "estimated_tokens": 321 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 668, + "bytes_utf8": 668, + "lines": 1, + "estimated_tokens": 195 + }, + "usage": { + "input_tokens": 28469, + "cached_input_tokens": 27008, + "output_tokens": 717, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6353beb8ab1b9a83c1730f2375f6b3fd685e3539 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Family, condition_col=Genus.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Family", + "condition_col": "Genus", + "condition_value": "Adenomera", + "positive_value": "Adenomera", + "negative_value": "Hypsiboas", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.201932, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..439a4db9a6fd141be0449e1d5fbad400026a3bfd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61dc-7b00-7b02-9d47-085d2177b9a7"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Family\\\",\\n SUM(CASE WHEN \\\"Genus\\\" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Genus\\\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Family\\\"\\n)\\nSELECT \\\"Family\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Computes, for each \\\"Family\\\", the ratio of rows where \\\"Genus\\\" is 'Adenomera' to rows where \\\"Genus\\\" is 'Hypsiboas'. The ratio is NULL when a family has no 'Hypsiboas' rows.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28469,"cached_input_tokens":27008,"output_tokens":717,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..266180dd9b48f129c4214ffe81338886922d4aec --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Family\",\n SUM(CASE WHEN \"Genus\" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Genus\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n7\"\n GROUP BY \"Family\"\n)\nSELECT \"Family\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Computes, for each \"Family\", the ratio of rows where \"Genus\" is 'Adenomera' to rows where \"Genus\" is 'Hypsiboas'. The ratio is NULL when a family has no 'Hypsiboas' rows."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..894f6ecb471c9ba2a6364409f703a4ece32e1b29 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Family, condition_col=Genus. +Result preview: [{"Family": "Hylidae", "condition_ratio": 0.0}, {"Family": "Bufonidae", "condition_ratio": null}, {"Family": "Dendrobatidae", "condition_ratio": null}, {"Family": "Leptodactylidae", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..16c9df274bcd265f4d365cdaa21ff1c6b5051f45 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n7_e303ce1731746a01 +-- problem_id: v2p_n7_1b64987d30f4f9ed +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Family", + SUM(CASE WHEN "Genus" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Genus" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count + FROM "n7" + GROUP BY "Family" +) +SELECT "Family", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c3befbe675ae524a6f84ef3cfca258ac9b44ef63 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Family\",\n SUM(CASE WHEN \"Genus\" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Genus\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n7\"\n GROUP BY \"Family\"\n)\nSELECT \"Family\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Family\\\",\\n SUM(CASE WHEN \\\"Genus\\\" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Genus\\\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Family\\\"\\n)\\nSELECT \\\"Family\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"Family\", \"condition_ratio\"], \"rows\": [{\"Family\": \"Hylidae\", \"condition_ratio\": 0.0}, {\"Family\": \"Bufonidae\", \"condition_ratio\": null}, {\"Family\": \"Dendrobatidae\", \"condition_ratio\": null}, {\"Family\": \"Leptodactylidae\", \"condition_ratio\": null}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.28}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..adbbc3cd627fcfdc2f7693b1f2cd14c337e9b8d0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:18:19.857540+00:00", + "ended_at": "2026-05-26T01:18:36.299277+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_e303ce1731746a01", + "problem_id": "v2p_n7_1b64987d30f4f9ed", + "dataset_id": "n7", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Family, condition_col=Genus.", + "bindings": { + "group_col": "Family", + "condition_col": "Genus", + "condition_value": "Adenomera", + "positive_value": "Adenomera", + "negative_value": "Hypsiboas", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.201932, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=1/1", + "binding_index=39" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 4, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_e303ce1731746a01.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_e303ce1731746a01", + "api_calls": 0, + "input_tokens": 28469, + "cached_input_tokens": 27008, + "output_tokens": 717, + "total_tokens": 29186, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5174, + "estimated_output_tokens": 195, + "estimated_total_tokens": 5369, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16433.1, + "sql_execution_elapsed_ms_total": 2.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6f8079ea4a4fd4ddb97f1488bcaf3f2b8063b2dd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:18:36.295757+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16433.1, "started_at": "2026-05-26T01:18:19.859122+00:00", "ended_at": "2026-05-26T01:18:36.292264+00:00", "prompt_metrics": {"chars": 15345, "bytes_utf8": 15345, "lines": 411, "estimated_tokens": 5174}, "response_metrics": {"chars": 668, "bytes_utf8": 668, "lines": 1, "estimated_tokens": 195}, "usage": {"input_tokens": 28469, "cached_input_tokens": 27008, "output_tokens": 717, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Family\\\",\\n SUM(CASE WHEN \\\"Genus\\\" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Genus\\\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Family\\\"\\n)\\nSELECT \\\"Family\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Computes, for each \\\"Family\\\", the ratio of rows where \\\"Genus\\\" is 'Adenomera' to rows where \\\"Genus\\\" is 'Hypsiboas'. The ratio is NULL when a family has no 'Hypsiboas' rows.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..35a6670a3002e743691b56c1fecbf8909dfc7ab0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_e303ce1731746a01", + "api_calls": 0, + "input_tokens": 28469, + "cached_input_tokens": 27008, + "output_tokens": 717, + "total_tokens": 29186, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5174, + "estimated_output_tokens": 195, + "estimated_total_tokens": 5369, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16433.1, + "sql_execution_elapsed_ms_total": 2.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e303ce1731746a01/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2daed31607c54cb569b760ffde20d29b1f37e3f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14608, "bytes_utf8": 14608, "lines": 408, "estimated_tokens": 4974}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 538, "bytes_utf8": 538, "lines": 1, "estimated_tokens": 149}, "usage": {"input_tokens": 28269, "cached_input_tokens": 6528, "output_tokens": 671, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..9fb0218c34da4e02389ce020af59afec7d6a6906 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_e8bfb291ee41fd7f", + "api_calls": 0, + "input_tokens": 28269, + "cached_input_tokens": 6528, + "output_tokens": 671, + "total_tokens": 28940, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4974, + "estimated_output_tokens": 149, + "estimated_total_tokens": 5123, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16395.87, + "sql_execution_elapsed_ms_total": 11.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ddc43be125dd3491563d2a299ad58dcc9b52c095 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:18:36.300831+00:00", + "ended_at": "2026-05-26T01:18:52.696754+00:00", + "elapsed_ms": 16395.87, + "prompt_metrics": { + "chars": 14608, + "bytes_utf8": 14608, + "lines": 408, + "estimated_tokens": 4974 + }, + "stdout_metrics": { + "chars": 915, + "bytes_utf8": 915, + "lines": 4, + "estimated_tokens": 277 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 538, + "bytes_utf8": 538, + "lines": 1, + "estimated_tokens": 149 + }, + "usage": { + "input_tokens": 28269, + "cached_input_tokens": 6528, + "output_tokens": 671, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..71586811dff5636cd5bbd44954ef9d956428b1a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,408 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Family, measure_col=MFCCs_18.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_18", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.061889, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5dc6ead3158057a49c7eddb4c230b0a5de9fd3fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61dc-bb36-7dd2-8647-3ec0f552ee5b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Family\\\",\\n AVG(CAST(\\\"MFCCs_18\\\" AS REAL)) OVER (PARTITION BY \\\"Family\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Family\\\" IS NOT NULL\\n AND \\\"MFCCs_18\\\" IS NOT NULL\\n AND TRIM(\\\"MFCCs_18\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applies the Window Partition Average template with group_col=\\\"Family\\\" and measure_col=\\\"MFCCs_18\\\", casting the TEXT-stored measure to REAL and filtering null/blank measure values for a stable slice-level comparison.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28269,"cached_input_tokens":6528,"output_tokens":671,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8d834132db1a8f406d163f68b0250aabdd53e90a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Family\",\n AVG(CAST(\"MFCCs_18\" AS REAL)) OVER (PARTITION BY \"Family\") AS \"avg_measure\"\nFROM \"n7\"\nWHERE \"Family\" IS NOT NULL\n AND \"MFCCs_18\" IS NOT NULL\n AND TRIM(\"MFCCs_18\") <> ''\nORDER BY \"avg_measure\" DESC;","notes":"Applies the Window Partition Average template with group_col=\"Family\" and measure_col=\"MFCCs_18\", casting the TEXT-stored measure to REAL and filtering null/blank measure values for a stable slice-level comparison."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..256be27a0b5304194de7581762bd3852d5743ea6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Family, measure_col=MFCCs_18. +Result preview: [{"Family": "Dendrobatidae", "avg_measure": 0.021660370971746296}, {"Family": "Hylidae", "avg_measure": 0.01329352166990376}, {"Family": "Bufonidae", "avg_measure": 0.011167841414667095}, {"Family": "Leptodactylidae", "avg_measure": 0.003284820145161297}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..a5d6f22c36a4ac47d6336c68bf5cc5e5e55c1d14 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_e8bfb291ee41fd7f +-- problem_id: v2p_n7_f4de03e789f481a6 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Family", + AVG(CAST("MFCCs_18" AS REAL)) OVER (PARTITION BY "Family") AS "avg_measure" +FROM "n7" +WHERE "Family" IS NOT NULL + AND "MFCCs_18" IS NOT NULL + AND TRIM("MFCCs_18") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b4dafe66ea8f3e8a5a960c615f89dfd6ef579d28 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Family\",\n AVG(CAST(\"MFCCs_18\" AS REAL)) OVER (PARTITION BY \"Family\") AS \"avg_measure\"\nFROM \"n7\"\nWHERE \"Family\" IS NOT NULL\n AND \"MFCCs_18\" IS NOT NULL\n AND TRIM(\"MFCCs_18\") <> ''\nORDER BY \"avg_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Family\\\",\\n AVG(CAST(\\\"MFCCs_18\\\" AS REAL)) OVER (PARTITION BY \\\"Family\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Family\\\" IS NOT NULL\\n AND \\\"MFCCs_18\\\" IS NOT NULL\\n AND TRIM(\\\"MFCCs_18\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\", \"columns\": [\"Family\", \"avg_measure\"], \"rows\": [{\"Family\": \"Dendrobatidae\", \"avg_measure\": 0.021660370971746296}, {\"Family\": \"Hylidae\", \"avg_measure\": 0.01329352166990376}, {\"Family\": \"Bufonidae\", \"avg_measure\": 0.011167841414667095}, {\"Family\": \"Leptodactylidae\", \"avg_measure\": 0.003284820145161297}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 11.28}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c7f85218839ad62717c5068a4cabdca1646c538d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:18:36.299747+00:00", + "ended_at": "2026-05-26T01:18:52.712886+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_e8bfb291ee41fd7f", + "problem_id": "v2p_n7_f4de03e789f481a6", + "dataset_id": "n7", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Family, measure_col=MFCCs_18.", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_18", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.061889, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_e8bfb291ee41fd7f.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_e8bfb291ee41fd7f", + "api_calls": 0, + "input_tokens": 28269, + "cached_input_tokens": 6528, + "output_tokens": 671, + "total_tokens": 28940, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4974, + "estimated_output_tokens": 149, + "estimated_total_tokens": 5123, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 16395.87, + "sql_execution_elapsed_ms_total": 11.28, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..096b800a4094b78204dabc2dd7e425829ff19c32 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:18:52.700213+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 16395.87, "started_at": "2026-05-26T01:18:36.300831+00:00", "ended_at": "2026-05-26T01:18:52.696754+00:00", "prompt_metrics": {"chars": 14608, "bytes_utf8": 14608, "lines": 408, "estimated_tokens": 4974}, "response_metrics": {"chars": 538, "bytes_utf8": 538, "lines": 1, "estimated_tokens": 149}, "usage": {"input_tokens": 28269, "cached_input_tokens": 6528, "output_tokens": 671, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Family\\\",\\n AVG(CAST(\\\"MFCCs_18\\\" AS REAL)) OVER (PARTITION BY \\\"Family\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Family\\\" IS NOT NULL\\n AND \\\"MFCCs_18\\\" IS NOT NULL\\n AND TRIM(\\\"MFCCs_18\\\") <> ''\\nORDER BY \\\"avg_measure\\\" DESC;\",\"notes\":\"Applies the Window Partition Average template with group_col=\\\"Family\\\" and measure_col=\\\"MFCCs_18\\\", casting the TEXT-stored measure to REAL and filtering null/blank measure values for a stable slice-level comparison.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0d9d945a297d551a44a60bd654b34b0af24a3381 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_e8bfb291ee41fd7f/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_e8bfb291ee41fd7f", + "api_calls": 0, + "input_tokens": 28269, + 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..685169278daf1ea8e388f7bdfdf5c0f9cd5e4c13 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_eadd4fc48be86944", + "api_calls": 0, + "input_tokens": 28322, + "cached_input_tokens": 27008, + "output_tokens": 401, + 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0000000000000000000000000000000000000000..84e8c7552820a7439750656efefd0055d6b29f21 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:18:52.714552+00:00", + "ended_at": "2026-05-26T01:19:04.359106+00:00", + "elapsed_ms": 11644.54, + "prompt_metrics": { + "chars": 14783, + "bytes_utf8": 14783, + "lines": 411, + "estimated_tokens": 5027 + }, + "stdout_metrics": { + "chars": 656, + "bytes_utf8": 656, + "lines": 4, + "estimated_tokens": 195 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 309, + "bytes_utf8": 309, + "lines": 1, + "estimated_tokens": 91 + }, + "usage": { + "input_tokens": 28322, + "cached_input_tokens": 27008, + "output_tokens": 401, + "reasoning_output_tokens": 304 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..732f7605b2edb39b5e292b736cbb42b2261da96d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Family, condition_col=Genus.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Family", + "condition_col": "Genus", + "condition_value": "Hypsiboas", + "positive_value": "Adenomera", + "negative_value": "Hypsiboas", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.075108, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..212d420ce51a833099cc6c956a41d2504fc508fe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61dc-fb54-7a72-a588-1eb892066015"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Family\\\",\\n AVG(CASE WHEN \\\"Genus\\\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Computes, for each Family, the proportion of rows whose Genus is 'Hypsiboas'.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28322,"cached_input_tokens":27008,"output_tokens":401,"reasoning_output_tokens":304}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..849a667c7efc4293e2a8cf1aa85e5c1f210d003f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Family\",\n AVG(CASE WHEN \"Genus\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n7\"\nGROUP BY \"Family\"\nORDER BY condition_rate DESC;","notes":"Computes, for each Family, the proportion of rows whose Genus is 'Hypsiboas'."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f3f91a0a3dad0ddd95ca3fa78021daede93a53ce --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Family, condition_col=Genus. +Result preview: [{"Family": "Hylidae", "condition_rate": 0.7357967667436489}, {"Family": "Leptodactylidae", "condition_rate": 0.0}, {"Family": "Dendrobatidae", "condition_rate": 0.0}, {"Family": "Bufonidae", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..439fc397e98355a9ef249be322dfce0462f71382 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_eadd4fc48be86944 +-- problem_id: v2p_n7_939c6e7673f6adbc +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", + AVG(CASE WHEN "Genus" = 'Hypsiboas' THEN 1 ELSE 0 END) AS condition_rate +FROM "n7" +GROUP BY "Family" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..77947424caea7c610fe8b884d7b8896a27c84349 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Family\",\n AVG(CASE WHEN \"Genus\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n7\"\nGROUP BY \"Family\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Family\\\",\\n AVG(CASE WHEN \\\"Genus\\\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"Family\", \"condition_rate\"], \"rows\": [{\"Family\": \"Hylidae\", \"condition_rate\": 0.7357967667436489}, {\"Family\": \"Leptodactylidae\", \"condition_rate\": 0.0}, {\"Family\": \"Dendrobatidae\", \"condition_rate\": 0.0}, {\"Family\": \"Bufonidae\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.04}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..85e5c88627e7be0f22c13d89928ac90afcd3455a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:18:52.713358+00:00", + "ended_at": "2026-05-26T01:19:04.365493+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_eadd4fc48be86944", + "problem_id": "v2p_n7_939c6e7673f6adbc", + "dataset_id": "n7", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Family, condition_col=Genus.", + "bindings": { + "group_col": "Family", + "condition_col": "Genus", + "condition_value": "Hypsiboas", + "positive_value": "Adenomera", + "negative_value": "Hypsiboas", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.075108, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=4", + "sql_variant_index=2/2", + "binding_index=99" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 4, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_eadd4fc48be86944.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_eadd4fc48be86944", + "api_calls": 0, + "input_tokens": 28322, + "cached_input_tokens": 27008, + "output_tokens": 401, + "total_tokens": 28723, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5027, + "estimated_output_tokens": 91, + "estimated_total_tokens": 5118, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11644.54, + "sql_execution_elapsed_ms_total": 2.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..146b0b73005dc16dfa9041e2454501f88c7cc40a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:19:04.362256+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 11644.54, "started_at": "2026-05-26T01:18:52.714552+00:00", "ended_at": "2026-05-26T01:19:04.359106+00:00", "prompt_metrics": {"chars": 14783, "bytes_utf8": 14783, "lines": 411, "estimated_tokens": 5027}, "response_metrics": {"chars": 309, "bytes_utf8": 309, "lines": 1, "estimated_tokens": 91}, "usage": {"input_tokens": 28322, "cached_input_tokens": 27008, "output_tokens": 401, "reasoning_output_tokens": 304}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Family\\\",\\n AVG(CASE WHEN \\\"Genus\\\" = 'Hypsiboas' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Computes, for each Family, the proportion of rows whose Genus is 'Hypsiboas'.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6aa136e4b162db69db232586cd10dd8f5bea78e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_eadd4fc48be86944", + "api_calls": 0, + "input_tokens": 28322, + "cached_input_tokens": 27008, + "output_tokens": 401, + "total_tokens": 28723, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5027, + "estimated_output_tokens": 91, + "estimated_total_tokens": 5118, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11644.54, + "sql_execution_elapsed_ms_total": 2.04, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eadd4fc48be86944/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a6f3dbef9f85077257e24cbc57194c16b89fda59 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14607, "bytes_utf8": 14607, "lines": 408, "estimated_tokens": 4975}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 886, "bytes_utf8": 886, "lines": 1, "estimated_tokens": 277}, "usage": {"input_tokens": 28270, "cached_input_tokens": 27008, "output_tokens": 799, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0987a4f7a41b65a6cca1501616d5fb8119e947c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_eb38d9bff244415a", + "api_calls": 0, + "input_tokens": 28270, + "cached_input_tokens": 27008, + "output_tokens": 799, + "total_tokens": 29069, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4975, + "estimated_output_tokens": 277, + "estimated_total_tokens": 5252, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20590.8, + "sql_execution_elapsed_ms_total": 16.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a1f9fb316bd25d7a2d8d48f246fbeeeb9b4a21b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:19:04.368050+00:00", + "ended_at": "2026-05-26T01:19:24.958856+00:00", + "elapsed_ms": 20590.8, + "prompt_metrics": { + "chars": 14607, + "bytes_utf8": 14607, + "lines": 408, + "estimated_tokens": 4975 + }, + "stdout_metrics": { + "chars": 1307, + "bytes_utf8": 1307, + "lines": 4, + "estimated_tokens": 430 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 886, + "bytes_utf8": 886, + "lines": 1, + "estimated_tokens": 277 + }, + "usage": { + "input_tokens": 28270, + "cached_input_tokens": 27008, + "output_tokens": 799, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6c63fc7b8e682145c5841d2820634e78016e4c79 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,408 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Genus, measure_col=MFCCs_19.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_19", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -0.013036, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..73aa7bb5a8303e80a6a1d058ddec93e88639d601 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61dd-28d9-7932-8bfe-71ef071699f1"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Genus\\\",\\n AVG(CAST(\\\"MFCCs_19\\\" AS REAL)) OVER (PARTITION BY \\\"Genus\\\") AS avg_measure\\nFROM \\\"n7\\\"\\nWHERE \\\"Genus\\\" IS NOT NULL\\n AND TRIM(\\\"Genus\\\") <> ''\\n AND \\\"MFCCs_19\\\" IS NOT NULL\\n AND TRIM(\\\"MFCCs_19\\\") <> ''\\n AND \\\"Genus\\\" IN (\\n SELECT \\\"Genus\\\"\\n FROM \\\"n7\\\"\\n WHERE \\\"Genus\\\" IS NOT NULL\\n AND TRIM(\\\"Genus\\\") <> ''\\n AND \\\"MFCCs_19\\\" IS NOT NULL\\n AND TRIM(\\\"MFCCs_19\\\") <> ''\\n GROUP BY \\\"Genus\\\"\\n HAVING COUNT(*) >= 5\\n )\\nORDER BY avg_measure DESC;\",\"notes\":\"Filled the Window Partition Average template with group_col=\\\"Genus\\\" and measure_col=\\\"MFCCs_19\\\". Cast \\\"MFCCs_19\\\" to REAL because the SQLite schema stores it as TEXT, and applied a filtered stable view by excluding null/blank values and keeping only genera with at least 5 supporting rows.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28270,"cached_input_tokens":27008,"output_tokens":799,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0ba6563eb27583dbdeca02ba55f031a092e77e04 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Genus\",\n AVG(CAST(\"MFCCs_19\" AS REAL)) OVER (PARTITION BY \"Genus\") AS avg_measure\nFROM \"n7\"\nWHERE \"Genus\" IS NOT NULL\n AND TRIM(\"Genus\") <> ''\n AND \"MFCCs_19\" IS NOT NULL\n AND TRIM(\"MFCCs_19\") <> ''\n AND \"Genus\" IN (\n SELECT \"Genus\"\n FROM \"n7\"\n WHERE \"Genus\" IS NOT NULL\n AND TRIM(\"Genus\") <> ''\n AND \"MFCCs_19\" IS NOT NULL\n AND TRIM(\"MFCCs_19\") <> ''\n GROUP BY \"Genus\"\n HAVING COUNT(*) >= 5\n )\nORDER BY avg_measure DESC;","notes":"Filled the Window Partition Average template with group_col=\"Genus\" and measure_col=\"MFCCs_19\". Cast \"MFCCs_19\" to REAL because the SQLite schema stores it as TEXT, and applied a filtered stable view by excluding null/blank values and keeping only genera with at least 5 supporting rows."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b2cc3e3d66e1766c3890098b168dea38c53e98c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Genus, measure_col=MFCCs_19. +Result preview: [{"Genus": "Ameerega", "avg_measure": 0.042345806576289224}, {"Genus": "Dendropsophus", "avg_measure": 0.03112114950789088}, {"Genus": "Rhinella", "avg_measure": 0.021526692850946216}, {"Genus": "Hypsiboas", "avg_measure": 0.013709860605876593}, {"Genus": "Osteocephalus", "avg_measure": 0.009205696727930163}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..d8a7bbb2ecf3c0cd48849739981eba7a6730999f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/generated_sql.sql @@ -0,0 +1,32 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_eb38d9bff244415a +-- problem_id: v2p_n7_7931b2645745de4b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Genus", + AVG(CAST("MFCCs_19" AS REAL)) OVER (PARTITION BY "Genus") AS avg_measure +FROM "n7" +WHERE "Genus" IS NOT NULL + AND TRIM("Genus") <> '' + AND "MFCCs_19" IS NOT NULL + AND TRIM("MFCCs_19") <> '' + AND "Genus" IN ( + SELECT "Genus" + FROM "n7" + WHERE "Genus" IS NOT NULL + AND TRIM("Genus") <> '' + AND "MFCCs_19" IS NOT NULL + AND TRIM("MFCCs_19") <> '' + GROUP BY "Genus" + HAVING COUNT(*) >= 5 + ) +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6cca108b72a3f5816f360490f5ad4e5d23dc6763 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg.\nSELECT DISTINCT\n \"Genus\",\n AVG(CAST(\"MFCCs_19\" AS REAL)) OVER (PARTITION BY \"Genus\") AS avg_measure\nFROM \"n7\"\nWHERE \"Genus\" IS NOT NULL\n AND TRIM(\"Genus\") <> ''\n AND \"MFCCs_19\" IS NOT NULL\n AND TRIM(\"MFCCs_19\") <> ''\n AND \"Genus\" IN (\n SELECT \"Genus\"\n FROM \"n7\"\n WHERE \"Genus\" IS NOT NULL\n AND TRIM(\"Genus\") <> ''\n AND \"MFCCs_19\" IS NOT NULL\n AND TRIM(\"MFCCs_19\") <> ''\n GROUP BY \"Genus\"\n HAVING COUNT(*) >= 5\n )\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Genus\\\",\\n AVG(CAST(\\\"MFCCs_19\\\" AS REAL)) OVER (PARTITION BY \\\"Genus\\\") AS avg_measure\\nFROM \\\"n7\\\"\\nWHERE \\\"Genus\\\" IS NOT NULL\\n AND TRIM(\\\"Genus\\\") <> ''\\n AND \\\"MFCCs_19\\\" IS NOT NULL\\n AND TRIM(\\\"MFCCs_19\\\") <> ''\\n AND \\\"Genus\\\" IN (\\n SELECT \\\"Genus\\\"\\n FROM \\\"n7\\\"\\n WHERE \\\"Genus\\\" IS NOT NULL\\n AND TRIM(\\\"Genus\\\") <> ''\\n AND \\\"MFCCs_19\\\" IS NOT NULL\\n AND TRIM(\\\"MFCCs_19\\\") <> ''\\n GROUP BY \\\"Genus\\\"\\n HAVING COUNT(*) >= 5\\n )\\nORDER BY avg_measure DESC;\", \"columns\": [\"Genus\", \"avg_measure\"], \"rows\": [{\"Genus\": \"Ameerega\", \"avg_measure\": 0.042345806576289224}, {\"Genus\": \"Dendropsophus\", \"avg_measure\": 0.03112114950789088}, {\"Genus\": \"Rhinella\", \"avg_measure\": 0.021526692850946216}, {\"Genus\": \"Hypsiboas\", \"avg_measure\": 0.013709860605876593}, {\"Genus\": \"Osteocephalus\", \"avg_measure\": 0.009205696727930163}, {\"Genus\": \"Scinax\", \"avg_measure\": -0.005726708013236435}, {\"Genus\": \"Leptodactylus\", \"avg_measure\": -0.012929937642728831}, {\"Genus\": \"Adenomera\", \"avg_measure\": -0.09845255274074641}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 16.55}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d6d93652c0895ad167035c41a08ebbc192c2aaba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:19:04.365910+00:00", + "ended_at": "2026-05-26T01:19:24.981477+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_eb38d9bff244415a", + "problem_id": "v2p_n7_7931b2645745de4b", + "dataset_id": "n7", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Genus, measure_col=MFCCs_19.", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_19", + "top_k": 18, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": -0.013036, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=2/2", + "binding_index=133" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 2, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_eb38d9bff244415a.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_eb38d9bff244415a", + "api_calls": 0, + "input_tokens": 28270, + "cached_input_tokens": 27008, + "output_tokens": 799, + "total_tokens": 29069, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4975, + "estimated_output_tokens": 277, + "estimated_total_tokens": 5252, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20590.8, + "sql_execution_elapsed_ms_total": 16.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..12ead5e6905c526d9ee91a8fd49c88b849c30cf1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:19:24.963139+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 20590.8, "started_at": "2026-05-26T01:19:04.368050+00:00", "ended_at": "2026-05-26T01:19:24.958856+00:00", "prompt_metrics": {"chars": 14607, "bytes_utf8": 14607, "lines": 408, "estimated_tokens": 4975}, "response_metrics": {"chars": 886, "bytes_utf8": 886, "lines": 1, "estimated_tokens": 277}, "usage": {"input_tokens": 28270, "cached_input_tokens": 27008, "output_tokens": 799, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg.\\nSELECT DISTINCT\\n \\\"Genus\\\",\\n AVG(CAST(\\\"MFCCs_19\\\" AS REAL)) OVER (PARTITION BY \\\"Genus\\\") AS avg_measure\\nFROM \\\"n7\\\"\\nWHERE \\\"Genus\\\" IS NOT NULL\\n AND TRIM(\\\"Genus\\\") <> ''\\n AND \\\"MFCCs_19\\\" IS NOT NULL\\n AND TRIM(\\\"MFCCs_19\\\") <> ''\\n AND \\\"Genus\\\" IN (\\n SELECT \\\"Genus\\\"\\n FROM \\\"n7\\\"\\n WHERE \\\"Genus\\\" IS NOT NULL\\n AND TRIM(\\\"Genus\\\") <> ''\\n AND \\\"MFCCs_19\\\" IS NOT NULL\\n AND TRIM(\\\"MFCCs_19\\\") <> ''\\n GROUP BY \\\"Genus\\\"\\n HAVING COUNT(*) >= 5\\n )\\nORDER BY avg_measure DESC;\",\"notes\":\"Filled the Window Partition Average template with group_col=\\\"Genus\\\" and measure_col=\\\"MFCCs_19\\\". Cast \\\"MFCCs_19\\\" to REAL because the SQLite schema stores it as TEXT, and applied a filtered stable view by excluding null/blank values and keeping only genera with at least 5 supporting rows.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..6411cbc8c7587c752a2fa054e9c6faa43ff5f275 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_eb38d9bff244415a", + "api_calls": 0, + "input_tokens": 28270, + "cached_input_tokens": 27008, + "output_tokens": 799, + "total_tokens": 29069, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4975, + "estimated_output_tokens": 277, + "estimated_total_tokens": 5252, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 20590.8, + "sql_execution_elapsed_ms_total": 16.55, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_eb38d9bff244415a/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..f8ccaa194fc145bd857b4527ae39d777acbae5ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14934, "bytes_utf8": 14934, "lines": 410, "estimated_tokens": 5087}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 503, "bytes_utf8": 503, "lines": 1, "estimated_tokens": 158}, "usage": {"input_tokens": 28382, "cached_input_tokens": 27008, "output_tokens": 2740, "reasoning_output_tokens": 2576}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..57f5d0697f87695ec093cc7e504dcb90ae16c529 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_ed6e88f053bf96f6", + "api_calls": 0, + "input_tokens": 28382, + "cached_input_tokens": 27008, + "output_tokens": 2740, + "total_tokens": 31122, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5087, + "estimated_output_tokens": 158, + "estimated_total_tokens": 5245, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 53138.81, + "sql_execution_elapsed_ms_total": 17.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..541b4559025b2e6701289f70be64c6a9bb9e28a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:19:24.983055+00:00", + "ended_at": "2026-05-26T01:20:18.121834+00:00", + "elapsed_ms": 53138.81, + "prompt_metrics": { + "chars": 14934, + "bytes_utf8": 14934, + "lines": 410, + "estimated_tokens": 5087 + }, + "stdout_metrics": { + "chars": 885, + "bytes_utf8": 885, + "lines": 4, + "estimated_tokens": 286 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 503, + "bytes_utf8": 503, + "lines": 1, + "estimated_tokens": 158 + }, + "usage": { + "input_tokens": 28382, + "cached_input_tokens": 27008, + "output_tokens": 2740, + "reasoning_output_tokens": 2576 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..223ce388733127c364af37217b5cd0ac5f5ece03 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Species, measure_col=MFCCs_ 4.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Species", + "measure_col": "MFCCs_ 4", + "item_col": "MFCCs_ 5", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.559861, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ad3a4c316555065d58e4d77bc2dcacfda9c34f95 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61dd-7962-7a30-864c-a69373cdce7b"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Species\\\", \\\"MFCCs_ 5\\\",\\n SUM(CAST(\\\"MFCCs_ 4\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 4\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 4\\\" AS REAL))) OVER (PARTITION BY \\\"Species\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\", \\\"MFCCs_ 5\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the requested template roles and casts the TEXT-stored measure column to REAL before summing in SQLite.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28382,"cached_input_tokens":27008,"output_tokens":2740,"reasoning_output_tokens":2576}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ac9607add972514efa73872b81c16996057af40e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Species\", \"MFCCs_ 5\",\n SUM(CAST(\"MFCCs_ 4\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_ 4\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 4\" AS REAL))) OVER (PARTITION BY \"Species\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Species\", \"MFCCs_ 5\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the requested template roles and casts the TEXT-stored measure column to REAL before summing in SQLite."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b2d9839141bc4008e51385a73ba47f37a090b9e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Species, measure_col=MFCCs_ 4. +Result preview: [{"Species": "Rhinellagranulosa", "MFCCs_ 5": "-0.4211772663597", "total_measure": 0.820553882386732, "share_within_group": 4.155236778734893}, {"Species": "Rhinellagranulosa", "MFCCs_ 5": "-0.566959736731011", "total_measure": 0.719340678258376, "share_within_group": 3.6426990437790154}, {"Species": "Rhinellagranulosa", "MFCCs_ 5": "-0.404906076805647", "total_measure": 0.680031732589425, "share_within_group": 3.4436408462821997}, {"Species": "OsteocephalusOophagus", "MFCCs_ 5": "-0.173913079972981", "total_measure": 0.930305350313423, "share_within_group": 3.291247878376171}, {"Species": "Rhinellagranulosa", "MFCCs_ 5": "-0.636012475323151", "total_measure": 0.619842075526362, "share_within_group": 3.1388439498243934}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..ef0676fc760f07309acfc36bfe0e67eef20381f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_ed6e88f053bf96f6 +-- problem_id: v2p_n7_8ab93c5ca1b5de63 +-- realization_mode: agent +-- source_kind: agent +SELECT "Species", "MFCCs_ 5", + SUM(CAST("MFCCs_ 4" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_ 4" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 4" AS REAL))) OVER (PARTITION BY "Species") AS "share_within_group" +FROM "n7" +GROUP BY "Species", "MFCCs_ 5" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4a3df8880712b7a19b9b46a60f0e696e98c4bb30 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT \"Species\", \"MFCCs_ 5\",\n SUM(CAST(\"MFCCs_ 4\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_ 4\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 4\" AS REAL))) OVER (PARTITION BY \"Species\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Species\", \"MFCCs_ 5\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Species\\\", \\\"MFCCs_ 5\\\",\\n SUM(CAST(\\\"MFCCs_ 4\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 4\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 4\\\" AS REAL))) OVER (PARTITION BY \\\"Species\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\", \\\"MFCCs_ 5\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Species\", \"MFCCs_ 5\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"-0.4211772663597\", \"total_measure\": 0.820553882386732, \"share_within_group\": 4.155236778734893}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"-0.566959736731011\", \"total_measure\": 0.719340678258376, \"share_within_group\": 3.6426990437790154}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"-0.404906076805647\", \"total_measure\": 0.680031732589425, \"share_within_group\": 3.4436408462821997}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"-0.173913079972981\", \"total_measure\": 0.930305350313423, \"share_within_group\": 3.291247878376171}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"-0.636012475323151\", \"total_measure\": 0.619842075526362, \"share_within_group\": 3.1388439498243934}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"-0.316321250841584\", \"total_measure\": 0.883163269476205, \"share_within_group\": 3.1244679351183384}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"-0.427863471894489\", \"total_measure\": 0.818141455706705, \"share_within_group\": 2.8944328111185254}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"-0.16174870541176\", \"total_measure\": 0.78479361600997, \"share_within_group\": 2.776454335972348}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"0.0676465193722733\", \"total_measure\": 0.767318446898308, \"share_within_group\": 2.7146304270335837}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"0.07366894451572\", \"total_measure\": 0.700451327440651, \"share_within_group\": 2.4780669535740416}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"0.0215254632109049\", \"total_measure\": 0.485557436154118, \"share_within_group\": 2.4588344046672863}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"0.0936939705393475\", \"total_measure\": 0.639608574405575, \"share_within_group\": 2.2628165717786506}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"-0.345759743603479\", \"total_measure\": 0.615997854118767, \"share_within_group\": 2.179286220131517}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"-0.155384829439073\", \"total_measure\": 0.415741971265745, \"share_within_group\": 2.105292981421767}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"-0.294611099799723\", \"total_measure\": 0.403239589608088, \"share_within_group\": 2.0419816533045076}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"-0.379343835160626\", \"total_measure\": 0.379691760814906, \"share_within_group\": 1.922736828118651}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"0.097917203446231\", \"total_measure\": 0.53287565118402, \"share_within_group\": 1.8852152745406192}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"0.0666240839677049\", \"total_measure\": 0.514727339495247, \"share_within_group\": 1.821009911944714}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 5\": \"0.192211344036555\", \"total_measure\": 1.0, \"share_within_group\": 1.8020751956403922}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"-0.228565599984952\", \"total_measure\": 0.505370864017851, \"share_within_group\": 1.7879084361188649}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"-0.0284521717675066\", \"total_measure\": 0.497799517329586, \"share_within_group\": 1.7611224150390041}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"0.083632307427405\", \"total_measure\": 0.491608092360206, \"share_within_group\": 1.73921830120398}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"0.0216988366385082\", \"total_measure\": 0.490249082580951, \"share_within_group\": 1.7344103765251007}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"-0.209194544700454\", \"total_measure\": 0.322008252715157, \"share_within_group\": 1.6306309231592462}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"-0.223242816911844\", \"total_measure\": 0.459847974394379, \"share_within_group\": 1.6268568912252153}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"-0.0825287083721572\", \"total_measure\": 0.31329008801901, \"share_within_group\": 1.5864826479928085}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 5\": \"0.0377353121053334\", \"total_measure\": 0.862087013791036, \"share_within_group\": 1.5535456240365226}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"-0.0299895012846532\", \"total_measure\": 0.438168243033454, \"share_within_group\": 1.5501580204497534}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"-0.193857882194397\", \"total_measure\": 0.436914802963111, \"share_within_group\": 1.5457235818315105}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"0.0778088247545533\", \"total_measure\": 0.30302246390271, \"share_within_group\": 1.5344880011157773}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"-0.0090251532925776\", \"total_measure\": 0.422164143128465, \"share_within_group\": 1.4935384816715775}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"0.0263784422960395\", \"total_measure\": 0.418507883458597, \"share_within_group\": 1.4806033127217364}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"-0.0451292538121445\", \"total_measure\": 0.292174465347192, \"share_within_group\": 1.4795543720865179}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"-0.0494477998741451\", \"total_measure\": 0.408437433000106, \"share_within_group\": 1.444975925762568}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"-0.149761142802543\", \"total_measure\": 0.402546690214642, \"share_within_group\": 1.4241355697566758}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"-0.0295031740045732\", \"total_measure\": 0.280829539688361, \"share_within_group\": 1.4221043333243224}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"0.0282383746117865\", \"total_measure\": 0.401218281942299, \"share_within_group\": 1.419435907536639}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"-0.0101576204206936\", \"total_measure\": 0.280221694729621, \"share_within_group\": 1.4190262420709137}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"0.0779807218818439\", \"total_measure\": 0.279449970394868, \"share_within_group\": 1.4151182752601505}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"-0.362700357179353\", \"total_measure\": 0.398381474779708, \"share_within_group\": 1.4093998096553415}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"-0.0901402670413819\", \"total_measure\": 0.397236165716425, \"share_within_group\": 1.4053479184957935}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"-0.0264607465104279\", \"total_measure\": 0.275703181992551, \"share_within_group\": 1.3961447583398963}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"0.0570969598823571\", \"total_measure\": 0.391718164766281, \"share_within_group\": 1.3858262540079773}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"-0.0704014315762663\", \"total_measure\": 0.389713653994715, \"share_within_group\": 1.3787346664750493}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"-0.0251933840050906\", \"total_measure\": 0.269105098613541, \"share_within_group\": 1.3627324507338734}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"-0.0144054954656506\", \"total_measure\": 0.26885935991818, \"share_within_group\": 1.3614880443800184}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"-0.020462395130874\", \"total_measure\": 0.267884466947475, \"share_within_group\": 1.3565512435017864}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 5\": \"-0.143142506256914\", \"total_measure\": 0.381698799122923, \"share_within_group\": 1.350379595655139}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"-0.0136630195124716\", \"total_measure\": 0.266192453337478, \"share_within_group\": 1.3479829857270142}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 5\": \"0.0644205733106132\", \"total_measure\": 0.265847938491113, \"share_within_group\": 1.3462383827324222}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 17.88}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..83421fd66651ba51b17af000f4b913796eaa5d69 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:19:24.981814+00:00", + "ended_at": "2026-05-26T01:20:18.144841+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_ed6e88f053bf96f6", + "problem_id": "v2p_n7_8ab93c5ca1b5de63", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Species, measure_col=MFCCs_ 4.", + "bindings": { + "group_col": "Species", + "measure_col": "MFCCs_ 4", + "item_col": "MFCCs_ 5", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.559861, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=1/2", + "binding_index=26" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 3, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_ed6e88f053bf96f6.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_ed6e88f053bf96f6", + "api_calls": 0, + "input_tokens": 28382, + "cached_input_tokens": 27008, + "output_tokens": 2740, + "total_tokens": 31122, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5087, + "estimated_output_tokens": 158, + "estimated_total_tokens": 5245, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 53138.81, + "sql_execution_elapsed_ms_total": 17.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3be358bd2b37181510cd97e90576e35a36b62b07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:20:18.125246+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 53138.81, "started_at": "2026-05-26T01:19:24.983055+00:00", "ended_at": "2026-05-26T01:20:18.121834+00:00", "prompt_metrics": {"chars": 14934, "bytes_utf8": 14934, "lines": 410, "estimated_tokens": 5087}, "response_metrics": {"chars": 503, "bytes_utf8": 503, "lines": 1, "estimated_tokens": 158}, "usage": {"input_tokens": 28382, "cached_input_tokens": 27008, "output_tokens": 2740, "reasoning_output_tokens": 2576}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Species\\\", \\\"MFCCs_ 5\\\",\\n SUM(CAST(\\\"MFCCs_ 4\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 4\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 4\\\" AS REAL))) OVER (PARTITION BY \\\"Species\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\", \\\"MFCCs_ 5\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the requested template roles and casts the TEXT-stored measure column to REAL before summing in SQLite.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c754945e902a59a802ca64c4a23ef5e436f9a08f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_ed6e88f053bf96f6", + "api_calls": 0, + "input_tokens": 28382, + "cached_input_tokens": 27008, + "output_tokens": 2740, + "total_tokens": 31122, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5087, + "estimated_output_tokens": 158, + "estimated_total_tokens": 5245, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 53138.81, + "sql_execution_elapsed_ms_total": 17.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ed6e88f053bf96f6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8f1fbc478e86073bd9cc1bf30862dfcc95e74f8b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14774, "bytes_utf8": 14774, "lines": 411, "estimated_tokens": 5028}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 382, "bytes_utf8": 382, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 28323, "cached_input_tokens": 22912, "output_tokens": 627, "reasoning_output_tokens": 516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..773e359599b4f92b6c9c7c99ab3e841bd0a57f14 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_ee2e1e434505eef9", + "api_calls": 0, + "input_tokens": 28323, + "cached_input_tokens": 22912, + "output_tokens": 627, + "total_tokens": 28950, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5028, + "estimated_output_tokens": 105, + "estimated_total_tokens": 5133, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14910.95, + "sql_execution_elapsed_ms_total": 1.95, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..38826eb71ae013e2e146624dcc323c42c8fce990 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:20:18.146654+00:00", + "ended_at": "2026-05-26T01:20:33.057614+00:00", + "elapsed_ms": 14910.95, + "prompt_metrics": { + "chars": 14774, + "bytes_utf8": 14774, + "lines": 411, + "estimated_tokens": 5028 + }, + "stdout_metrics": { + "chars": 733, + "bytes_utf8": 733, + "lines": 4, + "estimated_tokens": 211 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 382, + "bytes_utf8": 382, + "lines": 1, + "estimated_tokens": 105 + }, + "usage": { + "input_tokens": 28323, + "cached_input_tokens": 22912, + "output_tokens": 627, + "reasoning_output_tokens": 516 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8bc6dd112f46b4166f4d9f4d78aeb3f476709587 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Genus, condition_col=Genus.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Genus", + "condition_col": "Genus", + "condition_value": "Adenomera", + "positive_value": "Adenomera", + "negative_value": "Hypsiboas", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.175957, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..39bcdf43c3a57dd7a69fe82b565761103ab77147 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61de-4905-7cf3-9994-d666bbeafaad"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Genus\\\",\\n AVG(CASE WHEN \\\"Genus\\\" = 'Adenomera' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with \\\"Genus\\\" as both the grouping and condition column, and 'Adenomera' as the bound condition value.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28323,"cached_input_tokens":22912,"output_tokens":627,"reasoning_output_tokens":516}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a8b36713c9850eeeef73a22d1929f6eef31b5537 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Genus\",\n AVG(CASE WHEN \"Genus\" = 'Adenomera' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n7\"\nGROUP BY \"Genus\"\nORDER BY condition_rate DESC;","notes":"Uses the planned Grouped Condition Rate template with \"Genus\" as both the grouping and condition column, and 'Adenomera' as the bound condition value."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..3e41f923e5ce1cd71dd64048c1ba09c1a4b2960d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Genus, condition_col=Genus. +Result preview: [{"Genus": "Adenomera", "condition_rate": 1.0}, {"Genus": "Scinax", "condition_rate": 0.0}, {"Genus": "Rhinella", "condition_rate": 0.0}, {"Genus": "Osteocephalus", "condition_rate": 0.0}, {"Genus": "Leptodactylus", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..2767e2000ec4126ec8b1c28a254599f0765d6096 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_ee2e1e434505eef9 +-- problem_id: v2p_n7_803bf68cc6f02fd2 +-- realization_mode: agent +-- source_kind: agent +SELECT "Genus", + AVG(CASE WHEN "Genus" = 'Adenomera' THEN 1 ELSE 0 END) AS condition_rate +FROM "n7" +GROUP BY "Genus" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..09808562db59a08fd07c9136e8ab14478ad822fd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Genus\",\n AVG(CASE WHEN \"Genus\" = 'Adenomera' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n7\"\nGROUP BY \"Genus\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Genus\\\",\\n AVG(CASE WHEN \\\"Genus\\\" = 'Adenomera' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"Genus\", \"condition_rate\"], \"rows\": [{\"Genus\": \"Adenomera\", \"condition_rate\": 1.0}, {\"Genus\": \"Scinax\", \"condition_rate\": 0.0}, {\"Genus\": \"Rhinella\", \"condition_rate\": 0.0}, {\"Genus\": \"Osteocephalus\", \"condition_rate\": 0.0}, {\"Genus\": \"Leptodactylus\", \"condition_rate\": 0.0}, {\"Genus\": \"Hypsiboas\", \"condition_rate\": 0.0}, {\"Genus\": \"Dendropsophus\", \"condition_rate\": 0.0}, {\"Genus\": \"Ameerega\", \"condition_rate\": 0.0}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 1.95}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3244a29e564b50b9380aca276ca7da75edd58e72 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:20:18.145296+00:00", + "ended_at": "2026-05-26T01:20:33.065038+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_ee2e1e434505eef9", + "problem_id": "v2p_n7_803bf68cc6f02fd2", + "dataset_id": "n7", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Genus, condition_col=Genus.", + "bindings": { + "group_col": "Genus", + "condition_col": "Genus", + "condition_value": "Adenomera", + "positive_value": "Adenomera", + "negative_value": "Hypsiboas", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.175957, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=2", + "sql_variant_index=1/2", + "binding_index=97" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 2, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_ee2e1e434505eef9.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_ee2e1e434505eef9", + "api_calls": 0, + "input_tokens": 28323, + "cached_input_tokens": 22912, + "output_tokens": 627, + "total_tokens": 28950, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5028, + "estimated_output_tokens": 105, + "estimated_total_tokens": 5133, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14910.95, + "sql_execution_elapsed_ms_total": 1.95, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..e0b0410d4638ef32fc86232daf1bd930e7601ca6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:20:33.061686+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 14910.95, "started_at": "2026-05-26T01:20:18.146654+00:00", "ended_at": "2026-05-26T01:20:33.057614+00:00", "prompt_metrics": {"chars": 14774, "bytes_utf8": 14774, "lines": 411, "estimated_tokens": 5028}, "response_metrics": {"chars": 382, "bytes_utf8": 382, "lines": 1, "estimated_tokens": 105}, "usage": {"input_tokens": 28323, "cached_input_tokens": 22912, "output_tokens": 627, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Genus\\\",\\n AVG(CASE WHEN \\\"Genus\\\" = 'Adenomera' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses the planned Grouped Condition Rate template with \\\"Genus\\\" as both the grouping and condition column, and 'Adenomera' as the bound condition value.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..3c3efd460a09f6e619bce67faaa2fdc56578c798 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_ee2e1e434505eef9", + "api_calls": 0, + "input_tokens": 28323, + "cached_input_tokens": 22912, + "output_tokens": 627, + "total_tokens": 28950, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5028, + "estimated_output_tokens": 105, + "estimated_total_tokens": 5133, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 14910.95, + "sql_execution_elapsed_ms_total": 1.95, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ee2e1e434505eef9/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..24254a983b86d086542ad1bbe57ebc93ead5769c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14927, "bytes_utf8": 14927, "lines": 410, "estimated_tokens": 5088}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 708, "bytes_utf8": 708, "lines": 1, "estimated_tokens": 220}, "usage": {"input_tokens": 28383, "cached_input_tokens": 27008, "output_tokens": 3575, "reasoning_output_tokens": 3349}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..72257bcdf606b25307be7cdde76b3a88e0be19d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_f0dfdfca30ae86e7", + "api_calls": 0, + "input_tokens": 28383, + "cached_input_tokens": 27008, + "output_tokens": 3575, + "total_tokens": 31958, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5088, + "estimated_output_tokens": 220, + "estimated_total_tokens": 5308, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 68658.58, + "sql_execution_elapsed_ms_total": 18.74, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6f5b3a831ea7a6c73dca6bd8b00d2298022bffe1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:20:33.066903+00:00", + "ended_at": "2026-05-26T01:21:41.725378+00:00", + "elapsed_ms": 68658.58, + "prompt_metrics": { + "chars": 14927, + "bytes_utf8": 14927, + "lines": 410, + "estimated_tokens": 5088 + }, + "stdout_metrics": { + "chars": 1104, + "bytes_utf8": 1104, + "lines": 4, + "estimated_tokens": 355 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 708, + "bytes_utf8": 708, + "lines": 1, + "estimated_tokens": 220 + }, + "usage": { + "input_tokens": 28383, + "cached_input_tokens": 27008, + "output_tokens": 3575, + "reasoning_output_tokens": 3349 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..462e608ccee21717034bca85286fee501fe77094 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Genus, measure_col=MFCCs_ 6.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_ 6", + "item_col": "MFCCs_ 7", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.139232, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..95dbfbd740c68dc7e9bc9ea97fbbbb6521b733f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61de-834f-7911-9302-a5916703a026"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Genus\\\",\\n \\\"MFCCs_ 7\\\",\\n SUM(CAST(\\\"MFCCs_ 6\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 6\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 6\\\" AS REAL))) OVER (PARTITION BY \\\"Genus\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\", \\\"MFCCs_ 7\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiated the provided within-group share template with \\\"Genus\\\" as the group column, \\\"MFCCs_ 7\\\" as the item column, and CAST(\\\"MFCCs_ 6\\\" AS REAL) as the measure because the MFCC feature columns are stored as TEXT in SQLite. Unused bindings were not applied because they are not referenced by this template skeleton.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28383,"cached_input_tokens":27008,"output_tokens":3575,"reasoning_output_tokens":3349}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..347b53866f0d457baed03ee42e9845293cbd9576 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Genus\",\n \"MFCCs_ 7\",\n SUM(CAST(\"MFCCs_ 6\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_ 6\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 6\" AS REAL))) OVER (PARTITION BY \"Genus\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Genus\", \"MFCCs_ 7\"\nORDER BY \"share_within_group\" DESC;","notes":"Instantiated the provided within-group share template with \"Genus\" as the group column, \"MFCCs_ 7\" as the item column, and CAST(\"MFCCs_ 6\" AS REAL) as the measure because the MFCC feature columns are stored as TEXT in SQLite. Unused bindings were not applied because they are not referenced by this template skeleton."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..634bd3ec904d70887d101b0c491c6d83e7fe3fbc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Genus, measure_col=MFCCs_ 6. +Result preview: [{"Genus": "Rhinella", "MFCCs_ 7": "0.479873946233167", "total_measure": 0.501597446275476, "share_within_group": 10.58525599397216}, {"Genus": "Rhinella", "MFCCs_ 7": "0.267717403954574", "total_measure": 0.367493222786347, "share_within_group": 7.755242511954383}, {"Genus": "Rhinella", "MFCCs_ 7": "1", "total_measure": 0.349842054450189, "share_within_group": 7.382748320011637}, {"Genus": "Rhinella", "MFCCs_ 7": "0.379032869903192", "total_measure": 0.345867289697416, "share_within_group": 7.2988685021689985}, {"Genus": "Rhinella", "MFCCs_ 7": "0.607949388122362", "total_measure": 0.295115994659552, "share_within_group": 6.227859361292388}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..74cb9a9731ae507a99d3aa792d2074a4041c6844 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_f0dfdfca30ae86e7 +-- problem_id: v2p_n7_35b5e7c12bab3558 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Genus", + "MFCCs_ 7", + SUM(CAST("MFCCs_ 6" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_ 6" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 6" AS REAL))) OVER (PARTITION BY "Genus") AS "share_within_group" +FROM "n7" +GROUP BY "Genus", "MFCCs_ 7" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bced0456d54d1bb18b3526209112e9a275b341d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Genus\",\n \"MFCCs_ 7\",\n SUM(CAST(\"MFCCs_ 6\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_ 6\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 6\" AS REAL))) OVER (PARTITION BY \"Genus\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Genus\", \"MFCCs_ 7\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Genus\\\",\\n \\\"MFCCs_ 7\\\",\\n SUM(CAST(\\\"MFCCs_ 6\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 6\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 6\\\" AS REAL))) OVER (PARTITION BY \\\"Genus\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\", \\\"MFCCs_ 7\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Genus\", \"MFCCs_ 7\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.479873946233167\", \"total_measure\": 0.501597446275476, \"share_within_group\": 10.58525599397216}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.267717403954574\", \"total_measure\": 0.367493222786347, \"share_within_group\": 7.755242511954383}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"1\", \"total_measure\": 0.349842054450189, \"share_within_group\": 7.382748320011637}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.379032869903192\", \"total_measure\": 0.345867289697416, \"share_within_group\": 7.2988685021689985}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.607949388122362\", \"total_measure\": 0.295115994659552, \"share_within_group\": 6.227859361292388}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.935136967720093\", \"total_measure\": 0.28496164870245, \"share_within_group\": 6.013571285853803}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.21231369256792\", \"total_measure\": 0.259347385261737, \"share_within_group\": 5.473031182170573}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.748802451796924\", \"total_measure\": 0.24549758844681, \"share_within_group\": 5.180757675120083}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.429462951704972\", \"total_measure\": 0.170739901623379, \"share_within_group\": 3.6031394906195575}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.338758455531226\", \"total_measure\": 0.168043631011221, \"share_within_group\": 3.5462398495415566}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0965055979475996\", \"total_measure\": 0.501500365212566, \"share_within_group\": 3.289366728338095}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.125143405703591\", \"total_measure\": 0.484274310154016, \"share_within_group\": 3.176380145873499}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.121195792121826\", \"total_measure\": 0.471155372777701, \"share_within_group\": 3.090332359849433}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0880193830386568\", \"total_measure\": 0.469023813764364, \"share_within_group\": 3.076351354481694}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0791314117161924\", \"total_measure\": 0.456616991573668, \"share_within_group\": 2.9949743686420445}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.180033273347533\", \"total_measure\": 0.447966657876604, \"share_within_group\": 2.9382363843335315}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0592675806877505\", \"total_measure\": 0.444705876948923, \"share_within_group\": 2.916848754261982}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0938887716651172\", \"total_measure\": 0.443451112524509, \"share_within_group\": 2.908618689767771}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0694140771519407\", \"total_measure\": 0.439929759609484, \"share_within_group\": 2.8855219546088446}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.073288450394051\", \"total_measure\": 0.424856231330054, \"share_within_group\": 2.7866539061678344}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0819239718236408\", \"total_measure\": 0.423630646447075, \"share_within_group\": 2.77861523178897}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"-0.12374912889\", \"total_measure\": 0.421566711330116, \"share_within_group\": 2.7650777750409654}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0696102912579462\", \"total_measure\": 0.408475525168038, \"share_within_group\": 2.6792120106605797}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0966278967218619\", \"total_measure\": 0.402889595613644, \"share_within_group\": 2.6425736109751163}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0935011938293701\", \"total_measure\": 0.4021318407405, \"share_within_group\": 2.637603457729267}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.094596346502988\", \"total_measure\": 0.397188461033726, \"share_within_group\": 2.605179575592886}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"-0.0304693185711778\", \"total_measure\": 0.397033282735041, \"share_within_group\": 2.6041617531383836}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.066522269212262\", \"total_measure\": 0.395953339947125, \"share_within_group\": 2.5970783527632433}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.114905286180925\", \"total_measure\": 0.385595605243547, \"share_within_group\": 2.5291414373026515}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.0868664413388795\", \"total_measure\": 0.377130684416003, \"share_within_group\": 2.473619585556168}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"-0.117153845653826\", \"total_measure\": 0.369783488607634, \"share_within_group\": 2.4254289497858617}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"-0.0498221890013086\", \"total_measure\": 0.441383313547352, \"share_within_group\": 2.417438631388136}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.074797591441903\", \"total_measure\": 0.33334869765977, \"share_within_group\": 2.1864512791573283}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"-0.0327857148770935\", \"total_measure\": 0.395630833698173, \"share_within_group\": 2.166854141955808}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"-0.0544515586413886\", \"total_measure\": 0.381465390024541, \"share_within_group\": 2.089270577474916}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"0.0671914257615127\", \"total_measure\": 0.378988634015497, \"share_within_group\": 2.0757054845658396}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"-0.0476802616095651\", \"total_measure\": 0.373338595293534, \"share_within_group\": 2.0447604500434897}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"0.0620390832429598\", \"total_measure\": 0.369814526874961, \"share_within_group\": 2.0254592692483997}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"-0.00171144044450246\", \"total_measure\": 0.369698887975632, \"share_within_group\": 2.0248259196541833}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"-0.0338106968042721\", \"total_measure\": 0.334788683874014, \"share_within_group\": 1.8336241378137328}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"-0.0363181232992696\", \"total_measure\": 0.317260205173699, \"share_within_group\": 1.7376213659394408}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"0.00992035479108654\", \"total_measure\": 0.312168632274004, \"share_within_group\": 1.709735026233191}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.225301410419778\", \"total_measure\": 0.259776087665444, \"share_within_group\": 1.703884740387704}, {\"Genus\": \"Rhinella\", \"MFCCs_ 7\": \"0.136913506859843\", \"total_measure\": 0.0777508612133009, \"share_within_group\": 1.6407834126862648}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"0.174462178019264\", \"total_measure\": 0.298735105395886, \"share_within_group\": 1.6361601405630526}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"0.111599514524225\", \"total_measure\": 0.290472309000219, \"share_within_group\": 1.590905137491811}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"-0.22623642740044\", \"total_measure\": 0.242280003538458, \"share_within_group\": 1.5891270233537023}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"0.110627964794315\", \"total_measure\": 0.288374140943665, \"share_within_group\": 1.5794135555507234}, {\"Genus\": \"Scinax\", \"MFCCs_ 7\": \"0.085386079895268\", \"total_measure\": 0.237975989912392, \"share_within_group\": 1.560896776275229}, {\"Genus\": \"Osteocephalus\", \"MFCCs_ 7\": \"0.116806406999303\", \"total_measure\": 0.283610368126372, \"share_within_group\": 1.5533225636934944}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 18.74}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1e6cbe8efdbefb95f5a96eee0b77ff73b60cf193 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:20:33.065453+00:00", + "ended_at": "2026-05-26T01:21:41.749511+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_f0dfdfca30ae86e7", + "problem_id": "v2p_n7_35b5e7c12bab3558", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Genus, measure_col=MFCCs_ 6.", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_ 6", + "item_col": "MFCCs_ 7", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.139232, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=2/2", + "binding_index=28" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 5, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f0dfdfca30ae86e7.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_f0dfdfca30ae86e7", + "api_calls": 0, + "input_tokens": 28383, + "cached_input_tokens": 27008, + "output_tokens": 3575, + "total_tokens": 31958, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5088, + "estimated_output_tokens": 220, + "estimated_total_tokens": 5308, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 68658.58, + "sql_execution_elapsed_ms_total": 18.74, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a544e7ab245836291bc21f60d34409ad4d9ec16c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:21:41.729031+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 68658.58, "started_at": "2026-05-26T01:20:33.066903+00:00", "ended_at": "2026-05-26T01:21:41.725378+00:00", "prompt_metrics": {"chars": 14927, "bytes_utf8": 14927, "lines": 410, "estimated_tokens": 5088}, "response_metrics": {"chars": 708, "bytes_utf8": 708, "lines": 1, "estimated_tokens": 220}, "usage": {"input_tokens": 28383, "cached_input_tokens": 27008, "output_tokens": 3575, "reasoning_output_tokens": 3349}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Genus\\\",\\n \\\"MFCCs_ 7\\\",\\n SUM(CAST(\\\"MFCCs_ 6\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 6\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 6\\\" AS REAL))) OVER (PARTITION BY \\\"Genus\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Genus\\\", \\\"MFCCs_ 7\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Instantiated the provided within-group share template with \\\"Genus\\\" as the group column, \\\"MFCCs_ 7\\\" as the item column, and CAST(\\\"MFCCs_ 6\\\" AS REAL) as the measure because the MFCC feature columns are stored as TEXT in SQLite. Unused bindings were not applied because they are not referenced by this template skeleton.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1bf899edf7a701370f0d339ab6266ba50d116250 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_f0dfdfca30ae86e7", + "api_calls": 0, + "input_tokens": 28383, + "cached_input_tokens": 27008, + "output_tokens": 3575, + "total_tokens": 31958, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5088, + "estimated_output_tokens": 220, + "estimated_total_tokens": 5308, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 68658.58, + "sql_execution_elapsed_ms_total": 18.74, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f0dfdfca30ae86e7/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..511d305bcebe57948ed5807733f60b144b26ff11 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14928, "bytes_utf8": 14928, "lines": 410, "estimated_tokens": 5086}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 676, "bytes_utf8": 676, "lines": 1, "estimated_tokens": 208}, "usage": {"input_tokens": 28381, "cached_input_tokens": 22912, "output_tokens": 2620, "reasoning_output_tokens": 2406}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/session_summary.json new file mode 100644 index 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"conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f5c1aded0a337b274d8b64ef6700462284e719ff --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:21:41.751299+00:00", + "ended_at": "2026-05-26T01:22:33.139890+00:00", + "elapsed_ms": 51388.66, + "prompt_metrics": { + "chars": 14928, + "bytes_utf8": 14928, + "lines": 410, + "estimated_tokens": 5086 + }, + "stdout_metrics": { + "chars": 1072, + "bytes_utf8": 1072, + "lines": 4, + "estimated_tokens": 348 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 676, + "bytes_utf8": 676, + "lines": 1, + "estimated_tokens": 208 + }, + "usage": { + "input_tokens": 28381, + "cached_input_tokens": 22912, + "output_tokens": 2620, + "reasoning_output_tokens": 2406 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ed827cf63ddba9bbdcf4976efc534c405616fa2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Species, measure_col=MFCCs_ 7.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Species", + "measure_col": "MFCCs_ 7", + "item_col": "MFCCs_ 8", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.08558, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..155f3ff6014c6ef4ca4d5de74f1d24affd800dcf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61df-8fa7-7ba2-8128-d14998e4c619"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Species\\\",\\n \\\"MFCCs_ 8\\\",\\n SUM(CAST(\\\"MFCCs_ 7\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 7\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 7\\\" AS REAL))) OVER (PARTITION BY \\\"Species\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\", \\\"MFCCs_ 8\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"Species\\\", item_col=\\\"MFCCs_ 8\\\", and measure_col=\\\"MFCCs_ 7\\\". CAST to REAL is used because the MFCC columns are stored as TEXT in SQLite; other non-template planner bindings were not needed for this skeleton.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28381,"cached_input_tokens":22912,"output_tokens":2620,"reasoning_output_tokens":2406}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..805498f12f26b5b2fe30afad44928e2a0d06e37c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Species\",\n \"MFCCs_ 8\",\n SUM(CAST(\"MFCCs_ 7\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_ 7\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 7\" AS REAL))) OVER (PARTITION BY \"Species\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Species\", \"MFCCs_ 8\"\nORDER BY \"share_within_group\" DESC;","notes":"Applied the provided Within-Group Share of Total template with group_col=\"Species\", item_col=\"MFCCs_ 8\", and measure_col=\"MFCCs_ 7\". CAST to REAL is used because the MFCC columns are stored as TEXT in SQLite; other non-template planner bindings were not needed for this skeleton."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..f4383609f44f0046cf73c3bd643cb79c39005964 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Species, measure_col=MFCCs_ 7. +Result preview: [{"Species": "Rhinellagranulosa", "MFCCs_ 8": "-0.0555132231822234", "total_measure": 1.0, "share_within_group": 7.013777855520211}, {"Species": "Rhinellagranulosa", "MFCCs_ 8": "-0.0364801096699014", "total_measure": 0.935136967720093, "share_within_group": 6.558842956073507}, {"Species": "ScinaxRuber", "MFCCs_ 8": "0.1267956893944", "total_measure": -0.277238402883278, "share_within_group": 5.925299766249069}, {"Species": "HylaMinuta", "MFCCs_ 8": "-0.474301532809748", "total_measure": -0.452554682140807, "share_within_group": 5.496502276555391}, {"Species": "ScinaxRuber", "MFCCs_ 8": "0.0695689943477657", "total_measure": -0.256817533944325, "share_within_group": 5.488853124325785}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..4cc7260a9a292d202e3ffa55009a2311115365ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_f2b6f6fa781bf7a6 +-- problem_id: v2p_n7_f89b781a0d3ea2a5 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Species", + "MFCCs_ 8", + SUM(CAST("MFCCs_ 7" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_ 7" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 7" AS REAL))) OVER (PARTITION BY "Species") AS "share_within_group" +FROM "n7" +GROUP BY "Species", "MFCCs_ 8" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d7c35cab4ce950dd878824c97c1a76efa1e32291 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nSELECT\n \"Species\",\n \"MFCCs_ 8\",\n SUM(CAST(\"MFCCs_ 7\" AS REAL)) AS \"total_measure\",\n SUM(CAST(\"MFCCs_ 7\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MFCCs_ 7\" AS REAL))) OVER (PARTITION BY \"Species\") AS \"share_within_group\"\nFROM \"n7\"\nGROUP BY \"Species\", \"MFCCs_ 8\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Species\\\",\\n \\\"MFCCs_ 8\\\",\\n SUM(CAST(\\\"MFCCs_ 7\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 7\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 7\\\" AS REAL))) OVER (PARTITION BY \\\"Species\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\", \\\"MFCCs_ 8\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Species\", \"MFCCs_ 8\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 8\": \"-0.0555132231822234\", \"total_measure\": 1.0, \"share_within_group\": 7.013777855520211}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 8\": \"-0.0364801096699014\", \"total_measure\": 0.935136967720093, \"share_within_group\": 6.558842956073507}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.1267956893944\", \"total_measure\": -0.277238402883278, \"share_within_group\": 5.925299766249069}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"-0.474301532809748\", \"total_measure\": -0.452554682140807, \"share_within_group\": 5.496502276555391}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0695689943477657\", \"total_measure\": -0.256817533944325, \"share_within_group\": 5.488853124325785}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 8\": \"-0.00532699381678036\", \"total_measure\": 0.748802451796924, \"share_within_group\": 5.251934054572506}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0432429410704888\", \"total_measure\": -0.232019124305981, \"share_within_group\": 4.9588471464191395}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0980048557039238\", \"total_measure\": -0.231762010841825, \"share_within_group\": 4.953351968502881}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.276749956680509\", \"total_measure\": -0.230981797204775, \"share_within_group\": 4.936676790630128}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.00269657253417179\", \"total_measure\": -0.22623642740044, \"share_within_group\": 4.835255997911777}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0419824963560201\", \"total_measure\": -0.221720480556951, \"share_within_group\": 4.738738565630275}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.282943018759198\", \"total_measure\": -0.217933624732969, \"share_within_group\": 4.6578036890211845}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0706439070320678\", \"total_measure\": -0.213346185105221, \"share_within_group\": 4.5597582715347}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"0.0460407131781543\", \"total_measure\": -0.365932128320718, \"share_within_group\": 4.444428166923217}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0754833870710584\", \"total_measure\": -0.203001120168287, \"share_within_group\": 4.338657550223541}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 8\": \"-0.0219763565107738\", \"total_measure\": 0.607949388122362, \"share_within_group\": 4.264021955689684}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"-0.0799366535491142\", \"total_measure\": -0.179583013144259, \"share_within_group\": 3.8381521994771344}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.149548804708801\", \"total_measure\": -0.177247346015348, \"share_within_group\": 3.7882329684144787}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0899512758296921\", \"total_measure\": -0.175680978834519, \"share_within_group\": 3.754755661541037}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"-0.0899627008881657\", \"total_measure\": -0.298438348161888, \"share_within_group\": 3.6246825517824766}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"0.0892647256767296\", \"total_measure\": -0.295367272041709, \"share_within_group\": 3.587382800940904}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0167878000946127\", \"total_measure\": -0.163583258423492, \"share_within_group\": 3.4961961720254937}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"-0.0345552960039424\", \"total_measure\": -0.161144230613074, \"share_within_group\": 3.4440678565950047}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 8\": \"-0.0344782884236415\", \"total_measure\": 0.479873946233167, \"share_within_group\": 3.365729257531283}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0431297185605515\", \"total_measure\": -0.149381041152443, \"share_within_group\": 3.1926581563639527}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"-0.0567689799710257\", \"total_measure\": -0.149328733177763, \"share_within_group\": 3.1915402000241344}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"0.0667700372452195\", \"total_measure\": -0.258721456462178, \"share_within_group\": 3.1423010976508463}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"0.0590699821345334\", \"total_measure\": -0.256864925844691, \"share_within_group\": 3.1197526075606765}, {\"Species\": \"OsteocephalusOophagus\", \"MFCCs_ 8\": \"-0.217014673742614\", \"total_measure\": 0.507307370042179, \"share_within_group\": 3.0760678665307717}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0713089385936546\", \"total_measure\": -0.141871740230676, \"share_within_group\": 3.0321650265028164}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 8\": \"-0.00676097915238088\", \"total_measure\": 0.429462951704972, \"share_within_group\": 3.0121577404346787}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"-0.123601047908265\", \"total_measure\": -0.246164731305965, \"share_within_group\": 2.98979340934075}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.123083744528268\", \"total_measure\": -0.134512786092545, \"share_within_group\": 2.874885195205912}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0912218947425001\", \"total_measure\": -0.134360015218769, \"share_within_group\": 2.871620087582796}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.219786301208706\", \"total_measure\": -0.13355637809633, \"share_within_group\": 2.8544442894097646}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"-0.126016253279414\", \"total_measure\": -0.23318848451571, \"share_within_group\": 2.8321904215948632}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.1035359927109\", \"total_measure\": -0.132380082457499, \"share_within_group\": 2.8293038175223266}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"-0.126051502178435\", \"total_measure\": -0.231768278975141, \"share_within_group\": 2.814941317133084}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"-0.0258241135654129\", \"total_measure\": -0.231135498797918, \"share_within_group\": 2.8072558863510793}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.0796521162249232\", \"total_measure\": -0.128986547930658, \"share_within_group\": 2.756775231548923}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"-0.24126914169892\", \"total_measure\": -0.223770490661727, \"share_within_group\": 2.7178041900479406}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.123574232431878\", \"total_measure\": -0.125879572737012, \"share_within_group\": 2.6903711576645297}, {\"Species\": \"Rhinellagranulosa\", \"MFCCs_ 8\": \"0.0236629275996461\", \"total_measure\": 0.379032869903192, \"share_within_group\": 2.6584523494412813}, {\"Species\": \"HypsiboasCinerascens\", \"MFCCs_ 8\": \"0.102920068030649\", \"total_measure\": 0.499591931605339, \"share_within_group\": 2.651957702880979}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"-0.00302608590243373\", \"total_measure\": -0.217816124160131, \"share_within_group\": 2.6454854397995793}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"-0.298283718032487\", \"total_measure\": -0.12374912889, \"share_within_group\": 2.64483807748003}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"0.15709901433856\", \"total_measure\": -0.215984081616951, \"share_within_group\": 2.623234369582606}, {\"Species\": \"ScinaxRuber\", \"MFCCs_ 8\": \"0.159954374254461\", \"total_measure\": -0.121931115312517, \"share_within_group\": 2.6059824380243626}, {\"Species\": \"HylaMinuta\", \"MFCCs_ 8\": \"-0.298625320058185\", \"total_measure\": -0.213452170085237, \"share_within_group\": 2.592483041517078}, {\"Species\": \"HypsiboasCinerascens\", \"MFCCs_ 8\": \"0.0159637673525693\", \"total_measure\": 0.487552992369774, \"share_within_group\": 2.5880520318312437}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 18.02}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d59d297ea7f87632820064b8f7e749b2ecb34487 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:21:41.749953+00:00", + "ended_at": "2026-05-26T01:22:33.164600+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_f2b6f6fa781bf7a6", + "problem_id": "v2p_n7_f89b781a0d3ea2a5", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Species, measure_col=MFCCs_ 7.", + "bindings": { + "group_col": "Species", + "measure_col": "MFCCs_ 7", + "item_col": "MFCCs_ 8", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.08558, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=1/2", + "binding_index=29" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 6, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f2b6f6fa781bf7a6.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_f2b6f6fa781bf7a6", + "api_calls": 0, + "input_tokens": 28381, + "cached_input_tokens": 22912, + "output_tokens": 2620, + "total_tokens": 31001, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5086, + "estimated_output_tokens": 208, + "estimated_total_tokens": 5294, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 51388.66, + "sql_execution_elapsed_ms_total": 18.02, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..26a661c3f923c50775cc7ac56cfb557d517a42d8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:22:33.144618+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 51388.66, "started_at": "2026-05-26T01:21:41.751299+00:00", "ended_at": "2026-05-26T01:22:33.139890+00:00", "prompt_metrics": {"chars": 14928, "bytes_utf8": 14928, "lines": 410, "estimated_tokens": 5086}, "response_metrics": {"chars": 676, "bytes_utf8": 676, "lines": 1, "estimated_tokens": 208}, "usage": {"input_tokens": 28381, "cached_input_tokens": 22912, "output_tokens": 2620, "reasoning_output_tokens": 2406}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n \\\"Species\\\",\\n \\\"MFCCs_ 8\\\",\\n SUM(CAST(\\\"MFCCs_ 7\\\" AS REAL)) AS \\\"total_measure\\\",\\n SUM(CAST(\\\"MFCCs_ 7\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MFCCs_ 7\\\" AS REAL))) OVER (PARTITION BY \\\"Species\\\") AS \\\"share_within_group\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\", \\\"MFCCs_ 8\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Applied the provided Within-Group Share of Total template with group_col=\\\"Species\\\", item_col=\\\"MFCCs_ 8\\\", and measure_col=\\\"MFCCs_ 7\\\". CAST to REAL is used because the MFCC columns are stored as TEXT in SQLite; other non-template planner bindings were not needed for this skeleton.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0e06206cd5202a278b3ae473410d7426d9db68c3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f2b6f6fa781bf7a6/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_f2b6f6fa781bf7a6", + "api_calls": 0, + "input_tokens": 28381, + "cached_input_tokens": 22912, + "output_tokens": 2620, + "total_tokens": 31001, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5086, + 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b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15356, "bytes_utf8": 15356, "lines": 411, "estimated_tokens": 5177}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 706, "bytes_utf8": 706, "lines": 1, "estimated_tokens": 196}, "usage": {"input_tokens": 28472, "cached_input_tokens": 27008, "output_tokens": 1158, "reasoning_output_tokens": 956}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..43da67eff21a75da13970b4954596f2f49d54959 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_f32437956bb1cf9b", + "api_calls": 0, + "input_tokens": 28472, + "cached_input_tokens": 27008, + "output_tokens": 1158, + "total_tokens": 29630, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5177, + "estimated_output_tokens": 196, + "estimated_total_tokens": 5373, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 24704.38, + "sql_execution_elapsed_ms_total": 2.41, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7fc8a7e58f20cafc3eca3341a5d93455fdc2bf89 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:22:33.166751+00:00", + "ended_at": "2026-05-26T01:22:57.871124+00:00", + "elapsed_ms": 24704.38, + "prompt_metrics": { + "chars": 15356, + "bytes_utf8": 15356, + "lines": 411, + "estimated_tokens": 5177 + }, + "stdout_metrics": { + "chars": 1076, + "bytes_utf8": 1076, + "lines": 4, + "estimated_tokens": 319 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 706, + "bytes_utf8": 706, + "lines": 1, + "estimated_tokens": 196 + }, + "usage": { + "input_tokens": 28472, + "cached_input_tokens": 27008, + "output_tokens": 1158, + "reasoning_output_tokens": 956 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8e089b609fb3020d232044745e871a81e0bbbe98 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Genus, condition_col=Family.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Genus", + "condition_col": "Family", + "condition_value": "Leptodactylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.061889, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ccba6de4640b2fcf691ebf80a5f1a24351c3a334 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e0-5888-7583-8c3a-958768ddf34c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Genus\\\",\\n SUM(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Genus\\\"\\n)\\nSELECT \\\"Genus\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped-ratio template with \\\"Genus\\\" as the group and compares counts where \\\"Family\\\" is 'Leptodactylidae' versus 'Hylidae'. NULLIF prevents division by zero for genera with no 'Hylidae' rows.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28472,"cached_input_tokens":27008,"output_tokens":1158,"reasoning_output_tokens":956}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6669f60be8e6674a0abbc5e0eac76056bd7ab3cd --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Genus\",\n SUM(CASE WHEN \"Family\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Family\" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n7\"\n GROUP BY \"Genus\"\n)\nSELECT \"Genus\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Uses the planned grouped-ratio template with \"Genus\" as the group and compares counts where \"Family\" is 'Leptodactylidae' versus 'Hylidae'. NULLIF prevents division by zero for genera with no 'Hylidae' rows."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..b708e7876942181e628915c954d6366708faaf64 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Genus, condition_col=Family. +Result preview: [{"Genus": "Dendropsophus", "condition_ratio": 0.0}, {"Genus": "Hypsiboas", "condition_ratio": 0.0}, {"Genus": "Osteocephalus", "condition_ratio": 0.0}, {"Genus": "Scinax", "condition_ratio": 0.0}, {"Genus": "Adenomera", "condition_ratio": null}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..e2d8212cac19d93378df6fc458962d422d129882 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/generated_sql.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n7_f32437956bb1cf9b +-- problem_id: v2p_n7_bfdd9b2f90b6494a +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Genus", + SUM(CASE WHEN "Family" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Family" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count + FROM "n7" + GROUP BY "Genus" +) +SELECT "Genus", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7f4b43d14af4116d94403aa8f4227e6b08af2af5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n SELECT \"Genus\",\n SUM(CASE WHEN \"Family\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN \"Family\" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count\n FROM \"n7\"\n GROUP BY \"Genus\"\n)\nSELECT \"Genus\",\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Genus\\\",\\n SUM(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Genus\\\"\\n)\\nSELECT \\\"Genus\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\", \"columns\": [\"Genus\", \"condition_ratio\"], \"rows\": [{\"Genus\": \"Dendropsophus\", \"condition_ratio\": 0.0}, {\"Genus\": \"Hypsiboas\", \"condition_ratio\": 0.0}, {\"Genus\": \"Osteocephalus\", \"condition_ratio\": 0.0}, {\"Genus\": \"Scinax\", \"condition_ratio\": 0.0}, {\"Genus\": \"Adenomera\", \"condition_ratio\": null}, {\"Genus\": \"Ameerega\", \"condition_ratio\": null}, {\"Genus\": \"Leptodactylus\", \"condition_ratio\": null}, {\"Genus\": \"Rhinella\", \"condition_ratio\": null}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.41}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7e57f17c46eb0a7d2cf333b2eb415b04360aa4e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:22:33.165002+00:00", + "ended_at": "2026-05-26T01:22:57.879546+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_f32437956bb1cf9b", + "problem_id": "v2p_n7_bfdd9b2f90b6494a", + "dataset_id": "n7", + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "contrastive_conditional_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Genus, condition_col=Family.", + "bindings": { + "group_col": "Genus", + "condition_col": "Family", + "condition_value": "Leptodactylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.061889, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=5", + "sql_variant_index=1/1", + "binding_index=40" + ], + "template_selection_mode": "rule", + "selected_template_rank": 4, + "problem_index_within_template": 5, + "sql_variant_index": 1, + "sql_variant_total": 1 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f32437956bb1cf9b.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_f32437956bb1cf9b", + "api_calls": 0, + "input_tokens": 28472, + "cached_input_tokens": 27008, + "output_tokens": 1158, + "total_tokens": 29630, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5177, + "estimated_output_tokens": 196, + "estimated_total_tokens": 5373, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 24704.38, + "sql_execution_elapsed_ms_total": 2.41, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cfe65a8c17c978cdd6fb49d368ae86788d1db2e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:22:57.875529+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 24704.38, "started_at": "2026-05-26T01:22:33.166751+00:00", "ended_at": "2026-05-26T01:22:57.871124+00:00", "prompt_metrics": {"chars": 15356, "bytes_utf8": 15356, "lines": 411, "estimated_tokens": 5177}, "response_metrics": {"chars": 706, "bytes_utf8": 706, "lines": 1, "estimated_tokens": 196}, "usage": {"input_tokens": 28472, "cached_input_tokens": 27008, "output_tokens": 1158, "reasoning_output_tokens": 956}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH grouped AS (\\n SELECT \\\"Genus\\\",\\n SUM(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count,\\n SUM(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Genus\\\"\\n)\\nSELECT \\\"Genus\\\",\\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Uses the planned grouped-ratio template with \\\"Genus\\\" as the group and compares counts where \\\"Family\\\" is 'Leptodactylidae' versus 'Hylidae'. NULLIF prevents division by zero for genera with no 'Hylidae' rows.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..c6f77f737334fa487f6312bbd1fa1fdbda352a9b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_f32437956bb1cf9b", + "api_calls": 0, + "input_tokens": 28472, + "cached_input_tokens": 27008, + "output_tokens": 1158, + "total_tokens": 29630, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5177, + "estimated_output_tokens": 196, + "estimated_total_tokens": 5373, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 24704.38, + "sql_execution_elapsed_ms_total": 2.41, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f32437956bb1cf9b/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c1cf64bdd1f6b8fa162146e24eccd0dfda1987c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14932, "bytes_utf8": 14932, "lines": 410, "estimated_tokens": 5088}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 714, "bytes_utf8": 714, "lines": 1, "estimated_tokens": 233}, "usage": {"input_tokens": 28383, "cached_input_tokens": 22912, "output_tokens": 2923, "reasoning_output_tokens": 2684}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8d4e959af6738110b8a443d2b06343a7ee82a69b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_f759c0e5e0c8dd97", + "api_calls": 0, + "input_tokens": 28383, + "cached_input_tokens": 22912, + "output_tokens": 2923, + "total_tokens": 31306, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5088, + "estimated_output_tokens": 233, + "estimated_total_tokens": 5321, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 56621.65, + "sql_execution_elapsed_ms_total": 17.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b70eecc564c5542db8cc707db82576280b6395ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:22:57.881430+00:00", + "ended_at": "2026-05-26T01:23:54.503005+00:00", + "elapsed_ms": 56621.65, + "prompt_metrics": { + "chars": 14932, + "bytes_utf8": 14932, + "lines": 410, + "estimated_tokens": 5088 + }, + "stdout_metrics": { + "chars": 1161, + "bytes_utf8": 1161, + "lines": 4, + "estimated_tokens": 403 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 714, + "bytes_utf8": 714, + "lines": 1, + "estimated_tokens": 233 + }, + "usage": { + "input_tokens": 28383, + "cached_input_tokens": 22912, + "output_tokens": 2923, + "reasoning_output_tokens": 2684 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ed3fe0508d7db620d27b3ea34abc61d5281db623 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,410 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "required_roles": [ + "group_col", + "item_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Genus, measure_col=MFCCs_ 9.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_ 9", + "item_col": "MFCCs_10", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.242046, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a300807659873ac1d740b86b4a71ac69fa270697 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e0-b906-7f91-becf-01f63158fc46"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Genus\\\",\\n \\\"MFCCs_10\\\",\\n SUM(CAST(\\\"MFCCs_ 9\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Genus\\\", \\\"MFCCs_10\\\"\\n)\\nSELECT\\n \\\"grouped\\\".\\\"Genus\\\",\\n \\\"grouped\\\".\\\"MFCCs_10\\\",\\n \\\"grouped\\\".\\\"total_measure\\\",\\n \\\"grouped\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"grouped\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"grouped\\\".\\\"Genus\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned within-group share template with \\\"Genus\\\" as the group column and \\\"MFCCs_10\\\" as the item column; casts \\\"MFCCs_ 9\\\" from TEXT to REAL before summing.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28383,"cached_input_tokens":22912,"output_tokens":2923,"reasoning_output_tokens":2684}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a72ad0f6fe2c1e9c6fbe6e214467577bd6ad86b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n \"Genus\",\n \"MFCCs_10\",\n SUM(CAST(\"MFCCs_ 9\" AS REAL)) AS \"total_measure\"\n FROM \"n7\"\n GROUP BY \"Genus\", \"MFCCs_10\"\n)\nSELECT\n \"grouped\".\"Genus\",\n \"grouped\".\"MFCCs_10\",\n \"grouped\".\"total_measure\",\n \"grouped\".\"total_measure\" * 100.0 / SUM(\"grouped\".\"total_measure\") OVER (PARTITION BY \"grouped\".\"Genus\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;","notes":"Uses the planned within-group share template with \"Genus\" as the group column and \"MFCCs_10\" as the item column; casts \"MFCCs_ 9\" from TEXT to REAL before summing."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..972662eb1bfceadf428de1b60c9dcb2df2133074 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Genus, measure_col=MFCCs_ 9. +Result preview: [{"Genus": "Rhinella", "MFCCs_10": "0.0643573356774467", "total_measure": -0.58731343775337, "share_within_group": 10.130482975582376}, {"Genus": "Osteocephalus", "MFCCs_10": "-0.952265655557829", "total_measure": -0.348959347235732, "share_within_group": 9.070598459810322}, {"Genus": "Rhinella", "MFCCs_10": "0.159459836483018", "total_measure": -0.520711647676975, "share_within_group": 8.981678509106743}, {"Genus": "Leptodactylus", "MFCCs_10": "0.290317170548427", "total_measure": 0.377001207423418, "share_within_group": 8.534789094343505}, {"Genus": "Osteocephalus", "MFCCs_10": "0.322358987086059", "total_measure": -0.289357442733384, "share_within_group": 7.521349392653072}] Results were truncated. \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..eba1a29bb2779404eef57c0bb9a45f4d0dbc3f39 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/generated_sql.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_f759c0e5e0c8dd97 +-- problem_id: v2p_n7_57d7a95234a6b67e +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "Genus", + "MFCCs_10", + SUM(CAST("MFCCs_ 9" AS REAL)) AS "total_measure" + FROM "n7" + GROUP BY "Genus", "MFCCs_10" +) +SELECT + "grouped"."Genus", + "grouped"."MFCCs_10", + "grouped"."total_measure", + "grouped"."total_measure" * 100.0 / SUM("grouped"."total_measure") OVER (PARTITION BY "grouped"."Genus") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..37ed5fe5318126165118d5bb9e77d8284dd1fb1d --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_tpcds_within_group_share\nWITH \"grouped\" AS (\n SELECT\n \"Genus\",\n \"MFCCs_10\",\n SUM(CAST(\"MFCCs_ 9\" AS REAL)) AS \"total_measure\"\n FROM \"n7\"\n GROUP BY \"Genus\", \"MFCCs_10\"\n)\nSELECT\n \"grouped\".\"Genus\",\n \"grouped\".\"MFCCs_10\",\n \"grouped\".\"total_measure\",\n \"grouped\".\"total_measure\" * 100.0 / SUM(\"grouped\".\"total_measure\") OVER (PARTITION BY \"grouped\".\"Genus\") AS \"share_within_group\"\nFROM \"grouped\"\nORDER BY \"share_within_group\" DESC;", "result": "{\"query\": \"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Genus\\\",\\n \\\"MFCCs_10\\\",\\n SUM(CAST(\\\"MFCCs_ 9\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Genus\\\", \\\"MFCCs_10\\\"\\n)\\nSELECT\\n \\\"grouped\\\".\\\"Genus\\\",\\n \\\"grouped\\\".\\\"MFCCs_10\\\",\\n \\\"grouped\\\".\\\"total_measure\\\",\\n \\\"grouped\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"grouped\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"grouped\\\".\\\"Genus\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\", \"columns\": [\"Genus\", \"MFCCs_10\", \"total_measure\", \"share_within_group\"], \"rows\": [{\"Genus\": \"Rhinella\", \"MFCCs_10\": \"0.0643573356774467\", \"total_measure\": -0.58731343775337, \"share_within_group\": 10.130482975582376}, {\"Genus\": \"Osteocephalus\", \"MFCCs_10\": \"-0.952265655557829\", \"total_measure\": -0.348959347235732, \"share_within_group\": 9.070598459810322}, {\"Genus\": \"Rhinella\", \"MFCCs_10\": \"0.159459836483018\", \"total_measure\": -0.520711647676975, \"share_within_group\": 8.981678509106743}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.290317170548427\", \"total_measure\": 0.377001207423418, \"share_within_group\": 8.534789094343505}, {\"Genus\": \"Osteocephalus\", \"MFCCs_10\": \"0.322358987086059\", \"total_measure\": -0.289357442733384, \"share_within_group\": 7.521349392653072}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.0906574439903319\", \"total_measure\": 0.309628325173698, \"share_within_group\": 7.00955965380861}, {\"Genus\": \"Rhinella\", \"MFCCs_10\": \"0.182363928235371\", \"total_measure\": -0.350664869266686, \"share_within_group\": 6.048566676474957}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.216468693675722\", \"total_measure\": 0.246437451845969, \"share_within_group\": 5.579005146502164}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.332910128623188\", \"total_measure\": 0.224026738562291, \"share_within_group\": 5.071657404469142}, {\"Genus\": \"Osteocephalus\", \"MFCCs_10\": \"0.0271510972817357\", \"total_measure\": -0.193757720526419, \"share_within_group\": 5.036398925276686}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.325088483201405\", \"total_measure\": 0.218019909004489, \"share_within_group\": 4.935671040521162}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.388329873265515\", \"total_measure\": 0.210674560928618, \"share_within_group\": 4.769382457307975}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.404487268147178\", \"total_measure\": 0.208687904520623, \"share_within_group\": 4.7244072871724585}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.153110485464218\", \"total_measure\": 0.200401793762754, \"share_within_group\": 4.536821130050805}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.278572617123157\", \"total_measure\": 0.198283287097553, \"share_within_group\": 4.488861051339056}, {\"Genus\": \"Rhinella\", \"MFCCs_10\": \"0.100619005121194\", \"total_measure\": -0.257568437329679, \"share_within_group\": 4.442760035249504}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.156215662480514\", \"total_measure\": 0.192899545354869, \"share_within_group\": 4.366980539002618}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.285987767590913\", \"total_measure\": 0.18969865186678, \"share_within_group\": 4.294516710515156}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.271008810779227\", \"total_measure\": 0.18687547261506, \"share_within_group\": 4.230603813117204}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.338314226576222\", \"total_measure\": 0.186022468312928, \"share_within_group\": 4.2112929682925415}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.257155587119664\", \"total_measure\": 0.185383784687278, \"share_within_group\": 4.196834048969211}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.112027639835027\", \"total_measure\": 0.182324647721383, \"share_within_group\": 4.127579393279739}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.231631554298722\", \"total_measure\": 0.173654960326327, \"share_within_group\": 3.931309588372756}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.166372879409478\", \"total_measure\": 0.167673507765479, \"share_within_group\": 3.7958977247515273}, {\"Genus\": \"Osteocephalus\", \"MFCCs_10\": \"0.146802223305694\", \"total_measure\": -0.145366134632192, \"share_within_group\": 3.778542822676181}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.0508766100427263\", \"total_measure\": 0.165792568751596, \"share_within_group\": 3.7533158510951288}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.371674355699104\", \"total_measure\": 0.162630340805734, \"share_within_group\": 3.6817273573324028}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.0236998056437975\", \"total_measure\": 0.159731103717756, \"share_within_group\": 3.616092615073873}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"-0.011292270574065\", \"total_measure\": 0.159267093246558, \"share_within_group\": 3.6055880558542674}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"-0.0372507706534769\", \"total_measure\": 0.156268527197722, \"share_within_group\": 3.5377046424636807}, {\"Genus\": \"Rhinella\", \"MFCCs_10\": \"0.184290623398227\", \"total_measure\": -0.201611461345908, \"share_within_group\": 3.477566399059096}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.0296423810735526\", \"total_measure\": 0.151460694718382, \"share_within_group\": 3.428861924180247}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.0175077492173917\", \"total_measure\": 0.150222126982866, \"share_within_group\": 3.400822453235489}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.230550138178483\", \"total_measure\": 0.148643553833706, \"share_within_group\": 3.3650857271115786}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.259051585100338\", \"total_measure\": 0.147892096247727, \"share_within_group\": 3.3480737603502306}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.214483923908364\", \"total_measure\": 0.146211332546393, \"share_within_group\": 3.310023580600534}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.210131815105967\", \"total_measure\": 0.141470570806787, \"share_within_group\": 3.202699251666416}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"-0.0372685760565225\", \"total_measure\": 0.139566921838257, \"share_within_group\": 3.1596032558548686}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.278037277670677\", \"total_measure\": 0.138018314107282, \"share_within_group\": 3.1245449056069416}, {\"Genus\": \"Osteocephalus\", \"MFCCs_10\": \"0.120864744122768\", \"total_measure\": -0.118762364244326, \"share_within_group\": 3.087023536498953}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"-0.0338415490605788\", \"total_measure\": 0.1338902250431, \"share_within_group\": 3.031090643838785}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.350215541265351\", \"total_measure\": 0.133707718337254, \"share_within_group\": 3.026958942899829}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.252548918543934\", \"total_measure\": 0.132429355024816, \"share_within_group\": 2.998018554798231}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.23462571267368\", \"total_measure\": 0.127948202316395, \"share_within_group\": 2.8965714174606445}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.207199349348271\", \"total_measure\": 0.12668168646222, \"share_within_group\": 2.8678992395281067}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.26487495754019\", \"total_measure\": 0.125971652559075, \"share_within_group\": 2.851825048003383}, {\"Genus\": \"Leptodactylus\", \"MFCCs_10\": \"0.357138437075128\", \"total_measure\": 0.125465650180168, \"share_within_group\": 2.840369849717089}, {\"Genus\": \"Osteocephalus\", \"MFCCs_10\": \"0.192460102838991\", \"total_measure\": -0.109001810893226, \"share_within_group\": 2.8333147280239737}, {\"Genus\": \"Osteocephalus\", \"MFCCs_10\": \"0.0956391419949193\", \"total_measure\": -0.106668617408598, \"share_within_group\": 2.7726673735520224}, {\"Genus\": \"Osteocephalus\", \"MFCCs_10\": \"0.094326310662205\", \"total_measure\": -0.106291427198399, \"share_within_group\": 2.762862962331092}], \"row_count_returned\": 50, \"row_limit\": 50, \"truncated\": true, \"elapsed_ms\": 17.88}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..249109ee6634951cf9331b368d3ad1c1efcec954 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/run_manifest.json @@ -0,0 +1,91 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:22:57.879906+00:00", + "ended_at": "2026-05-26T01:23:54.525861+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_f759c0e5e0c8dd97", + "problem_id": "v2p_n7_57d7a95234a6b67e", + "dataset_id": "n7", + "template_id": "tpl_tpcds_within_group_share", + "template_name": "Within-Group Share of Total", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Genus, measure_col=MFCCs_ 9.", + "bindings": { + "group_col": "Genus", + "measure_col": "MFCCs_ 9", + "item_col": "MFCCs_10", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.242046, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "item_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=8", + "sql_variant_index=2/2", + "binding_index=31" + ], + "template_selection_mode": "rule", + "selected_template_rank": 3, + "problem_index_within_template": 8, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f759c0e5e0c8dd97.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_f759c0e5e0c8dd97", + "api_calls": 0, + "input_tokens": 28383, + "cached_input_tokens": 22912, + "output_tokens": 2923, + "total_tokens": 31306, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5088, + "estimated_output_tokens": 233, + "estimated_total_tokens": 5321, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 56621.65, + "sql_execution_elapsed_ms_total": 17.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4896aa8e24062a08fc83c162bcaedc505faa51c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:23:54.506431+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 56621.65, "started_at": "2026-05-26T01:22:57.881430+00:00", "ended_at": "2026-05-26T01:23:54.503005+00:00", "prompt_metrics": {"chars": 14932, "bytes_utf8": 14932, "lines": 410, "estimated_tokens": 5088}, "response_metrics": {"chars": 714, "bytes_utf8": 714, "lines": 1, "estimated_tokens": 233}, "usage": {"input_tokens": 28383, "cached_input_tokens": 22912, "output_tokens": 2923, "reasoning_output_tokens": 2684}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nWITH \\\"grouped\\\" AS (\\n SELECT\\n \\\"Genus\\\",\\n \\\"MFCCs_10\\\",\\n SUM(CAST(\\\"MFCCs_ 9\\\" AS REAL)) AS \\\"total_measure\\\"\\n FROM \\\"n7\\\"\\n GROUP BY \\\"Genus\\\", \\\"MFCCs_10\\\"\\n)\\nSELECT\\n \\\"grouped\\\".\\\"Genus\\\",\\n \\\"grouped\\\".\\\"MFCCs_10\\\",\\n \\\"grouped\\\".\\\"total_measure\\\",\\n \\\"grouped\\\".\\\"total_measure\\\" * 100.0 / SUM(\\\"grouped\\\".\\\"total_measure\\\") OVER (PARTITION BY \\\"grouped\\\".\\\"Genus\\\") AS \\\"share_within_group\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"share_within_group\\\" DESC;\",\"notes\":\"Uses the planned within-group share template with \\\"Genus\\\" as the group column and \\\"MFCCs_10\\\" as the item column; casts \\\"MFCCs_ 9\\\" from TEXT to REAL before summing.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..50c35cabe1f4febfcdb84753f8dfbdaab4fbb5b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_f759c0e5e0c8dd97", + "api_calls": 0, + "input_tokens": 28383, + "cached_input_tokens": 22912, + "output_tokens": 2923, + "total_tokens": 31306, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5088, + "estimated_output_tokens": 233, + "estimated_total_tokens": 5321, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 56621.65, + "sql_execution_elapsed_ms_total": 17.88, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f759c0e5e0c8dd97/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..0ac3537af33dfdb625eeb1b31b6e02492b61d58b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14606, "bytes_utf8": 14606, "lines": 408, "estimated_tokens": 4966}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 510, "bytes_utf8": 510, "lines": 1, "estimated_tokens": 135}, "usage": {"input_tokens": 28261, "cached_input_tokens": 22912, "output_tokens": 1693, "reasoning_output_tokens": 1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..963e6ec076b93e468d3d2444d640542d2b3ed5a3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_f896a3bc614a739e", + "api_calls": 0, + "input_tokens": 28261, + "cached_input_tokens": 22912, + "output_tokens": 1693, + "total_tokens": 29954, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4966, + "estimated_output_tokens": 135, + "estimated_total_tokens": 5101, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33900.14, + "sql_execution_elapsed_ms_total": 9.94, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d6b5ad039979a4f3cc56cdffed22d45d80c77608 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:23:54.527892+00:00", + "ended_at": "2026-05-26T01:24:28.428031+00:00", + "elapsed_ms": 33900.14, + "prompt_metrics": { + "chars": 14606, + "bytes_utf8": 14606, + "lines": 408, + "estimated_tokens": 4966 + }, + "stdout_metrics": { + "chars": 890, + "bytes_utf8": 890, + "lines": 4, + "estimated_tokens": 263 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 510, + "bytes_utf8": 510, + "lines": 1, + "estimated_tokens": 135 + }, + "usage": { + "input_tokens": 28261, + "cached_input_tokens": 22912, + "output_tokens": 1693, + "reasoning_output_tokens": 1552 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b5b80e8a79342e2af73fe4f6b4c25b4331341e47 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,408 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Species, measure_col=RecordID.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Species", + "measure_col": "RecordID", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 27.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..11d1f31d056e7c13559199a966ad47a6b80826c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e1-9655-7502-885a-790c87e3e67c"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Species\\\",\\n AVG(CAST(\\\"RecordID\\\" AS REAL)) OVER (PARTITION BY \\\"Species\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Species\\\" IS NOT NULL\\n AND \\\"RecordID\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC\\nLIMIT 17;\",\"notes\":\"Uses the requested window-average template with \\\"Species\\\" as group_col and \\\"RecordID\\\" as measure_col. \\\"RecordID\\\" is stored as TEXT, so it is CAST to REAL; null filters were added for a stable result set.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28261,"cached_input_tokens":22912,"output_tokens":1693,"reasoning_output_tokens":1552}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a88d9062acbb6ffb5025dd65c447a1abf8035500 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Species\",\n AVG(CAST(\"RecordID\" AS REAL)) OVER (PARTITION BY \"Species\") AS \"avg_measure\"\nFROM \"n7\"\nWHERE \"Species\" IS NOT NULL\n AND \"RecordID\" IS NOT NULL\nORDER BY \"avg_measure\" DESC\nLIMIT 17;","notes":"Uses the requested window-average template with \"Species\" as group_col and \"RecordID\" as measure_col. \"RecordID\" is stored as TEXT, so it is CAST to REAL; null filters were added for a stable result set."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e20025b1ae6afe9b3616d550c161e7952e726d0b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Species, measure_col=RecordID. +Result preview: [{"Species": "ScinaxRuber", "avg_measure": 57.58783783783784}, {"Species": "Rhinellagranulosa", "avg_measure": 52.588235294117645}, {"Species": "OsteocephalusOophagus", "avg_measure": 49.45614035087719}, {"Species": "LeptodactylusFuscus", "avg_measure": 46.544444444444444}, {"Species": "HypsiboasCordobae", "avg_measure": 41.18108831400535}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f77671428dbe1444902badd57562f43b7b0804b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/generated_sql.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_f896a3bc614a739e +-- problem_id: v2p_n7_a2ac4c439f8246c3 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Species", + AVG(CAST("RecordID" AS REAL)) OVER (PARTITION BY "Species") AS "avg_measure" +FROM "n7" +WHERE "Species" IS NOT NULL + AND "RecordID" IS NOT NULL +ORDER BY "avg_measure" DESC +LIMIT 17; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..fceda230984f1621bb679515f1e9d2060fef5bf3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Species\",\n AVG(CAST(\"RecordID\" AS REAL)) OVER (PARTITION BY \"Species\") AS \"avg_measure\"\nFROM \"n7\"\nWHERE \"Species\" IS NOT NULL\n AND \"RecordID\" IS NOT NULL\nORDER BY \"avg_measure\" DESC\nLIMIT 17;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Species\\\",\\n AVG(CAST(\\\"RecordID\\\" AS REAL)) OVER (PARTITION BY \\\"Species\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Species\\\" IS NOT NULL\\n AND \\\"RecordID\\\" IS NOT NULL\\nORDER BY \\\"avg_measure\\\" DESC\\nLIMIT 17;\", \"columns\": [\"Species\", \"avg_measure\"], \"rows\": [{\"Species\": \"ScinaxRuber\", \"avg_measure\": 57.58783783783784}, {\"Species\": \"Rhinellagranulosa\", \"avg_measure\": 52.588235294117645}, {\"Species\": \"OsteocephalusOophagus\", \"avg_measure\": 49.45614035087719}, {\"Species\": \"LeptodactylusFuscus\", \"avg_measure\": 46.544444444444444}, {\"Species\": \"HypsiboasCordobae\", \"avg_measure\": 41.18108831400535}, {\"Species\": \"HypsiboasCinerascens\", \"avg_measure\": 36.61652542372882}, {\"Species\": \"HylaMinuta\", \"avg_measure\": 29.990322580645163}, {\"Species\": \"AdenomeraHylaedactylus\", \"avg_measure\": 19.62190914318574}, {\"Species\": \"Ameeregatrivittata\", \"avg_measure\": 11.280442804428045}, {\"Species\": \"AdenomeraAndre\", \"avg_measure\": 6.028273809523809}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 9.94}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9ec2590637edb0841dddd96b10880153736fef4c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:23:54.526580+00:00", + "ended_at": "2026-05-26T01:24:28.443113+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_f896a3bc614a739e", + "problem_id": "v2p_n7_a2ac4c439f8246c3", + "dataset_id": "n7", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "direction_consistency", + "intended_facet_id": "conditional_rate_shift", + "variant_semantic_role": "filtered_stable_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Species, measure_col=RecordID.", + "bindings": { + "group_col": "Species", + "measure_col": "RecordID", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 27.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_rate_shift", + "template_selection_mode=rule", + "problem_index_within_template=6", + "sql_variant_index=2/2", + "binding_index=137" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 6, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f896a3bc614a739e.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_f896a3bc614a739e", + "api_calls": 0, + "input_tokens": 28261, + "cached_input_tokens": 22912, + "output_tokens": 1693, + "total_tokens": 29954, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4966, + "estimated_output_tokens": 135, + "estimated_total_tokens": 5101, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 33900.14, + "sql_execution_elapsed_ms_total": 9.94, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7b2a2a92d2229a870038fffd269c7a0b20d42b9a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f896a3bc614a739e/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:24:28.431922+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 33900.14, "started_at": "2026-05-26T01:23:54.527892+00:00", "ended_at": "2026-05-26T01:24:28.428031+00:00", "prompt_metrics": {"chars": 14606, "bytes_utf8": 14606, "lines": 408, "estimated_tokens": 4966}, "response_metrics": {"chars": 510, "bytes_utf8": 510, "lines": 1, "estimated_tokens": 135}, "usage": {"input_tokens": 28261, "cached_input_tokens": 22912, "output_tokens": 1693, "reasoning_output_tokens": 1552}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Species\\\",\\n AVG(CAST(\\\"RecordID\\\" AS REAL)) OVER (PARTITION BY \\\"Species\\\") AS \\\"avg_measure\\\"\\nFROM \\\"n7\\\"\\nWHERE \\\"Species\\\" IS NOT NULL\\n AND \\\"RecordID\\\" IS 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a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..1ab4fcaca10eb0119b1e5f1dd79a0f0a25ee7002 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_f9f42799592c3d9c", + "api_calls": 0, + "input_tokens": 28319, + "cached_input_tokens": 22912, + "output_tokens": 362, + "total_tokens": 28681, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5024, + "estimated_output_tokens": 88, + "estimated_total_tokens": 5112, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10475.65, + "sql_execution_elapsed_ms_total": 2.27, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c01dc8981945dd408fe89580b6815a6271e82d19 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:24:28.444930+00:00", + "ended_at": "2026-05-26T01:24:38.920604+00:00", + "elapsed_ms": 10475.65, + "prompt_metrics": { + "chars": 14792, + "bytes_utf8": 14792, + "lines": 411, + "estimated_tokens": 5024 + }, + "stdout_metrics": { + "chars": 684, + "bytes_utf8": 684, + "lines": 4, + "estimated_tokens": 199 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 337, + "bytes_utf8": 337, + "lines": 1, + "estimated_tokens": 88 + }, + "usage": { + "input_tokens": 28319, + "cached_input_tokens": 22912, + "output_tokens": 362, + "reasoning_output_tokens": 268 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0867f5a88d5764a8fa9a1a8403455dd8939c234e --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Species, condition_col=Family.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Species", + "condition_col": "Family", + "condition_value": "Hylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.08558, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f7fe8fb514d05b94f8d2951750915baf61764f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e2-1ac8-7602-8b00-f9d3d7e6de66"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Species\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Grouped condition-rate query using Species as the grouping column and Family='Hylidae' as the condition.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28319,"cached_input_tokens":22912,"output_tokens":362,"reasoning_output_tokens":268}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1babebcf2ca69acf9950773259ddb1b86432d24b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"Species\",\n AVG(CASE WHEN \"Family\" = 'Hylidae' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n7\"\nGROUP BY \"Species\"\nORDER BY condition_rate DESC;","notes":"Grouped condition-rate query using Species as the grouping column and Family='Hylidae' as the condition."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..6fc36c7f9c53027ec2b46797efac096564a97d73 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Species, condition_col=Family. +Result preview: [{"Species": "ScinaxRuber", "condition_rate": 1.0}, {"Species": "OsteocephalusOophagus", "condition_rate": 1.0}, {"Species": "HypsiboasCordobae", "condition_rate": 1.0}, {"Species": "HypsiboasCinerascens", "condition_rate": 1.0}, {"Species": "HylaMinuta", "condition_rate": 1.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..bb6ac43d5a37975becc94883798103bd34398a76 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_f9f42799592c3d9c +-- problem_id: v2p_n7_99e22835c78f6870 +-- realization_mode: agent +-- source_kind: agent +SELECT "Species", + AVG(CASE WHEN "Family" = 'Hylidae' THEN 1 ELSE 0 END) AS condition_rate +FROM "n7" +GROUP BY "Species" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c18acc5c68b570fbd155f5eb2c15d01ee58a2f07 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT \"Species\",\n AVG(CASE WHEN \"Family\" = 'Hylidae' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"n7\"\nGROUP BY \"Species\"\nORDER BY condition_rate DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"Species\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Hylidae' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Species\\\"\\nORDER BY condition_rate DESC;\", \"columns\": [\"Species\", \"condition_rate\"], \"rows\": [{\"Species\": \"ScinaxRuber\", \"condition_rate\": 1.0}, {\"Species\": \"OsteocephalusOophagus\", \"condition_rate\": 1.0}, {\"Species\": \"HypsiboasCordobae\", \"condition_rate\": 1.0}, {\"Species\": \"HypsiboasCinerascens\", \"condition_rate\": 1.0}, {\"Species\": \"HylaMinuta\", \"condition_rate\": 1.0}, {\"Species\": \"Rhinellagranulosa\", \"condition_rate\": 0.0}, {\"Species\": \"LeptodactylusFuscus\", \"condition_rate\": 0.0}, {\"Species\": \"Ameeregatrivittata\", \"condition_rate\": 0.0}, {\"Species\": \"AdenomeraHylaedactylus\", \"condition_rate\": 0.0}, {\"Species\": \"AdenomeraAndre\", \"condition_rate\": 0.0}], \"row_count_returned\": 10, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 2.27}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..85c2ddc339b4e3c2b1907c2caeb07a95c14219b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_f9f42799592c3d9c/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:24:28.443507+00:00", + "ended_at": "2026-05-26T01:24:38.928020+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_f9f42799592c3d9c", + "problem_id": "v2p_n7_99e22835c78f6870", + "dataset_id": "n7", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "focused_target_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Species, condition_col=Family.", + "bindings": { + "group_col": "Species", + "condition_col": "Family", + "condition_value": "Hylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.08558, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=3", + "sql_variant_index=2/2", + "binding_index=98" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 3, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f9f42799592c3d9c.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_f9f42799592c3d9c", + "api_calls": 0, + "input_tokens": 28319, + "cached_input_tokens": 22912, + "output_tokens": 362, + "total_tokens": 28681, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 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"total_tokens": 28635, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4973, + "estimated_output_tokens": 108, + "estimated_total_tokens": 5081, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10028.35, + "sql_execution_elapsed_ms_total": 11.69, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/cli/sql_attempt_1.metadata.json new file mode 100644 index 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"chars": 399, + "bytes_utf8": 399, + "lines": 1, + "estimated_tokens": 108 + }, + "usage": { + "input_tokens": 28268, + "cached_input_tokens": 27008, + "output_tokens": 367, + "reasoning_output_tokens": 253 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8519f97f646972fe284188ad4bf75916775d8cbc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,408 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Family, measure_col=MFCCs_18.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_18", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.04029, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..de343a4c69673d7e05781443a4363da9afca4df8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e2-43b6-7973-877b-625ab91c433a"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Family\\\",\\n AVG(CAST(\\\"MFCCs_18\\\" AS REAL)) OVER (PARTITION BY \\\"Family\\\") AS avg_measure\\nFROM \\\"n7\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the provided window-partition-average template with group_col=\\\"Family\\\" and measure_col=\\\"MFCCs_18\\\". Cast \\\"MFCCs_18\\\" to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28268,"cached_input_tokens":27008,"output_tokens":367,"reasoning_output_tokens":253}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a285c731a1d4c7da201ef72c4c5cb0c03c591cf --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Family\",\n AVG(CAST(\"MFCCs_18\" AS REAL)) OVER (PARTITION BY \"Family\") AS avg_measure\nFROM \"n7\"\nORDER BY avg_measure DESC;","notes":"Applied the provided window-partition-average template with group_col=\"Family\" and measure_col=\"MFCCs_18\". Cast \"MFCCs_18\" to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..1b4500e36ee73ae8eec297ca5c0e824099750eb3 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Family, measure_col=MFCCs_18. +Result preview: [{"Family": "Dendrobatidae", "avg_measure": 0.021660370971746296}, {"Family": "Hylidae", "avg_measure": 0.01329352166990376}, {"Family": "Bufonidae", "avg_measure": 0.011167841414667095}, {"Family": "Leptodactylidae", "avg_measure": 0.003284820145161297}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..602127eb7a3a85abaf9e9a33f020112347265954 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/generated_sql.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_fef77d21db458f71 +-- problem_id: v2p_n7_3dc29bd370cd6fe4 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Family", + AVG(CAST("MFCCs_18" AS REAL)) OVER (PARTITION BY "Family") AS avg_measure +FROM "n7" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4fb2f2ada7c223daab38770848a29840f7a3bb23 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_window_partition_avg\nSELECT DISTINCT\n \"Family\",\n AVG(CAST(\"MFCCs_18\" AS REAL)) OVER (PARTITION BY \"Family\") AS avg_measure\nFROM \"n7\"\nORDER BY avg_measure DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Family\\\",\\n AVG(CAST(\\\"MFCCs_18\\\" AS REAL)) OVER (PARTITION BY \\\"Family\\\") AS avg_measure\\nFROM \\\"n7\\\"\\nORDER BY avg_measure DESC;\", \"columns\": [\"Family\", \"avg_measure\"], \"rows\": [{\"Family\": \"Dendrobatidae\", \"avg_measure\": 0.021660370971746296}, {\"Family\": \"Hylidae\", \"avg_measure\": 0.01329352166990376}, {\"Family\": \"Bufonidae\", \"avg_measure\": 0.011167841414667095}, {\"Family\": \"Leptodactylidae\", \"avg_measure\": 0.003284820145161297}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 11.69}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..edc898861940cfaefa88961d1c8b545ded39e3ea --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/run_manifest.json @@ -0,0 +1,89 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:24:38.928340+00:00", + "ended_at": "2026-05-26T01:24:48.975552+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_fef77d21db458f71", + "problem_id": "v2p_n7_3dc29bd370cd6fe4", + "dataset_id": "n7", + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "slice_level_consistency", + "intended_facet_id": "conditional_interaction_hotspots", + "variant_semantic_role": "ranked_signal_view", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Family, measure_col=MFCCs_18.", + "bindings": { + "group_col": "Family", + "measure_col": "MFCCs_18", + "top_k": 17, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.04029, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "measure_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "notes": [ + "default_facets=conditional_interaction_hotspots", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=2/2", + "binding_index=132" + ], + "template_selection_mode": "rule", + "selected_template_rank": 12, + "problem_index_within_template": 1, + "sql_variant_index": 2, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_fef77d21db458f71.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_fef77d21db458f71", + "api_calls": 0, + "input_tokens": 28268, + "cached_input_tokens": 27008, + "output_tokens": 367, + "total_tokens": 28635, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4973, + "estimated_output_tokens": 108, + "estimated_total_tokens": 5081, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10028.35, + "sql_execution_elapsed_ms_total": 11.69, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..228c46490a61bf2e2a16c053271745b77e44eba2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:24:48.962458+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 10028.35, "started_at": "2026-05-26T01:24:38.929609+00:00", "ended_at": "2026-05-26T01:24:48.957976+00:00", "prompt_metrics": {"chars": 14606, "bytes_utf8": 14606, "lines": 408, "estimated_tokens": 4973}, "response_metrics": {"chars": 399, "bytes_utf8": 399, "lines": 1, "estimated_tokens": 108}, "usage": {"input_tokens": 28268, "cached_input_tokens": 27008, "output_tokens": 367, "reasoning_output_tokens": 253}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_window_partition_avg\\nSELECT DISTINCT\\n \\\"Family\\\",\\n AVG(CAST(\\\"MFCCs_18\\\" AS REAL)) OVER (PARTITION BY \\\"Family\\\") AS avg_measure\\nFROM \\\"n7\\\"\\nORDER BY avg_measure DESC;\",\"notes\":\"Applied the provided window-partition-average template with group_col=\\\"Family\\\" and measure_col=\\\"MFCCs_18\\\". Cast \\\"MFCCs_18\\\" to REAL because the SQLite schema stores it as TEXT.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..17e111f48b90e8d254ca6dd28539c32a4504bf7a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_fef77d21db458f71", + "api_calls": 0, + "input_tokens": 28268, + "cached_input_tokens": 27008, + "output_tokens": 367, + "total_tokens": 28635, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 4973, + "estimated_output_tokens": 108, + "estimated_total_tokens": 5081, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 10028.35, + "sql_execution_elapsed_ms_total": 11.69, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_fef77d21db458f71/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/conversation.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..24738d1915631ad2153ba5eaa562320deb020a2c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 14802, "bytes_utf8": 14802, "lines": 411, "estimated_tokens": 5028}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 472, "bytes_utf8": 472, "lines": 1, "estimated_tokens": 130}, "usage": {"input_tokens": 28323, "cached_input_tokens": 22912, "output_tokens": 831, "reasoning_output_tokens": 695}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/session_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a41dac205844dc9df5aa1c35492d65c382b6517a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_ff1561a00dd742b4", + "api_calls": 0, + "input_tokens": 28323, + "cached_input_tokens": 22912, + "output_tokens": 831, + "total_tokens": 29154, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5028, + "estimated_output_tokens": 130, + "estimated_total_tokens": 5158, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18468.29, + "sql_execution_elapsed_ms_total": 4.8, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e452ce8c178e067244c24ea1b51cebb57deef69a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-26T01:24:48.977216+00:00", + "ended_at": "2026-05-26T01:25:07.445506+00:00", + "elapsed_ms": 18468.29, + "prompt_metrics": { + "chars": 14802, + "bytes_utf8": 14802, + "lines": 411, + "estimated_tokens": 5028 + }, + "stdout_metrics": { + "chars": 832, + "bytes_utf8": 832, + "lines": 4, + "estimated_tokens": 247 + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 472, + "bytes_utf8": 472, + "lines": 1, + "estimated_tokens": 130 + }, + "usage": { + "input_tokens": 28323, + "cached_input_tokens": 22912, + "output_tokens": 831, + "reasoning_output_tokens": 695 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7f6ef0b544ca646c2cda94da41e4c6b02d4ad651 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,411 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: n7 +- dataset_name: Anuran Calls Mfccs +- table_name: n7 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 25 feature columns and target `Family`. +- task_type: classification +- target_column: Family +- main_row_count: 7195 +- important_fields: +- MFCCs_ 1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for MFCCs 1. +- MFCCs_ 2: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 2. +- MFCCs_ 3: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 3. +- MFCCs_ 4: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 4. +- MFCCs_ 5: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 5. +- MFCCs_ 6: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 6. +- MFCCs_ 7: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 7. +- MFCCs_ 8: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 8. +- MFCCs_ 9: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 9. +- MFCCs_10: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 10. +- MFCCs_11: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 11. +- MFCCs_12: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 12. +- MFCCs_13: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 13. +- MFCCs_14: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 14. +- MFCCs_15: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 15. +- MFCCs_16: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 16. +- MFCCs_17: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 17. +- MFCCs_18: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 18. +- MFCCs_19: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 19. +- MFCCs_20: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 20. +- MFCCs_21: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 21. +- MFCCs_22: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for MFCCs 22. +- Family: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Family. +- Genus: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Genus. +- Species: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Species. +- RecordID: role=feature, type=identifier_numeric. tags=['identifier', 'probe_exclude'] desc=Identifier-like field for RecordID. +- useful_field_combinations: [['Family', 'Genus', 'Family'], ['Family', 'MFCCs_ 1', 'Family'], ['MFCCs_ 1', 'Genus', 'Family']] +- fields_requiring_caution: ['Family', 'MFCCs_ 1'] +- source_url: https://archive.ics.uci.edu/dataset/406/anuran+calls+mfccs + +SQLite schema snapshot: +{ + "table_name": "n7", + "quoted_table_name": "\"n7\"", + "row_count": 7195, + "columns": [ + { + "name": "MFCCs_ 1", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 2", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 3", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 4", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 5", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 6", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 7", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 8", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_ 9", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_10", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_11", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_12", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_13", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_14", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_15", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_16", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_17", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_18", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_19", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_20", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_21", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "MFCCs_22", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Family", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Genus", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Species", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "RecordID", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152936298220384", + "MFCCs_ 3": "-0.105585902844019", + "MFCCs_ 4": "0.200721914808566", + "MFCCs_ 5": "0.317201062343259", + "MFCCs_ 6": "0.260763853131077", + "MFCCs_ 7": "0.100944640810053", + "MFCCs_ 8": "-0.150062604917616", + "MFCCs_ 9": "-0.17112763198601", + "MFCCs_10": "0.124676436148438", + "MFCCs_11": "0.188654145822323", + "MFCCs_12": "-0.0756217229244772", + "MFCCs_13": "-0.156435925226375", + "MFCCs_14": "0.0822451152835443", + "MFCCs_15": "0.135752042383891", + "MFCCs_16": "-0.0240166450287792", + "MFCCs_17": "-0.108351107221198", + "MFCCs_18": "-0.0776225214037558", + "MFCCs_19": "-0.00956780151914234", + "MFCCs_20": "0.0576839754007957", + "MFCCs_21": "0.118680135068692", + "MFCCs_22": "0.0140384456733697", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.171534257314109", + "MFCCs_ 3": "-0.0989747371205295", + "MFCCs_ 4": "0.268425220827017", + "MFCCs_ 5": "0.338671862995453", + "MFCCs_ 6": "0.268353099863332", + "MFCCs_ 7": "0.0608350871920449", + "MFCCs_ 8": "-0.222474640379244", + "MFCCs_ 9": "-0.207692670568256", + "MFCCs_10": "0.170882873543032", + "MFCCs_11": "0.27095827998887", + "MFCCs_12": "-0.0950039445276873", + "MFCCs_13": "-0.254341468381362", + "MFCCs_14": "0.0227862345814336", + "MFCCs_15": "0.163320101050209", + "MFCCs_16": "0.0120222808645159", + "MFCCs_17": "-0.0909740108032878", + "MFCCs_18": "-0.0565095219192882", + "MFCCs_19": "-0.035303356812479", + "MFCCs_20": "0.0201399631478018", + "MFCCs_21": "0.0822629868835422", + "MFCCs_22": "0.0290557421631693", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.152317085189856", + "MFCCs_ 3": "-0.0829726738725973", + "MFCCs_ 4": "0.287127957306532", + "MFCCs_ 5": "0.276014083988895", + "MFCCs_ 6": "0.189866772581424", + "MFCCs_ 7": "0.00871395674901959", + "MFCCs_ 8": "-0.242234230697363", + "MFCCs_ 9": "-0.219153324384574", + "MFCCs_10": "0.232538316574083", + "MFCCs_11": "0.266064481907247", + "MFCCs_12": "-0.072827186682411", + "MFCCs_13": "-0.237383560939613", + "MFCCs_14": "0.0507907353425093", + "MFCCs_15": "0.20733840580524", + "MFCCs_16": "0.0835356991035397", + "MFCCs_17": "-0.0506914300740697", + "MFCCs_18": "-0.0235902291809596", + "MFCCs_19": "-0.0667215489148675", + "MFCCs_20": "-0.0250832267732169", + "MFCCs_21": "0.0991083997463254", + "MFCCs_22": "0.0771623846958952", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.22439244572155", + "MFCCs_ 3": "0.118984663992927", + "MFCCs_ 4": "0.329431728991851", + "MFCCs_ 5": "0.37208800967925", + "MFCCs_ 6": "0.36100456768708", + "MFCCs_ 7": "0.0155010402636969", + "MFCCs_ 8": "-0.1943474518771", + "MFCCs_ 9": "-0.0981806677778217", + "MFCCs_10": "0.270375424774079", + "MFCCs_11": "0.267278909389666", + "MFCCs_12": "-0.162258251525887", + "MFCCs_13": "-0.317084231097501", + "MFCCs_14": "-0.0115674334348972", + "MFCCs_15": "0.100412825039324", + "MFCCs_16": "-0.0502237308220074", + "MFCCs_17": "-0.13600940404278", + "MFCCs_18": "-0.177037008525031", + "MFCCs_19": "-0.130498132704666", + "MFCCs_20": "-0.0547663962602304", + "MFCCs_21": "-0.018691446529289", + "MFCCs_22": "0.0239543085482256", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + }, + { + "MFCCs_ 1": "1", + "MFCCs_ 2": "0.0878169091598283", + "MFCCs_ 3": "-0.0683448878848087", + "MFCCs_ 4": "0.306966720688553", + "MFCCs_ 5": "0.330922940689476", + "MFCCs_ 6": "0.249143914245263", + "MFCCs_ 7": "0.00688371297114425", + "MFCCs_ 8": "-0.265423361986448", + "MFCCs_ 9": "-0.172699811727761", + "MFCCs_10": "0.266434260043502", + "MFCCs_11": "0.332695149242033", + "MFCCs_12": "-0.100748543620898", + "MFCCs_13": "-0.298523875475902", + "MFCCs_14": "0.037438885320215", + "MFCCs_15": "0.219152827231289", + "MFCCs_16": "0.0628372293931531", + "MFCCs_17": "-0.0488846180288039", + "MFCCs_18": "-0.0530735072212773", + "MFCCs_19": "-0.0885504031444007", + "MFCCs_20": "-0.0313455727580116", + "MFCCs_21": "0.108609831720118", + "MFCCs_22": "0.0792443322969332", + "Family": "Leptodactylidae", + "Genus": "Adenomera", + "Species": "AdenomeraAndre", + "RecordID": "1" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "n7", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Family, condition_col=Family.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Family", + "condition_col": "Family", + "condition_value": "Leptodactylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.222592, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7bdfbf320a76bfd3546aa735aa36004fe05a2d7f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e61e2-6afd-7de0-bc80-2201f0c3d60e"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"Family\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned template exactly with group_col and condition_col both bound to \\\"Family\\\". Because the grouping and condition use the same column, the rate is 1.0 for the Leptodactylidae group and 0.0 for other Family groups.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":28323,"cached_input_tokens":22912,"output_tokens":831,"reasoning_output_tokens":695}} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..55e1fbcbd9af8ffe0b158e47e33caaee35cc39e0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"Family\",\n AVG(CASE WHEN \"Family\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n7\"\nGROUP BY \"Family\"\nORDER BY \"condition_rate\" DESC;","notes":"Uses the planned template exactly with group_col and condition_col both bound to \"Family\". Because the grouping and condition use the same column, the rate is 1.0 for the Leptodactylidae group and 0.0 for other Family groups."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/final_answer.txt b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/final_answer.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea2b70577ecbea739cc6d263c1a33fe8c84aaaa6 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/final_answer.txt @@ -0,0 +1,2 @@ +SQL executed successfully for: Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Family, condition_col=Family. +Result preview: [{"Family": "Leptodactylidae", "condition_rate": 1.0}, {"Family": "Hylidae", "condition_rate": 0.0}, {"Family": "Dendrobatidae", "condition_rate": 0.0}, {"Family": "Bufonidae", "condition_rate": 0.0}] \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/generated_sql.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/generated_sql.sql new file mode 100644 index 0000000000000000000000000000000000000000..f5816b6009f44278a86e2bfc7a1f8ac8aa896ff2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/generated_sql.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_ff1561a00dd742b4 +-- problem_id: v2p_n7_584625364068da1b +-- realization_mode: agent +-- source_kind: agent +SELECT + "Family", + AVG(CASE WHEN "Family" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n7" +GROUP BY "Family" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/query_results.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/query_results.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3bb9709cefb84f8b8288f4e8c641d60181e1ec66 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/query_results.jsonl @@ -0,0 +1 @@ +{"step_index": 1, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_m4_group_condition_rate\nSELECT\n \"Family\",\n AVG(CASE WHEN \"Family\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS \"condition_rate\"\nFROM \"n7\"\nGROUP BY \"Family\"\nORDER BY \"condition_rate\" DESC;", "result": "{\"query\": \"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"Family\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\", \"columns\": [\"Family\", \"condition_rate\"], \"rows\": [{\"Family\": \"Leptodactylidae\", \"condition_rate\": 1.0}, {\"Family\": \"Hylidae\", \"condition_rate\": 0.0}, {\"Family\": \"Dendrobatidae\", \"condition_rate\": 0.0}, {\"Family\": \"Bufonidae\", \"condition_rate\": 0.0}], \"row_count_returned\": 4, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 4.8}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/run_manifest.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/run_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..aea73d9489d685f6f27c619e89ffb31c5ba69814 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/run_manifest.json @@ -0,0 +1,92 @@ +{ + "run_id": "v2_conditional_subgroup_repair_local_20260526_sync3", + "dataset_id": "n7", + "started_at": "2026-05-26T01:24:48.975876+00:00", + "ended_at": "2026-05-26T01:25:07.457028+00:00", + "status": "completed", + "engine": "cli", + "question_record": { + "query_record_id": "v2q_n7_ff1561a00dd742b4", + "problem_id": "v2p_n7_584625364068da1b", + "dataset_id": "n7", + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "family_id": "conditional_dependency_structure", + "canonical_subitem_id": "dependency_strength_similarity", + "intended_facet_id": "pairwise_conditional_dependency", + "variant_semantic_role": "within_group_proportion", + "subitem_assignment_source": "planner_selected", + "source_kind": "agent", + "realization_mode": "agent", + "gate_priority": "primary", + "extended_family": false, + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Family, condition_col=Family.", + "bindings": { + "group_col": "Family", + "condition_col": "Family", + "condition_value": "Leptodactylidae", + "positive_value": "Leptodactylidae", + "negative_value": "Hylidae", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.222592, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "binding_roles": [ + "group_col", + "condition_col" + ], + "coverage_target_min": "5", + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "notes": [ + "default_facets=pairwise_conditional_dependency", + "template_selection_mode=rule", + "problem_index_within_template=1", + "sql_variant_index=1/2", + "binding_index=96" + ], + "template_selection_mode": "rule", + "selected_template_rank": 9, + "problem_index_within_template": 1, + "sql_variant_index": 1, + "sql_variant_total": 2 + }, + "mode": "subitem_workload_v2", + "sql_source_version": "v2", + "sql_source_label": "v2_current", + "generated_sql_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_ff1561a00dd742b4.sql", + "usage_summary": { + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_ff1561a00dd742b4", + "api_calls": 0, + "input_tokens": 28323, + "cached_input_tokens": 22912, + "output_tokens": 831, + "total_tokens": 29154, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5028, + "estimated_output_tokens": 130, + "estimated_total_tokens": 5158, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18468.29, + "sql_execution_elapsed_ms_total": 4.8, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/trace.jsonl b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/trace.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a9a9364c5d6e992bbe1bc5b0ae5c4b51af987389 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/trace.jsonl @@ -0,0 +1 @@ +{"timestamp": "2026-05-26T01:25:07.450759+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 18468.29, "started_at": "2026-05-26T01:24:48.977216+00:00", "ended_at": "2026-05-26T01:25:07.445506+00:00", "prompt_metrics": {"chars": 14802, "bytes_utf8": 14802, "lines": 411, "estimated_tokens": 5028}, "response_metrics": {"chars": 472, "bytes_utf8": 472, "lines": 1, "estimated_tokens": 130}, "usage": {"input_tokens": 28323, "cached_input_tokens": 22912, "output_tokens": 831, "reasoning_output_tokens": 695}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT\\n \\\"Family\\\",\\n AVG(CASE WHEN \\\"Family\\\" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS \\\"condition_rate\\\"\\nFROM \\\"n7\\\"\\nGROUP BY \\\"Family\\\"\\nORDER BY \\\"condition_rate\\\" DESC;\",\"notes\":\"Uses the planned template exactly with group_col and condition_col both bound to \\\"Family\\\". Because the grouping and condition use the same column, the rate is 1.0 for the Leptodactylidae group and 0.0 for other Family groups.\"}"} diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/usage_summary.json b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/usage_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..8e8bdba3a46d3f6b3d43a2e10476d05d890767fc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/usage_summary.json @@ -0,0 +1,20 @@ +{ + "dataset_id": "n7", + "model": "v2-cli:codex", + "run_id": "v2q_n7_ff1561a00dd742b4", + "api_calls": 0, + "input_tokens": 28323, + "cached_input_tokens": 22912, + "output_tokens": 831, + "total_tokens": 29154, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 5028, + "estimated_output_tokens": 130, + "estimated_total_tokens": 5158, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 18468.29, + "sql_execution_elapsed_ms_total": 4.8, + "conversation_log_path": "/Users/jialinzhang/Documents/HKUNAISS/SyntheticNips/SQLagent/logs/subitem_workload_v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/artifacts/v2q_n7_ff1561a00dd742b4/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_06bb19e8d4b87367.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_06bb19e8d4b87367.sql new file mode 100644 index 0000000000000000000000000000000000000000..f638e4ddbbaed1d51f97ba15fb48f8f07cf1f6c9 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_06bb19e8d4b87367.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n7_06bb19e8d4b87367 +-- problem_id: v2p_n7_82f42f7e75735d0d +-- realization_mode: agent +-- source_kind: agent +SELECT "Genus", "Species", COUNT(*) AS "row_count" +FROM "n7" +WHERE CAST("MFCCs_ 2" AS REAL) >= 0.466566 +GROUP BY "Genus", "Species" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_07bbd5699e3b9765.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_07bbd5699e3b9765.sql new file mode 100644 index 0000000000000000000000000000000000000000..53d8edb628db44c7cc06dbe07e03b69d29df352c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_07bbd5699e3b9765.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_07bbd5699e3b9765 +-- problem_id: v2p_n7_fbc1683c49738bfd +-- realization_mode: agent +-- source_kind: agent +SELECT "Genus", + AVG(CASE WHEN "Genus" = 'Hypsiboas' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n7" +GROUP BY "Genus" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_0d4f622a578e2e2d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_0d4f622a578e2e2d.sql new file mode 100644 index 0000000000000000000000000000000000000000..e49560cd35058ef552b42149608f2f8bbeb5a706 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_0d4f622a578e2e2d.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n7_0d4f622a578e2e2d +-- problem_id: v2p_n7_3648d85cde1e56f5 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Genus", + SUM(CASE WHEN "Genus" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Genus" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count + FROM "n7" + GROUP BY "Genus" +) +SELECT "Genus", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_1099cb5561d60dc6.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_1099cb5561d60dc6.sql new file mode 100644 index 0000000000000000000000000000000000000000..399cc288a8268a9d3e27ea9a1e591b00bf048f7c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_1099cb5561d60dc6.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_1099cb5561d60dc6 +-- problem_id: v2p_n7_6208cb336d593868 +-- realization_mode: agent +-- source_kind: agent +SELECT "Genus", "MFCCs_ 7", + SUM(CAST("MFCCs_ 6" AS REAL)) AS total_measure, + SUM(CAST("MFCCs_ 6" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 6" AS REAL))) OVER (PARTITION BY "Genus") AS share_within_group +FROM "n7" +GROUP BY "Genus", "MFCCs_ 7" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_13d4feca04d77bb5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_13d4feca04d77bb5.sql new file mode 100644 index 0000000000000000000000000000000000000000..2cfcfd807be050c321cc9944b3b2c04c3df3ac24 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_13d4feca04d77bb5.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_13d4feca04d77bb5 +-- problem_id: v2p_n7_d6bd8c13b8543b0d +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Species", + AVG(CAST("MFCCs_20" AS REAL)) OVER (PARTITION BY "Species") AS "avg_measure" +FROM "n7" +WHERE "Species" IS NOT NULL + AND "Species" <> '' + AND "MFCCs_20" IS NOT NULL + AND "MFCCs_20" <> '' +ORDER BY "avg_measure" DESC, "Species" ASC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_1ba47e131ee599cf.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_1ba47e131ee599cf.sql new file mode 100644 index 0000000000000000000000000000000000000000..ad16e869db3c27c79c06552e854d090c0ad7cb22 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_1ba47e131ee599cf.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_1ba47e131ee599cf +-- problem_id: v2p_n7_0a11cd1bf86fa48f +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Family", + AVG(CAST("MFCCs_21" AS REAL)) OVER (PARTITION BY "Family") AS "avg_measure" +FROM "n7" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_1e8fe493f89a491b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_1e8fe493f89a491b.sql new file mode 100644 index 0000000000000000000000000000000000000000..4702275703edb6aa65ab8fe9dbec27b973a05611 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_1e8fe493f89a491b.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n7_1e8fe493f89a491b +-- problem_id: v2p_n7_660f79d706f467b2 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "Species", COUNT(*) AS "row_count" +FROM "n7" +WHERE CAST("MFCCs_ 1" AS REAL) >= 1.0 +GROUP BY "Family", "Species" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_1f5bde397a184dc5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_1f5bde397a184dc5.sql new file mode 100644 index 0000000000000000000000000000000000000000..f1632d018435f738fd39985bcf81da5c7896615a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_1f5bde397a184dc5.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_1f5bde397a184dc5 +-- problem_id: v2p_n7_a0bf6425e109bdeb +-- realization_mode: agent +-- source_kind: agent +SELECT "Genus", + AVG(CASE WHEN "Family" = 'Hylidae' THEN 1 ELSE 0 END) AS condition_rate +FROM "n7" +GROUP BY "Genus" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_21b496f27e1c5e43.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_21b496f27e1c5e43.sql new file mode 100644 index 0000000000000000000000000000000000000000..e2c5739ad2728d1b83219d369279436d5811d9ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_21b496f27e1c5e43.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_21b496f27e1c5e43 +-- problem_id: v2p_n7_b982cbad5d9ff39d +-- realization_mode: agent +-- source_kind: agent +SELECT + "Genus", + "MFCCs_ 4", + SUM(CAST("MFCCs_ 3" AS REAL)) AS total_measure, + SUM(CAST("MFCCs_ 3" AS REAL)) * 100.0 / + SUM(SUM(CAST("MFCCs_ 3" AS REAL))) OVER (PARTITION BY "Genus") AS share_within_group +FROM "n7" +GROUP BY "Genus", "MFCCs_ 4" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_23a3ba1f8e736ed5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_23a3ba1f8e736ed5.sql new file mode 100644 index 0000000000000000000000000000000000000000..bb93e325a7247497d48ad9bc746b6ce0944082e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_23a3ba1f8e736ed5.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_23a3ba1f8e736ed5 +-- problem_id: v2p_n7_ac07805978a207d1 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Family", + AVG(CAST("MFCCs_21" AS REAL)) OVER (PARTITION BY "Family") AS "avg_measure" +FROM "n7" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_27036980dec6429e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_27036980dec6429e.sql new file mode 100644 index 0000000000000000000000000000000000000000..57a67a6dd09e63c5ccfc29cbde3016bc58184316 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_27036980dec6429e.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_27036980dec6429e +-- problem_id: v2p_n7_f14fc6f3eb55fd81 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Genus", + AVG(CAST("MFCCs_ 2" AS REAL)) OVER (PARTITION BY "Genus") AS "avg_measure" +FROM "n7" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_2a8c57cc34c9c548.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_2a8c57cc34c9c548.sql new file mode 100644 index 0000000000000000000000000000000000000000..9e8929251274c448e9e7f9f7b6afdee633afa7c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_2a8c57cc34c9c548.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n7_2a8c57cc34c9c548 +-- problem_id: v2p_n7_73f6d7117ac4e6a1 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "Species", COUNT(*) AS "row_count" +FROM "n7" +WHERE "Genus" = 'Hypsiboas' +GROUP BY "Family", "Species" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_32b62073f9204d9a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_32b62073f9204d9a.sql new file mode 100644 index 0000000000000000000000000000000000000000..72ca0c9c446f0eb4354273e3358bc4085c1fb5b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_32b62073f9204d9a.sql @@ -0,0 +1,31 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_32b62073f9204d9a +-- problem_id: v2p_n7_3184efcd09c4fe83 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "Species", + "MFCCs_ 8", + SUM(CAST("MFCCs_ 7" AS REAL)) AS "total_measure" + FROM "n7" + WHERE "Species" IS NOT NULL + AND "MFCCs_ 8" IS NOT NULL + AND "MFCCs_ 7" IS NOT NULL + GROUP BY "Species", "MFCCs_ 8" +) +SELECT + "Species", + "MFCCs_ 8", + "total_measure", + "total_measure" * 100.0 / NULLIF(SUM("total_measure") OVER (PARTITION BY "Species"), 0) AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_345fa811880e128a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_345fa811880e128a.sql new file mode 100644 index 0000000000000000000000000000000000000000..9b934f713fc2a8916277d3dc3f48f8f6a8017060 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_345fa811880e128a.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_345fa811880e128a +-- problem_id: v2p_n7_422c0377f04c6388 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Family", + "MFCCs_ 3", + SUM(CAST("MFCCs_ 2" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_ 2" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 2" AS REAL))) OVER (PARTITION BY "Family") AS "share_within_group" +FROM "n7" +GROUP BY "Family", "MFCCs_ 3" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_3500583dd59048d7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_3500583dd59048d7.sql new file mode 100644 index 0000000000000000000000000000000000000000..3c2cb14a2d3ec2396a80abd50cd1117beb06085b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_3500583dd59048d7.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_3500583dd59048d7 +-- problem_id: v2p_n7_962cbffe26eb4d2d +-- realization_mode: agent +-- source_kind: agent +SELECT "Genus", + AVG(CASE WHEN "Family" = 'Leptodactylidae' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n7" +GROUP BY "Genus" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_358a869bf9b20216.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_358a869bf9b20216.sql new file mode 100644 index 0000000000000000000000000000000000000000..1d691a8e2368794f0ca9e92be810cb45299dfc6c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_358a869bf9b20216.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n7_358a869bf9b20216 +-- problem_id: v2p_n7_5d2ac59027c1d377 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "Genus", COUNT(*) AS row_count +FROM "n7" +WHERE CAST("MFCCs_ 3" AS REAL) >= 0.430695 +GROUP BY "Family", "Genus" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_3910039e1fa3ea83.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_3910039e1fa3ea83.sql new file mode 100644 index 0000000000000000000000000000000000000000..5c5344a997257d4f53536dbda102eeb704c369f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_3910039e1fa3ea83.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n7_3910039e1fa3ea83 +-- problem_id: v2p_n7_a272e7b1dea9bc77 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Species", + SUM(CASE WHEN "Genus" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Genus" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count + FROM "n7" + GROUP BY "Species" +) +SELECT "Species", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_396de534feb283a2.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_396de534feb283a2.sql new file mode 100644 index 0000000000000000000000000000000000000000..b3b0eb7570e7a5f070d16579f7f9ebea70fc3ae8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_396de534feb283a2.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_396de534feb283a2 +-- problem_id: v2p_n7_59a8dd6f11cc7a19 +-- realization_mode: agent +-- source_kind: agent +WITH "agg" AS ( + SELECT + "Species", + "MFCCs_11", + SUM(CAST("MFCCs_10" AS REAL)) AS "total_measure" + FROM "n7" + GROUP BY "Species", "MFCCs_11" +) +SELECT + "Species", + "MFCCs_11", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "Species") AS "share_within_group" +FROM "agg" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_45916479cc7fd701.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_45916479cc7fd701.sql new file mode 100644 index 0000000000000000000000000000000000000000..7da3b45983c6db58e9f0084593768dcf25cdc696 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_45916479cc7fd701.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n7_45916479cc7fd701 +-- problem_id: v2p_n7_8e7ae961739fa18a +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "Species", COUNT(*) AS row_count +FROM "n7" +WHERE CAST("MFCCs_ 4" AS REAL) >= 0.559861 +GROUP BY "Family", "Species" +ORDER BY row_count DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_47de83d9a44ccf41.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_47de83d9a44ccf41.sql new file mode 100644 index 0000000000000000000000000000000000000000..87088d41dbe0a81b012462af2cbad7e7a4554afc --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_47de83d9a44ccf41.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_47de83d9a44ccf41 +-- problem_id: v2p_n7_4565ebd0190ffe16 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "MFCCs_ 9", + SUM(CAST("MFCCs_ 8" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_ 8" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 8" AS REAL))) OVER (PARTITION BY "Family") AS "share_within_group" +FROM "n7" +GROUP BY "Family", "MFCCs_ 9" +ORDER BY "share_within_group" DESC +LIMIT 15; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_4c709af1f904c102.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_4c709af1f904c102.sql new file mode 100644 index 0000000000000000000000000000000000000000..fac0c70ec826000fd10c0bd84db766b739a7a75c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_4c709af1f904c102.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_4c709af1f904c102 +-- problem_id: v2p_n7_d703e6bb692fdac7 +-- realization_mode: agent +-- source_kind: agent +SELECT "Species", + AVG(CASE WHEN "Family" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS condition_rate +FROM "n7" +GROUP BY "Species" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_4c98bef7c601029b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_4c98bef7c601029b.sql new file mode 100644 index 0000000000000000000000000000000000000000..b09479da0f424993665c6c7fb2a908a0417d3637 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_4c98bef7c601029b.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n7_4c98bef7c601029b +-- problem_id: v2p_n7_1a4b0385f035acaa +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Species", + SUM(CASE WHEN "Family" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Family" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count + FROM "n7" + GROUP BY "Species" +) +SELECT "Species", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_5a8763ebea85ca84.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_5a8763ebea85ca84.sql new file mode 100644 index 0000000000000000000000000000000000000000..415ca0d789d2711975859ead6eb899c2da24c198 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_5a8763ebea85ca84.sql @@ -0,0 +1,22 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_5a8763ebea85ca84 +-- problem_id: v2p_n7_b616b40a5a30f233 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Family", + AVG(CAST("MFCCs_ 1" AS REAL)) OVER (PARTITION BY "Family") AS avg_measure +FROM "n7" +WHERE "Family" IS NOT NULL + AND TRIM("Family") <> '' + AND "MFCCs_ 1" IS NOT NULL + AND TRIM("MFCCs_ 1") <> '' +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_624e801ae99080db.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_624e801ae99080db.sql new file mode 100644 index 0000000000000000000000000000000000000000..2e09565e33a838f0d4112abd24be7d18bb044f42 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_624e801ae99080db.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_624e801ae99080db +-- problem_id: v2p_n7_001577733e5e1b73 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Family", + AVG(CAST("MFCCs_ 1" AS REAL)) OVER (PARTITION BY "Family") AS avg_measure +FROM "n7" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_640f7025f98957c7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_640f7025f98957c7.sql new file mode 100644 index 0000000000000000000000000000000000000000..e12dac31561798b2d5736a8dbe0fc2af44788e2f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_640f7025f98957c7.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_640f7025f98957c7 +-- problem_id: v2p_n7_056fbc18c6b69a3a +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "MFCCs_ 9", + SUM(CAST("MFCCs_ 8" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_ 8" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 8" AS REAL))) OVER (PARTITION BY "Family") AS "share_within_group" +FROM "n7" +GROUP BY "Family", "MFCCs_ 9" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_65be199d4f0e4501.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_65be199d4f0e4501.sql new file mode 100644 index 0000000000000000000000000000000000000000..edf6cf9be0e3bd57fccbbc32c713e8dafc31e5ac --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_65be199d4f0e4501.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_65be199d4f0e4501 +-- problem_id: v2p_n7_246da7ccb6f9e773 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Family", + "MFCCs_12", + SUM(CAST("MFCCs_11" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_11" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_11" AS REAL))) OVER (PARTITION BY "Family") AS "share_within_group" +FROM "n7" +GROUP BY "Family", "MFCCs_12" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_6b9e2499ce699ae8.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_6b9e2499ce699ae8.sql new file mode 100644 index 0000000000000000000000000000000000000000..a66142d71441bc7ba5c5c7df120618d8bd358237 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_6b9e2499ce699ae8.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_6b9e2499ce699ae8 +-- problem_id: v2p_n7_416d95eb226e5d33 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "MFCCs_ 3", + SUM(CAST("MFCCs_ 2" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_ 2" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 2" AS REAL))) OVER (PARTITION BY "Family") AS "share_within_group" +FROM "n7" +GROUP BY "Family", "MFCCs_ 3" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_6dde57786b5b756b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_6dde57786b5b756b.sql new file mode 100644 index 0000000000000000000000000000000000000000..cb55447363cb612906dcd4d4c239e44a81c43d79 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_6dde57786b5b756b.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_6dde57786b5b756b +-- problem_id: v2p_n7_8f8ceb42c7fa10ba +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Species", + AVG(CAST("RecordID" AS REAL)) OVER (PARTITION BY "Species") AS avg_measure +FROM "n7" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_7283c3c7bd590b86.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_7283c3c7bd590b86.sql new file mode 100644 index 0000000000000000000000000000000000000000..f4cb4e4e46537ce7602124473ca11582a9e78042 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_7283c3c7bd590b86.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_7283c3c7bd590b86 +-- problem_id: v2p_n7_8ffbee6874446cbd +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", + AVG(CASE WHEN "Family" = 'Leptodactylidae' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n7" +GROUP BY "Family" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_787f3c67080d3661.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_787f3c67080d3661.sql new file mode 100644 index 0000000000000000000000000000000000000000..70d797c1147f0823876b182727ecd0575053561b --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_787f3c67080d3661.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n7_787f3c67080d3661 +-- problem_id: v2p_n7_5e80675d5061af83 +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Family", + SUM(CASE WHEN "Family" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Family" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count + FROM "n7" + GROUP BY "Family" +) +SELECT "Family", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_7e155c310c31bc6e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_7e155c310c31bc6e.sql new file mode 100644 index 0000000000000000000000000000000000000000..73620b8ef975ce36526ce62a2da05801d0b3edb8 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_7e155c310c31bc6e.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n7_7e155c310c31bc6e +-- problem_id: v2p_n7_c9cda7306addfb77 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "Genus", COUNT(*) AS "row_count" +FROM "n7" +WHERE CAST("RecordID" AS REAL) >= 37.0 +GROUP BY "Family", "Genus" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_7fd4dbb27e88f64a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_7fd4dbb27e88f64a.sql new file mode 100644 index 0000000000000000000000000000000000000000..273e9b2b3518e3f4737a7fb77f5fb22b82cafa2c --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_7fd4dbb27e88f64a.sql @@ -0,0 +1,27 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_7fd4dbb27e88f64a +-- problem_id: v2p_n7_746b87b04f699bd4 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Genus", + "MFCCs_10", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "Genus") AS "share_within_group" +FROM ( + SELECT + "Genus", + "MFCCs_10", + SUM(CAST("MFCCs_ 9" AS REAL)) AS "total_measure" + FROM "n7" + GROUP BY "Genus", "MFCCs_10" +) +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_8517829eccd7080d.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_8517829eccd7080d.sql new file mode 100644 index 0000000000000000000000000000000000000000..f2cef5843229987d56321960df6ebe168b457dbe --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_8517829eccd7080d.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_8517829eccd7080d +-- problem_id: v2p_n7_9ec678d6191ee2cb +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", + AVG(CASE WHEN "Family" = 'Hylidae' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n7" +GROUP BY "Family" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_910cfb187934ed78.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_910cfb187934ed78.sql new file mode 100644 index 0000000000000000000000000000000000000000..613bbfbc30cba769916f1923c814bbc3e24f123a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_910cfb187934ed78.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_910cfb187934ed78 +-- problem_id: v2p_n7_18b11dd0496dc7dc +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Species", + AVG(CAST("MFCCs_20" AS REAL)) OVER (PARTITION BY "Species") AS "avg_measure" +FROM "n7" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_97363971fe5357be.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_97363971fe5357be.sql new file mode 100644 index 0000000000000000000000000000000000000000..44676f179f0f343c05ef7d418681d0f0b3648349 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_97363971fe5357be.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_97363971fe5357be +-- problem_id: v2p_n7_6f10d7be35289293 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "MFCCs_12", + SUM(CAST("MFCCs_11" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_11" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_11" AS REAL))) OVER (PARTITION BY "Family") AS "share_within_group" +FROM "n7" +GROUP BY "Family", "MFCCs_12" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_a2df1b670b3ac62c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_a2df1b670b3ac62c.sql new file mode 100644 index 0000000000000000000000000000000000000000..2108f2e161f03141b2ebdee7a1dfb6d7820b32a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_a2df1b670b3ac62c.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_a2df1b670b3ac62c +-- problem_id: v2p_n7_4e8e5ab9ac37fbc4 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "MFCCs_ 6", + SUM(CAST("MFCCs_ 5" AS REAL)) AS total_measure, + SUM(CAST("MFCCs_ 5" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 5" AS REAL))) OVER (PARTITION BY "Family") AS share_within_group +FROM "n7" +GROUP BY "Family", "MFCCs_ 6" +ORDER BY share_within_group DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_a897342a5bc23750.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_a897342a5bc23750.sql new file mode 100644 index 0000000000000000000000000000000000000000..02fd91f5d0341b4a7fbdfff96d02bfc1ccb6f03f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_a897342a5bc23750.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n7_a897342a5bc23750 +-- problem_id: v2p_n7_a57914a336a1c8f8 +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT "Family", + SUM(CASE WHEN "Family" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS "numerator_count", + SUM(CASE WHEN "Family" = 'Hylidae' THEN 1 ELSE 0 END) AS "denominator_count" + FROM "n7" + GROUP BY "Family" +) +SELECT "Family", + CAST("numerator_count" AS FLOAT) / NULLIF("denominator_count", 0) AS "condition_ratio" +FROM "grouped" +ORDER BY "condition_ratio" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_aa26f905796b4287.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_aa26f905796b4287.sql new file mode 100644 index 0000000000000000000000000000000000000000..aea7435513376648f34a0c08b090906bb20f7332 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_aa26f905796b4287.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_aa26f905796b4287 +-- problem_id: v2p_n7_1f13907b699e467f +-- realization_mode: agent +-- source_kind: agent +SELECT "Species", + AVG(CASE WHEN "Genus" = 'Hypsiboas' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n7" +GROUP BY "Species" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_acebaa90d17977c0.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_acebaa90d17977c0.sql new file mode 100644 index 0000000000000000000000000000000000000000..49b1eba72b3dc88da10c15352f04f26b69fab4ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_acebaa90d17977c0.sql @@ -0,0 +1,25 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_acebaa90d17977c0 +-- problem_id: v2p_n7_7ac9fb095d824c2a +-- realization_mode: agent +-- source_kind: agent +SELECT + "Family", + CAST("MFCCs_ 6" AS REAL) AS "MFCCs_ 6", + SUM(CAST("MFCCs_ 5" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_ 5" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 5" AS REAL))) OVER (PARTITION BY "Family") AS "share_within_group" +FROM "n7" +WHERE "Family" IS NOT NULL + AND "MFCCs_ 5" IS NOT NULL + AND "MFCCs_ 6" IS NOT NULL +GROUP BY "Family", CAST("MFCCs_ 6" AS REAL) +ORDER BY "share_within_group" DESC +LIMIT 12; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_adc71ad48f31a029.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_adc71ad48f31a029.sql new file mode 100644 index 0000000000000000000000000000000000000000..a306c94ac8c796ee26bf54b0c7d62b9ef004c5c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_adc71ad48f31a029.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_adc71ad48f31a029 +-- problem_id: v2p_n7_b7e31661359c4554 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Species", + "MFCCs_11", + SUM(CAST("MFCCs_10" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_10" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_10" AS REAL))) OVER (PARTITION BY "Species") AS "share_within_group" +FROM "n7" +GROUP BY "Species", "MFCCs_11" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_b711285a2301f94a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_b711285a2301f94a.sql new file mode 100644 index 0000000000000000000000000000000000000000..5680dd9a88309b8977c12f51d003a1428f8e557a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_b711285a2301f94a.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n7_b711285a2301f94a +-- problem_id: v2p_n7_56a0b3bbf0159d3f +-- realization_mode: agent +-- source_kind: agent +SELECT "Genus", "Species", COUNT(*) AS "row_count" +FROM "n7" +WHERE "Species" = 'AdenomeraAndre' +GROUP BY "Genus", "Species" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_bf1660ca19de8e23.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_bf1660ca19de8e23.sql new file mode 100644 index 0000000000000000000000000000000000000000..f8b2bde49e32c3d740e2d8545c7b1463a0f38577 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_bf1660ca19de8e23.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_bf1660ca19de8e23 +-- problem_id: v2p_n7_eb67383d0a6f490b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Genus", + AVG(CAST("MFCCs_22" AS REAL)) OVER (PARTITION BY "Genus") AS "avg_measure" +FROM "n7" +WHERE "Genus" IS NOT NULL + AND "MFCCs_22" IS NOT NULL + AND TRIM("MFCCs_22") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c0ecf7b98827b4c7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c0ecf7b98827b4c7.sql new file mode 100644 index 0000000000000000000000000000000000000000..f0a26e49b34f9d7f5c76c5b1c2787e8442ca6dba --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c0ecf7b98827b4c7.sql @@ -0,0 +1,17 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_c0ecf7b98827b4c7 +-- problem_id: v2p_n7_234e707dc46f6dd7 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT "Genus", + AVG(CAST("MFCCs_19" AS REAL)) OVER (PARTITION BY "Genus") AS "avg_measure" +FROM "n7" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c26d1486233476a2.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c26d1486233476a2.sql new file mode 100644 index 0000000000000000000000000000000000000000..5d004e68831eab1eb7d7f0ee8bd1e4c478b375db --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c26d1486233476a2.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_c26d1486233476a2 +-- problem_id: v2p_n7_296bcf128a1f7d41 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Species", + AVG(CASE WHEN "Genus" = 'Adenomera' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n7" +GROUP BY "Species" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c29eda2e8d516ef5.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c29eda2e8d516ef5.sql new file mode 100644 index 0000000000000000000000000000000000000000..6ee7b0c6649d6fa8a057cf68c4bd0801225f9342 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c29eda2e8d516ef5.sql @@ -0,0 +1,29 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_c29eda2e8d516ef5 +-- problem_id: v2p_n7_b583675ad0bf3e63 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Species", + "MFCCs_ 5", + "total_measure", + "total_measure" * 100.0 / SUM("total_measure") OVER (PARTITION BY "Species") AS "share_within_group" +FROM ( + SELECT + "Species", + CAST("MFCCs_ 5" AS REAL) AS "MFCCs_ 5", + SUM(CAST("MFCCs_ 4" AS REAL)) AS "total_measure" + FROM "n7" + GROUP BY + "Species", + CAST("MFCCs_ 5" AS REAL) +) AS "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c3500f66da6d0fdf.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c3500f66da6d0fdf.sql new file mode 100644 index 0000000000000000000000000000000000000000..bd8446e0c7bc9f32b21050913be54307334410d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c3500f66da6d0fdf.sql @@ -0,0 +1,20 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_c3500f66da6d0fdf +-- problem_id: v2p_n7_a715277683b4b0f4 +-- realization_mode: agent +-- source_kind: agent +SELECT "Genus", "MFCCs_ 4", + SUM(CAST("MFCCs_ 3" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_ 3" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 3" AS REAL))) OVER (PARTITION BY "Genus") AS "share_within_group" +FROM "n7" +GROUP BY "Genus", "MFCCs_ 4" +ORDER BY "share_within_group" DESC +LIMIT 15; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c874b5d0e414246b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c874b5d0e414246b.sql new file mode 100644 index 0000000000000000000000000000000000000000..6a87093bf176a8a26836e85128bcf1f3da0749af --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_c874b5d0e414246b.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_c874b5d0e414246b +-- problem_id: v2p_n7_5e530e37fc7e6905 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", + AVG(CASE WHEN "Genus" = 'Adenomera' THEN 1.0 ELSE 0.0 END) AS "condition_rate" +FROM "n7" +GROUP BY "Family" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_d045023c8a4dea21.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_d045023c8a4dea21.sql new file mode 100644 index 0000000000000000000000000000000000000000..5e7a6d33407530539d3a621abaeec3e5e938d382 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_d045023c8a4dea21.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: count_distribution +-- template_id: tpl_c2_filtered_group_count_2d +-- query_record_id: v2q_n7_d045023c8a4dea21 +-- problem_id: v2p_n7_15239ed6dcd74b07 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", "Genus", COUNT(*) AS "row_count" +FROM "n7" +WHERE "Family" = 'Leptodactylidae' +GROUP BY "Family", "Genus" +ORDER BY "row_count" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_d127bf282a3264d3.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_d127bf282a3264d3.sql new file mode 100644 index 0000000000000000000000000000000000000000..86ef59f488ecf9395ea38f93a72ab11dc44f24ee --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_d127bf282a3264d3.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_d127bf282a3264d3 +-- problem_id: v2p_n7_f45baa07b98dd557 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Genus", + AVG(CAST("MFCCs_22" AS REAL)) OVER (PARTITION BY "Genus") AS "avg_measure" +FROM "n7" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_d627e7432520d4f6.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_d627e7432520d4f6.sql new file mode 100644 index 0000000000000000000000000000000000000000..e8d4fab9a6b93b90e3fb1da2d3fca7ba08e7624a --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_d627e7432520d4f6.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_d627e7432520d4f6 +-- problem_id: v2p_n7_bfa37a01a10407dd +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Genus", + AVG(CAST("MFCCs_ 2" AS REAL)) OVER (PARTITION BY "Genus") AS "avg_measure" +FROM "n7" +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_e141bb2669a277c1.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_e141bb2669a277c1.sql new file mode 100644 index 0000000000000000000000000000000000000000..c2c38ef819a06fa8634ef17d82abf608b1270198 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_e141bb2669a277c1.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_e141bb2669a277c1 +-- problem_id: v2p_n7_d578baa7f6b2bdc8 +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", + AVG(CASE WHEN "Family" = 'Hylidae' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n7" +GROUP BY "Family" +ORDER BY "condition_rate" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_e303ce1731746a01.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_e303ce1731746a01.sql new file mode 100644 index 0000000000000000000000000000000000000000..16c9df274bcd265f4d365cdaa21ff1c6b5051f45 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_e303ce1731746a01.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n7_e303ce1731746a01 +-- problem_id: v2p_n7_1b64987d30f4f9ed +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Family", + SUM(CASE WHEN "Genus" = 'Adenomera' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Genus" = 'Hypsiboas' THEN 1 ELSE 0 END) AS denominator_count + FROM "n7" + GROUP BY "Family" +) +SELECT "Family", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_e8bfb291ee41fd7f.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_e8bfb291ee41fd7f.sql new file mode 100644 index 0000000000000000000000000000000000000000..a5d6f22c36a4ac47d6336c68bf5cc5e5e55c1d14 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_e8bfb291ee41fd7f.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_e8bfb291ee41fd7f +-- problem_id: v2p_n7_f4de03e789f481a6 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Family", + AVG(CAST("MFCCs_18" AS REAL)) OVER (PARTITION BY "Family") AS "avg_measure" +FROM "n7" +WHERE "Family" IS NOT NULL + AND "MFCCs_18" IS NOT NULL + AND TRIM("MFCCs_18") <> '' +ORDER BY "avg_measure" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_eadd4fc48be86944.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_eadd4fc48be86944.sql new file mode 100644 index 0000000000000000000000000000000000000000..439fc397e98355a9ef249be322dfce0462f71382 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_eadd4fc48be86944.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_eadd4fc48be86944 +-- problem_id: v2p_n7_939c6e7673f6adbc +-- realization_mode: agent +-- source_kind: agent +SELECT "Family", + AVG(CASE WHEN "Genus" = 'Hypsiboas' THEN 1 ELSE 0 END) AS condition_rate +FROM "n7" +GROUP BY "Family" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_eb38d9bff244415a.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_eb38d9bff244415a.sql new file mode 100644 index 0000000000000000000000000000000000000000..d8a7bbb2ecf3c0cd48849739981eba7a6730999f --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_eb38d9bff244415a.sql @@ -0,0 +1,32 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_eb38d9bff244415a +-- problem_id: v2p_n7_7931b2645745de4b +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Genus", + AVG(CAST("MFCCs_19" AS REAL)) OVER (PARTITION BY "Genus") AS avg_measure +FROM "n7" +WHERE "Genus" IS NOT NULL + AND TRIM("Genus") <> '' + AND "MFCCs_19" IS NOT NULL + AND TRIM("MFCCs_19") <> '' + AND "Genus" IN ( + SELECT "Genus" + FROM "n7" + WHERE "Genus" IS NOT NULL + AND TRIM("Genus") <> '' + AND "MFCCs_19" IS NOT NULL + AND TRIM("MFCCs_19") <> '' + GROUP BY "Genus" + HAVING COUNT(*) >= 5 + ) +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_ed6e88f053bf96f6.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_ed6e88f053bf96f6.sql new file mode 100644 index 0000000000000000000000000000000000000000..ef0676fc760f07309acfc36bfe0e67eef20381f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_ed6e88f053bf96f6.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_ed6e88f053bf96f6 +-- problem_id: v2p_n7_8ab93c5ca1b5de63 +-- realization_mode: agent +-- source_kind: agent +SELECT "Species", "MFCCs_ 5", + SUM(CAST("MFCCs_ 4" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_ 4" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 4" AS REAL))) OVER (PARTITION BY "Species") AS "share_within_group" +FROM "n7" +GROUP BY "Species", "MFCCs_ 5" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_ee2e1e434505eef9.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_ee2e1e434505eef9.sql new file mode 100644 index 0000000000000000000000000000000000000000..2767e2000ec4126ec8b1c28a254599f0765d6096 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_ee2e1e434505eef9.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_ee2e1e434505eef9 +-- problem_id: v2p_n7_803bf68cc6f02fd2 +-- realization_mode: agent +-- source_kind: agent +SELECT "Genus", + AVG(CASE WHEN "Genus" = 'Adenomera' THEN 1 ELSE 0 END) AS condition_rate +FROM "n7" +GROUP BY "Genus" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f0dfdfca30ae86e7.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f0dfdfca30ae86e7.sql new file mode 100644 index 0000000000000000000000000000000000000000..74cb9a9731ae507a99d3aa792d2074a4041c6844 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f0dfdfca30ae86e7.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_f0dfdfca30ae86e7 +-- problem_id: v2p_n7_35b5e7c12bab3558 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Genus", + "MFCCs_ 7", + SUM(CAST("MFCCs_ 6" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_ 6" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 6" AS REAL))) OVER (PARTITION BY "Genus") AS "share_within_group" +FROM "n7" +GROUP BY "Genus", "MFCCs_ 7" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f2b6f6fa781bf7a6.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f2b6f6fa781bf7a6.sql new file mode 100644 index 0000000000000000000000000000000000000000..4cc7260a9a292d202e3ffa55009a2311115365ae --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f2b6f6fa781bf7a6.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_f2b6f6fa781bf7a6 +-- problem_id: v2p_n7_f89b781a0d3ea2a5 +-- realization_mode: agent +-- source_kind: agent +SELECT + "Species", + "MFCCs_ 8", + SUM(CAST("MFCCs_ 7" AS REAL)) AS "total_measure", + SUM(CAST("MFCCs_ 7" AS REAL)) * 100.0 / SUM(SUM(CAST("MFCCs_ 7" AS REAL))) OVER (PARTITION BY "Species") AS "share_within_group" +FROM "n7" +GROUP BY "Species", "MFCCs_ 8" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f32437956bb1cf9b.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f32437956bb1cf9b.sql new file mode 100644 index 0000000000000000000000000000000000000000..e2d8212cac19d93378df6fc458962d422d129882 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f32437956bb1cf9b.sql @@ -0,0 +1,24 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: contrastive_conditional_view +-- template_id: tpl_m4_group_ratio_two_conditions +-- query_record_id: v2q_n7_f32437956bb1cf9b +-- problem_id: v2p_n7_bfdd9b2f90b6494a +-- realization_mode: agent +-- source_kind: agent +WITH grouped AS ( + SELECT "Genus", + SUM(CASE WHEN "Family" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS numerator_count, + SUM(CASE WHEN "Family" = 'Hylidae' THEN 1 ELSE 0 END) AS denominator_count + FROM "n7" + GROUP BY "Genus" +) +SELECT "Genus", + CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio +FROM grouped +ORDER BY condition_ratio DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f759c0e5e0c8dd97.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f759c0e5e0c8dd97.sql new file mode 100644 index 0000000000000000000000000000000000000000..eba1a29bb2779404eef57c0bb9a45f4d0dbc3f39 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f759c0e5e0c8dd97.sql @@ -0,0 +1,28 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_tpcds_within_group_share +-- query_record_id: v2q_n7_f759c0e5e0c8dd97 +-- problem_id: v2p_n7_57d7a95234a6b67e +-- realization_mode: agent +-- source_kind: agent +WITH "grouped" AS ( + SELECT + "Genus", + "MFCCs_10", + SUM(CAST("MFCCs_ 9" AS REAL)) AS "total_measure" + FROM "n7" + GROUP BY "Genus", "MFCCs_10" +) +SELECT + "grouped"."Genus", + "grouped"."MFCCs_10", + "grouped"."total_measure", + "grouped"."total_measure" * 100.0 / SUM("grouped"."total_measure") OVER (PARTITION BY "grouped"."Genus") AS "share_within_group" +FROM "grouped" +ORDER BY "share_within_group" DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f896a3bc614a739e.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f896a3bc614a739e.sql new file mode 100644 index 0000000000000000000000000000000000000000..f77671428dbe1444902badd57562f43b7b0804b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f896a3bc614a739e.sql @@ -0,0 +1,21 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: direction_consistency +-- intended_facet_id: conditional_rate_shift +-- variant_semantic_role: filtered_stable_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_f896a3bc614a739e +-- problem_id: v2p_n7_a2ac4c439f8246c3 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Species", + AVG(CAST("RecordID" AS REAL)) OVER (PARTITION BY "Species") AS "avg_measure" +FROM "n7" +WHERE "Species" IS NOT NULL + AND "RecordID" IS NOT NULL +ORDER BY "avg_measure" DESC +LIMIT 17; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f9f42799592c3d9c.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f9f42799592c3d9c.sql new file mode 100644 index 0000000000000000000000000000000000000000..bb6ac43d5a37975becc94883798103bd34398a76 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_f9f42799592c3d9c.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: focused_target_view +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_f9f42799592c3d9c +-- problem_id: v2p_n7_99e22835c78f6870 +-- realization_mode: agent +-- source_kind: agent +SELECT "Species", + AVG(CASE WHEN "Family" = 'Hylidae' THEN 1 ELSE 0 END) AS condition_rate +FROM "n7" +GROUP BY "Species" +ORDER BY condition_rate DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_fef77d21db458f71.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_fef77d21db458f71.sql new file mode 100644 index 0000000000000000000000000000000000000000..602127eb7a3a85abaf9e9a33f020112347265954 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_fef77d21db458f71.sql @@ -0,0 +1,18 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: slice_level_consistency +-- intended_facet_id: conditional_interaction_hotspots +-- variant_semantic_role: ranked_signal_view +-- template_id: tpl_m4_window_partition_avg +-- query_record_id: v2q_n7_fef77d21db458f71 +-- problem_id: v2p_n7_3dc29bd370cd6fe4 +-- realization_mode: agent +-- source_kind: agent +SELECT DISTINCT + "Family", + AVG(CAST("MFCCs_18" AS REAL)) OVER (PARTITION BY "Family") AS avg_measure +FROM "n7" +ORDER BY avg_measure DESC; diff --git a/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_ff1561a00dd742b4.sql b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_ff1561a00dd742b4.sql new file mode 100644 index 0000000000000000000000000000000000000000..f5816b6009f44278a86e2bfc7a1f8ac8aa896ff2 --- /dev/null +++ b/Query/sql/v2/runs/v2_conditional_subgroup_repair_local_20260526_sync3/n7/sql/v2q_n7_ff1561a00dd742b4.sql @@ -0,0 +1,19 @@ +-- sql_source_version: v2 +-- sql_source_label: v2_current +-- sql_source_run_id: v2_conditional_subgroup_repair_local_20260526_sync3 +-- sql_source_dataset_id: n7 +-- family_id: conditional_dependency_structure +-- canonical_subitem_id: dependency_strength_similarity +-- intended_facet_id: pairwise_conditional_dependency +-- variant_semantic_role: within_group_proportion +-- template_id: tpl_m4_group_condition_rate +-- query_record_id: v2q_n7_ff1561a00dd742b4 +-- problem_id: v2p_n7_584625364068da1b +-- realization_mode: agent +-- source_kind: agent +SELECT + "Family", + AVG(CASE WHEN "Family" = 'Leptodactylidae' THEN 1 ELSE 0 END) AS "condition_rate" +FROM "n7" +GROUP BY "Family" +ORDER BY "condition_rate" DESC;